From 7652d2abb01208fd51115e34e18b066824e7d921 Mon Sep 17 00:00:00 2001 From: Nicholas Liu Date: Thu, 25 May 2023 14:23:11 -0700 Subject: [PATCH] Add Multi-CSV/DF support in CSV and DataFrame Toolkits (#5009) Add Multi-CSV/DF support in CSV and DataFrame Toolkits * CSV and DataFrame toolkits now accept list of CSVs/DFs * Add default prompts for many dataframes in `pandas_dataframe` toolkit Fixes #1958 Potentially fixes #4423 ## Testing * Add single and multi-dataframe integration tests for `pandas_dataframe` toolkit with permutations of `include_df_in_prompt` * Add single and multi-CSV integration tests for csv toolkit --------- Co-authored-by: Harrison Chase --- .../agents/toolkits/examples/csv.ipynb | 77 +- .../agents/toolkits/examples/pandas.ipynb | 85 +- .../toolkits/examples/titanic_age_fillna.csv | 892 ++++++++++++++++++ langchain/agents/agent_toolkits/csv/base.py | 24 +- .../agents/agent_toolkits/pandas/base.py | 163 +++- .../agents/agent_toolkits/pandas/prompt.py | 14 +- .../integration_tests/agent/test_csv_agent.py | 57 ++ .../agent/test_pandas_agent.py | 40 + 8 files changed, 1289 insertions(+), 63 deletions(-) create mode 100644 docs/modules/agents/toolkits/examples/titanic_age_fillna.csv create mode 100644 tests/integration_tests/agent/test_csv_agent.py diff --git a/docs/modules/agents/toolkits/examples/csv.ipynb b/docs/modules/agents/toolkits/examples/csv.ipynb index 7e38e781..030f5e58 100644 --- a/docs/modules/agents/toolkits/examples/csv.ipynb +++ b/docs/modules/agents/toolkits/examples/csv.ipynb @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "16c4dc59", "metadata": {}, "outputs": [], @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "46b9489d", "metadata": {}, "outputs": [ @@ -58,10 +58,10 @@ "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", "\u001b[32;1m\u001b[1;3mThought: I need to count the number of rows\n", "Action: python_repl_ast\n", - "Action Input: len(df)\u001b[0m\n", + "Action Input: df.shape[0]\u001b[0m\n", "Observation: \u001b[36;1m\u001b[1;3m891\u001b[0m\n", "Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n", - "Final Answer: There are 891 rows in the dataframe.\u001b[0m\n", + "Final Answer: There are 891 rows.\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n" ] @@ -69,10 +69,10 @@ { "data": { "text/plain": [ - "'There are 891 rows in the dataframe.'" + "'There are 891 rows.'" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "a96309be", "metadata": {}, "outputs": [ @@ -110,7 +110,7 @@ "'30 people have more than 3 siblings.'" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -121,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "964a09f7", "metadata": {}, "outputs": [ @@ -136,15 +136,15 @@ "Action: python_repl_ast\n", "Action Input: df['Age'].mean()\u001b[0m\n", "Observation: \u001b[36;1m\u001b[1;3m29.69911764705882\u001b[0m\n", - "Thought:\u001b[32;1m\u001b[1;3m I can now calculate the square root\n", + "Thought:\u001b[32;1m\u001b[1;3m I now need to calculate the square root of the average age\n", "Action: python_repl_ast\n", "Action Input: math.sqrt(df['Age'].mean())\u001b[0m\n", - "Observation: \u001b[36;1m\u001b[1;3mname 'math' is not defined\u001b[0m\n", + "Observation: \u001b[36;1m\u001b[1;3mNameError(\"name 'math' is not defined\")\u001b[0m\n", "Thought:\u001b[32;1m\u001b[1;3m I need to import the math library\n", "Action: python_repl_ast\n", "Action Input: import math\u001b[0m\n", "Observation: \u001b[36;1m\u001b[1;3m\u001b[0m\n", - "Thought:\u001b[32;1m\u001b[1;3m I can now calculate the square root\n", + "Thought:\u001b[32;1m\u001b[1;3m I now need to calculate the square root of the average age\n", "Action: python_repl_ast\n", "Action Input: math.sqrt(df['Age'].mean())\u001b[0m\n", "Observation: \u001b[36;1m\u001b[1;3m5.449689683556195\u001b[0m\n", @@ -160,7 +160,7 @@ "'5.449689683556195'" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -169,10 +169,59 @@ "agent.run(\"whats the square root of the average age?\")" ] }, + { + "cell_type": "markdown", + "id": "09539c18", + "metadata": {}, + "source": [ + "### Multi CSV Example\n", + "\n", + "This next part shows how the agent can interact with multiple csv files passed in as a list." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "15f11fbd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3mThought: I need to compare the age columns in both dataframes\n", + "Action: python_repl_ast\n", + "Action Input: len(df1[df1['Age'] != df2['Age']])\u001b[0m\n", + "Observation: \u001b[36;1m\u001b[1;3m177\u001b[0m\n", + "Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n", + "Final Answer: 177 rows in the age column are different.\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "'177 rows in the age column are different.'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "agent = create_csv_agent(OpenAI(temperature=0), ['titanic.csv', 'titanic_age_fillna.csv'], verbose=True)\n", + "agent.run(\"how many rows in the age column are different?\")" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "551de2be", + "id": "f2909808", "metadata": {}, "outputs": [], "source": [] diff --git a/docs/modules/agents/toolkits/examples/pandas.ipynb b/docs/modules/agents/toolkits/examples/pandas.ipynb index 542cb0b0..f2acf6ff 100644 --- a/docs/modules/agents/toolkits/examples/pandas.ipynb +++ b/docs/modules/agents/toolkits/examples/pandas.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "id": "0cdd9bf5", "metadata": {}, "outputs": [], @@ -60,10 +60,10 @@ "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", "\u001b[32;1m\u001b[1;3mThought: I need to count the number of rows\n", "Action: python_repl_ast\n", - "Action Input: len(df)\u001b[0m\n", + "Action Input: df.shape[0]\u001b[0m\n", "Observation: \u001b[36;1m\u001b[1;3m891\u001b[0m\n", "Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n", - "Final Answer: There are 891 rows in the dataframe.\u001b[0m\n", + "Final Answer: There are 891 rows.\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n" ] @@ -71,7 +71,7 @@ { "data": { "text/plain": [ - "'There are 891 rows in the dataframe.'" + "'There are 891 rows.'" ] }, "execution_count": 4, @@ -138,20 +138,20 @@ "Action: python_repl_ast\n", "Action Input: df['Age'].mean()\u001b[0m\n", "Observation: \u001b[36;1m\u001b[1;3m29.69911764705882\u001b[0m\n", - "Thought:\u001b[32;1m\u001b[1;3m I can now calculate the square root\n", + "Thought:\u001b[32;1m\u001b[1;3m I now need to calculate the square root of the average age\n", "Action: python_repl_ast\n", "Action Input: math.sqrt(df['Age'].mean())\u001b[0m\n", - "Observation: \u001b[36;1m\u001b[1;3mname 'math' is not defined\u001b[0m\n", + "Observation: \u001b[36;1m\u001b[1;3mNameError(\"name 'math' is not defined\")\u001b[0m\n", "Thought:\u001b[32;1m\u001b[1;3m I need to import the math library\n", "Action: python_repl_ast\n", "Action Input: import math\u001b[0m\n", - "Observation: \u001b[36;1m\u001b[1;3mNone\u001b[0m\n", - "Thought:\u001b[32;1m\u001b[1;3m I can now calculate the square root\n", + "Observation: \u001b[36;1m\u001b[1;3m\u001b[0m\n", + "Thought:\u001b[32;1m\u001b[1;3m I now need to calculate the square root of the average age\n", "Action: python_repl_ast\n", "Action Input: math.sqrt(df['Age'].mean())\u001b[0m\n", "Observation: \u001b[36;1m\u001b[1;3m5.449689683556195\u001b[0m\n", "Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n", - "Final Answer: 5.449689683556195\u001b[0m\n", + "Final Answer: The square root of the average age is 5.449689683556195.\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n" ] @@ -159,7 +159,7 @@ { "data": { "text/plain": [ - "'5.449689683556195'" + "'The square root of the average age is 5.449689683556195.'" ] }, "execution_count": 6, @@ -171,10 +171,71 @@ "agent.run(\"whats the square root of the average age?\")" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "c4bc0584", + "metadata": {}, + "source": [ + "### Multi DataFrame Example\n", + "\n", + "This next part shows how the agent can interact with multiple dataframes passed in as a list." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "42a15bd9", + "metadata": {}, + "outputs": [], + "source": [ + "df1 = df.copy()\n", + "df1[\"Age\"] = df1[\"Age\"].fillna(df1[\"Age\"].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "eba13b4d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3mThought: I need to compare the age columns in both dataframes\n", + "Action: python_repl_ast\n", + "Action Input: len(df1[df1['Age'] != df2['Age']])\u001b[0m\n", + "Observation: \u001b[36;1m\u001b[1;3m177\u001b[0m\n", + "Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n", + "Final Answer: 177 rows in the age column are different.\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "'177 rows in the age column are different.'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "agent = create_pandas_dataframe_agent(OpenAI(temperature=0), [df, df1], verbose=True)\n", + "agent.run(\"how many rows in the age column are different?\")" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "eba13b4d", + "id": "60d08a56", "metadata": {}, "outputs": [], "source": [] @@ -196,7 +257,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.1" + "version": "3.9.16" } }, "nbformat": 4, diff --git a/docs/modules/agents/toolkits/examples/titanic_age_fillna.csv b/docs/modules/agents/toolkits/examples/titanic_age_fillna.csv new file mode 100644 index 00000000..67f16ed0 --- /dev/null +++ b/docs/modules/agents/toolkits/examples/titanic_age_fillna.csv @@ -0,0 +1,892 @@ +PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked +1,0,3,"Braund, Mr. Owen Harris",male,22.0,1,0,A/5 21171,7.25,,S +2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38.0,1,0,PC 17599,71.2833,C85,C +3,1,3,"Heikkinen, Miss. Laina",female,26.0,0,0,STON/O2. 3101282,7.925,,S +4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35.0,1,0,113803,53.1,C123,S +5,0,3,"Allen, Mr. William Henry",male,35.0,0,0,373450,8.05,,S +6,0,3,"Moran, Mr. James",male,29.69911764705882,0,0,330877,8.4583,,Q +7,0,1,"McCarthy, Mr. Timothy J",male,54.0,0,0,17463,51.8625,E46,S +8,0,3,"Palsson, Master. Gosta Leonard",male,2.0,3,1,349909,21.075,,S +9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27.0,0,2,347742,11.1333,,S +10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14.0,1,0,237736,30.0708,,C +11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4.0,1,1,PP 9549,16.7,G6,S +12,1,1,"Bonnell, Miss. Elizabeth",female,58.0,0,0,113783,26.55,C103,S +13,0,3,"Saundercock, Mr. William Henry",male,20.0,0,0,A/5. 2151,8.05,,S +14,0,3,"Andersson, Mr. Anders Johan",male,39.0,1,5,347082,31.275,,S +15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14.0,0,0,350406,7.8542,,S +16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55.0,0,0,248706,16.0,,S +17,0,3,"Rice, Master. Eugene",male,2.0,4,1,382652,29.125,,Q +18,1,2,"Williams, Mr. Charles Eugene",male,29.69911764705882,0,0,244373,13.0,,S +19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31.0,1,0,345763,18.0,,S +20,1,3,"Masselmani, Mrs. Fatima",female,29.69911764705882,0,0,2649,7.225,,C +21,0,2,"Fynney, Mr. Joseph J",male,35.0,0,0,239865,26.0,,S +22,1,2,"Beesley, Mr. Lawrence",male,34.0,0,0,248698,13.0,D56,S +23,1,3,"McGowan, Miss. Anna ""Annie""",female,15.0,0,0,330923,8.0292,,Q +24,1,1,"Sloper, Mr. William Thompson",male,28.0,0,0,113788,35.5,A6,S +25,0,3,"Palsson, Miss. Torborg Danira",female,8.0,3,1,349909,21.075,,S +26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38.0,1,5,347077,31.3875,,S +27,0,3,"Emir, Mr. Farred Chehab",male,29.69911764705882,0,0,2631,7.225,,C +28,0,1,"Fortune, Mr. Charles Alexander",male,19.0,3,2,19950,263.0,C23 C25 C27,S +29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,29.69911764705882,0,0,330959,7.8792,,Q +30,0,3,"Todoroff, Mr. Lalio",male,29.69911764705882,0,0,349216,7.8958,,S +31,0,1,"Uruchurtu, Don. Manuel E",male,40.0,0,0,PC 17601,27.7208,,C +32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,29.69911764705882,1,0,PC 17569,146.5208,B78,C +33,1,3,"Glynn, Miss. Mary Agatha",female,29.69911764705882,0,0,335677,7.75,,Q +34,0,2,"Wheadon, Mr. Edward H",male,66.0,0,0,C.A. 24579,10.5,,S +35,0,1,"Meyer, Mr. Edgar Joseph",male,28.0,1,0,PC 17604,82.1708,,C +36,0,1,"Holverson, Mr. Alexander Oskar",male,42.0,1,0,113789,52.0,,S +37,1,3,"Mamee, Mr. Hanna",male,29.69911764705882,0,0,2677,7.2292,,C +38,0,3,"Cann, Mr. Ernest Charles",male,21.0,0,0,A./5. 2152,8.05,,S +39,0,3,"Vander Planke, Miss. Augusta Maria",female,18.0,2,0,345764,18.0,,S +40,1,3,"Nicola-Yarred, Miss. Jamila",female,14.0,1,0,2651,11.2417,,C +41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40.0,1,0,7546,9.475,,S +42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27.0,1,0,11668,21.0,,S +43,0,3,"Kraeff, Mr. Theodor",male,29.69911764705882,0,0,349253,7.8958,,C +44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3.0,1,2,SC/Paris 2123,41.5792,,C +45,1,3,"Devaney, Miss. Margaret Delia",female,19.0,0,0,330958,7.8792,,Q +46,0,3,"Rogers, Mr. William John",male,29.69911764705882,0,0,S.C./A.4. 23567,8.05,,S +47,0,3,"Lennon, Mr. Denis",male,29.69911764705882,1,0,370371,15.5,,Q +48,1,3,"O'Driscoll, Miss. Bridget",female,29.69911764705882,0,0,14311,7.75,,Q +49,0,3,"Samaan, Mr. Youssef",male,29.69911764705882,2,0,2662,21.6792,,C +50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18.0,1,0,349237,17.8,,S +51,0,3,"Panula, Master. Juha Niilo",male,7.0,4,1,3101295,39.6875,,S +52,0,3,"Nosworthy, Mr. Richard Cater",male,21.0,0,0,A/4. 39886,7.8,,S +53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49.0,1,0,PC 17572,76.7292,D33,C +54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29.0,1,0,2926,26.0,,S +55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65.0,0,1,113509,61.9792,B30,C +56,1,1,"Woolner, Mr. Hugh",male,29.69911764705882,0,0,19947,35.5,C52,S +57,1,2,"Rugg, Miss. Emily",female,21.0,0,0,C.A. 31026,10.5,,S +58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C +59,1,2,"West, Miss. Constance Mirium",female,5.0,1,2,C.A. 34651,27.75,,S +60,0,3,"Goodwin, Master. William Frederick",male,11.0,5,2,CA 2144,46.9,,S +61,0,3,"Sirayanian, Mr. Orsen",male,22.0,0,0,2669,7.2292,,C +62,1,1,"Icard, Miss. Amelie",female,38.0,0,0,113572,80.0,B28, +63,0,1,"Harris, Mr. Henry Birkhardt",male,45.0,1,0,36973,83.475,C83,S +64,0,3,"Skoog, Master. Harald",male,4.0,3,2,347088,27.9,,S +65,0,1,"Stewart, Mr. Albert A",male,29.69911764705882,0,0,PC 17605,27.7208,,C +66,1,3,"Moubarek, Master. Gerios",male,29.69911764705882,1,1,2661,15.2458,,C +67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29.0,0,0,C.A. 29395,10.5,F33,S +68,0,3,"Crease, Mr. Ernest James",male,19.0,0,0,S.P. 3464,8.1583,,S +69,1,3,"Andersson, Miss. Erna Alexandra",female,17.0,4,2,3101281,7.925,,S +70,0,3,"Kink, Mr. Vincenz",male,26.0,2,0,315151,8.6625,,S +71,0,2,"Jenkin, Mr. Stephen Curnow",male,32.0,0,0,C.A. 33111,10.5,,S +72,0,3,"Goodwin, Miss. Lillian Amy",female,16.0,5,2,CA 2144,46.9,,S +73,0,2,"Hood, Mr. Ambrose Jr",male,21.0,0,0,S.O.C. 14879,73.5,,S +74,0,3,"Chronopoulos, Mr. Apostolos",male,26.0,1,0,2680,14.4542,,C +75,1,3,"Bing, Mr. Lee",male,32.0,0,0,1601,56.4958,,S +76,0,3,"Moen, Mr. Sigurd Hansen",male,25.0,0,0,348123,7.65,F G73,S +77,0,3,"Staneff, Mr. Ivan",male,29.69911764705882,0,0,349208,7.8958,,S +78,0,3,"Moutal, Mr. Rahamin Haim",male,29.69911764705882,0,0,374746,8.05,,S +79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29.0,,S +80,1,3,"Dowdell, Miss. Elizabeth",female,30.0,0,0,364516,12.475,,S +81,0,3,"Waelens, Mr. Achille",male,22.0,0,0,345767,9.0,,S +82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29.0,0,0,345779,9.5,,S +83,1,3,"McDermott, Miss. Brigdet Delia",female,29.69911764705882,0,0,330932,7.7875,,Q +84,0,1,"Carrau, Mr. Francisco M",male,28.0,0,0,113059,47.1,,S +85,1,2,"Ilett, Miss. Bertha",female,17.0,0,0,SO/C 14885,10.5,,S +86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33.0,3,0,3101278,15.85,,S +87,0,3,"Ford, Mr. William Neal",male,16.0,1,3,W./C. 6608,34.375,,S +88,0,3,"Slocovski, Mr. Selman Francis",male,29.69911764705882,0,0,SOTON/OQ 392086,8.05,,S +89,1,1,"Fortune, Miss. Mabel Helen",female,23.0,3,2,19950,263.0,C23 C25 C27,S +90,0,3,"Celotti, Mr. Francesco",male,24.0,0,0,343275,8.05,,S +91,0,3,"Christmann, Mr. Emil",male,29.0,0,0,343276,8.05,,S +92,0,3,"Andreasson, Mr. Paul Edvin",male,20.0,0,0,347466,7.8542,,S +93,0,1,"Chaffee, Mr. Herbert Fuller",male,46.0,1,0,W.E.P. 5734,61.175,E31,S +94,0,3,"Dean, Mr. Bertram Frank",male,26.0,1,2,C.A. 2315,20.575,,S +95,0,3,"Coxon, Mr. Daniel",male,59.0,0,0,364500,7.25,,S +96,0,3,"Shorney, Mr. Charles Joseph",male,29.69911764705882,0,0,374910,8.05,,S +97,0,1,"Goldschmidt, Mr. George B",male,71.0,0,0,PC 17754,34.6542,A5,C +98,1,1,"Greenfield, Mr. William Bertram",male,23.0,0,1,PC 17759,63.3583,D10 D12,C +99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34.0,0,1,231919,23.0,,S +100,0,2,"Kantor, Mr. Sinai",male,34.0,1,0,244367,26.0,,S +101,0,3,"Petranec, Miss. Matilda",female,28.0,0,0,349245,7.8958,,S +102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,29.69911764705882,0,0,349215,7.8958,,S +103,0,1,"White, Mr. Richard Frasar",male,21.0,0,1,35281,77.2875,D26,S +104,0,3,"Johansson, Mr. Gustaf Joel",male,33.0,0,0,7540,8.6542,,S +105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37.0,2,0,3101276,7.925,,S +106,0,3,"Mionoff, Mr. Stoytcho",male,28.0,0,0,349207,7.8958,,S +107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21.0,0,0,343120,7.65,,S +108,1,3,"Moss, Mr. Albert Johan",male,29.69911764705882,0,0,312991,7.775,,S +109,0,3,"Rekic, Mr. Tido",male,38.0,0,0,349249,7.8958,,S +110,1,3,"Moran, Miss. Bertha",female,29.69911764705882,1,0,371110,24.15,,Q +111,0,1,"Porter, Mr. Walter Chamberlain",male,47.0,0,0,110465,52.0,C110,S +112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C +113,0,3,"Barton, Mr. David John",male,22.0,0,0,324669,8.05,,S +114,0,3,"Jussila, Miss. Katriina",female,20.0,1,0,4136,9.825,,S +115,0,3,"Attalah, Miss. Malake",female,17.0,0,0,2627,14.4583,,C +116,0,3,"Pekoniemi, Mr. Edvard",male,21.0,0,0,STON/O 2. 3101294,7.925,,S +117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q +118,0,2,"Turpin, Mr. William John Robert",male,29.0,1,0,11668,21.0,,S +119,0,1,"Baxter, Mr. Quigg Edmond",male,24.0,0,1,PC 17558,247.5208,B58 B60,C +120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2.0,4,2,347082,31.275,,S +121,0,2,"Hickman, Mr. Stanley George",male,21.0,2,0,S.O.C. 14879,73.5,,S +122,0,3,"Moore, Mr. Leonard Charles",male,29.69911764705882,0,0,A4. 54510,8.05,,S +123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C +124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13.0,E101,S +125,0,1,"White, Mr. Percival Wayland",male,54.0,0,1,35281,77.2875,D26,S +126,1,3,"Nicola-Yarred, Master. Elias",male,12.0,1,0,2651,11.2417,,C +127,0,3,"McMahon, Mr. Martin",male,29.69911764705882,0,0,370372,7.75,,Q +128,1,3,"Madsen, Mr. Fridtjof Arne",male,24.0,0,0,C 17369,7.1417,,S +129,1,3,"Peter, Miss. Anna",female,29.69911764705882,1,1,2668,22.3583,F E69,C +130,0,3,"Ekstrom, Mr. Johan",male,45.0,0,0,347061,6.975,,S +131,0,3,"Drazenoic, Mr. Jozef",male,33.0,0,0,349241,7.8958,,C +132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20.0,0,0,SOTON/O.Q. 3101307,7.05,,S +133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47.0,1,0,A/5. 3337,14.5,,S +134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29.0,1,0,228414,26.0,,S +135,0,2,"Sobey, Mr. Samuel James Hayden",male,25.0,0,0,C.A. 29178,13.0,,S +136,0,2,"Richard, Mr. Emile",male,23.0,0,0,SC/PARIS 2133,15.0458,,C +137,1,1,"Newsom, Miss. Helen Monypeny",female,19.0,0,2,11752,26.2833,D47,S +138,0,1,"Futrelle, Mr. Jacques Heath",male,37.0,1,0,113803,53.1,C123,S +139,0,3,"Osen, Mr. Olaf Elon",male,16.0,0,0,7534,9.2167,,S +140,0,1,"Giglio, Mr. Victor",male,24.0,0,0,PC 17593,79.2,B86,C +141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,29.69911764705882,0,2,2678,15.2458,,C +142,1,3,"Nysten, Miss. Anna Sofia",female,22.0,0,0,347081,7.75,,S +143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24.0,1,0,STON/O2. 3101279,15.85,,S +144,0,3,"Burke, Mr. Jeremiah",male,19.0,0,0,365222,6.75,,Q +145,0,2,"Andrew, Mr. Edgardo Samuel",male,18.0,0,0,231945,11.5,,S +146,0,2,"Nicholls, Mr. Joseph Charles",male,19.0,1,1,C.A. 33112,36.75,,S +147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27.0,0,0,350043,7.7958,,S +148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9.0,2,2,W./C. 6608,34.375,,S +149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26.0,F2,S +150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42.0,0,0,244310,13.0,,S +151,0,2,"Bateman, Rev. Robert James",male,51.0,0,0,S.O.P. 1166,12.525,,S +152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22.0,1,0,113776,66.6,C2,S +153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S +154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S +155,0,3,"Olsen, Mr. Ole Martin",male,29.69911764705882,0,0,Fa 265302,7.3125,,S +156,0,1,"Williams, Mr. Charles Duane",male,51.0,0,1,PC 17597,61.3792,,C +157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16.0,0,0,35851,7.7333,,Q +158,0,3,"Corn, Mr. Harry",male,30.0,0,0,SOTON/OQ 392090,8.05,,S +159,0,3,"Smiljanic, Mr. Mile",male,29.69911764705882,0,0,315037,8.6625,,S +160,0,3,"Sage, Master. Thomas Henry",male,29.69911764705882,8,2,CA. 2343,69.55,,S +161,0,3,"Cribb, Mr. John Hatfield",male,44.0,0,1,371362,16.1,,S +162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40.0,0,0,C.A. 33595,15.75,,S +163,0,3,"Bengtsson, Mr. John Viktor",male,26.0,0,0,347068,7.775,,S +164,0,3,"Calic, Mr. Jovo",male,17.0,0,0,315093,8.6625,,S +165,0,3,"Panula, Master. Eino Viljami",male,1.0,4,1,3101295,39.6875,,S +166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9.0,0,2,363291,20.525,,S +167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,29.69911764705882,0,1,113505,55.0,E33,S +168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45.0,1,4,347088,27.9,,S +169,0,1,"Baumann, Mr. John D",male,29.69911764705882,0,0,PC 17318,25.925,,S +170,0,3,"Ling, Mr. Lee",male,28.0,0,0,1601,56.4958,,S +171,0,1,"Van der hoef, Mr. Wyckoff",male,61.0,0,0,111240,33.5,B19,S +172,0,3,"Rice, Master. Arthur",male,4.0,4,1,382652,29.125,,Q +173,1,3,"Johnson, Miss. Eleanor Ileen",female,1.0,1,1,347742,11.1333,,S +174,0,3,"Sivola, Mr. Antti Wilhelm",male,21.0,0,0,STON/O 2. 3101280,7.925,,S +175,0,1,"Smith, Mr. James Clinch",male,56.0,0,0,17764,30.6958,A7,C +176,0,3,"Klasen, Mr. Klas Albin",male,18.0,1,1,350404,7.8542,,S +177,0,3,"Lefebre, Master. Henry Forbes",male,29.69911764705882,3,1,4133,25.4667,,S +178,0,1,"Isham, Miss. Ann Elizabeth",female,50.0,0,0,PC 17595,28.7125,C49,C +179,0,2,"Hale, Mr. Reginald",male,30.0,0,0,250653,13.0,,S +180,0,3,"Leonard, Mr. Lionel",male,36.0,0,0,LINE,0.0,,S +181,0,3,"Sage, Miss. Constance Gladys",female,29.69911764705882,8,2,CA. 2343,69.55,,S +182,0,2,"Pernot, Mr. Rene",male,29.69911764705882,0,0,SC/PARIS 2131,15.05,,C +183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9.0,4,2,347077,31.3875,,S +184,1,2,"Becker, Master. Richard F",male,1.0,2,1,230136,39.0,F4,S +185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4.0,0,2,315153,22.025,,S +186,0,1,"Rood, Mr. Hugh Roscoe",male,29.69911764705882,0,0,113767,50.0,A32,S +187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,29.69911764705882,1,0,370365,15.5,,Q +188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45.0,0,0,111428,26.55,,S +189,0,3,"Bourke, Mr. John",male,40.0,1,1,364849,15.5,,Q +190,0,3,"Turcin, Mr. Stjepan",male,36.0,0,0,349247,7.8958,,S +191,1,2,"Pinsky, Mrs. (Rosa)",female,32.0,0,0,234604,13.0,,S +192,0,2,"Carbines, Mr. William",male,19.0,0,0,28424,13.0,,S +193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19.0,1,0,350046,7.8542,,S +194,1,2,"Navratil, Master. Michel M",male,3.0,1,1,230080,26.0,F2,S +195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44.0,0,0,PC 17610,27.7208,B4,C +196,1,1,"Lurette, Miss. Elise",female,58.0,0,0,PC 17569,146.5208,B80,C +197,0,3,"Mernagh, Mr. Robert",male,29.69911764705882,0,0,368703,7.75,,Q +198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42.0,0,1,4579,8.4042,,S +199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,29.69911764705882,0,0,370370,7.75,,Q +200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24.0,0,0,248747,13.0,,S +201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28.0,0,0,345770,9.5,,S +202,0,3,"Sage, Mr. Frederick",male,29.69911764705882,8,2,CA. 2343,69.55,,S +203,0,3,"Johanson, Mr. Jakob Alfred",male,34.0,0,0,3101264,6.4958,,S +204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C +205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18.0,0,0,A/5 3540,8.05,,S +206,0,3,"Strom, Miss. Telma Matilda",female,2.0,0,1,347054,10.4625,G6,S +207,0,3,"Backstrom, Mr. Karl Alfred",male,32.0,1,0,3101278,15.85,,S +208,1,3,"Albimona, Mr. Nassef Cassem",male,26.0,0,0,2699,18.7875,,C +209,1,3,"Carr, Miss. Helen ""Ellen""",female,16.0,0,0,367231,7.75,,Q +210,1,1,"Blank, Mr. Henry",male,40.0,0,0,112277,31.0,A31,C +211,0,3,"Ali, Mr. Ahmed",male,24.0,0,0,SOTON/O.Q. 3101311,7.05,,S +212,1,2,"Cameron, Miss. Clear Annie",female,35.0,0,0,F.C.C. 13528,21.0,,S +213,0,3,"Perkin, Mr. John Henry",male,22.0,0,0,A/5 21174,7.25,,S +214,0,2,"Givard, Mr. Hans Kristensen",male,30.0,0,0,250646,13.0,,S +215,0,3,"Kiernan, Mr. Philip",male,29.69911764705882,1,0,367229,7.75,,Q +216,1,1,"Newell, Miss. Madeleine",female,31.0,1,0,35273,113.275,D36,C +217,1,3,"Honkanen, Miss. Eliina",female,27.0,0,0,STON/O2. 3101283,7.925,,S +218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42.0,1,0,243847,27.0,,S +219,1,1,"Bazzani, Miss. Albina",female,32.0,0,0,11813,76.2917,D15,C +220,0,2,"Harris, Mr. Walter",male,30.0,0,0,W/C 14208,10.5,,S +221,1,3,"Sunderland, Mr. Victor Francis",male,16.0,0,0,SOTON/OQ 392089,8.05,,S +222,0,2,"Bracken, Mr. James H",male,27.0,0,0,220367,13.0,,S +223,0,3,"Green, Mr. George Henry",male,51.0,0,0,21440,8.05,,S +224,0,3,"Nenkoff, Mr. Christo",male,29.69911764705882,0,0,349234,7.8958,,S +225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38.0,1,0,19943,90.0,C93,S +226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22.0,0,0,PP 4348,9.35,,S +227,1,2,"Mellors, Mr. William John",male,19.0,0,0,SW/PP 751,10.5,,S +228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S +229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18.0,0,0,236171,13.0,,S +230,0,3,"Lefebre, Miss. Mathilde",female,29.69911764705882,3,1,4133,25.4667,,S +231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35.0,1,0,36973,83.475,C83,S +232,0,3,"Larsson, Mr. Bengt Edvin",male,29.0,0,0,347067,7.775,,S +233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59.0,0,0,237442,13.5,,S +234,1,3,"Asplund, Miss. Lillian Gertrud",female,5.0,4,2,347077,31.3875,,S +235,0,2,"Leyson, Mr. Robert William Norman",male,24.0,0,0,C.A. 29566,10.5,,S +236,0,3,"Harknett, Miss. Alice Phoebe",female,29.69911764705882,0,0,W./C. 6609,7.55,,S +237,0,2,"Hold, Mr. Stephen",male,44.0,1,0,26707,26.0,,S +238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8.0,0,2,C.A. 31921,26.25,,S +239,0,2,"Pengelly, Mr. Frederick William",male,19.0,0,0,28665,10.5,,S +240,0,2,"Hunt, Mr. George Henry",male,33.0,0,0,SCO/W 1585,12.275,,S +241,0,3,"Zabour, Miss. Thamine",female,29.69911764705882,1,0,2665,14.4542,,C +242,1,3,"Murphy, Miss. Katherine ""Kate""",female,29.69911764705882,1,0,367230,15.5,,Q +243,0,2,"Coleridge, Mr. Reginald Charles",male,29.0,0,0,W./C. 14263,10.5,,S +244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22.0,0,0,STON/O 2. 3101275,7.125,,S +245,0,3,"Attalah, Mr. Sleiman",male,30.0,0,0,2694,7.225,,C +246,0,1,"Minahan, Dr. William Edward",male,44.0,2,0,19928,90.0,C78,Q +247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25.0,0,0,347071,7.775,,S +248,1,2,"Hamalainen, Mrs. William (Anna)",female,24.0,0,2,250649,14.5,,S +249,1,1,"Beckwith, Mr. Richard Leonard",male,37.0,1,1,11751,52.5542,D35,S +250,0,2,"Carter, Rev. Ernest Courtenay",male,54.0,1,0,244252,26.0,,S +251,0,3,"Reed, Mr. James George",male,29.69911764705882,0,0,362316,7.25,,S +252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29.0,1,1,347054,10.4625,G6,S +253,0,1,"Stead, Mr. William Thomas",male,62.0,0,0,113514,26.55,C87,S +254,0,3,"Lobb, Mr. William Arthur",male,30.0,1,0,A/5. 3336,16.1,,S +255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41.0,0,2,370129,20.2125,,S +256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29.0,0,2,2650,15.2458,,C +257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,29.69911764705882,0,0,PC 17585,79.2,,C +258,1,1,"Cherry, Miss. Gladys",female,30.0,0,0,110152,86.5,B77,S +259,1,1,"Ward, Miss. Anna",female,35.0,0,0,PC 17755,512.3292,,C +260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50.0,0,1,230433,26.0,,S +261,0,3,"Smith, Mr. Thomas",male,29.69911764705882,0,0,384461,7.75,,Q +262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3.0,4,2,347077,31.3875,,S +263,0,1,"Taussig, Mr. Emil",male,52.0,1,1,110413,79.65,E67,S +264,0,1,"Harrison, Mr. William",male,40.0,0,0,112059,0.0,B94,S +265,0,3,"Henry, Miss. Delia",female,29.69911764705882,0,0,382649,7.75,,Q +266,0,2,"Reeves, Mr. David",male,36.0,0,0,C.A. 17248,10.5,,S +267,0,3,"Panula, Mr. Ernesti Arvid",male,16.0,4,1,3101295,39.6875,,S +268,1,3,"Persson, Mr. Ernst Ulrik",male,25.0,1,0,347083,7.775,,S +269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58.0,0,1,PC 17582,153.4625,C125,S +270,1,1,"Bissette, Miss. Amelia",female,35.0,0,0,PC 17760,135.6333,C99,S +271,0,1,"Cairns, Mr. Alexander",male,29.69911764705882,0,0,113798,31.0,,S +272,1,3,"Tornquist, Mr. William Henry",male,25.0,0,0,LINE,0.0,,S +273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41.0,0,1,250644,19.5,,S +274,0,1,"Natsch, Mr. Charles H",male,37.0,0,1,PC 17596,29.7,C118,C +275,1,3,"Healy, Miss. Hanora ""Nora""",female,29.69911764705882,0,0,370375,7.75,,Q +276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63.0,1,0,13502,77.9583,D7,S +277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45.0,0,0,347073,7.75,,S +278,0,2,"Parkes, Mr. Francis ""Frank""",male,29.69911764705882,0,0,239853,0.0,,S +279,0,3,"Rice, Master. Eric",male,7.0,4,1,382652,29.125,,Q +280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35.0,1,1,C.A. 2673,20.25,,S +281,0,3,"Duane, Mr. Frank",male,65.0,0,0,336439,7.75,,Q +282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28.0,0,0,347464,7.8542,,S +283,0,3,"de Pelsmaeker, Mr. Alfons",male,16.0,0,0,345778,9.5,,S +284,1,3,"Dorking, Mr. Edward Arthur",male,19.0,0,0,A/5. 10482,8.05,,S +285,0,1,"Smith, Mr. Richard William",male,29.69911764705882,0,0,113056,26.0,A19,S +286,0,3,"Stankovic, Mr. Ivan",male,33.0,0,0,349239,8.6625,,C +287,1,3,"de Mulder, Mr. Theodore",male,30.0,0,0,345774,9.5,,S +288,0,3,"Naidenoff, Mr. Penko",male,22.0,0,0,349206,7.8958,,S +289,1,2,"Hosono, Mr. Masabumi",male,42.0,0,0,237798,13.0,,S +290,1,3,"Connolly, Miss. Kate",female,22.0,0,0,370373,7.75,,Q +291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26.0,0,0,19877,78.85,,S +292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19.0,1,0,11967,91.0792,B49,C +293,0,2,"Levy, Mr. Rene Jacques",male,36.0,0,0,SC/Paris 2163,12.875,D,C +294,0,3,"Haas, Miss. Aloisia",female,24.0,0,0,349236,8.85,,S +295,0,3,"Mineff, Mr. Ivan",male,24.0,0,0,349233,7.8958,,S +296,0,1,"Lewy, Mr. Ervin G",male,29.69911764705882,0,0,PC 17612,27.7208,,C +297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C +298,0,1,"Allison, Miss. Helen Loraine",female,2.0,1,2,113781,151.55,C22 C26,S +299,1,1,"Saalfeld, Mr. Adolphe",male,29.69911764705882,0,0,19988,30.5,C106,S +300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50.0,0,1,PC 17558,247.5208,B58 B60,C +301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,29.69911764705882,0,0,9234,7.75,,Q +302,1,3,"McCoy, Mr. Bernard",male,29.69911764705882,2,0,367226,23.25,,Q +303,0,3,"Johnson, Mr. William Cahoone Jr",male,19.0,0,0,LINE,0.0,,S +304,1,2,"Keane, Miss. Nora A",female,29.69911764705882,0,0,226593,12.35,E101,Q +305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,29.69911764705882,0,0,A/5 2466,8.05,,S +306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S +307,1,1,"Fleming, Miss. Margaret",female,29.69911764705882,0,0,17421,110.8833,,C +308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17.0,1,0,PC 17758,108.9,C65,C +309,0,2,"Abelson, Mr. Samuel",male,30.0,1,0,P/PP 3381,24.0,,C +310,1,1,"Francatelli, Miss. Laura Mabel",female,30.0,0,0,PC 17485,56.9292,E36,C +311,1,1,"Hays, Miss. Margaret Bechstein",female,24.0,0,0,11767,83.1583,C54,C +312,1,1,"Ryerson, Miss. Emily Borie",female,18.0,2,2,PC 17608,262.375,B57 B59 B63 B66,C +313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26.0,1,1,250651,26.0,,S +314,0,3,"Hendekovic, Mr. Ignjac",male,28.0,0,0,349243,7.8958,,S +315,0,2,"Hart, Mr. Benjamin",male,43.0,1,1,F.C.C. 13529,26.25,,S +316,1,3,"Nilsson, Miss. Helmina Josefina",female,26.0,0,0,347470,7.8542,,S +317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24.0,1,0,244367,26.0,,S +318,0,2,"Moraweck, Dr. Ernest",male,54.0,0,0,29011,14.0,,S +319,1,1,"Wick, Miss. Mary Natalie",female,31.0,0,2,36928,164.8667,C7,S +320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40.0,1,1,16966,134.5,E34,C +321,0,3,"Dennis, Mr. Samuel",male,22.0,0,0,A/5 21172,7.25,,S +322,0,3,"Danoff, Mr. Yoto",male,27.0,0,0,349219,7.8958,,S +323,1,2,"Slayter, Miss. Hilda Mary",female,30.0,0,0,234818,12.35,,Q +324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22.0,1,1,248738,29.0,,S +325,0,3,"Sage, Mr. George John Jr",male,29.69911764705882,8,2,CA. 2343,69.55,,S +326,1,1,"Young, Miss. Marie Grice",female,36.0,0,0,PC 17760,135.6333,C32,C +327,0,3,"Nysveen, Mr. Johan Hansen",male,61.0,0,0,345364,6.2375,,S +328,1,2,"Ball, Mrs. (Ada E Hall)",female,36.0,0,0,28551,13.0,D,S +329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31.0,1,1,363291,20.525,,S +330,1,1,"Hippach, Miss. Jean Gertrude",female,16.0,0,1,111361,57.9792,B18,C +331,1,3,"McCoy, Miss. Agnes",female,29.69911764705882,2,0,367226,23.25,,Q +332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S +333,0,1,"Graham, Mr. George Edward",male,38.0,0,1,PC 17582,153.4625,C91,S +334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16.0,2,0,345764,18.0,,S +335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,29.69911764705882,1,0,PC 17611,133.65,,S +336,0,3,"Denkoff, Mr. Mitto",male,29.69911764705882,0,0,349225,7.8958,,S +337,0,1,"Pears, Mr. Thomas Clinton",male,29.0,1,0,113776,66.6,C2,S +338,1,1,"Burns, Miss. Elizabeth Margaret",female,41.0,0,0,16966,134.5,E40,C +339,1,3,"Dahl, Mr. Karl Edwart",male,45.0,0,0,7598,8.05,,S +340,0,1,"Blackwell, Mr. Stephen Weart",male,45.0,0,0,113784,35.5,T,S +341,1,2,"Navratil, Master. Edmond Roger",male,2.0,1,1,230080,26.0,F2,S +342,1,1,"Fortune, Miss. Alice Elizabeth",female,24.0,3,2,19950,263.0,C23 C25 C27,S +343,0,2,"Collander, Mr. Erik Gustaf",male,28.0,0,0,248740,13.0,,S +344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25.0,0,0,244361,13.0,,S +345,0,2,"Fox, Mr. Stanley Hubert",male,36.0,0,0,229236,13.0,,S +346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24.0,0,0,248733,13.0,F33,S +347,1,2,"Smith, Miss. Marion Elsie",female,40.0,0,0,31418,13.0,,S +348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,29.69911764705882,1,0,386525,16.1,,S +349,1,3,"Coutts, Master. William Loch ""William""",male,3.0,1,1,C.A. 37671,15.9,,S +350,0,3,"Dimic, Mr. Jovan",male,42.0,0,0,315088,8.6625,,S +351,0,3,"Odahl, Mr. Nils Martin",male,23.0,0,0,7267,9.225,,S +352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,29.69911764705882,0,0,113510,35.0,C128,S +353,0,3,"Elias, Mr. Tannous",male,15.0,1,1,2695,7.2292,,C +354,0,3,"Arnold-Franchi, Mr. Josef",male,25.0,1,0,349237,17.8,,S +355,0,3,"Yousif, Mr. Wazli",male,29.69911764705882,0,0,2647,7.225,,C +356,0,3,"Vanden Steen, Mr. Leo Peter",male,28.0,0,0,345783,9.5,,S +357,1,1,"Bowerman, Miss. Elsie Edith",female,22.0,0,1,113505,55.0,E33,S +358,0,2,"Funk, Miss. Annie Clemmer",female,38.0,0,0,237671,13.0,,S +359,1,3,"McGovern, Miss. Mary",female,29.69911764705882,0,0,330931,7.8792,,Q +360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,29.69911764705882,0,0,330980,7.8792,,Q +361,0,3,"Skoog, Mr. Wilhelm",male,40.0,1,4,347088,27.9,,S +362,0,2,"del Carlo, Mr. Sebastiano",male,29.0,1,0,SC/PARIS 2167,27.7208,,C +363,0,3,"Barbara, Mrs. (Catherine David)",female,45.0,0,1,2691,14.4542,,C +364,0,3,"Asim, Mr. Adola",male,35.0,0,0,SOTON/O.Q. 3101310,7.05,,S +365,0,3,"O'Brien, Mr. Thomas",male,29.69911764705882,1,0,370365,15.5,,Q +366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30.0,0,0,C 7076,7.25,,S +367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60.0,1,0,110813,75.25,D37,C +368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,29.69911764705882,0,0,2626,7.2292,,C +369,1,3,"Jermyn, Miss. Annie",female,29.69911764705882,0,0,14313,7.75,,Q +370,1,1,"Aubart, Mme. Leontine Pauline",female,24.0,0,0,PC 17477,69.3,B35,C +371,1,1,"Harder, Mr. George Achilles",male,25.0,1,0,11765,55.4417,E50,C +372,0,3,"Wiklund, Mr. Jakob Alfred",male,18.0,1,0,3101267,6.4958,,S +373,0,3,"Beavan, Mr. William Thomas",male,19.0,0,0,323951,8.05,,S +374,0,1,"Ringhini, Mr. Sante",male,22.0,0,0,PC 17760,135.6333,,C +375,0,3,"Palsson, Miss. Stina Viola",female,3.0,3,1,349909,21.075,,S +376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,29.69911764705882,1,0,PC 17604,82.1708,,C +377,1,3,"Landergren, Miss. Aurora Adelia",female,22.0,0,0,C 7077,7.25,,S +378,0,1,"Widener, Mr. Harry Elkins",male,27.0,0,2,113503,211.5,C82,C +379,0,3,"Betros, Mr. Tannous",male,20.0,0,0,2648,4.0125,,C +380,0,3,"Gustafsson, Mr. Karl Gideon",male,19.0,0,0,347069,7.775,,S +381,1,1,"Bidois, Miss. Rosalie",female,42.0,0,0,PC 17757,227.525,,C +382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1.0,0,2,2653,15.7417,,C +383,0,3,"Tikkanen, Mr. Juho",male,32.0,0,0,STON/O 2. 3101293,7.925,,S +384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35.0,1,0,113789,52.0,,S +385,0,3,"Plotcharsky, Mr. Vasil",male,29.69911764705882,0,0,349227,7.8958,,S +386,0,2,"Davies, Mr. Charles Henry",male,18.0,0,0,S.O.C. 14879,73.5,,S +387,0,3,"Goodwin, Master. Sidney Leonard",male,1.0,5,2,CA 2144,46.9,,S +388,1,2,"Buss, Miss. Kate",female,36.0,0,0,27849,13.0,,S +389,0,3,"Sadlier, Mr. Matthew",male,29.69911764705882,0,0,367655,7.7292,,Q +390,1,2,"Lehmann, Miss. Bertha",female,17.0,0,0,SC 1748,12.0,,C +391,1,1,"Carter, Mr. William Ernest",male,36.0,1,2,113760,120.0,B96 B98,S +392,1,3,"Jansson, Mr. Carl Olof",male,21.0,0,0,350034,7.7958,,S +393,0,3,"Gustafsson, Mr. Johan Birger",male,28.0,2,0,3101277,7.925,,S +394,1,1,"Newell, Miss. Marjorie",female,23.0,1,0,35273,113.275,D36,C +395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24.0,0,2,PP 9549,16.7,G6,S +396,0,3,"Johansson, Mr. Erik",male,22.0,0,0,350052,7.7958,,S +397,0,3,"Olsson, Miss. Elina",female,31.0,0,0,350407,7.8542,,S +398,0,2,"McKane, Mr. Peter David",male,46.0,0,0,28403,26.0,,S +399,0,2,"Pain, Dr. Alfred",male,23.0,0,0,244278,10.5,,S +400,1,2,"Trout, Mrs. William H (Jessie L)",female,28.0,0,0,240929,12.65,,S +401,1,3,"Niskanen, Mr. Juha",male,39.0,0,0,STON/O 2. 3101289,7.925,,S +402,0,3,"Adams, Mr. John",male,26.0,0,0,341826,8.05,,S +403,0,3,"Jussila, Miss. Mari Aina",female,21.0,1,0,4137,9.825,,S +404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28.0,1,0,STON/O2. 3101279,15.85,,S +405,0,3,"Oreskovic, Miss. Marija",female,20.0,0,0,315096,8.6625,,S +406,0,2,"Gale, Mr. Shadrach",male,34.0,1,0,28664,21.0,,S +407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51.0,0,0,347064,7.75,,S +408,1,2,"Richards, Master. William Rowe",male,3.0,1,1,29106,18.75,,S +409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21.0,0,0,312992,7.775,,S +410,0,3,"Lefebre, Miss. Ida",female,29.69911764705882,3,1,4133,25.4667,,S +411,0,3,"Sdycoff, Mr. Todor",male,29.69911764705882,0,0,349222,7.8958,,S +412,0,3,"Hart, Mr. Henry",male,29.69911764705882,0,0,394140,6.8583,,Q +413,1,1,"Minahan, Miss. Daisy E",female,33.0,1,0,19928,90.0,C78,Q +414,0,2,"Cunningham, Mr. Alfred Fleming",male,29.69911764705882,0,0,239853,0.0,,S +415,1,3,"Sundman, Mr. Johan Julian",male,44.0,0,0,STON/O 2. 3101269,7.925,,S +416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,29.69911764705882,0,0,343095,8.05,,S +417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34.0,1,1,28220,32.5,,S +418,1,2,"Silven, Miss. Lyyli Karoliina",female,18.0,0,2,250652,13.0,,S +419,0,2,"Matthews, Mr. William John",male,30.0,0,0,28228,13.0,,S +420,0,3,"Van Impe, Miss. Catharina",female,10.0,0,2,345773,24.15,,S +421,0,3,"Gheorgheff, Mr. Stanio",male,29.69911764705882,0,0,349254,7.8958,,C +422,0,3,"Charters, Mr. David",male,21.0,0,0,A/5. 13032,7.7333,,Q +423,0,3,"Zimmerman, Mr. Leo",male,29.0,0,0,315082,7.875,,S +424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28.0,1,1,347080,14.4,,S +425,0,3,"Rosblom, Mr. Viktor Richard",male,18.0,1,1,370129,20.2125,,S +426,0,3,"Wiseman, Mr. Phillippe",male,29.69911764705882,0,0,A/4. 34244,7.25,,S +427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28.0,1,0,2003,26.0,,S +428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19.0,0,0,250655,26.0,,S +429,0,3,"Flynn, Mr. James",male,29.69911764705882,0,0,364851,7.75,,Q +430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32.0,0,0,SOTON/O.Q. 392078,8.05,E10,S +431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28.0,0,0,110564,26.55,C52,S +432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,29.69911764705882,1,0,376564,16.1,,S +433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42.0,1,0,SC/AH 3085,26.0,,S +434,0,3,"Kallio, Mr. Nikolai Erland",male,17.0,0,0,STON/O 2. 3101274,7.125,,S +435,0,1,"Silvey, Mr. William Baird",male,50.0,1,0,13507,55.9,E44,S +436,1,1,"Carter, Miss. Lucile Polk",female,14.0,1,2,113760,120.0,B96 B98,S +437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21.0,2,2,W./C. 6608,34.375,,S +438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24.0,2,3,29106,18.75,,S +439,0,1,"Fortune, Mr. Mark",male,64.0,1,4,19950,263.0,C23 C25 C27,S +440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31.0,0,0,C.A. 18723,10.5,,S +441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45.0,1,1,F.C.C. 13529,26.25,,S +442,0,3,"Hampe, Mr. Leon",male,20.0,0,0,345769,9.5,,S +443,0,3,"Petterson, Mr. Johan Emil",male,25.0,1,0,347076,7.775,,S +444,1,2,"Reynaldo, Ms. Encarnacion",female,28.0,0,0,230434,13.0,,S +445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,29.69911764705882,0,0,65306,8.1125,,S +446,1,1,"Dodge, Master. Washington",male,4.0,0,2,33638,81.8583,A34,S +447,1,2,"Mellinger, Miss. Madeleine Violet",female,13.0,0,1,250644,19.5,,S +448,1,1,"Seward, Mr. Frederic Kimber",male,34.0,0,0,113794,26.55,,S +449,1,3,"Baclini, Miss. Marie Catherine",female,5.0,2,1,2666,19.2583,,C +450,1,1,"Peuchen, Major. Arthur Godfrey",male,52.0,0,0,113786,30.5,C104,S +451,0,2,"West, Mr. Edwy Arthur",male,36.0,1,2,C.A. 34651,27.75,,S +452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,29.69911764705882,1,0,65303,19.9667,,S +453,0,1,"Foreman, Mr. Benjamin Laventall",male,30.0,0,0,113051,27.75,C111,C +454,1,1,"Goldenberg, Mr. Samuel L",male,49.0,1,0,17453,89.1042,C92,C +455,0,3,"Peduzzi, Mr. Joseph",male,29.69911764705882,0,0,A/5 2817,8.05,,S +456,1,3,"Jalsevac, Mr. Ivan",male,29.0,0,0,349240,7.8958,,C +457,0,1,"Millet, Mr. Francis Davis",male,65.0,0,0,13509,26.55,E38,S +458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,29.69911764705882,1,0,17464,51.8625,D21,S +459,1,2,"Toomey, Miss. Ellen",female,50.0,0,0,F.C.C. 13531,10.5,,S +460,0,3,"O'Connor, Mr. Maurice",male,29.69911764705882,0,0,371060,7.75,,Q +461,1,1,"Anderson, Mr. Harry",male,48.0,0,0,19952,26.55,E12,S +462,0,3,"Morley, Mr. William",male,34.0,0,0,364506,8.05,,S +463,0,1,"Gee, Mr. Arthur H",male,47.0,0,0,111320,38.5,E63,S +464,0,2,"Milling, Mr. Jacob Christian",male,48.0,0,0,234360,13.0,,S +465,0,3,"Maisner, Mr. Simon",male,29.69911764705882,0,0,A/S 2816,8.05,,S +466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38.0,0,0,SOTON/O.Q. 3101306,7.05,,S +467,0,2,"Campbell, Mr. William",male,29.69911764705882,0,0,239853,0.0,,S +468,0,1,"Smart, Mr. John Montgomery",male,56.0,0,0,113792,26.55,,S +469,0,3,"Scanlan, Mr. James",male,29.69911764705882,0,0,36209,7.725,,Q +470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C +471,0,3,"Keefe, Mr. Arthur",male,29.69911764705882,0,0,323592,7.25,,S +472,0,3,"Cacic, Mr. Luka",male,38.0,0,0,315089,8.6625,,S +473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33.0,1,2,C.A. 34651,27.75,,S +474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23.0,0,0,SC/AH Basle 541,13.7917,D,C +475,0,3,"Strandberg, Miss. Ida Sofia",female,22.0,0,0,7553,9.8375,,S +476,0,1,"Clifford, Mr. George Quincy",male,29.69911764705882,0,0,110465,52.0,A14,S +477,0,2,"Renouf, Mr. Peter Henry",male,34.0,1,0,31027,21.0,,S +478,0,3,"Braund, Mr. Lewis Richard",male,29.0,1,0,3460,7.0458,,S +479,0,3,"Karlsson, Mr. Nils August",male,22.0,0,0,350060,7.5208,,S +480,1,3,"Hirvonen, Miss. Hildur E",female,2.0,0,1,3101298,12.2875,,S +481,0,3,"Goodwin, Master. Harold Victor",male,9.0,5,2,CA 2144,46.9,,S +482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,29.69911764705882,0,0,239854,0.0,,S +483,0,3,"Rouse, Mr. Richard Henry",male,50.0,0,0,A/5 3594,8.05,,S +484,1,3,"Turkula, Mrs. (Hedwig)",female,63.0,0,0,4134,9.5875,,S +485,1,1,"Bishop, Mr. Dickinson H",male,25.0,1,0,11967,91.0792,B49,C +486,0,3,"Lefebre, Miss. Jeannie",female,29.69911764705882,3,1,4133,25.4667,,S +487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35.0,1,0,19943,90.0,C93,S +488,0,1,"Kent, Mr. Edward Austin",male,58.0,0,0,11771,29.7,B37,C +489,0,3,"Somerton, Mr. Francis William",male,30.0,0,0,A.5. 18509,8.05,,S +490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9.0,1,1,C.A. 37671,15.9,,S +491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,29.69911764705882,1,0,65304,19.9667,,S +492,0,3,"Windelov, Mr. Einar",male,21.0,0,0,SOTON/OQ 3101317,7.25,,S +493,0,1,"Molson, Mr. Harry Markland",male,55.0,0,0,113787,30.5,C30,S +494,0,1,"Artagaveytia, Mr. Ramon",male,71.0,0,0,PC 17609,49.5042,,C +495,0,3,"Stanley, Mr. Edward Roland",male,21.0,0,0,A/4 45380,8.05,,S +496,0,3,"Yousseff, Mr. Gerious",male,29.69911764705882,0,0,2627,14.4583,,C +497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54.0,1,0,36947,78.2667,D20,C +498,0,3,"Shellard, Mr. Frederick William",male,29.69911764705882,0,0,C.A. 6212,15.1,,S +499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25.0,1,2,113781,151.55,C22 C26,S +500,0,3,"Svensson, Mr. Olof",male,24.0,0,0,350035,7.7958,,S +501,0,3,"Calic, Mr. Petar",male,17.0,0,0,315086,8.6625,,S +502,0,3,"Canavan, Miss. Mary",female,21.0,0,0,364846,7.75,,Q +503,0,3,"O'Sullivan, Miss. Bridget Mary",female,29.69911764705882,0,0,330909,7.6292,,Q +504,0,3,"Laitinen, Miss. Kristina Sofia",female,37.0,0,0,4135,9.5875,,S +505,1,1,"Maioni, Miss. Roberta",female,16.0,0,0,110152,86.5,B79,S +506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18.0,1,0,PC 17758,108.9,C65,C +507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33.0,0,2,26360,26.0,,S +508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,29.69911764705882,0,0,111427,26.55,,S +509,0,3,"Olsen, Mr. Henry Margido",male,28.0,0,0,C 4001,22.525,,S +510,1,3,"Lang, Mr. Fang",male,26.0,0,0,1601,56.4958,,S +511,1,3,"Daly, Mr. Eugene Patrick",male,29.0,0,0,382651,7.75,,Q +512,0,3,"Webber, Mr. James",male,29.69911764705882,0,0,SOTON/OQ 3101316,8.05,,S +513,1,1,"McGough, Mr. James Robert",male,36.0,0,0,PC 17473,26.2875,E25,S +514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54.0,1,0,PC 17603,59.4,,C +515,0,3,"Coleff, Mr. Satio",male,24.0,0,0,349209,7.4958,,S +516,0,1,"Walker, Mr. William Anderson",male,47.0,0,0,36967,34.0208,D46,S +517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34.0,0,0,C.A. 34260,10.5,F33,S +518,0,3,"Ryan, Mr. Patrick",male,29.69911764705882,0,0,371110,24.15,,Q +519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36.0,1,0,226875,26.0,,S +520,0,3,"Pavlovic, Mr. Stefo",male,32.0,0,0,349242,7.8958,,S +521,1,1,"Perreault, Miss. Anne",female,30.0,0,0,12749,93.5,B73,S +522,0,3,"Vovk, Mr. Janko",male,22.0,0,0,349252,7.8958,,S +523,0,3,"Lahoud, Mr. Sarkis",male,29.69911764705882,0,0,2624,7.225,,C +524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44.0,0,1,111361,57.9792,B18,C +525,0,3,"Kassem, Mr. Fared",male,29.69911764705882,0,0,2700,7.2292,,C +526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q +527,1,2,"Ridsdale, Miss. Lucy",female,50.0,0,0,W./C. 14258,10.5,,S +528,0,1,"Farthing, Mr. John",male,29.69911764705882,0,0,PC 17483,221.7792,C95,S +529,0,3,"Salonen, Mr. Johan Werner",male,39.0,0,0,3101296,7.925,,S +530,0,2,"Hocking, Mr. Richard George",male,23.0,2,1,29104,11.5,,S +531,1,2,"Quick, Miss. Phyllis May",female,2.0,1,1,26360,26.0,,S +532,0,3,"Toufik, Mr. Nakli",male,29.69911764705882,0,0,2641,7.2292,,C +533,0,3,"Elias, Mr. Joseph Jr",male,17.0,1,1,2690,7.2292,,C +534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,29.69911764705882,0,2,2668,22.3583,,C +535,0,3,"Cacic, Miss. Marija",female,30.0,0,0,315084,8.6625,,S +536,1,2,"Hart, Miss. Eva Miriam",female,7.0,0,2,F.C.C. 13529,26.25,,S +537,0,1,"Butt, Major. Archibald Willingham",male,45.0,0,0,113050,26.55,B38,S +538,1,1,"LeRoy, Miss. Bertha",female,30.0,0,0,PC 17761,106.425,,C +539,0,3,"Risien, Mr. Samuel Beard",male,29.69911764705882,0,0,364498,14.5,,S +540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22.0,0,2,13568,49.5,B39,C +541,1,1,"Crosby, Miss. Harriet R",female,36.0,0,2,WE/P 5735,71.0,B22,S +542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9.0,4,2,347082,31.275,,S +543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11.0,4,2,347082,31.275,,S +544,1,2,"Beane, Mr. Edward",male,32.0,1,0,2908,26.0,,S +545,0,1,"Douglas, Mr. Walter Donald",male,50.0,1,0,PC 17761,106.425,C86,C +546,0,1,"Nicholson, Mr. Arthur Ernest",male,64.0,0,0,693,26.0,,S +547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19.0,1,0,2908,26.0,,S +548,1,2,"Padro y Manent, Mr. Julian",male,29.69911764705882,0,0,SC/PARIS 2146,13.8625,,C +549,0,3,"Goldsmith, Mr. Frank John",male,33.0,1,1,363291,20.525,,S +550,1,2,"Davies, Master. John Morgan Jr",male,8.0,1,1,C.A. 33112,36.75,,S +551,1,1,"Thayer, Mr. John Borland Jr",male,17.0,0,2,17421,110.8833,C70,C +552,0,2,"Sharp, Mr. Percival James R",male,27.0,0,0,244358,26.0,,S +553,0,3,"O'Brien, Mr. Timothy",male,29.69911764705882,0,0,330979,7.8292,,Q +554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22.0,0,0,2620,7.225,,C +555,1,3,"Ohman, Miss. Velin",female,22.0,0,0,347085,7.775,,S +556,0,1,"Wright, Mr. George",male,62.0,0,0,113807,26.55,,S +557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48.0,1,0,11755,39.6,A16,C +558,0,1,"Robbins, Mr. Victor",male,29.69911764705882,0,0,PC 17757,227.525,,C +559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39.0,1,1,110413,79.65,E67,S +560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36.0,1,0,345572,17.4,,S +561,0,3,"Morrow, Mr. Thomas Rowan",male,29.69911764705882,0,0,372622,7.75,,Q +562,0,3,"Sivic, Mr. Husein",male,40.0,0,0,349251,7.8958,,S +563,0,2,"Norman, Mr. Robert Douglas",male,28.0,0,0,218629,13.5,,S +564,0,3,"Simmons, Mr. John",male,29.69911764705882,0,0,SOTON/OQ 392082,8.05,,S +565,0,3,"Meanwell, Miss. (Marion Ogden)",female,29.69911764705882,0,0,SOTON/O.Q. 392087,8.05,,S +566,0,3,"Davies, Mr. Alfred J",male,24.0,2,0,A/4 48871,24.15,,S +567,0,3,"Stoytcheff, Mr. Ilia",male,19.0,0,0,349205,7.8958,,S +568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29.0,0,4,349909,21.075,,S +569,0,3,"Doharr, Mr. Tannous",male,29.69911764705882,0,0,2686,7.2292,,C +570,1,3,"Jonsson, Mr. Carl",male,32.0,0,0,350417,7.8542,,S +571,1,2,"Harris, Mr. George",male,62.0,0,0,S.W./PP 752,10.5,,S +572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53.0,2,0,11769,51.4792,C101,S +573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36.0,0,0,PC 17474,26.3875,E25,S +574,1,3,"Kelly, Miss. Mary",female,29.69911764705882,0,0,14312,7.75,,Q +575,0,3,"Rush, Mr. Alfred George John",male,16.0,0,0,A/4. 20589,8.05,,S +576,0,3,"Patchett, Mr. George",male,19.0,0,0,358585,14.5,,S +577,1,2,"Garside, Miss. Ethel",female,34.0,0,0,243880,13.0,,S +578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39.0,1,0,13507,55.9,E44,S +579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,29.69911764705882,1,0,2689,14.4583,,C +580,1,3,"Jussila, Mr. Eiriik",male,32.0,0,0,STON/O 2. 3101286,7.925,,S +581,1,2,"Christy, Miss. Julie Rachel",female,25.0,1,1,237789,30.0,,S +582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39.0,1,1,17421,110.8833,C68,C +583,0,2,"Downton, Mr. William James",male,54.0,0,0,28403,26.0,,S +584,0,1,"Ross, Mr. John Hugo",male,36.0,0,0,13049,40.125,A10,C +585,0,3,"Paulner, Mr. Uscher",male,29.69911764705882,0,0,3411,8.7125,,C +586,1,1,"Taussig, Miss. Ruth",female,18.0,0,2,110413,79.65,E68,S +587,0,2,"Jarvis, Mr. John Denzil",male,47.0,0,0,237565,15.0,,S +588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60.0,1,1,13567,79.2,B41,C +589,0,3,"Gilinski, Mr. Eliezer",male,22.0,0,0,14973,8.05,,S +590,0,3,"Murdlin, Mr. Joseph",male,29.69911764705882,0,0,A./5. 3235,8.05,,S +591,0,3,"Rintamaki, Mr. Matti",male,35.0,0,0,STON/O 2. 3101273,7.125,,S +592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52.0,1,0,36947,78.2667,D20,C +593,0,3,"Elsbury, Mr. William James",male,47.0,0,0,A/5 3902,7.25,,S +594,0,3,"Bourke, Miss. Mary",female,29.69911764705882,0,2,364848,7.75,,Q +595,0,2,"Chapman, Mr. John Henry",male,37.0,1,0,SC/AH 29037,26.0,,S +596,0,3,"Van Impe, Mr. Jean Baptiste",male,36.0,1,1,345773,24.15,,S +597,1,2,"Leitch, Miss. Jessie Wills",female,29.69911764705882,0,0,248727,33.0,,S +598,0,3,"Johnson, Mr. Alfred",male,49.0,0,0,LINE,0.0,,S +599,0,3,"Boulos, Mr. Hanna",male,29.69911764705882,0,0,2664,7.225,,C +600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49.0,1,0,PC 17485,56.9292,A20,C +601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24.0,2,1,243847,27.0,,S +602,0,3,"Slabenoff, Mr. Petco",male,29.69911764705882,0,0,349214,7.8958,,S +603,0,1,"Harrington, Mr. Charles H",male,29.69911764705882,0,0,113796,42.4,,S +604,0,3,"Torber, Mr. Ernst William",male,44.0,0,0,364511,8.05,,S +605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35.0,0,0,111426,26.55,,C +606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36.0,1,0,349910,15.55,,S +607,0,3,"Karaic, Mr. Milan",male,30.0,0,0,349246,7.8958,,S +608,1,1,"Daniel, Mr. Robert Williams",male,27.0,0,0,113804,30.5,,S +609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22.0,1,2,SC/Paris 2123,41.5792,,C +610,1,1,"Shutes, Miss. Elizabeth W",female,40.0,0,0,PC 17582,153.4625,C125,S +611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39.0,1,5,347082,31.275,,S +612,0,3,"Jardin, Mr. Jose Neto",male,29.69911764705882,0,0,SOTON/O.Q. 3101305,7.05,,S +613,1,3,"Murphy, Miss. Margaret Jane",female,29.69911764705882,1,0,367230,15.5,,Q +614,0,3,"Horgan, Mr. John",male,29.69911764705882,0,0,370377,7.75,,Q +615,0,3,"Brocklebank, Mr. William Alfred",male,35.0,0,0,364512,8.05,,S +616,1,2,"Herman, Miss. Alice",female,24.0,1,2,220845,65.0,,S +617,0,3,"Danbom, Mr. Ernst Gilbert",male,34.0,1,1,347080,14.4,,S +618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26.0,1,0,A/5. 3336,16.1,,S +619,1,2,"Becker, Miss. Marion Louise",female,4.0,2,1,230136,39.0,F4,S +620,0,2,"Gavey, Mr. Lawrence",male,26.0,0,0,31028,10.5,,S +621,0,3,"Yasbeck, Mr. Antoni",male,27.0,1,0,2659,14.4542,,C +622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42.0,1,0,11753,52.5542,D19,S +623,1,3,"Nakid, Mr. Sahid",male,20.0,1,1,2653,15.7417,,C +624,0,3,"Hansen, Mr. Henry Damsgaard",male,21.0,0,0,350029,7.8542,,S +625,0,3,"Bowen, Mr. David John ""Dai""",male,21.0,0,0,54636,16.1,,S +626,0,1,"Sutton, Mr. Frederick",male,61.0,0,0,36963,32.3208,D50,S +627,0,2,"Kirkland, Rev. Charles Leonard",male,57.0,0,0,219533,12.35,,Q +628,1,1,"Longley, Miss. Gretchen Fiske",female,21.0,0,0,13502,77.9583,D9,S +629,0,3,"Bostandyeff, Mr. Guentcho",male,26.0,0,0,349224,7.8958,,S +630,0,3,"O'Connell, Mr. Patrick D",male,29.69911764705882,0,0,334912,7.7333,,Q +631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80.0,0,0,27042,30.0,A23,S +632,0,3,"Lundahl, Mr. Johan Svensson",male,51.0,0,0,347743,7.0542,,S +633,1,1,"Stahelin-Maeglin, Dr. Max",male,32.0,0,0,13214,30.5,B50,C +634,0,1,"Parr, Mr. William Henry Marsh",male,29.69911764705882,0,0,112052,0.0,,S +635,0,3,"Skoog, Miss. Mabel",female,9.0,3,2,347088,27.9,,S +636,1,2,"Davis, Miss. Mary",female,28.0,0,0,237668,13.0,,S +637,0,3,"Leinonen, Mr. Antti Gustaf",male,32.0,0,0,STON/O 2. 3101292,7.925,,S +638,0,2,"Collyer, Mr. Harvey",male,31.0,1,1,C.A. 31921,26.25,,S +639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41.0,0,5,3101295,39.6875,,S +640,0,3,"Thorneycroft, Mr. Percival",male,29.69911764705882,1,0,376564,16.1,,S +641,0,3,"Jensen, Mr. Hans Peder",male,20.0,0,0,350050,7.8542,,S +642,1,1,"Sagesser, Mlle. Emma",female,24.0,0,0,PC 17477,69.3,B35,C +643,0,3,"Skoog, Miss. Margit Elizabeth",female,2.0,3,2,347088,27.9,,S +644,1,3,"Foo, Mr. Choong",male,29.69911764705882,0,0,1601,56.4958,,S +645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C +646,1,1,"Harper, Mr. Henry Sleeper",male,48.0,1,0,PC 17572,76.7292,D33,C +647,0,3,"Cor, Mr. Liudevit",male,19.0,0,0,349231,7.8958,,S +648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56.0,0,0,13213,35.5,A26,C +649,0,3,"Willey, Mr. Edward",male,29.69911764705882,0,0,S.O./P.P. 751,7.55,,S +650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23.0,0,0,CA. 2314,7.55,,S +651,0,3,"Mitkoff, Mr. Mito",male,29.69911764705882,0,0,349221,7.8958,,S +652,1,2,"Doling, Miss. Elsie",female,18.0,0,1,231919,23.0,,S +653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21.0,0,0,8475,8.4333,,S +654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,29.69911764705882,0,0,330919,7.8292,,Q +655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18.0,0,0,365226,6.75,,Q +656,0,2,"Hickman, Mr. Leonard Mark",male,24.0,2,0,S.O.C. 14879,73.5,,S +657,0,3,"Radeff, Mr. Alexander",male,29.69911764705882,0,0,349223,7.8958,,S +658,0,3,"Bourke, Mrs. John (Catherine)",female,32.0,1,1,364849,15.5,,Q +659,0,2,"Eitemiller, Mr. George Floyd",male,23.0,0,0,29751,13.0,,S +660,0,1,"Newell, Mr. Arthur Webster",male,58.0,0,2,35273,113.275,D48,C +661,1,1,"Frauenthal, Dr. Henry William",male,50.0,2,0,PC 17611,133.65,,S +662,0,3,"Badt, Mr. Mohamed",male,40.0,0,0,2623,7.225,,C +663,0,1,"Colley, Mr. Edward Pomeroy",male,47.0,0,0,5727,25.5875,E58,S +664,0,3,"Coleff, Mr. Peju",male,36.0,0,0,349210,7.4958,,S +665,1,3,"Lindqvist, Mr. Eino William",male,20.0,1,0,STON/O 2. 3101285,7.925,,S +666,0,2,"Hickman, Mr. Lewis",male,32.0,2,0,S.O.C. 14879,73.5,,S +667,0,2,"Butler, Mr. Reginald Fenton",male,25.0,0,0,234686,13.0,,S +668,0,3,"Rommetvedt, Mr. Knud Paust",male,29.69911764705882,0,0,312993,7.775,,S +669,0,3,"Cook, Mr. Jacob",male,43.0,0,0,A/5 3536,8.05,,S +670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,29.69911764705882,1,0,19996,52.0,C126,S +671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40.0,1,1,29750,39.0,,S +672,0,1,"Davidson, Mr. Thornton",male,31.0,1,0,F.C. 12750,52.0,B71,S +673,0,2,"Mitchell, Mr. Henry Michael",male,70.0,0,0,C.A. 24580,10.5,,S +674,1,2,"Wilhelms, Mr. Charles",male,31.0,0,0,244270,13.0,,S +675,0,2,"Watson, Mr. Ennis Hastings",male,29.69911764705882,0,0,239856,0.0,,S +676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18.0,0,0,349912,7.775,,S +677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S +678,1,3,"Turja, Miss. Anna Sofia",female,18.0,0,0,4138,9.8417,,S +679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43.0,1,6,CA 2144,46.9,,S +680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36.0,0,1,PC 17755,512.3292,B51 B53 B55,C +681,0,3,"Peters, Miss. Katie",female,29.69911764705882,0,0,330935,8.1375,,Q +682,1,1,"Hassab, Mr. Hammad",male,27.0,0,0,PC 17572,76.7292,D49,C +683,0,3,"Olsvigen, Mr. Thor Anderson",male,20.0,0,0,6563,9.225,,S +684,0,3,"Goodwin, Mr. Charles Edward",male,14.0,5,2,CA 2144,46.9,,S +685,0,2,"Brown, Mr. Thomas William Solomon",male,60.0,1,1,29750,39.0,,S +686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25.0,1,2,SC/Paris 2123,41.5792,,C +687,0,3,"Panula, Mr. Jaako Arnold",male,14.0,4,1,3101295,39.6875,,S +688,0,3,"Dakic, Mr. Branko",male,19.0,0,0,349228,10.1708,,S +689,0,3,"Fischer, Mr. Eberhard Thelander",male,18.0,0,0,350036,7.7958,,S +690,1,1,"Madill, Miss. Georgette Alexandra",female,15.0,0,1,24160,211.3375,B5,S +691,1,1,"Dick, Mr. Albert Adrian",male,31.0,1,0,17474,57.0,B20,S +692,1,3,"Karun, Miss. Manca",female,4.0,0,1,349256,13.4167,,C +693,1,3,"Lam, Mr. Ali",male,29.69911764705882,0,0,1601,56.4958,,S +694,0,3,"Saad, Mr. Khalil",male,25.0,0,0,2672,7.225,,C +695,0,1,"Weir, Col. John",male,60.0,0,0,113800,26.55,,S +696,0,2,"Chapman, Mr. Charles Henry",male,52.0,0,0,248731,13.5,,S +697,0,3,"Kelly, Mr. James",male,44.0,0,0,363592,8.05,,S +698,1,3,"Mullens, Miss. Katherine ""Katie""",female,29.69911764705882,0,0,35852,7.7333,,Q +699,0,1,"Thayer, Mr. John Borland",male,49.0,1,1,17421,110.8833,C68,C +700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42.0,0,0,348121,7.65,F G63,S +701,1,1,"Astor, Mrs. John Jacob (Madeleine Talmadge Force)",female,18.0,1,0,PC 17757,227.525,C62 C64,C +702,1,1,"Silverthorne, Mr. Spencer Victor",male,35.0,0,0,PC 17475,26.2875,E24,S +703,0,3,"Barbara, Miss. Saiide",female,18.0,0,1,2691,14.4542,,C +704,0,3,"Gallagher, Mr. Martin",male,25.0,0,0,36864,7.7417,,Q +705,0,3,"Hansen, Mr. Henrik Juul",male,26.0,1,0,350025,7.8542,,S +706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39.0,0,0,250655,26.0,,S +707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45.0,0,0,223596,13.5,,S +708,1,1,"Calderhead, Mr. Edward Pennington",male,42.0,0,0,PC 17476,26.2875,E24,S +709,1,1,"Cleaver, Miss. Alice",female,22.0,0,0,113781,151.55,,S +710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,29.69911764705882,1,1,2661,15.2458,,C +711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24.0,0,0,PC 17482,49.5042,C90,C +712,0,1,"Klaber, Mr. Herman",male,29.69911764705882,0,0,113028,26.55,C124,S +713,1,1,"Taylor, Mr. Elmer Zebley",male,48.0,1,0,19996,52.0,C126,S +714,0,3,"Larsson, Mr. August Viktor",male,29.0,0,0,7545,9.4833,,S +715,0,2,"Greenberg, Mr. Samuel",male,52.0,0,0,250647,13.0,,S +716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19.0,0,0,348124,7.65,F G73,S +717,1,1,"Endres, Miss. Caroline Louise",female,38.0,0,0,PC 17757,227.525,C45,C +718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27.0,0,0,34218,10.5,E101,S +719,0,3,"McEvoy, Mr. Michael",male,29.69911764705882,0,0,36568,15.5,,Q +720,0,3,"Johnson, Mr. Malkolm Joackim",male,33.0,0,0,347062,7.775,,S +721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6.0,0,1,248727,33.0,,S +722,0,3,"Jensen, Mr. Svend Lauritz",male,17.0,1,0,350048,7.0542,,S +723,0,2,"Gillespie, Mr. William Henry",male,34.0,0,0,12233,13.0,,S +724,0,2,"Hodges, Mr. Henry Price",male,50.0,0,0,250643,13.0,,S +725,1,1,"Chambers, Mr. Norman Campbell",male,27.0,1,0,113806,53.1,E8,S +726,0,3,"Oreskovic, Mr. Luka",male,20.0,0,0,315094,8.6625,,S +727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30.0,3,0,31027,21.0,,S +728,1,3,"Mannion, Miss. Margareth",female,29.69911764705882,0,0,36866,7.7375,,Q +729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25.0,1,0,236853,26.0,,S +730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25.0,1,0,STON/O2. 3101271,7.925,,S +731,1,1,"Allen, Miss. Elisabeth Walton",female,29.0,0,0,24160,211.3375,B5,S +732,0,3,"Hassan, Mr. Houssein G N",male,11.0,0,0,2699,18.7875,,C +733,0,2,"Knight, Mr. Robert J",male,29.69911764705882,0,0,239855,0.0,,S +734,0,2,"Berriman, Mr. William John",male,23.0,0,0,28425,13.0,,S +735,0,2,"Troupiansky, Mr. Moses Aaron",male,23.0,0,0,233639,13.0,,S +736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S +737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48.0,1,3,W./C. 6608,34.375,,S +738,1,1,"Lesurer, Mr. Gustave J",male,35.0,0,0,PC 17755,512.3292,B101,C +739,0,3,"Ivanoff, Mr. Kanio",male,29.69911764705882,0,0,349201,7.8958,,S +740,0,3,"Nankoff, Mr. Minko",male,29.69911764705882,0,0,349218,7.8958,,S +741,1,1,"Hawksford, Mr. Walter James",male,29.69911764705882,0,0,16988,30.0,D45,S +742,0,1,"Cavendish, Mr. Tyrell William",male,36.0,1,0,19877,78.85,C46,S +743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21.0,2,2,PC 17608,262.375,B57 B59 B63 B66,C +744,0,3,"McNamee, Mr. Neal",male,24.0,1,0,376566,16.1,,S +745,1,3,"Stranden, Mr. Juho",male,31.0,0,0,STON/O 2. 3101288,7.925,,S +746,0,1,"Crosby, Capt. Edward Gifford",male,70.0,1,1,WE/P 5735,71.0,B22,S +747,0,3,"Abbott, Mr. Rossmore Edward",male,16.0,1,1,C.A. 2673,20.25,,S +748,1,2,"Sinkkonen, Miss. Anna",female,30.0,0,0,250648,13.0,,S +749,0,1,"Marvin, Mr. Daniel Warner",male,19.0,1,0,113773,53.1,D30,S +750,0,3,"Connaghton, Mr. Michael",male,31.0,0,0,335097,7.75,,Q +751,1,2,"Wells, Miss. Joan",female,4.0,1,1,29103,23.0,,S +752,1,3,"Moor, Master. Meier",male,6.0,0,1,392096,12.475,E121,S +753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33.0,0,0,345780,9.5,,S +754,0,3,"Jonkoff, Mr. Lalio",male,23.0,0,0,349204,7.8958,,S +755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48.0,1,2,220845,65.0,,S +756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S +757,0,3,"Carlsson, Mr. August Sigfrid",male,28.0,0,0,350042,7.7958,,S +758,0,2,"Bailey, Mr. Percy Andrew",male,18.0,0,0,29108,11.5,,S +759,0,3,"Theobald, Mr. Thomas Leonard",male,34.0,0,0,363294,8.05,,S +760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33.0,0,0,110152,86.5,B77,S +761,0,3,"Garfirth, Mr. John",male,29.69911764705882,0,0,358585,14.5,,S +762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41.0,0,0,SOTON/O2 3101272,7.125,,S +763,1,3,"Barah, Mr. Hanna Assi",male,20.0,0,0,2663,7.2292,,C +764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36.0,1,2,113760,120.0,B96 B98,S +765,0,3,"Eklund, Mr. Hans Linus",male,16.0,0,0,347074,7.775,,S +766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51.0,1,0,13502,77.9583,D11,S +767,0,1,"Brewe, Dr. Arthur Jackson",male,29.69911764705882,0,0,112379,39.6,,C +768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q +769,0,3,"Moran, Mr. Daniel J",male,29.69911764705882,1,0,371110,24.15,,Q +770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32.0,0,0,8471,8.3625,,S +771,0,3,"Lievens, Mr. Rene Aime",male,24.0,0,0,345781,9.5,,S +772,0,3,"Jensen, Mr. Niels Peder",male,48.0,0,0,350047,7.8542,,S +773,0,2,"Mack, Mrs. (Mary)",female,57.0,0,0,S.O./P.P. 3,10.5,E77,S +774,0,3,"Elias, Mr. Dibo",male,29.69911764705882,0,0,2674,7.225,,C +775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54.0,1,3,29105,23.0,,S +776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18.0,0,0,347078,7.75,,S +777,0,3,"Tobin, Mr. Roger",male,29.69911764705882,0,0,383121,7.75,F38,Q +778,1,3,"Emanuel, Miss. Virginia Ethel",female,5.0,0,0,364516,12.475,,S +779,0,3,"Kilgannon, Mr. Thomas J",male,29.69911764705882,0,0,36865,7.7375,,Q +780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43.0,0,1,24160,211.3375,B3,S +781,1,3,"Ayoub, Miss. Banoura",female,13.0,0,0,2687,7.2292,,C +782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17.0,1,0,17474,57.0,B20,S +783,0,1,"Long, Mr. Milton Clyde",male,29.0,0,0,113501,30.0,D6,S +784,0,3,"Johnston, Mr. Andrew G",male,29.69911764705882,1,2,W./C. 6607,23.45,,S +785,0,3,"Ali, Mr. William",male,25.0,0,0,SOTON/O.Q. 3101312,7.05,,S +786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25.0,0,0,374887,7.25,,S +787,1,3,"Sjoblom, Miss. Anna Sofia",female,18.0,0,0,3101265,7.4958,,S +788,0,3,"Rice, Master. George Hugh",male,8.0,4,1,382652,29.125,,Q +789,1,3,"Dean, Master. Bertram Vere",male,1.0,1,2,C.A. 2315,20.575,,S +790,0,1,"Guggenheim, Mr. Benjamin",male,46.0,0,0,PC 17593,79.2,B82 B84,C +791,0,3,"Keane, Mr. Andrew ""Andy""",male,29.69911764705882,0,0,12460,7.75,,Q +792,0,2,"Gaskell, Mr. Alfred",male,16.0,0,0,239865,26.0,,S +793,0,3,"Sage, Miss. Stella Anna",female,29.69911764705882,8,2,CA. 2343,69.55,,S +794,0,1,"Hoyt, Mr. William Fisher",male,29.69911764705882,0,0,PC 17600,30.6958,,C +795,0,3,"Dantcheff, Mr. Ristiu",male,25.0,0,0,349203,7.8958,,S +796,0,2,"Otter, Mr. Richard",male,39.0,0,0,28213,13.0,,S +797,1,1,"Leader, Dr. Alice (Farnham)",female,49.0,0,0,17465,25.9292,D17,S +798,1,3,"Osman, Mrs. Mara",female,31.0,0,0,349244,8.6833,,S +799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30.0,0,0,2685,7.2292,,C +800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30.0,1,1,345773,24.15,,S +801,0,2,"Ponesell, Mr. Martin",male,34.0,0,0,250647,13.0,,S +802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31.0,1,1,C.A. 31921,26.25,,S +803,1,1,"Carter, Master. William Thornton II",male,11.0,1,2,113760,120.0,B96 B98,S +804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C +805,1,3,"Hedman, Mr. Oskar Arvid",male,27.0,0,0,347089,6.975,,S +806,0,3,"Johansson, Mr. Karl Johan",male,31.0,0,0,347063,7.775,,S +807,0,1,"Andrews, Mr. Thomas Jr",male,39.0,0,0,112050,0.0,A36,S +808,0,3,"Pettersson, Miss. Ellen Natalia",female,18.0,0,0,347087,7.775,,S +809,0,2,"Meyer, Mr. August",male,39.0,0,0,248723,13.0,,S +810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33.0,1,0,113806,53.1,E8,S +811,0,3,"Alexander, Mr. William",male,26.0,0,0,3474,7.8875,,S +812,0,3,"Lester, Mr. James",male,39.0,0,0,A/4 48871,24.15,,S +813,0,2,"Slemen, Mr. Richard James",male,35.0,0,0,28206,10.5,,S +814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6.0,4,2,347082,31.275,,S +815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S +816,0,1,"Fry, Mr. Richard",male,29.69911764705882,0,0,112058,0.0,B102,S +817,0,3,"Heininen, Miss. Wendla Maria",female,23.0,0,0,STON/O2. 3101290,7.925,,S +818,0,2,"Mallet, Mr. Albert",male,31.0,1,1,S.C./PARIS 2079,37.0042,,C +819,0,3,"Holm, Mr. John Fredrik Alexander",male,43.0,0,0,C 7075,6.45,,S +820,0,3,"Skoog, Master. Karl Thorsten",male,10.0,3,2,347088,27.9,,S +821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52.0,1,1,12749,93.5,B69,S +822,1,3,"Lulic, Mr. Nikola",male,27.0,0,0,315098,8.6625,,S +823,0,1,"Reuchlin, Jonkheer. John George",male,38.0,0,0,19972,0.0,,S +824,1,3,"Moor, Mrs. (Beila)",female,27.0,0,1,392096,12.475,E121,S +825,0,3,"Panula, Master. Urho Abraham",male,2.0,4,1,3101295,39.6875,,S +826,0,3,"Flynn, Mr. John",male,29.69911764705882,0,0,368323,6.95,,Q +827,0,3,"Lam, Mr. Len",male,29.69911764705882,0,0,1601,56.4958,,S +828,1,2,"Mallet, Master. Andre",male,1.0,0,2,S.C./PARIS 2079,37.0042,,C +829,1,3,"McCormack, Mr. Thomas Joseph",male,29.69911764705882,0,0,367228,7.75,,Q +830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62.0,0,0,113572,80.0,B28, +831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15.0,1,0,2659,14.4542,,C +832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S +833,0,3,"Saad, Mr. Amin",male,29.69911764705882,0,0,2671,7.2292,,C +834,0,3,"Augustsson, Mr. Albert",male,23.0,0,0,347468,7.8542,,S +835,0,3,"Allum, Mr. Owen George",male,18.0,0,0,2223,8.3,,S +836,1,1,"Compton, Miss. Sara Rebecca",female,39.0,1,1,PC 17756,83.1583,E49,C +837,0,3,"Pasic, Mr. Jakob",male,21.0,0,0,315097,8.6625,,S +838,0,3,"Sirota, Mr. Maurice",male,29.69911764705882,0,0,392092,8.05,,S +839,1,3,"Chip, Mr. Chang",male,32.0,0,0,1601,56.4958,,S +840,1,1,"Marechal, Mr. Pierre",male,29.69911764705882,0,0,11774,29.7,C47,C +841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20.0,0,0,SOTON/O2 3101287,7.925,,S +842,0,2,"Mudd, Mr. Thomas Charles",male,16.0,0,0,S.O./P.P. 3,10.5,,S +843,1,1,"Serepeca, Miss. Augusta",female,30.0,0,0,113798,31.0,,C +844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C +845,0,3,"Culumovic, Mr. Jeso",male,17.0,0,0,315090,8.6625,,S +846,0,3,"Abbing, Mr. Anthony",male,42.0,0,0,C.A. 5547,7.55,,S +847,0,3,"Sage, Mr. Douglas Bullen",male,29.69911764705882,8,2,CA. 2343,69.55,,S +848,0,3,"Markoff, Mr. Marin",male,35.0,0,0,349213,7.8958,,C +849,0,2,"Harper, Rev. John",male,28.0,0,1,248727,33.0,,S +850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,29.69911764705882,1,0,17453,89.1042,C92,C +851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4.0,4,2,347082,31.275,,S +852,0,3,"Svensson, Mr. Johan",male,74.0,0,0,347060,7.775,,S +853,0,3,"Boulos, Miss. Nourelain",female,9.0,1,1,2678,15.2458,,C +854,1,1,"Lines, Miss. Mary Conover",female,16.0,0,1,PC 17592,39.4,D28,S +855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44.0,1,0,244252,26.0,,S +856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18.0,0,1,392091,9.35,,S +857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45.0,1,1,36928,164.8667,,S +858,1,1,"Daly, Mr. Peter Denis ",male,51.0,0,0,113055,26.55,E17,S +859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24.0,0,3,2666,19.2583,,C +860,0,3,"Razi, Mr. Raihed",male,29.69911764705882,0,0,2629,7.2292,,C +861,0,3,"Hansen, Mr. Claus Peter",male,41.0,2,0,350026,14.1083,,S +862,0,2,"Giles, Mr. Frederick Edward",male,21.0,1,0,28134,11.5,,S +863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48.0,0,0,17466,25.9292,D17,S +864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,29.69911764705882,8,2,CA. 2343,69.55,,S +865,0,2,"Gill, Mr. John William",male,24.0,0,0,233866,13.0,,S +866,1,2,"Bystrom, Mrs. (Karolina)",female,42.0,0,0,236852,13.0,,S +867,1,2,"Duran y More, Miss. Asuncion",female,27.0,1,0,SC/PARIS 2149,13.8583,,C +868,0,1,"Roebling, Mr. Washington Augustus II",male,31.0,0,0,PC 17590,50.4958,A24,S +869,0,3,"van Melkebeke, Mr. Philemon",male,29.69911764705882,0,0,345777,9.5,,S +870,1,3,"Johnson, Master. Harold Theodor",male,4.0,1,1,347742,11.1333,,S +871,0,3,"Balkic, Mr. Cerin",male,26.0,0,0,349248,7.8958,,S +872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47.0,1,1,11751,52.5542,D35,S +873,0,1,"Carlsson, Mr. Frans Olof",male,33.0,0,0,695,5.0,B51 B53 B55,S +874,0,3,"Vander Cruyssen, Mr. Victor",male,47.0,0,0,345765,9.0,,S +875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28.0,1,0,P/PP 3381,24.0,,C +876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15.0,0,0,2667,7.225,,C +877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20.0,0,0,7534,9.8458,,S +878,0,3,"Petroff, Mr. Nedelio",male,19.0,0,0,349212,7.8958,,S +879,0,3,"Laleff, Mr. Kristo",male,29.69911764705882,0,0,349217,7.8958,,S +880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56.0,0,1,11767,83.1583,C50,C +881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25.0,0,1,230433,26.0,,S +882,0,3,"Markun, Mr. Johann",male,33.0,0,0,349257,7.8958,,S +883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22.0,0,0,7552,10.5167,,S +884,0,2,"Banfield, Mr. Frederick James",male,28.0,0,0,C.A./SOTON 34068,10.5,,S +885,0,3,"Sutehall, Mr. Henry Jr",male,25.0,0,0,SOTON/OQ 392076,7.05,,S +886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39.0,0,5,382652,29.125,,Q +887,0,2,"Montvila, Rev. Juozas",male,27.0,0,0,211536,13.0,,S +888,1,1,"Graham, Miss. Margaret Edith",female,19.0,0,0,112053,30.0,B42,S +889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,29.69911764705882,1,2,W./C. 6607,23.45,,S +890,1,1,"Behr, Mr. Karl Howell",male,26.0,0,0,111369,30.0,C148,C +891,0,3,"Dooley, Mr. Patrick",male,32.0,0,0,370376,7.75,,Q diff --git a/langchain/agents/agent_toolkits/csv/base.py b/langchain/agents/agent_toolkits/csv/base.py index b74ee729..ac1b2501 100644 --- a/langchain/agents/agent_toolkits/csv/base.py +++ b/langchain/agents/agent_toolkits/csv/base.py @@ -1,5 +1,5 @@ """Agent for working with csvs.""" -from typing import Any, Optional +from typing import Any, List, Optional, Union from langchain.agents.agent import AgentExecutor from langchain.agents.agent_toolkits.pandas.base import create_pandas_dataframe_agent @@ -8,13 +8,27 @@ from langchain.base_language import BaseLanguageModel def create_csv_agent( llm: BaseLanguageModel, - path: str, + path: Union[str, List[str]], pandas_kwargs: Optional[dict] = None, - **kwargs: Any + **kwargs: Any, ) -> AgentExecutor: """Create csv agent by loading to a dataframe and using pandas agent.""" - import pandas as pd + try: + import pandas as pd + except ImportError: + raise ValueError( + "pandas package not found, please install with `pip install pandas`" + ) _kwargs = pandas_kwargs or {} - df = pd.read_csv(path, **_kwargs) + if isinstance(path, str): + df = pd.read_csv(path, **_kwargs) + elif isinstance(path, list): + df = [] + for item in path: + if not isinstance(item, str): + raise ValueError(f"Expected str, got {type(path)}") + df.append(pd.read_csv(item, **_kwargs)) + else: + raise ValueError(f"Expected str or list, got {type(path)}") return create_pandas_dataframe_agent(llm, df, **kwargs) diff --git a/langchain/agents/agent_toolkits/pandas/base.py b/langchain/agents/agent_toolkits/pandas/base.py index 40257bf9..d8599a90 100644 --- a/langchain/agents/agent_toolkits/pandas/base.py +++ b/langchain/agents/agent_toolkits/pandas/base.py @@ -1,24 +1,147 @@ """Agent for working with pandas objects.""" -from typing import Any, Dict, List, Optional +from typing import Any, Dict, List, Optional, Tuple from langchain.agents.agent import AgentExecutor from langchain.agents.agent_toolkits.pandas.prompt import ( + MULTI_DF_PREFIX, PREFIX, SUFFIX_NO_DF, SUFFIX_WITH_DF, + SUFFIX_WITH_MULTI_DF, ) from langchain.agents.mrkl.base import ZeroShotAgent from langchain.base_language import BaseLanguageModel from langchain.callbacks.base import BaseCallbackManager from langchain.chains.llm import LLMChain +from langchain.prompts.base import BasePromptTemplate from langchain.tools.python.tool import PythonAstREPLTool +def _get_multi_prompt( + dfs: List[Any], + prefix: Optional[str] = None, + suffix: Optional[str] = None, + input_variables: Optional[List[str]] = None, + include_df_in_prompt: Optional[bool] = True, +) -> Tuple[BasePromptTemplate, List[PythonAstREPLTool]]: + num_dfs = len(dfs) + if suffix is not None: + suffix_to_use = suffix + include_dfs_head = True + elif include_df_in_prompt: + suffix_to_use = SUFFIX_WITH_MULTI_DF + include_dfs_head = True + else: + suffix_to_use = SUFFIX_NO_DF + include_dfs_head = False + if input_variables is None: + input_variables = ["input", "agent_scratchpad", "num_dfs"] + if include_dfs_head: + input_variables += ["dfs_head"] + + if prefix is None: + prefix = MULTI_DF_PREFIX + + df_locals = {} + for i, dataframe in enumerate(dfs): + df_locals[f"df{i + 1}"] = dataframe + tools = [PythonAstREPLTool(locals=df_locals)] + + prompt = ZeroShotAgent.create_prompt( + tools, prefix=prefix, suffix=suffix_to_use, input_variables=input_variables + ) + + partial_prompt = prompt.partial() + if "dfs_head" in input_variables: + dfs_head = "\n\n".join([d.head().to_markdown() for d in dfs]) + partial_prompt = partial_prompt.partial(num_dfs=str(num_dfs), dfs_head=dfs_head) + if "num_dfs" in input_variables: + partial_prompt = partial_prompt.partial(num_dfs=str(num_dfs)) + return partial_prompt, tools + + +def _get_single_prompt( + df: Any, + prefix: Optional[str] = None, + suffix: Optional[str] = None, + input_variables: Optional[List[str]] = None, + include_df_in_prompt: Optional[bool] = True, +) -> Tuple[BasePromptTemplate, List[PythonAstREPLTool]]: + if suffix is not None: + suffix_to_use = suffix + include_df_head = True + elif include_df_in_prompt: + suffix_to_use = SUFFIX_WITH_DF + include_df_head = True + else: + suffix_to_use = SUFFIX_NO_DF + include_df_head = False + + if input_variables is None: + input_variables = ["input", "agent_scratchpad"] + if include_df_head: + input_variables += ["df_head"] + + if prefix is None: + prefix = PREFIX + + tools = [PythonAstREPLTool(locals={"df": df})] + + prompt = ZeroShotAgent.create_prompt( + tools, prefix=prefix, suffix=suffix_to_use, input_variables=input_variables + ) + + partial_prompt = prompt.partial() + if "df_head" in input_variables: + partial_prompt = partial_prompt.partial(df_head=str(df.head().to_markdown())) + return partial_prompt, tools + + +def _get_prompt_and_tools( + df: Any, + prefix: Optional[str] = None, + suffix: Optional[str] = None, + input_variables: Optional[List[str]] = None, + include_df_in_prompt: Optional[bool] = True, +) -> Tuple[BasePromptTemplate, List[PythonAstREPLTool]]: + try: + import pandas as pd + except ImportError: + raise ValueError( + "pandas package not found, please install with `pip install pandas`" + ) + + if include_df_in_prompt is not None and suffix is not None: + raise ValueError("If suffix is specified, include_df_in_prompt should not be.") + + if isinstance(df, list): + for item in df: + if not isinstance(item, pd.DataFrame): + raise ValueError(f"Expected pandas object, got {type(df)}") + return _get_multi_prompt( + df, + prefix=prefix, + suffix=suffix, + input_variables=input_variables, + include_df_in_prompt=include_df_in_prompt, + ) + else: + if not isinstance(df, pd.DataFrame): + raise ValueError(f"Expected pandas object, got {type(df)}") + return _get_single_prompt( + df, + prefix=prefix, + suffix=suffix, + input_variables=input_variables, + include_df_in_prompt=include_df_in_prompt, + ) + + def create_pandas_dataframe_agent( llm: BaseLanguageModel, df: Any, callback_manager: Optional[BaseCallbackManager] = None, - prefix: str = PREFIX, + prefix: Optional[str] = None, suffix: Optional[str] = None, input_variables: Optional[List[str]] = None, verbose: bool = False, @@ -31,39 +154,17 @@ def create_pandas_dataframe_agent( **kwargs: Dict[str, Any], ) -> AgentExecutor: """Construct a pandas agent from an LLM and dataframe.""" - try: - import pandas as pd - except ImportError: - raise ImportError( - "pandas package not found, please install with `pip install pandas`" - ) - if not isinstance(df, pd.DataFrame): - raise ValueError(f"Expected pandas object, got {type(df)}") - if include_df_in_prompt is not None and suffix is not None: - raise ValueError("If suffix is specified, include_df_in_prompt should not be.") - if suffix is not None: - suffix_to_use = suffix - if input_variables is None: - input_variables = ["df", "input", "agent_scratchpad"] - else: - if include_df_in_prompt: - suffix_to_use = SUFFIX_WITH_DF - input_variables = ["df", "input", "agent_scratchpad"] - else: - suffix_to_use = SUFFIX_NO_DF - input_variables = ["input", "agent_scratchpad"] - tools = [PythonAstREPLTool(locals={"df": df})] - prompt = ZeroShotAgent.create_prompt( - tools, prefix=prefix, suffix=suffix_to_use, input_variables=input_variables + prompt, tools = _get_prompt_and_tools( + df, + prefix=prefix, + suffix=suffix, + input_variables=input_variables, + include_df_in_prompt=include_df_in_prompt, ) - if "df" in input_variables: - partial_prompt = prompt.partial(df=str(df.head().to_markdown())) - else: - partial_prompt = prompt llm_chain = LLMChain( llm=llm, - prompt=partial_prompt, + prompt=prompt, callback_manager=callback_manager, ) tool_names = [tool.name for tool in tools] diff --git a/langchain/agents/agent_toolkits/pandas/prompt.py b/langchain/agents/agent_toolkits/pandas/prompt.py index 7988c61f..af9f38c3 100644 --- a/langchain/agents/agent_toolkits/pandas/prompt.py +++ b/langchain/agents/agent_toolkits/pandas/prompt.py @@ -4,6 +4,10 @@ PREFIX = """ You are working with a pandas dataframe in Python. The name of the dataframe is `df`. You should use the tools below to answer the question posed of you:""" +MULTI_DF_PREFIX = """ +You are working with {num_dfs} pandas dataframes in Python named df1, df2, etc. You +should use the tools below to answer the question posed of you:""" + SUFFIX_NO_DF = """ Begin! Question: {input} @@ -11,7 +15,15 @@ Question: {input} SUFFIX_WITH_DF = """ This is the result of `print(df.head())`: -{df} +{df_head} + +Begin! +Question: {input} +{agent_scratchpad}""" + +SUFFIX_WITH_MULTI_DF = """ +This is the result of `print(df.head())` for each dataframe: +{dfs_head} Begin! Question: {input} diff --git a/tests/integration_tests/agent/test_csv_agent.py b/tests/integration_tests/agent/test_csv_agent.py new file mode 100644 index 00000000..c45607e5 --- /dev/null +++ b/tests/integration_tests/agent/test_csv_agent.py @@ -0,0 +1,57 @@ +import re + +import numpy as np +import pytest +from _pytest.tmpdir import TempPathFactory +from pandas import DataFrame + +from langchain.agents import create_csv_agent +from langchain.agents.agent import AgentExecutor +from langchain.llms import OpenAI + + +@pytest.fixture(scope="module") +def csv(tmp_path_factory: TempPathFactory) -> DataFrame: + random_data = np.random.rand(4, 4) + df = DataFrame(random_data, columns=["name", "age", "food", "sport"]) + filename = str(tmp_path_factory.mktemp("data") / "test.csv") + df.to_csv(filename) + return filename + + +@pytest.fixture(scope="module") +def csv_list(tmp_path_factory: TempPathFactory) -> DataFrame: + random_data = np.random.rand(4, 4) + df1 = DataFrame(random_data, columns=["name", "age", "food", "sport"]) + filename1 = str(tmp_path_factory.mktemp("data") / "test1.csv") + df1.to_csv(filename1) + + random_data = np.random.rand(2, 2) + df2 = DataFrame(random_data, columns=["name", "height"]) + filename2 = str(tmp_path_factory.mktemp("data") / "test2.csv") + df2.to_csv(filename2) + + return [filename1, filename2] + + +def test_csv_agent_creation(csv: str) -> None: + agent = create_csv_agent(OpenAI(temperature=0), csv) + assert isinstance(agent, AgentExecutor) + + +def test_single_csv(csv: str) -> None: + agent = create_csv_agent(OpenAI(temperature=0), csv) + assert isinstance(agent, AgentExecutor) + response = agent.run("How many rows in the csv? Give me a number.") + result = re.search(r".*(4).*", response) + assert result is not None + assert result.group(1) is not None + + +def test_multi_csv(csv_list: list) -> None: + agent = create_csv_agent(OpenAI(temperature=0), csv_list, verbose=True) + assert isinstance(agent, AgentExecutor) + response = agent.run("How many combined rows in the two csvs? Give me a number.") + result = re.search(r".*(6).*", response) + assert result is not None + assert result.group(1) is not None diff --git a/tests/integration_tests/agent/test_pandas_agent.py b/tests/integration_tests/agent/test_pandas_agent.py index 9fd545e2..5ddc84c6 100644 --- a/tests/integration_tests/agent/test_pandas_agent.py +++ b/tests/integration_tests/agent/test_pandas_agent.py @@ -16,6 +16,17 @@ def df() -> DataFrame: return df +# Figure out type hint here +@pytest.fixture(scope="module") +def df_list() -> list: + random_data = np.random.rand(4, 4) + df1 = DataFrame(random_data, columns=["name", "age", "food", "sport"]) + random_data = np.random.rand(2, 2) + df2 = DataFrame(random_data, columns=["name", "height"]) + df_list = [df1, df2] + return df_list + + def test_pandas_agent_creation(df: DataFrame) -> None: agent = create_pandas_dataframe_agent(OpenAI(temperature=0), df) assert isinstance(agent, AgentExecutor) @@ -28,3 +39,32 @@ def test_data_reading(df: DataFrame) -> None: result = re.search(rf".*({df.shape[0]}).*", response) assert result is not None assert result.group(1) is not None + + +def test_data_reading_no_df_in_prompt(df: DataFrame) -> None: + agent = create_pandas_dataframe_agent( + OpenAI(temperature=0), df, include_df_in_prompt=False + ) + assert isinstance(agent, AgentExecutor) + response = agent.run("how many rows in df? Give me a number.") + result = re.search(rf".*({df.shape[0]}).*", response) + assert result is not None + assert result.group(1) is not None + + +def test_multi_df(df_list: list) -> None: + agent = create_pandas_dataframe_agent(OpenAI(temperature=0), df_list, verbose=True) + response = agent.run("how many total rows in the two dataframes? Give me a number.") + result = re.search(r".*(6).*", response) + assert result is not None + assert result.group(1) is not None + + +def test_multi_df_no_df_in_prompt(df_list: list) -> None: + agent = create_pandas_dataframe_agent( + OpenAI(temperature=0), df_list, include_df_in_prompt=False + ) + response = agent.run("how many total rows in the two dataframes? Give me a number.") + result = re.search(r".*(6).*", response) + assert result is not None + assert result.group(1) is not None