{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Explainer examples\n",
"\n",
"This notebook shows how you can use the `Explainer` object for interactive visualization in your jupyter notebook.\n",
"\n",
"All this plotting functionality gets called by the `ExplainerDashboard` to construct the interactive dashboard."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Google colab link:\n",
"\n",
"[https://colab.research.google.com/github/oegedijk/explainerdashboard/blob/master/explainer_examples.ipynb](https://colab.research.google.com/github/oegedijk/explainerdashboard/blob/master/explainer_examples.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"uncomment and run to install explainerdashboard:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:55:03.916476Z",
"start_time": "2021-01-20T15:55:03.913187Z"
}
},
"outputs": [],
"source": [
"#!pip install explainerdashboard"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# notebook properties"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Display multiple outputs per cell:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:55:06.035114Z",
"start_time": "2021-01-20T15:55:06.031726Z"
}
},
"outputs": [],
"source": [
"from IPython.core.interactiveshell import InteractiveShell\n",
"\n",
"InteractiveShell.ast_node_interactivity = \"all\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ClassifierExplainer:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## train model"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:55:17.651511Z",
"start_time": "2021-01-20T15:55:13.232391Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"RandomForestClassifier(max_depth=5, n_estimators=50)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.ensemble import RandomForestClassifier\n",
"from explainerdashboard.datasets import titanic_survive\n",
"\n",
"X_train, y_train, X_test, y_test = titanic_survive()\n",
"\n",
"model = RandomForestClassifier(n_estimators=50, max_depth=5)\n",
"model.fit(X_train, y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## build explainer"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:55:24.381503Z",
"start_time": "2021-01-20T15:55:24.305274Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Note: shap=='guess' so guessing for RandomForestClassifier shap='tree'...\n",
"Detected RandomForestClassifier model: Changing class type to RandomForestClassifierExplainer...\n",
"Note: model_output=='probability', so assuming that raw shap output of RandomForestClassifier is in probability space...\n",
"Generating self.shap_explainer = shap.TreeExplainer(model)\n"
]
}
],
"source": [
"from explainerdashboard import ClassifierExplainer\n",
"from explainerdashboard.datasets import titanic_names, feature_descriptions\n",
"\n",
"_, test_names = titanic_names() # names of passengers\n",
"\n",
"explainer = ClassifierExplainer(\n",
" model,\n",
" X_test,\n",
" y_test,\n",
" cats=[\"Sex\", \"Deck\", \"Embarked\"],\n",
" idxs=test_names,\n",
" descriptions=feature_descriptions,\n",
" target=\"Survival\",\n",
" labels=[\"Not survived\", \"Survived\"],\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Importances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get a dataframe of mean absolute shap value per feature and with a cutoff value of 0.01:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:55:44.720029Z",
"start_time": "2021-01-20T15:55:44.652868Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating shap values...\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Feature | \n",
" MEAN_ABS_SHAP | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" Sex | \n",
" 0.184124 | \n",
"
\n",
" \n",
" | 1 | \n",
" Deck | \n",
" 0.052336 | \n",
"
\n",
" \n",
" | 2 | \n",
" PassengerClass | \n",
" 0.042172 | \n",
"
\n",
" \n",
" | 3 | \n",
" Fare | \n",
" 0.030872 | \n",
"
\n",
" \n",
" | 4 | \n",
" Embarked | \n",
" 0.018526 | \n",
"
\n",
" \n",
" | 5 | \n",
" Age | \n",
" 0.013807 | \n",
"
\n",
" \n",
" | 6 | \n",
" No_of_parents_plus_children_on_board | \n",
" 0.011674 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Feature MEAN_ABS_SHAP\n",
"0 Sex 0.184124\n",
"1 Deck 0.052336\n",
"2 PassengerClass 0.042172\n",
"3 Fare 0.030872\n",
"4 Embarked 0.018526\n",
"5 Age 0.013807\n",
"6 No_of_parents_plus_children_on_board 0.011674"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"explainer.get_mean_abs_shap_df(cutoff=0.01)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Get permutation importances (decrease in metric when randomly permuting a particular feature):"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:55:58.989369Z",
"start_time": "2021-01-20T15:55:58.978162Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Feature | \n",
" Importance | \n",
" Score | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" Sex | \n",
" 0.218207 | \n",
" 0.670747 | \n",
"
\n",
" \n",
" | 5 | \n",
" PassengerClass | \n",
" 0.037590 | \n",
" 0.851364 | \n",
"
\n",
" \n",
" | 1 | \n",
" Deck | \n",
" 0.025402 | \n",
" 0.863553 | \n",
"
\n",
" \n",
" | 3 | \n",
" Fare | \n",
" 0.015964 | \n",
" 0.872991 | \n",
"
\n",
" \n",
" | 2 | \n",
" Embarked | \n",
" 0.009977 | \n",
" 0.878977 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Feature Importance Score\n",
"0 Sex 0.218207 0.670747\n",
"5 PassengerClass 0.037590 0.851364\n",
"1 Deck 0.025402 0.863553\n",
"3 Fare 0.015964 0.872991\n",
"2 Embarked 0.009977 0.878977"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"explainer.get_permutation_importances_df(topx=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot mean absolute shap importances:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:56:12.387143Z",
"start_time": "2021-01-20T15:56:12.196908Z"
}
},
"outputs": [
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"orientation": "h",
"text": [
"the port where the passenger boarded the Titanic. Either Southampton, Cherbourg or Queenstown",
"The amount of money people paid for their ticket",
"The class of the ticket: 1st, 2nd or 3rd class",
"The deck the passenger had their cabin on",
"Gender of passenger"
],
"type": "bar",
"x": [
0.01852646573222717,
0.030872357326097215,
0.042172419791323384,
0.05233567565529897,
0.18412376679140105
],
"y": [
"5. Embarked",
"4. Fare",
"3. PassengerClass",
"2. Deck",
"1. Sex"
]
}
],
"layout": {
"height": 300,
"margin": {
"b": 50,
"l": 98,
"pad": 4,
"r": 50,
"t": 50
},
"plot_bgcolor": "#fff",
"showlegend": false,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Average impact on predicted Survival
(mean absolute SHAP value)"
},
"xaxis": {
"automargin": true,
"title": {
"text": ""
}
},
"yaxis": {
"automargin": true
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_importances(kind=\"shap\", topx=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Permutation importances showing top 6"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:56:34.294239Z",
"start_time": "2021-01-20T15:56:34.279837Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"orientation": "h",
"text": [
"Age of the passenger",
"the port where the passenger boarded the Titanic. Either Southampton, Cherbourg or Queenstown",
"The amount of money people paid for their ticket",
"The deck the passenger had their cabin on",
"The class of the ticket: 1st, 2nd or 3rd class",
"Gender of passenger"
],
"type": "bar",
"x": [
0.006309998921367743,
0.009977348721820656,
0.015963757954913116,
0.025401790529608337,
0.0375903354546433,
0.21820731312695507
],
"y": [
"6. Age",
"5. Embarked",
"4. Fare",
"3. Deck",
"2. PassengerClass",
"1. Sex"
]
}
],
"layout": {
"height": 320,
"margin": {
"b": 50,
"l": 98,
"pad": 4,
"r": 50,
"t": 50
},
"plot_bgcolor": "#fff",
"showlegend": false,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Permutation Importances
(decrease in metric 'roc_auc_score'' with randomized feature)"
},
"xaxis": {
"automargin": true,
"title": {
"text": ""
}
},
"yaxis": {
"automargin": true
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_importances(kind=\"permutation\", topx=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## detailed shap summary"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Only show top 10 features, group onehot-encoded categorical features:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:56:46.089707Z",
"start_time": "2021-01-20T15:56:45.864834Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"marker": {
"color": "#636EFA",
"opacity": 0.3,
"showscale": false,
"size": 5
},
"mode": "markers",
"name": "Sex_male",
"opacity": 0.8,
"showlegend": false,
"text": [
"None=Palsson, Master. Gosta Leonard
Sex=Sex_male
shap=-0.106",
"None=Saundercock, Mr. William Henry
Sex=Sex_male
shap=-0.134",
"None=Meyer, Mr. Edgar Joseph
Sex=Sex_male
shap=-0.185",
"None=Kraeff, Mr. Theodor
Sex=Sex_male
shap=-0.160",
"None=Harris, Mr. Henry Birkhardt
Sex=Sex_male
shap=-0.167",
"None=Skoog, Master. Harald
Sex=Sex_male
shap=-0.092",
"None=Kink, Mr. Vincenz
Sex=Sex_male
shap=-0.132",
"None=Hood, Mr. Ambrose Jr
Sex=Sex_male
shap=-0.162",
"None=Ford, Mr. William Neal
Sex=Sex_male
shap=-0.114",
"None=Christmann, Mr. Emil
Sex=Sex_male
shap=-0.135",
"None=Andreasson, Mr. Paul Edvin
Sex=Sex_male
shap=-0.136",
"None=Chaffee, Mr. Herbert Fuller
Sex=Sex_male
shap=-0.158",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Sex=Sex_male
shap=-0.139",
"None=White, Mr. Richard Frasar
Sex=Sex_male
shap=-0.145",
"None=Rekic, Mr. Tido
Sex=Sex_male
shap=-0.137",
"None=Barton, Mr. David John
Sex=Sex_male
shap=-0.135",
"None=Pekoniemi, Mr. Edvard
Sex=Sex_male
shap=-0.135",
"None=Turpin, Mr. William John Robert
Sex=Sex_male
shap=-0.170",
"None=Moore, Mr. Leonard Charles
Sex=Sex_male
shap=-0.137",
"None=Osen, Mr. Olaf Elon
Sex=Sex_male
shap=-0.138",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Sex=Sex_male
shap=-0.126",
"None=Bateman, Rev. Robert James
Sex=Sex_male
shap=-0.173",
"None=Meo, Mr. Alfonzo
Sex=Sex_male
shap=-0.138",
"None=Cribb, Mr. John Hatfield
Sex=Sex_male
shap=-0.129",
"None=Van der hoef, Mr. Wyckoff
Sex=Sex_male
shap=-0.185",
"None=Sivola, Mr. Antti Wilhelm
Sex=Sex_male
shap=-0.135",
"None=Klasen, Mr. Klas Albin
Sex=Sex_male
shap=-0.124",
"None=Rood, Mr. Hugh Roscoe
Sex=Sex_male
shap=-0.152",
"None=Vande Walle, Mr. Nestor Cyriel
Sex=Sex_male
shap=-0.135",
"None=Backstrom, Mr. Karl Alfred
Sex=Sex_male
shap=-0.139",
"None=Blank, Mr. Henry
Sex=Sex_male
shap=-0.180",
"None=Ali, Mr. Ahmed
Sex=Sex_male
shap=-0.138",
"None=Green, Mr. George Henry
Sex=Sex_male
shap=-0.137",
"None=Nenkoff, Mr. Christo
Sex=Sex_male
shap=-0.139",
"None=Hunt, Mr. George Henry
Sex=Sex_male
shap=-0.172",
"None=Reed, Mr. James George
Sex=Sex_male
shap=-0.139",
"None=Stead, Mr. William Thomas
Sex=Sex_male
shap=-0.152",
"None=Smith, Mr. Thomas
Sex=Sex_male
shap=-0.168",
"None=Asplund, Master. Edvin Rojj Felix
Sex=Sex_male
shap=-0.087",
"None=Smith, Mr. Richard William
Sex=Sex_male
shap=-0.148",
"None=Levy, Mr. Rene Jacques
Sex=Sex_male
shap=-0.168",
"None=Lewy, Mr. Ervin G
Sex=Sex_male
shap=-0.186",
"None=Williams, Mr. Howard Hugh \"Harry\"
Sex=Sex_male
shap=-0.137",
"None=Sage, Mr. George John Jr
Sex=Sex_male
shap=-0.078",
"None=Nysveen, Mr. Johan Hansen
Sex=Sex_male
shap=-0.139",
"None=Denkoff, Mr. Mitto
Sex=Sex_male
shap=-0.139",
"None=Dimic, Mr. Jovan
Sex=Sex_male
shap=-0.135",
"None=del Carlo, Mr. Sebastiano
Sex=Sex_male
shap=-0.193",
"None=Beavan, Mr. William Thomas
Sex=Sex_male
shap=-0.135",
"None=Widener, Mr. Harry Elkins
Sex=Sex_male
shap=-0.160",
"None=Gustafsson, Mr. Karl Gideon
Sex=Sex_male
shap=-0.137",
"None=Plotcharsky, Mr. Vasil
Sex=Sex_male
shap=-0.139",
"None=Goodwin, Master. Sidney Leonard
Sex=Sex_male
shap=-0.089",
"None=Sadlier, Mr. Matthew
Sex=Sex_male
shap=-0.169",
"None=Gustafsson, Mr. Johan Birger
Sex=Sex_male
shap=-0.133",
"None=Niskanen, Mr. Juha
Sex=Sex_male
shap=-0.137",
"None=Matthews, Mr. William John
Sex=Sex_male
shap=-0.172",
"None=Charters, Mr. David
Sex=Sex_male
shap=-0.164",
"None=Johannesen-Bratthammer, Mr. Bernt
Sex=Sex_male
shap=-0.137",
"None=Peuchen, Major. Arthur Godfrey
Sex=Sex_male
shap=-0.165",
"None=Anderson, Mr. Harry
Sex=Sex_male
shap=-0.147",
"None=Milling, Mr. Jacob Christian
Sex=Sex_male
shap=-0.172",
"None=Karlsson, Mr. Nils August
Sex=Sex_male
shap=-0.138",
"None=Frost, Mr. Anthony Wood \"Archie\"
Sex=Sex_male
shap=-0.167",
"None=Bishop, Mr. Dickinson H
Sex=Sex_male
shap=-0.177",
"None=Windelov, Mr. Einar
Sex=Sex_male
shap=-0.137",
"None=Shellard, Mr. Frederick William
Sex=Sex_male
shap=-0.141",
"None=Svensson, Mr. Olof
Sex=Sex_male
shap=-0.137",
"None=Penasco y Castellana, Mr. Victor de Satode
Sex=Sex_male
shap=-0.171",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Sex=Sex_male
shap=-0.160",
"None=Kassem, Mr. Fared
Sex=Sex_male
shap=-0.159",
"None=Butt, Major. Archibald Willingham
Sex=Sex_male
shap=-0.181",
"None=Beane, Mr. Edward
Sex=Sex_male
shap=-0.168",
"None=Goldsmith, Mr. Frank John
Sex=Sex_male
shap=-0.131",
"None=Morrow, Mr. Thomas Rowan
Sex=Sex_male
shap=-0.168",
"None=Harris, Mr. George
Sex=Sex_male
shap=-0.161",
"None=Patchett, Mr. George
Sex=Sex_male
shap=-0.141",
"None=Ross, Mr. John Hugo
Sex=Sex_male
shap=-0.170",
"None=Murdlin, Mr. Joseph
Sex=Sex_male
shap=-0.137",
"None=Boulos, Mr. Hanna
Sex=Sex_male
shap=-0.159",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Sex=Sex_male
shap=-0.179",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Sex=Sex_male
shap=-0.185",
"None=Lindell, Mr. Edvard Bengtsson
Sex=Sex_male
shap=-0.141",
"None=Daniel, Mr. Robert Williams
Sex=Sex_male
shap=-0.164",
"None=Jardin, Mr. Jose Neto
Sex=Sex_male
shap=-0.140",
"None=Horgan, Mr. John
Sex=Sex_male
shap=-0.168",
"None=Yasbeck, Mr. Antoni
Sex=Sex_male
shap=-0.158",
"None=Bostandyeff, Mr. Guentcho
Sex=Sex_male
shap=-0.137",
"None=Lundahl, Mr. Johan Svensson
Sex=Sex_male
shap=-0.140",
"None=Stahelin-Maeglin, Dr. Max
Sex=Sex_male
shap=-0.188",
"None=Willey, Mr. Edward
Sex=Sex_male
shap=-0.139",
"None=Eitemiller, Mr. George Floyd
Sex=Sex_male
shap=-0.172",
"None=Colley, Mr. Edward Pomeroy
Sex=Sex_male
shap=-0.151",
"None=Coleff, Mr. Peju
Sex=Sex_male
shap=-0.139",
"None=Davidson, Mr. Thornton
Sex=Sex_male
shap=-0.165",
"None=Hassab, Mr. Hammad
Sex=Sex_male
shap=-0.173",
"None=Goodwin, Mr. Charles Edward
Sex=Sex_male
shap=-0.096",
"None=Panula, Mr. Jaako Arnold
Sex=Sex_male
shap=-0.104",
"None=Fischer, Mr. Eberhard Thelander
Sex=Sex_male
shap=-0.137",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
Sex=Sex_male
shap=-0.124",
"None=Hansen, Mr. Henrik Juul
Sex=Sex_male
shap=-0.133",
"None=Calderhead, Mr. Edward Pennington
Sex=Sex_male
shap=-0.145",
"None=Klaber, Mr. Herman
Sex=Sex_male
shap=-0.144",
"None=Taylor, Mr. Elmer Zebley
Sex=Sex_male
shap=-0.170",
"None=Larsson, Mr. August Viktor
Sex=Sex_male
shap=-0.135",
"None=Greenberg, Mr. Samuel
Sex=Sex_male
shap=-0.175",
"None=McEvoy, Mr. Michael
Sex=Sex_male
shap=-0.169",
"None=Johnson, Mr. Malkolm Joackim
Sex=Sex_male
shap=-0.138",
"None=Gillespie, Mr. William Henry
Sex=Sex_male
shap=-0.172",
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shap=-0.028",
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Embarked=Embarked_Queenstown
shap=0.014"
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Age=38.0
shap=-0.015",
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Age=35.0
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"None=Backstrom, Mr. Karl Alfred
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shap=-0.018",
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Age=36.0
shap=-0.000",
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shap=0.007",
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Age=nan
shap=0.023",
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shap=-0.033",
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Age=nan
shap=0.008",
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Age=41.0
shap=-0.012",
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Age=29.0
shap=0.002",
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Age=24.0
shap=0.014",
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shap=-0.013",
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shap=-0.005",
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shap=-0.044",
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shap=-0.007",
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shap=0.005",
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Age=nan
shap=0.018",
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Age=37.0
shap=-0.014",
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Age=18.0
shap=0.031",
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shap=-0.003",
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Age=30.0
shap=0.001",
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Age=7.0
shap=0.025",
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Age=45.0
shap=-0.035",
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Age=32.0
shap=0.007",
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Age=33.0
shap=-0.019",
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Age=22.0
shap=0.004",
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Age=39.0
shap=-0.015",
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Age=nan
shap=0.012",
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Age=62.0
shap=-0.037",
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Age=53.0
shap=-0.022",
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Age=19.0
shap=0.003",
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Age=36.0
shap=0.010",
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Age=nan
shap=0.007",
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Age=nan
shap=0.022",
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Age=nan
shap=0.009",
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Age=49.0
shap=-0.028",
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Age=35.0
shap=-0.007",
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Age=36.0
shap=-0.011",
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Age=27.0
shap=0.005",
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Age=22.0
shap=0.011",
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Age=40.0
shap=-0.016",
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Age=nan
shap=0.008",
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Age=nan
shap=0.012",
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Age=26.0
shap=-0.002",
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Age=27.0
shap=0.003",
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Age=26.0
shap=0.005",
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Age=51.0
shap=-0.024",
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Age=32.0
shap=0.030",
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Age=nan
shap=0.008",
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Age=23.0
shap=0.004",
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Age=18.0
shap=0.004",
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Age=23.0
shap=0.004",
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Age=47.0
shap=-0.035",
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Age=36.0
shap=-0.012",
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Age=40.0
shap=-0.021",
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Age=31.0
shap=0.037",
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Age=18.0
shap=0.001",
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Age=27.0
shap=0.013",
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Age=14.0
shap=0.005",
"None=Panula, Mr. Jaako Arnold
Age=14.0
shap=0.005",
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Age=18.0
shap=0.006",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
Age=42.0
shap=-0.036",
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Age=18.0
shap=0.013",
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Age=26.0
shap=0.003",
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Age=42.0
shap=-0.026",
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Age=nan
shap=0.025",
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Age=48.0
shap=-0.036",
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Age=29.0
shap=0.005",
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Age=52.0
shap=-0.031",
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Age=27.0
shap=0.014",
"None=McEvoy, Mr. Michael
Age=nan
shap=0.014",
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Age=33.0
shap=-0.007",
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Age=34.0
shap=-0.005",
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Age=29.0
shap=0.012",
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Age=23.0
shap=0.004",
"None=Troupiansky, Mr. Moses Aaron
Age=23.0
shap=0.004",
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Age=28.5
shap=0.001",
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Age=nan
shap=0.008",
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Age=24.0
shap=-0.001",
"None=Connaghton, Mr. Michael
Age=31.0
shap=-0.001",
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Age=28.0
shap=0.005",
"None=Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Age=33.0
shap=0.008",
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Age=16.0
shap=0.008",
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Age=51.0
shap=-0.015",
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Age=nan
shap=0.012",
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Age=24.0
shap=0.005",
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Age=43.0
shap=-0.015",
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Age=13.0
shap=0.015",
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Age=17.0
shap=0.012",
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Age=nan
shap=0.034",
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Age=25.0
shap=0.003",
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Age=18.0
shap=0.002",
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Age=46.0
shap=-0.025",
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Age=49.0
shap=-0.017",
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Age=31.0
shap=0.002",
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Age=11.0
shap=0.040",
"None=Thomas, Master. Assad Alexander
Age=0.42
shap=0.032",
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Age=31.0
shap=0.007",
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Age=35.0
shap=-0.006",
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Age=30.5
shap=0.004",
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Age=nan
shap=0.012",
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Age=0.83
shap=0.042",
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Age=16.0
shap=0.007",
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Age=34.5
shap=-0.019",
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Age=nan
shap=0.023",
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Age=9.0
shap=0.027",
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Age=18.0
shap=0.003",
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Age=nan
shap=0.009",
"None=Johnson, Master. Harold Theodor
Age=4.0
shap=0.033",
"None=Carlsson, Mr. Frans Olof
Age=33.0
shap=0.023",
"None=Gustafsson, Mr. Alfred Ossian
Age=20.0
shap=0.004",
"None=Montvila, Rev. Juozas
Age=27.0
shap=0.002"
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shap=0.022",
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shap=-0.015",
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shap=-0.013",
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shap=0.004",
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shap=-0.006",
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shap=-0.013",
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shap=-0.006",
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shap=-0.009",
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shap=-0.008",
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shap=0.004",
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shap=0.027",
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shap=-0.009",
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shap=-0.007",
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shap=-0.009",
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shap=0.009",
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shap=0.007",
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"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
No_of_siblings_plus_spouses_on_board=1
shap=0.005",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
No_of_siblings_plus_spouses_on_board=1
shap=0.004",
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No_of_siblings_plus_spouses_on_board=3
shap=-0.034",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
No_of_siblings_plus_spouses_on_board=0
shap=0.015",
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No_of_siblings_plus_spouses_on_board=1
shap=0.006",
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No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Vestrom, Miss. Hulda Amanda Adolfina
No_of_siblings_plus_spouses_on_board=0
shap=0.011",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
No_of_siblings_plus_spouses_on_board=1
shap=0.004",
"None=Glynn, Miss. Mary Agatha
No_of_siblings_plus_spouses_on_board=0
shap=0.009",
"None=Meyer, Mr. Edgar Joseph
No_of_siblings_plus_spouses_on_board=1
shap=0.011",
"None=Kraeff, Mr. Theodor
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Devaney, Miss. Margaret Delia
No_of_siblings_plus_spouses_on_board=0
shap=0.008",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
No_of_siblings_plus_spouses_on_board=1
shap=0.005",
"None=Rugg, Miss. Emily
No_of_siblings_plus_spouses_on_board=0
shap=0.007",
"None=Harris, Mr. Henry Birkhardt
No_of_siblings_plus_spouses_on_board=1
shap=0.004",
"None=Skoog, Master. Harald
No_of_siblings_plus_spouses_on_board=3
shap=-0.038",
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No_of_siblings_plus_spouses_on_board=2
shap=0.005",
"None=Hood, Mr. Ambrose Jr
No_of_siblings_plus_spouses_on_board=0
shap=0.007",
"None=Ilett, Miss. Bertha
No_of_siblings_plus_spouses_on_board=0
shap=0.008",
"None=Ford, Mr. William Neal
No_of_siblings_plus_spouses_on_board=1
shap=0.004",
"None=Christmann, Mr. Emil
No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=Andreasson, Mr. Paul Edvin
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.005",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=White, Mr. Richard Frasar
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Rekic, Mr. Tido
No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=Moran, Miss. Bertha
No_of_siblings_plus_spouses_on_board=1
shap=0.005",
"None=Barton, Mr. David John
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Jussila, Miss. Katriina
No_of_siblings_plus_spouses_on_board=1
shap=0.003",
"None=Pekoniemi, Mr. Edvard
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Turpin, Mr. William John Robert
No_of_siblings_plus_spouses_on_board=1
shap=0.004",
"None=Moore, Mr. Leonard Charles
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Osen, Mr. Olaf Elon
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Ford, Miss. Robina Maggie \"Ruby\"
No_of_siblings_plus_spouses_on_board=2
shap=0.000",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
No_of_siblings_plus_spouses_on_board=0
shap=0.012",
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No_of_siblings_plus_spouses_on_board=0
shap=0.002",
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No_of_siblings_plus_spouses_on_board=0
shap=0.003",
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No_of_siblings_plus_spouses_on_board=0
shap=0.012",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
No_of_siblings_plus_spouses_on_board=0
shap=0.012",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.009",
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No_of_siblings_plus_spouses_on_board=0
shap=0.003",
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No_of_siblings_plus_spouses_on_board=1
shap=0.006",
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No_of_siblings_plus_spouses_on_board=0
shap=0.006",
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No_of_siblings_plus_spouses_on_board=1
shap=0.001",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
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No_of_siblings_plus_spouses_on_board=0
shap=0.004",
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No_of_siblings_plus_spouses_on_board=1
shap=0.005",
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No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=Ali, Mr. Ahmed
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Green, Mr. George Henry
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Nenkoff, Mr. Christo
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Asplund, Miss. Lillian Gertrud
No_of_siblings_plus_spouses_on_board=4
shap=-0.089",
"None=Harknett, Miss. Alice Phoebe
No_of_siblings_plus_spouses_on_board=0
shap=0.013",
"None=Hunt, Mr. George Henry
No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=Reed, Mr. James George
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Stead, Mr. William Thomas
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Thorne, Mrs. Gertrude Maybelle
No_of_siblings_plus_spouses_on_board=0
shap=0.009",
"None=Parrish, Mrs. (Lutie Davis)
No_of_siblings_plus_spouses_on_board=0
shap=0.012",
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No_of_siblings_plus_spouses_on_board=0
shap=0.003",
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No_of_siblings_plus_spouses_on_board=4
shap=-0.044",
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No_of_siblings_plus_spouses_on_board=0
shap=0.009",
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No_of_siblings_plus_spouses_on_board=1
shap=0.004",
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No_of_siblings_plus_spouses_on_board=1
shap=0.008",
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No_of_siblings_plus_spouses_on_board=0
shap=0.005",
"None=Connolly, Miss. Kate
No_of_siblings_plus_spouses_on_board=0
shap=0.008",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
No_of_siblings_plus_spouses_on_board=1
shap=0.009",
"None=Levy, Mr. Rene Jacques
No_of_siblings_plus_spouses_on_board=0
shap=0.000",
"None=Lewy, Mr. Ervin G
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Williams, Mr. Howard Hugh \"Harry\"
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Sage, Mr. George John Jr
No_of_siblings_plus_spouses_on_board=8
shap=-0.056",
"None=Nysveen, Mr. Johan Hansen
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
No_of_siblings_plus_spouses_on_board=1
shap=0.008",
"None=Denkoff, Mr. Mitto
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Burns, Miss. Elizabeth Margaret
No_of_siblings_plus_spouses_on_board=0
shap=0.005",
"None=Dimic, Mr. Jovan
No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=del Carlo, Mr. Sebastiano
No_of_siblings_plus_spouses_on_board=1
shap=0.003",
"None=Beavan, Mr. William Thomas
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
No_of_siblings_plus_spouses_on_board=1
shap=0.010",
"None=Widener, Mr. Harry Elkins
No_of_siblings_plus_spouses_on_board=0
shap=0.010",
"None=Gustafsson, Mr. Karl Gideon
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Plotcharsky, Mr. Vasil
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Goodwin, Master. Sidney Leonard
No_of_siblings_plus_spouses_on_board=5
shap=-0.045",
"None=Sadlier, Mr. Matthew
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Gustafsson, Mr. Johan Birger
No_of_siblings_plus_spouses_on_board=2
shap=0.005",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
No_of_siblings_plus_spouses_on_board=0
shap=0.011",
"None=Niskanen, Mr. Juha
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Minahan, Miss. Daisy E
No_of_siblings_plus_spouses_on_board=1
shap=0.004",
"None=Matthews, Mr. William John
No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=Charters, Mr. David
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
No_of_siblings_plus_spouses_on_board=0
shap=0.009",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
No_of_siblings_plus_spouses_on_board=1
shap=0.001",
"None=Johannesen-Bratthammer, Mr. Bernt
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Peuchen, Major. Arthur Godfrey
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Anderson, Mr. Harry
No_of_siblings_plus_spouses_on_board=0
shap=0.010",
"None=Milling, Mr. Jacob Christian
No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
No_of_siblings_plus_spouses_on_board=1
shap=0.003",
"None=Karlsson, Mr. Nils August
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Frost, Mr. Anthony Wood \"Archie\"
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Bishop, Mr. Dickinson H
No_of_siblings_plus_spouses_on_board=1
shap=0.021",
"None=Windelov, Mr. Einar
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Shellard, Mr. Frederick William
No_of_siblings_plus_spouses_on_board=0
shap=0.006",
"None=Svensson, Mr. Olof
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=O'Sullivan, Miss. Bridget Mary
No_of_siblings_plus_spouses_on_board=0
shap=0.010",
"None=Laitinen, Miss. Kristina Sofia
No_of_siblings_plus_spouses_on_board=0
shap=0.008",
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shap=-0.012",
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shap=0.002",
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shap=0.003",
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shap=0.002",
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shap=0.003",
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shap=0.004",
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shap=0.015",
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shap=0.002",
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shap=0.009",
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"source": [
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"metadata": {},
"source": [
"## interaction importances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### mean absolute shap interaction values for interactions with 'Sex' \n",
"- the direct effect is usually the largest\n",
"- in this case PassengerClass shows the biggest interaction with gender"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
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"start_time": "2021-01-20T15:56:58.996679Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating shap interaction values...\n",
"Reminder: TreeShap computational complexity is O(TLD^2), where T is the number of trees, L is the maximum number of leaves in any tree and D the maximal depth of any tree. So reducing these will speed up the calculation.\n"
]
},
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"ExecuteTime": {
"end_time": "2021-01-20T15:57:08.136739Z",
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"metadata": {},
"source": [
"### Detailed shap interactions summary:"
]
},
{
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"execution_count": 14,
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"end_time": "2021-01-20T15:57:15.262189Z",
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"None=Palsson, Master. Gosta Leonard
Sex=Sex_male
shap=-0.161",
"None=Saundercock, Mr. William Henry
Sex=Sex_male
shap=-0.154",
"None=Meyer, Mr. Edgar Joseph
Sex=Sex_male
shap=-0.150",
"None=Kraeff, Mr. Theodor
Sex=Sex_male
shap=-0.154",
"None=Harris, Mr. Henry Birkhardt
Sex=Sex_male
shap=-0.146",
"None=Skoog, Master. Harald
Sex=Sex_male
shap=-0.162",
"None=Kink, Mr. Vincenz
Sex=Sex_male
shap=-0.154",
"None=Hood, Mr. Ambrose Jr
Sex=Sex_male
shap=-0.154",
"None=Ford, Mr. William Neal
Sex=Sex_male
shap=-0.156",
"None=Christmann, Mr. Emil
Sex=Sex_male
shap=-0.154",
"None=Andreasson, Mr. Paul Edvin
Sex=Sex_male
shap=-0.155",
"None=Chaffee, Mr. Herbert Fuller
Sex=Sex_male
shap=-0.146",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Sex=Sex_male
shap=-0.152",
"None=White, Mr. Richard Frasar
Sex=Sex_male
shap=-0.155",
"None=Rekic, Mr. Tido
Sex=Sex_male
shap=-0.154",
"None=Barton, Mr. David John
Sex=Sex_male
shap=-0.154",
"None=Pekoniemi, Mr. Edvard
Sex=Sex_male
shap=-0.154",
"None=Turpin, Mr. William John Robert
Sex=Sex_male
shap=-0.155",
"None=Moore, Mr. Leonard Charles
Sex=Sex_male
shap=-0.152",
"None=Osen, Mr. Olaf Elon
Sex=Sex_male
shap=-0.153",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Sex=Sex_male
shap=-0.157",
"None=Bateman, Rev. Robert James
Sex=Sex_male
shap=-0.155",
"None=Meo, Mr. Alfonzo
Sex=Sex_male
shap=-0.153",
"None=Cribb, Mr. John Hatfield
Sex=Sex_male
shap=-0.156",
"None=Van der hoef, Mr. Wyckoff
Sex=Sex_male
shap=-0.146",
"None=Sivola, Mr. Antti Wilhelm
Sex=Sex_male
shap=-0.154",
"None=Klasen, Mr. Klas Albin
Sex=Sex_male
shap=-0.152",
"None=Rood, Mr. Hugh Roscoe
Sex=Sex_male
shap=-0.157",
"None=Vande Walle, Mr. Nestor Cyriel
Sex=Sex_male
shap=-0.154",
"None=Backstrom, Mr. Karl Alfred
Sex=Sex_male
shap=-0.155",
"None=Blank, Mr. Henry
Sex=Sex_male
shap=-0.153",
"None=Ali, Mr. Ahmed
Sex=Sex_male
shap=-0.154",
"None=Green, Mr. George Henry
Sex=Sex_male
shap=-0.154",
"None=Nenkoff, Mr. Christo
Sex=Sex_male
shap=-0.152",
"None=Hunt, Mr. George Henry
Sex=Sex_male
shap=-0.155",
"None=Reed, Mr. James George
Sex=Sex_male
shap=-0.152",
"None=Stead, Mr. William Thomas
Sex=Sex_male
shap=-0.156",
"None=Smith, Mr. Thomas
Sex=Sex_male
shap=-0.150",
"None=Asplund, Master. Edvin Rojj Felix
Sex=Sex_male
shap=-0.163",
"None=Smith, Mr. Richard William
Sex=Sex_male
shap=-0.159",
"None=Levy, Mr. Rene Jacques
Sex=Sex_male
shap=-0.163",
"None=Lewy, Mr. Ervin G
Sex=Sex_male
shap=-0.154",
"None=Williams, Mr. Howard Hugh \"Harry\"
Sex=Sex_male
shap=-0.152",
"None=Sage, Mr. George John Jr
Sex=Sex_male
shap=-0.161",
"None=Nysveen, Mr. Johan Hansen
Sex=Sex_male
shap=-0.152",
"None=Denkoff, Mr. Mitto
Sex=Sex_male
shap=-0.152",
"None=Dimic, Mr. Jovan
Sex=Sex_male
shap=-0.154",
"None=del Carlo, Mr. Sebastiano
Sex=Sex_male
shap=-0.150",
"None=Beavan, Mr. William Thomas
Sex=Sex_male
shap=-0.154",
"None=Widener, Mr. Harry Elkins
Sex=Sex_male
shap=-0.154",
"None=Gustafsson, Mr. Karl Gideon
Sex=Sex_male
shap=-0.155",
"None=Plotcharsky, Mr. Vasil
Sex=Sex_male
shap=-0.152",
"None=Goodwin, Master. Sidney Leonard
Sex=Sex_male
shap=-0.161",
"None=Sadlier, Mr. Matthew
Sex=Sex_male
shap=-0.149",
"None=Gustafsson, Mr. Johan Birger
Sex=Sex_male
shap=-0.154",
"None=Niskanen, Mr. Juha
Sex=Sex_male
shap=-0.154",
"None=Matthews, Mr. William John
Sex=Sex_male
shap=-0.155",
"None=Charters, Mr. David
Sex=Sex_male
shap=-0.152",
"None=Johannesen-Bratthammer, Mr. Bernt
Sex=Sex_male
shap=-0.152",
"None=Peuchen, Major. Arthur Godfrey
Sex=Sex_male
shap=-0.152",
"None=Anderson, Mr. Harry
Sex=Sex_male
shap=-0.155",
"None=Milling, Mr. Jacob Christian
Sex=Sex_male
shap=-0.155",
"None=Karlsson, Mr. Nils August
Sex=Sex_male
shap=-0.154",
"None=Frost, Mr. Anthony Wood \"Archie\"
Sex=Sex_male
shap=-0.153",
"None=Bishop, Mr. Dickinson H
Sex=Sex_male
shap=-0.160",
"None=Windelov, Mr. Einar
Sex=Sex_male
shap=-0.154",
"None=Shellard, Mr. Frederick William
Sex=Sex_male
shap=-0.155",
"None=Svensson, Mr. Olof
Sex=Sex_male
shap=-0.155",
"None=Penasco y Castellana, Mr. Victor de Satode
Sex=Sex_male
shap=-0.157",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Sex=Sex_male
shap=-0.155",
"None=Kassem, Mr. Fared
Sex=Sex_male
shap=-0.155",
"None=Butt, Major. Archibald Willingham
Sex=Sex_male
shap=-0.146",
"None=Beane, Mr. Edward
Sex=Sex_male
shap=-0.153",
"None=Goldsmith, Mr. Frank John
Sex=Sex_male
shap=-0.154",
"None=Morrow, Mr. Thomas Rowan
Sex=Sex_male
shap=-0.150",
"None=Harris, Mr. George
Sex=Sex_male
shap=-0.156",
"None=Patchett, Mr. George
Sex=Sex_male
shap=-0.155",
"None=Ross, Mr. John Hugo
Sex=Sex_male
shap=-0.159",
"None=Murdlin, Mr. Joseph
Sex=Sex_male
shap=-0.152",
"None=Boulos, Mr. Hanna
Sex=Sex_male
shap=-0.155",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Sex=Sex_male
shap=-0.152",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Sex=Sex_male
shap=-0.153",
"None=Lindell, Mr. Edvard Bengtsson
Sex=Sex_male
shap=-0.155",
"None=Daniel, Mr. Robert Williams
Sex=Sex_male
shap=-0.154",
"None=Jardin, Mr. Jose Neto
Sex=Sex_male
shap=-0.152",
"None=Horgan, Mr. John
Sex=Sex_male
shap=-0.150",
"None=Yasbeck, Mr. Antoni
Sex=Sex_male
shap=-0.156",
"None=Bostandyeff, Mr. Guentcho
Sex=Sex_male
shap=-0.155",
"None=Lundahl, Mr. Johan Svensson
Sex=Sex_male
shap=-0.153",
"None=Stahelin-Maeglin, Dr. Max
Sex=Sex_male
shap=-0.156",
"None=Willey, Mr. Edward
Sex=Sex_male
shap=-0.152",
"None=Eitemiller, Mr. George Floyd
Sex=Sex_male
shap=-0.155",
"None=Colley, Mr. Edward Pomeroy
Sex=Sex_male
shap=-0.155",
"None=Coleff, Mr. Peju
Sex=Sex_male
shap=-0.154",
"None=Davidson, Mr. Thornton
Sex=Sex_male
shap=-0.158",
"None=Hassab, Mr. Hammad
Sex=Sex_male
shap=-0.158",
"None=Goodwin, Mr. Charles Edward
Sex=Sex_male
shap=-0.158",
"None=Panula, Mr. Jaako Arnold
Sex=Sex_male
shap=-0.158",
"None=Fischer, Mr. Eberhard Thelander
Sex=Sex_male
shap=-0.155",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
Sex=Sex_male
shap=-0.153",
"None=Hansen, Mr. Henrik Juul
Sex=Sex_male
shap=-0.155",
"None=Calderhead, Mr. Edward Pennington
Sex=Sex_male
shap=-0.156",
"None=Klaber, Mr. Herman
Sex=Sex_male
shap=-0.160",
"None=Taylor, Mr. Elmer Zebley
Sex=Sex_male
shap=-0.148",
"None=Larsson, Mr. August Viktor
Sex=Sex_male
shap=-0.154",
"None=Greenberg, Mr. Samuel
Sex=Sex_male
shap=-0.154",
"None=McEvoy, Mr. Michael
Sex=Sex_male
shap=-0.151",
"None=Johnson, Mr. Malkolm Joackim
Sex=Sex_male
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PassengerClass=1
shap=0.015",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
PassengerClass=1
shap=0.016",
"None=Palsson, Master. Gosta Leonard
PassengerClass=3
shap=0.015",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
PassengerClass=3
shap=-0.025",
"None=Nasser, Mrs. Nicholas (Adele Achem)
PassengerClass=2
shap=0.030",
"None=Saundercock, Mr. William Henry
PassengerClass=3
shap=0.014",
"None=Vestrom, Miss. Hulda Amanda Adolfina
PassengerClass=3
shap=-0.022",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
PassengerClass=3
shap=-0.030",
"None=Glynn, Miss. Mary Agatha
PassengerClass=3
shap=-0.018",
"None=Meyer, Mr. Edgar Joseph
PassengerClass=1
shap=-0.013",
"None=Kraeff, Mr. Theodor
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"None=Devaney, Miss. Margaret Delia
PassengerClass=3
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"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
PassengerClass=3
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"None=Rugg, Miss. Emily
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"None=Harris, Mr. Henry Birkhardt
PassengerClass=1
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"None=Skoog, Master. Harald
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"None=Kink, Mr. Vincenz
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"None=Hood, Mr. Ambrose Jr
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"None=Ilett, Miss. Bertha
PassengerClass=2
shap=0.026",
"None=Ford, Mr. William Neal
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"None=Christmann, Mr. Emil
PassengerClass=3
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"None=Andreasson, Mr. Paul Edvin
PassengerClass=3
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"None=Chaffee, Mr. Herbert Fuller
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shap=-0.016",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
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"None=White, Mr. Richard Frasar
PassengerClass=1
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"None=Rekic, Mr. Tido
PassengerClass=3
shap=0.014",
"None=Moran, Miss. Bertha
PassengerClass=3
shap=-0.022",
"None=Barton, Mr. David John
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PassengerClass=3
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"None=Pekoniemi, Mr. Edvard
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"None=Turpin, Mr. William John Robert
PassengerClass=2
shap=-0.015",
"None=Moore, Mr. Leonard Charles
PassengerClass=3
shap=0.014",
"None=Osen, Mr. Olaf Elon
PassengerClass=3
shap=0.014",
"None=Ford, Miss. Robina Maggie \"Ruby\"
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shap=-0.027",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
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shap=-0.011",
"None=Bateman, Rev. Robert James
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"None=Meo, Mr. Alfonzo
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"None=Chibnall, Mrs. (Edith Martha Bowerman)
PassengerClass=1
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"None=Rood, Mr. Hugh Roscoe
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"None=Brown, Mrs. James Joseph (Margaret Tobin)
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"None=Backstrom, Mr. Karl Alfred
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"None=Nenkoff, Mr. Christo
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shap=-0.028",
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PassengerClass=3
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PassengerClass=1
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shap=-0.012",
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shap=0.019",
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shap=-0.009",
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"None=Plotcharsky, Mr. Vasil
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PassengerClass=3
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PassengerClass=3
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PassengerClass=3
shap=0.014",
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PassengerClass=3
shap=-0.025",
"None=Niskanen, Mr. Juha
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shap=0.014",
"None=Minahan, Miss. Daisy E
PassengerClass=1
shap=0.016",
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shap=-0.014",
"None=Charters, Mr. David
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shap=0.012",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
PassengerClass=2
shap=0.032",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
PassengerClass=2
shap=0.028",
"None=Johannesen-Bratthammer, Mr. Bernt
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"None=Peuchen, Major. Arthur Godfrey
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shap=-0.014",
"None=Anderson, Mr. Harry
PassengerClass=1
shap=-0.014",
"None=Milling, Mr. Jacob Christian
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"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
PassengerClass=2
shap=0.031",
"None=Karlsson, Mr. Nils August
PassengerClass=3
shap=0.014",
"None=Frost, Mr. Anthony Wood \"Archie\"
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shap=-0.014",
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PassengerClass=1
shap=-0.013",
"None=Windelov, Mr. Einar
PassengerClass=3
shap=0.014",
"None=Shellard, Mr. Frederick William
PassengerClass=3
shap=0.015",
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PassengerClass=3
shap=0.014",
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PassengerClass=3
shap=-0.017",
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PassengerClass=3
shap=-0.023",
"None=Penasco y Castellana, Mr. Victor de Satode
PassengerClass=1
shap=-0.010",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
PassengerClass=1
shap=-0.014",
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PassengerClass=2
shap=0.032",
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PassengerClass=3
shap=0.012",
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PassengerClass=3
shap=-0.022",
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PassengerClass=2
shap=0.032",
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PassengerClass=1
shap=-0.016",
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PassengerClass=2
shap=-0.019",
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PassengerClass=3
shap=0.015",
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PassengerClass=3
shap=-0.022",
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PassengerClass=1
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PassengerClass=3
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shap=-0.019",
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PassengerClass=3
shap=0.012",
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PassengerClass=1
shap=-0.012",
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shap=-0.013",
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PassengerClass=3
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PassengerClass=1
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shap=-0.015",
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shap=-0.012",
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"name": "No_of_parents_plus_children_on_board",
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"text": [
"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Palsson, Master. Gosta Leonard
No_of_parents_plus_children_on_board=1
shap=0.010",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
No_of_parents_plus_children_on_board=2
shap=-0.032",
"None=Nasser, Mrs. Nicholas (Adele Achem)
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Saundercock, Mr. William Henry
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Vestrom, Miss. Hulda Amanda Adolfina
No_of_parents_plus_children_on_board=0
shap=0.010",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
No_of_parents_plus_children_on_board=5
shap=-0.046",
"None=Glynn, Miss. Mary Agatha
No_of_parents_plus_children_on_board=0
shap=0.012",
"None=Meyer, Mr. Edgar Joseph
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Kraeff, Mr. Theodor
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Devaney, Miss. Margaret Delia
No_of_parents_plus_children_on_board=0
shap=0.010",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Rugg, Miss. Emily
No_of_parents_plus_children_on_board=0
shap=0.010",
"None=Harris, Mr. Henry Birkhardt
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Skoog, Master. Harald
No_of_parents_plus_children_on_board=2
shap=0.016",
"None=Kink, Mr. Vincenz
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Hood, Mr. Ambrose Jr
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Ilett, Miss. Bertha
No_of_parents_plus_children_on_board=0
shap=0.010",
"None=Ford, Mr. William Neal
No_of_parents_plus_children_on_board=3
shap=0.012",
"None=Christmann, Mr. Emil
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Andreasson, Mr. Paul Edvin
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Chaffee, Mr. Herbert Fuller
No_of_parents_plus_children_on_board=0
shap=-0.003",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=White, Mr. Richard Frasar
No_of_parents_plus_children_on_board=1
shap=0.010",
"None=Rekic, Mr. Tido
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Moran, Miss. Bertha
No_of_parents_plus_children_on_board=0
shap=0.010",
"None=Barton, Mr. David John
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Jussila, Miss. Katriina
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Pekoniemi, Mr. Edvard
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Turpin, Mr. William John Robert
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Moore, Mr. Leonard Charles
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Osen, Mr. Olaf Elon
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Ford, Miss. Robina Maggie \"Ruby\"
No_of_parents_plus_children_on_board=2
shap=-0.026",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
No_of_parents_plus_children_on_board=2
shap=0.014",
"None=Bateman, Rev. Robert James
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Meo, Mr. Alfonzo
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Cribb, Mr. John Hatfield
No_of_parents_plus_children_on_board=1
shap=0.008",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
No_of_parents_plus_children_on_board=1
shap=-0.012",
"None=Van der hoef, Mr. Wyckoff
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Sivola, Mr. Antti Wilhelm
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Klasen, Mr. Klas Albin
No_of_parents_plus_children_on_board=1
shap=0.006",
"None=Rood, Mr. Hugh Roscoe
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
No_of_parents_plus_children_on_board=0
shap=0.007",
"None=Vande Walle, Mr. Nestor Cyriel
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Backstrom, Mr. Karl Alfred
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Blank, Mr. Henry
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Ali, Mr. Ahmed
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Green, Mr. George Henry
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Nenkoff, Mr. Christo
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Asplund, Miss. Lillian Gertrud
No_of_parents_plus_children_on_board=2
shap=-0.028",
"None=Harknett, Miss. Alice Phoebe
No_of_parents_plus_children_on_board=0
shap=0.012",
"None=Hunt, Mr. George Henry
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Reed, Mr. James George
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Stead, Mr. William Thomas
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Thorne, Mrs. Gertrude Maybelle
No_of_parents_plus_children_on_board=0
shap=0.010",
"None=Parrish, Mrs. (Lutie Davis)
No_of_parents_plus_children_on_board=1
shap=-0.018",
"None=Smith, Mr. Thomas
No_of_parents_plus_children_on_board=0
shap=-0.007",
"None=Asplund, Master. Edvin Rojj Felix
No_of_parents_plus_children_on_board=2
shap=0.017",
"None=Healy, Miss. Hanora \"Nora\"
No_of_parents_plus_children_on_board=0
shap=0.012",
"None=Andrews, Miss. Kornelia Theodosia
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
No_of_parents_plus_children_on_board=1
shap=-0.012",
"None=Smith, Mr. Richard William
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Connolly, Miss. Kate
No_of_parents_plus_children_on_board=0
shap=0.010",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Levy, Mr. Rene Jacques
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Lewy, Mr. Ervin G
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Williams, Mr. Howard Hugh \"Harry\"
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Sage, Mr. George John Jr
No_of_parents_plus_children_on_board=2
shap=0.014",
"None=Nysveen, Mr. Johan Hansen
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Denkoff, Mr. Mitto
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Burns, Miss. Elizabeth Margaret
No_of_parents_plus_children_on_board=0
shap=0.007",
"None=Dimic, Mr. Jovan
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=del Carlo, Mr. Sebastiano
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Beavan, Mr. William Thomas
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Widener, Mr. Harry Elkins
No_of_parents_plus_children_on_board=2
shap=0.011",
"None=Gustafsson, Mr. Karl Gideon
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Plotcharsky, Mr. Vasil
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Goodwin, Master. Sidney Leonard
No_of_parents_plus_children_on_board=2
shap=0.015",
"None=Sadlier, Mr. Matthew
No_of_parents_plus_children_on_board=0
shap=-0.007",
"None=Gustafsson, Mr. Johan Birger
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
No_of_parents_plus_children_on_board=2
shap=-0.031",
"None=Niskanen, Mr. Juha
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Minahan, Miss. Daisy E
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Matthews, Mr. William John
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Charters, Mr. David
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
No_of_parents_plus_children_on_board=1
shap=-0.014",
"None=Johannesen-Bratthammer, Mr. Bernt
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Peuchen, Major. Arthur Godfrey
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Anderson, Mr. Harry
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Milling, Mr. Jacob Christian
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
No_of_parents_plus_children_on_board=2
shap=-0.024",
"None=Karlsson, Mr. Nils August
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Frost, Mr. Anthony Wood \"Archie\"
No_of_parents_plus_children_on_board=0
shap=-0.007",
"None=Bishop, Mr. Dickinson H
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Windelov, Mr. Einar
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Shellard, Mr. Frederick William
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Svensson, Mr. Olof
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=O'Sullivan, Miss. Bridget Mary
No_of_parents_plus_children_on_board=0
shap=0.012",
"None=Laitinen, Miss. Kristina Sofia
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Penasco y Castellana, Mr. Victor de Satode
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Kassem, Mr. Fared
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Cacic, Miss. Marija
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Hart, Miss. Eva Miriam
No_of_parents_plus_children_on_board=2
shap=-0.033",
"None=Butt, Major. Archibald Willingham
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Beane, Mr. Edward
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Goldsmith, Mr. Frank John
No_of_parents_plus_children_on_board=1
shap=0.005",
"None=Ohman, Miss. Velin
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
No_of_parents_plus_children_on_board=1
shap=-0.009",
"None=Morrow, Mr. Thomas Rowan
No_of_parents_plus_children_on_board=0
shap=-0.007",
"None=Harris, Mr. George
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Patchett, Mr. George
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Ross, Mr. John Hugo
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Murdlin, Mr. Joseph
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Bourke, Miss. Mary
No_of_parents_plus_children_on_board=2
shap=-0.044",
"None=Boulos, Mr. Hanna
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Homer, Mr. Harry (\"Mr E Haven\")
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Lindell, Mr. Edvard Bengtsson
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Daniel, Mr. Robert Williams
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
No_of_parents_plus_children_on_board=2
shap=-0.025",
"None=Shutes, Miss. Elizabeth W
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Jardin, Mr. Jose Neto
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Horgan, Mr. John
No_of_parents_plus_children_on_board=0
shap=-0.007",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Yasbeck, Mr. Antoni
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Bostandyeff, Mr. Guentcho
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Lundahl, Mr. Johan Svensson
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Stahelin-Maeglin, Dr. Max
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Willey, Mr. Edward
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Stanley, Miss. Amy Zillah Elsie
No_of_parents_plus_children_on_board=0
shap=0.010",
"None=Hegarty, Miss. Hanora \"Nora\"
No_of_parents_plus_children_on_board=0
shap=0.010",
"None=Eitemiller, Mr. George Floyd
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Colley, Mr. Edward Pomeroy
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Coleff, Mr. Peju
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
No_of_parents_plus_children_on_board=1
shap=-0.014",
"None=Davidson, Mr. Thornton
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Turja, Miss. Anna Sofia
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Hassab, Mr. Hammad
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Goodwin, Mr. Charles Edward
No_of_parents_plus_children_on_board=2
shap=0.011",
"None=Panula, Mr. Jaako Arnold
No_of_parents_plus_children_on_board=1
shap=0.005",
"None=Fischer, Mr. Eberhard Thelander
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Astor, Mrs. John Jacob (Madeleine Talmadge Force)
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Hansen, Mr. Henrik Juul
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Calderhead, Mr. Edward Pennington
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Klaber, Mr. Herman
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Taylor, Mr. Elmer Zebley
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Larsson, Mr. August Viktor
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Greenberg, Mr. Samuel
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Troutt, Miss. Edwina Celia \"Winnie\"
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=McEvoy, Mr. Michael
No_of_parents_plus_children_on_board=0
shap=-0.007",
"None=Johnson, Mr. Malkolm Joackim
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Gillespie, Mr. William Henry
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Allen, Miss. Elisabeth Walton
No_of_parents_plus_children_on_board=0
shap=0.007",
"None=Berriman, Mr. William John
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Troupiansky, Mr. Moses Aaron
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Williams, Mr. Leslie
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Ivanoff, Mr. Kanio
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=McNamee, Mr. Neal
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Connaghton, Mr. Michael
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Carlsson, Mr. August Sigfrid
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Eklund, Mr. Hans Linus
No_of_parents_plus_children_on_board=0
shap=-0.005",
"None=Hogeboom, Mrs. John C (Anna Andrews)
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Moran, Mr. Daniel J
No_of_parents_plus_children_on_board=0
shap=-0.006",
"None=Lievens, Mr. Rene Aime
No_of_parents_plus_children_on_board=0
shap=-0.004",
"None=Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
No_of_parents_plus_children_on_board=1
shap=-0.015",
"None=Ayoub, Miss. Banoura
No_of_parents_plus_children_on_board=0
shap=0.009",
"None=Dick, Mrs. Albert Adrian (Vera Gillespie)
No_of_parents_plus_children_on_board=0
shap=0.008",
"None=Johnston, Mr. Andrew G
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shap=-0.000",
"None=Saundercock, Mr. William Henry
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Vestrom, Miss. Hulda Amanda Adolfina
No_of_siblings_plus_spouses_on_board=0
shap=0.005",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
No_of_siblings_plus_spouses_on_board=1
shap=0.001",
"None=Glynn, Miss. Mary Agatha
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Meyer, Mr. Edgar Joseph
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Kraeff, Mr. Theodor
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Devaney, Miss. Margaret Delia
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Rugg, Miss. Emily
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Harris, Mr. Henry Birkhardt
No_of_siblings_plus_spouses_on_board=1
shap=0.001",
"None=Skoog, Master. Harald
No_of_siblings_plus_spouses_on_board=3
shap=0.012",
"None=Kink, Mr. Vincenz
No_of_siblings_plus_spouses_on_board=2
shap=0.001",
"None=Hood, Mr. Ambrose Jr
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Ilett, Miss. Bertha
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Ford, Mr. William Neal
No_of_siblings_plus_spouses_on_board=1
shap=-0.001",
"None=Christmann, Mr. Emil
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Andreasson, Mr. Paul Edvin
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Chaffee, Mr. Herbert Fuller
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=White, Mr. Richard Frasar
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Rekic, Mr. Tido
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Moran, Miss. Bertha
No_of_siblings_plus_spouses_on_board=1
shap=-0.001",
"None=Barton, Mr. David John
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Jussila, Miss. Katriina
No_of_siblings_plus_spouses_on_board=1
shap=-0.004",
"None=Pekoniemi, Mr. Edvard
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Turpin, Mr. William John Robert
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Moore, Mr. Leonard Charles
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Osen, Mr. Olaf Elon
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Ford, Miss. Robina Maggie \"Ruby\"
No_of_siblings_plus_spouses_on_board=2
shap=0.002",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
No_of_siblings_plus_spouses_on_board=0
shap=0.000",
"None=Bateman, Rev. Robert James
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Meo, Mr. Alfonzo
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Cribb, Mr. John Hatfield
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
No_of_siblings_plus_spouses_on_board=0
shap=0.001",
"None=Van der hoef, Mr. Wyckoff
No_of_siblings_plus_spouses_on_board=0
shap=-0.005",
"None=Sivola, Mr. Antti Wilhelm
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Klasen, Mr. Klas Albin
No_of_siblings_plus_spouses_on_board=1
shap=-0.000",
"None=Rood, Mr. Hugh Roscoe
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
No_of_siblings_plus_spouses_on_board=1
shap=-0.003",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Vande Walle, Mr. Nestor Cyriel
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Backstrom, Mr. Karl Alfred
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Blank, Mr. Henry
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Ali, Mr. Ahmed
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Green, Mr. George Henry
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Nenkoff, Mr. Christo
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Asplund, Miss. Lillian Gertrud
No_of_siblings_plus_spouses_on_board=4
shap=-0.028",
"None=Harknett, Miss. Alice Phoebe
No_of_siblings_plus_spouses_on_board=0
shap=0.005",
"None=Hunt, Mr. George Henry
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Reed, Mr. James George
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Stead, Mr. William Thomas
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Thorne, Mrs. Gertrude Maybelle
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Parrish, Mrs. (Lutie Davis)
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Smith, Mr. Thomas
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Asplund, Master. Edvin Rojj Felix
No_of_siblings_plus_spouses_on_board=4
shap=0.015",
"None=Healy, Miss. Hanora \"Nora\"
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Andrews, Miss. Kornelia Theodosia
No_of_siblings_plus_spouses_on_board=1
shap=-0.007",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
No_of_siblings_plus_spouses_on_board=1
shap=0.002",
"None=Smith, Mr. Richard William
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Connolly, Miss. Kate
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
No_of_siblings_plus_spouses_on_board=1
shap=-0.006",
"None=Levy, Mr. Rene Jacques
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Lewy, Mr. Ervin G
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Williams, Mr. Howard Hugh \"Harry\"
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Sage, Mr. George John Jr
No_of_siblings_plus_spouses_on_board=8
shap=0.021",
"None=Nysveen, Mr. Johan Hansen
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
No_of_siblings_plus_spouses_on_board=1
shap=-0.002",
"None=Denkoff, Mr. Mitto
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Burns, Miss. Elizabeth Margaret
No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=Dimic, Mr. Jovan
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=del Carlo, Mr. Sebastiano
No_of_siblings_plus_spouses_on_board=1
shap=-0.001",
"None=Beavan, Mr. William Thomas
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
No_of_siblings_plus_spouses_on_board=1
shap=-0.002",
"None=Widener, Mr. Harry Elkins
No_of_siblings_plus_spouses_on_board=0
shap=-0.000",
"None=Gustafsson, Mr. Karl Gideon
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Plotcharsky, Mr. Vasil
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Goodwin, Master. Sidney Leonard
No_of_siblings_plus_spouses_on_board=5
shap=0.015",
"None=Sadlier, Mr. Matthew
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Gustafsson, Mr. Johan Birger
No_of_siblings_plus_spouses_on_board=2
shap=0.001",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Niskanen, Mr. Juha
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Minahan, Miss. Daisy E
No_of_siblings_plus_spouses_on_board=1
shap=-0.003",
"None=Matthews, Mr. William John
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Charters, Mr. David
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
No_of_siblings_plus_spouses_on_board=1
shap=-0.001",
"None=Johannesen-Bratthammer, Mr. Bernt
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Peuchen, Major. Arthur Godfrey
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Anderson, Mr. Harry
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Milling, Mr. Jacob Christian
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
No_of_siblings_plus_spouses_on_board=1
shap=-0.000",
"None=Karlsson, Mr. Nils August
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Frost, Mr. Anthony Wood \"Archie\"
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Bishop, Mr. Dickinson H
No_of_siblings_plus_spouses_on_board=1
shap=0.004",
"None=Windelov, Mr. Einar
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Shellard, Mr. Frederick William
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Svensson, Mr. Olof
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=O'Sullivan, Miss. Bridget Mary
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Laitinen, Miss. Kristina Sofia
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Penasco y Castellana, Mr. Victor de Satode
No_of_siblings_plus_spouses_on_board=1
shap=0.001",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
No_of_siblings_plus_spouses_on_board=1
shap=-0.001",
"None=Kassem, Mr. Fared
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Cacic, Miss. Marija
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Hart, Miss. Eva Miriam
No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=Butt, Major. Archibald Willingham
No_of_siblings_plus_spouses_on_board=0
shap=-0.006",
"None=Beane, Mr. Edward
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Goldsmith, Mr. Frank John
No_of_siblings_plus_spouses_on_board=1
shap=-0.001",
"None=Ohman, Miss. Velin
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
No_of_siblings_plus_spouses_on_board=1
shap=0.003",
"None=Morrow, Mr. Thomas Rowan
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Harris, Mr. George
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
No_of_siblings_plus_spouses_on_board=2
shap=-0.002",
"None=Patchett, Mr. George
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Ross, Mr. John Hugo
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Murdlin, Mr. Joseph
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Bourke, Miss. Mary
No_of_siblings_plus_spouses_on_board=0
shap=0.000",
"None=Boulos, Mr. Hanna
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Homer, Mr. Harry (\"Mr E Haven\")
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Lindell, Mr. Edvard Bengtsson
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Daniel, Mr. Robert Williams
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
No_of_siblings_plus_spouses_on_board=1
shap=-0.000",
"None=Shutes, Miss. Elizabeth W
No_of_siblings_plus_spouses_on_board=0
shap=0.002",
"None=Jardin, Mr. Jose Neto
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Horgan, Mr. John
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
No_of_siblings_plus_spouses_on_board=1
shap=-0.000",
"None=Yasbeck, Mr. Antoni
No_of_siblings_plus_spouses_on_board=1
shap=0.001",
"None=Bostandyeff, Mr. Guentcho
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Lundahl, Mr. Johan Svensson
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Stahelin-Maeglin, Dr. Max
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Willey, Mr. Edward
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Stanley, Miss. Amy Zillah Elsie
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Hegarty, Miss. Hanora \"Nora\"
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Eitemiller, Mr. George Floyd
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Colley, Mr. Edward Pomeroy
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Coleff, Mr. Peju
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
No_of_siblings_plus_spouses_on_board=1
shap=0.001",
"None=Davidson, Mr. Thornton
No_of_siblings_plus_spouses_on_board=1
shap=0.004",
"None=Turja, Miss. Anna Sofia
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Hassab, Mr. Hammad
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Goodwin, Mr. Charles Edward
No_of_siblings_plus_spouses_on_board=5
shap=0.013",
"None=Panula, Mr. Jaako Arnold
No_of_siblings_plus_spouses_on_board=4
shap=0.014",
"None=Fischer, Mr. Eberhard Thelander
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Astor, Mrs. John Jacob (Madeleine Talmadge Force)
No_of_siblings_plus_spouses_on_board=1
shap=-0.002",
"None=Hansen, Mr. Henrik Juul
No_of_siblings_plus_spouses_on_board=1
shap=0.001",
"None=Calderhead, Mr. Edward Pennington
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Klaber, Mr. Herman
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Taylor, Mr. Elmer Zebley
No_of_siblings_plus_spouses_on_board=1
shap=0.001",
"None=Larsson, Mr. August Viktor
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Greenberg, Mr. Samuel
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Troutt, Miss. Edwina Celia \"Winnie\"
No_of_siblings_plus_spouses_on_board=0
shap=0.001",
"None=McEvoy, Mr. Michael
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Johnson, Mr. Malkolm Joackim
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Gillespie, Mr. William Henry
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Allen, Miss. Elisabeth Walton
No_of_siblings_plus_spouses_on_board=0
shap=0.008",
"None=Berriman, Mr. William John
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Troupiansky, Mr. Moses Aaron
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Williams, Mr. Leslie
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Ivanoff, Mr. Kanio
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=McNamee, Mr. Neal
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Connaghton, Mr. Michael
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Carlsson, Mr. August Sigfrid
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
No_of_siblings_plus_spouses_on_board=0
shap=0.008",
"None=Eklund, Mr. Hans Linus
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Hogeboom, Mrs. John C (Anna Andrews)
No_of_siblings_plus_spouses_on_board=1
shap=-0.007",
"None=Moran, Mr. Daniel J
No_of_siblings_plus_spouses_on_board=1
shap=-0.001",
"None=Lievens, Mr. Rene Aime
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
No_of_siblings_plus_spouses_on_board=0
shap=0.007",
"None=Ayoub, Miss. Banoura
No_of_siblings_plus_spouses_on_board=0
shap=0.003",
"None=Dick, Mrs. Albert Adrian (Vera Gillespie)
No_of_siblings_plus_spouses_on_board=1
shap=-0.005",
"None=Johnston, Mr. Andrew G
No_of_siblings_plus_spouses_on_board=1
shap=-0.002",
"None=Ali, Mr. William
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Sjoblom, Miss. Anna Sofia
No_of_siblings_plus_spouses_on_board=0
shap=0.004",
"None=Guggenheim, Mr. Benjamin
No_of_siblings_plus_spouses_on_board=0
shap=-0.003",
"None=Leader, Dr. Alice (Farnham)
No_of_siblings_plus_spouses_on_board=0
shap=0.005",
"None=Collyer, Mrs. Harvey (Charlotte Annie Tate)
No_of_siblings_plus_spouses_on_board=1
shap=0.000",
"None=Carter, Master. William Thornton II
No_of_siblings_plus_spouses_on_board=1
shap=0.005",
"None=Thomas, Master. Assad Alexander
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Johansson, Mr. Karl Johan
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Slemen, Mr. Richard James
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Tomlin, Mr. Ernest Portage
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=McCormack, Mr. Thomas Joseph
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Richards, Master. George Sibley
No_of_siblings_plus_spouses_on_board=1
shap=-0.001",
"None=Mudd, Mr. Thomas Charles
No_of_siblings_plus_spouses_on_board=0
shap=-0.002",
"None=Lemberopolous, Mr. Peter L
No_of_siblings_plus_spouses_on_board=0
shap=-0.001",
"None=Sage, Mr. Douglas Bullen
No_of_siblings_plus_spouses_on_board=8
shap=0.021",
"None=Boulos, Miss. Nourelain
No_of_siblings_plus_spouses_on_board=1
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Age=63.0
shap=0.011",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
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shap=0.001",
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Age=nan
shap=0.004",
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Age=22.0
shap=-0.002",
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Age=19.0
shap=-0.005",
"None=Levy, Mr. Rene Jacques
Age=36.0
shap=0.001",
"None=Lewy, Mr. Ervin G
Age=nan
shap=0.001",
"None=Williams, Mr. Howard Hugh \"Harry\"
Age=nan
shap=0.001",
"None=Sage, Mr. George John Jr
Age=nan
shap=0.010",
"None=Nysveen, Mr. Johan Hansen
Age=61.0
shap=0.000",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Age=nan
shap=-0.008",
"None=Denkoff, Mr. Mitto
Age=nan
shap=0.001",
"None=Burns, Miss. Elizabeth Margaret
Age=41.0
shap=0.004",
"None=Dimic, Mr. Jovan
Age=42.0
shap=0.001",
"None=del Carlo, Mr. Sebastiano
Age=29.0
shap=0.000",
"None=Beavan, Mr. William Thomas
Age=19.0
shap=0.002",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Age=nan
shap=-0.005",
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Age=27.0
shap=0.001",
"None=Gustafsson, Mr. Karl Gideon
Age=19.0
shap=0.002",
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Age=nan
shap=0.001",
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Age=1.0
shap=0.007",
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Age=nan
shap=-0.001",
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Age=28.0
shap=0.002",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Age=24.0
shap=0.001",
"None=Niskanen, Mr. Juha
Age=39.0
shap=0.001",
"None=Minahan, Miss. Daisy E
Age=33.0
shap=-0.008",
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Age=30.0
shap=0.000",
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Age=21.0
shap=0.002",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Age=19.0
shap=0.000",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Age=45.0
shap=-0.002",
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Age=nan
shap=0.001",
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Age=52.0
shap=-0.006",
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Age=48.0
shap=-0.003",
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Age=48.0
shap=0.000",
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Age=33.0
shap=0.003",
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Age=22.0
shap=0.001",
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Age=nan
shap=0.000",
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shap=0.004",
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shap=0.002",
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shap=0.002",
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shap=0.002",
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Age=nan
shap=0.001",
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Age=37.0
shap=0.000",
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shap=0.006",
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shap=0.002",
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shap=-0.001",
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shap=-0.000",
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shap=-0.002",
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Age=7.0
shap=-0.007",
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shap=-0.003",
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shap=0.001",
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shap=-0.001",
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shap=-0.001",
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shap=0.006",
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shap=-0.001",
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shap=0.003",
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shap=0.009",
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shap=0.001",
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shap=0.003",
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shap=0.001",
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Age=nan
shap=-0.006",
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shap=-0.000",
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shap=-0.003",
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shap=-0.001",
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shap=0.001",
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shap=0.004",
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shap=0.000",
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shap=-0.002",
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shap=-0.001",
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shap=0.001",
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shap=0.000",
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"name": "",
"orientation": "h",
"type": "bar",
"x": [
0,
60.32,
63.77,
66.42,
68.7,
68.7,
68.05,
66.93,
65.73,
39.32,
0
],
"y": [
"Final Prediction",
"PassengerClass",
"Embarked",
"Fare",
"Deck",
"Other features combined",
"No_of_parents_plus_children_on_board",
"No_of_siblings_plus_spouses_on_board",
"Age",
"Sex",
"Population
average"
]
},
{
"hoverinfo": "text",
"marker": {
"color": [
"rgba(55, 128, 191, 0.7)",
"rgba(219, 64, 82, 0.7)",
"rgba(219, 64, 82, 0.7)",
"rgba(219, 64, 82, 0.7)",
"rgba(219, 64, 82, 0.7)",
"rgba(219, 64, 82, 0.7)",
"rgba(50, 200, 50, 1.0)",
"rgba(50, 200, 50, 1.0)",
"rgba(50, 200, 50, 1.0)",
"rgba(50, 200, 50, 1.0)",
"rgba(230, 230, 30, 1.0)"
],
"line": {
"color": [
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"rgba(219, 64, 82, 1.0)",
"rgba(219, 64, 82, 1.0)",
"rgba(219, 64, 82, 1.0)",
"rgba(219, 64, 82, 1.0)",
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"rgba(40, 160, 50, 1.0)",
"rgba(40, 160, 50, 1.0)",
"rgba(40, 160, 50, 1.0)",
"rgba(190, 190, 30, 1.0)"
],
"width": 2
}
},
"name": "contribution",
"orientation": "h",
"text": [
"Population
average=
+39.32 ",
"Sex=female
+26.4 ",
"Age=14.0
+1.2 ",
"No_of_siblings_plus_spouses_on_board=0
+1.12 ",
"No_of_parents_plus_children_on_board=0
+0.65 ",
"Other features combined=
0.0 ",
"Deck=Unkown
-2.28 ",
"Fare=7.8542
-2.65 ",
"Embarked=Southampton
-3.44 ",
"PassengerClass=3
-6.01 ",
"Final Prediction=
+54.32 "
],
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54.32,
-6.01,
-3.44,
-2.65,
-2.28,
0,
0.65,
1.12,
1.2,
26.4,
39.32
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"y": [
"Final Prediction",
"PassengerClass",
"Embarked",
"Fare",
"Deck",
"Other features combined",
"No_of_parents_plus_children_on_board",
"No_of_siblings_plus_spouses_on_board",
"Age",
"Sex",
"Population
average"
]
}
],
"layout": {
"barmode": "stack",
"height": 485,
"margin": {
"b": 50,
"l": 252,
"pad": 4,
"r": 100,
"t": 50
},
"plot_bgcolor": "#fff",
"showlegend": false,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Contribution to prediction probability = 54.32%",
"x": 0.5
},
"xaxis": {
"range": [
0,
100
],
"title": {
"text": "Predicted %"
}
}
}
},
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""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_contributions(\n",
" name, topx=10, sort=\"high-to-low\", orientation=\"horizontal\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Shap dependence plots"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:58:02.903811Z",
"start_time": "2021-01-20T15:58:02.887352Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"marker": {
"opacity": 0.6,
"size": 7
},
"mode": "markers",
"text": [
"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Age=38.0
SHAP=-0.015",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
Age=35.0
SHAP=0.001",
"None=Palsson, Master. Gosta Leonard
Age=2.0
SHAP=0.035",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Age=27.0
SHAP=-0.005",
"None=Nasser, Mrs. Nicholas (Adele Achem)
Age=14.0
SHAP=0.019",
"None=Saundercock, Mr. William Henry
Age=20.0
SHAP=0.005",
"None=Vestrom, Miss. Hulda Amanda Adolfina
Age=14.0
SHAP=0.012",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Age=38.0
SHAP=-0.029",
"None=Glynn, Miss. Mary Agatha
Age=-999.0
SHAP=0.018",
"None=Meyer, Mr. Edgar Joseph
Age=28.0
SHAP=-0.001",
"None=Kraeff, Mr. Theodor
Age=-999.0
SHAP=0.009",
"None=Devaney, Miss. Margaret Delia
Age=19.0
SHAP=0.004",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Age=18.0
SHAP=0.000",
"None=Rugg, Miss. Emily
Age=21.0
SHAP=0.002",
"None=Harris, Mr. Henry Birkhardt
Age=45.0
SHAP=-0.030",
"None=Skoog, Master. Harald
Age=4.0
SHAP=0.029",
"None=Kink, Mr. Vincenz
Age=26.0
SHAP=0.003",
"None=Hood, Mr. Ambrose Jr
Age=21.0
SHAP=0.006",
"None=Ilett, Miss. Bertha
Age=17.0
SHAP=0.005",
"None=Ford, Mr. William Neal
Age=16.0
SHAP=0.003",
"None=Christmann, Mr. Emil
Age=29.0
SHAP=0.005",
"None=Andreasson, Mr. Paul Edvin
Age=20.0
SHAP=0.005",
"None=Chaffee, Mr. Herbert Fuller
Age=46.0
SHAP=-0.037",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Age=-999.0
SHAP=0.008",
"None=White, Mr. Richard Frasar
Age=21.0
SHAP=0.030",
"None=Rekic, Mr. Tido
Age=38.0
SHAP=-0.019",
"None=Moran, Miss. Bertha
Age=-999.0
SHAP=0.017",
"None=Barton, Mr. David John
Age=22.0
SHAP=0.006",
"None=Jussila, Miss. Katriina
Age=20.0
SHAP=-0.002",
"None=Pekoniemi, Mr. Edvard
Age=21.0
SHAP=0.004",
"None=Turpin, Mr. William John Robert
Age=29.0
SHAP=0.003",
"None=Moore, Mr. Leonard Charles
Age=-999.0
SHAP=0.007",
"None=Osen, Mr. Olaf Elon
Age=16.0
SHAP=0.007",
"None=Ford, Miss. Robina Maggie \"Ruby\"
Age=9.0
SHAP=0.020",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Age=36.5
SHAP=-0.010",
"None=Bateman, Rev. Robert James
Age=51.0
SHAP=-0.019",
"None=Meo, Mr. Alfonzo
Age=55.5
SHAP=-0.031",
"None=Cribb, Mr. John Hatfield
Age=44.0
SHAP=-0.039",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
Age=-999.0
SHAP=0.010",
"None=Van der hoef, Mr. Wyckoff
Age=61.0
SHAP=-0.064",
"None=Sivola, Mr. Antti Wilhelm
Age=21.0
SHAP=0.004",
"None=Klasen, Mr. Klas Albin
Age=18.0
SHAP=-0.001",
"None=Rood, Mr. Hugh Roscoe
Age=-999.0
SHAP=0.015",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
Age=19.0
SHAP=0.001",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
Age=44.0
SHAP=-0.031",
"None=Vande Walle, Mr. Nestor Cyriel
Age=28.0
SHAP=0.004",
"None=Backstrom, Mr. Karl Alfred
Age=32.0
SHAP=0.007",
"None=Blank, Mr. Henry
Age=40.0
SHAP=-0.029",
"None=Ali, Mr. Ahmed
Age=24.0
SHAP=0.005",
"None=Green, Mr. George Henry
Age=51.0
SHAP=-0.021",
"None=Nenkoff, Mr. Christo
Age=-999.0
SHAP=0.008",
"None=Asplund, Miss. Lillian Gertrud
Age=5.0
SHAP=0.009",
"None=Harknett, Miss. Alice Phoebe
Age=-999.0
SHAP=0.007",
"None=Hunt, Mr. George Henry
Age=33.0
SHAP=-0.004",
"None=Reed, Mr. James George
Age=-999.0
SHAP=0.008",
"None=Stead, Mr. William Thomas
Age=62.0
SHAP=-0.055",
"None=Thorne, Mrs. Gertrude Maybelle
Age=-999.0
SHAP=0.007",
"None=Parrish, Mrs. (Lutie Davis)
Age=50.0
SHAP=-0.017",
"None=Smith, Mr. Thomas
Age=-999.0
SHAP=0.012",
"None=Asplund, Master. Edvin Rojj Felix
Age=3.0
SHAP=0.033",
"None=Healy, Miss. Hanora \"Nora\"
Age=-999.0
SHAP=0.018",
"None=Andrews, Miss. Kornelia Theodosia
Age=63.0
SHAP=-0.046",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Age=35.0
SHAP=-0.018",
"None=Smith, Mr. Richard William
Age=-999.0
SHAP=0.013",
"None=Connolly, Miss. Kate
Age=22.0
SHAP=0.003",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
Age=19.0
SHAP=0.011",
"None=Levy, Mr. Rene Jacques
Age=36.0
SHAP=-0.000",
"None=Lewy, Mr. Ervin G
Age=-999.0
SHAP=0.017",
"None=Williams, Mr. Howard Hugh \"Harry\"
Age=-999.0
SHAP=0.007",
"None=Sage, Mr. George John Jr
Age=-999.0
SHAP=0.023",
"None=Nysveen, Mr. Johan Hansen
Age=61.0
SHAP=-0.033",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Age=-999.0
SHAP=0.008",
"None=Denkoff, Mr. Mitto
Age=-999.0
SHAP=0.008",
"None=Burns, Miss. Elizabeth Margaret
Age=41.0
SHAP=-0.012",
"None=Dimic, Mr. Jovan
Age=42.0
SHAP=-0.020",
"None=del Carlo, Mr. Sebastiano
Age=29.0
SHAP=0.002",
"None=Beavan, Mr. William Thomas
Age=19.0
SHAP=0.005",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Age=-999.0
SHAP=0.007",
"None=Widener, Mr. Harry Elkins
Age=27.0
SHAP=0.010",
"None=Gustafsson, Mr. Karl Gideon
Age=19.0
SHAP=0.006",
"None=Plotcharsky, Mr. Vasil
Age=-999.0
SHAP=0.008",
"None=Goodwin, Master. Sidney Leonard
Age=1.0
SHAP=0.032",
"None=Sadlier, Mr. Matthew
Age=-999.0
SHAP=0.012",
"None=Gustafsson, Mr. Johan Birger
Age=28.0
SHAP=0.002",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Age=24.0
SHAP=0.014",
"None=Niskanen, Mr. Juha
Age=39.0
SHAP=-0.013",
"None=Minahan, Miss. Daisy E
Age=33.0
SHAP=-0.005",
"None=Matthews, Mr. William John
Age=30.0
SHAP=0.001",
"None=Charters, Mr. David
Age=21.0
SHAP=0.007",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Age=19.0
SHAP=0.005",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Age=45.0
SHAP=-0.029",
"None=Johannesen-Bratthammer, Mr. Bernt
Age=-999.0
SHAP=0.007",
"None=Peuchen, Major. Arthur Godfrey
Age=52.0
SHAP=-0.044",
"None=Anderson, Mr. Harry
Age=48.0
SHAP=-0.029",
"None=Milling, Mr. Jacob Christian
Age=48.0
SHAP=-0.019",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
Age=33.0
SHAP=-0.007",
"None=Karlsson, Mr. Nils August
Age=22.0
SHAP=0.007",
"None=Frost, Mr. Anthony Wood \"Archie\"
Age=-999.0
SHAP=0.008",
"None=Bishop, Mr. Dickinson H
Age=25.0
SHAP=0.021",
"None=Windelov, Mr. Einar
Age=21.0
SHAP=0.006",
"None=Shellard, Mr. Frederick William
Age=-999.0
SHAP=0.015",
"None=Svensson, Mr. Olof
Age=24.0
SHAP=0.005",
"None=O'Sullivan, Miss. Bridget Mary
Age=-999.0
SHAP=0.018",
"None=Laitinen, Miss. Kristina Sofia
Age=37.0
SHAP=-0.014",
"None=Penasco y Castellana, Mr. Victor de Satode
Age=18.0
SHAP=0.031",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Age=-999.0
SHAP=0.017",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Age=36.0
SHAP=-0.003",
"None=Kassem, Mr. Fared
Age=-999.0
SHAP=0.009",
"None=Cacic, Miss. Marija
Age=30.0
SHAP=0.001",
"None=Hart, Miss. Eva Miriam
Age=7.0
SHAP=0.025",
"None=Butt, Major. Archibald Willingham
Age=45.0
SHAP=-0.035",
"None=Beane, Mr. Edward
Age=32.0
SHAP=0.007",
"None=Goldsmith, Mr. Frank John
Age=33.0
SHAP=-0.019",
"None=Ohman, Miss. Velin
Age=22.0
SHAP=0.004",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
Age=39.0
SHAP=-0.015",
"None=Morrow, Mr. Thomas Rowan
Age=-999.0
SHAP=0.012",
"None=Harris, Mr. George
Age=62.0
SHAP=-0.037",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
Age=53.0
SHAP=-0.022",
"None=Patchett, Mr. George
Age=19.0
SHAP=0.003",
"None=Ross, Mr. John Hugo
Age=36.0
SHAP=0.010",
"None=Murdlin, Mr. Joseph
Age=-999.0
SHAP=0.007",
"None=Bourke, Miss. Mary
Age=-999.0
SHAP=0.022",
"None=Boulos, Mr. Hanna
Age=-999.0
SHAP=0.009",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Age=49.0
SHAP=-0.028",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Age=35.0
SHAP=-0.007",
"None=Lindell, Mr. Edvard Bengtsson
Age=36.0
SHAP=-0.011",
"None=Daniel, Mr. Robert Williams
Age=27.0
SHAP=0.005",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Age=22.0
SHAP=0.011",
"None=Shutes, Miss. Elizabeth W
Age=40.0
SHAP=-0.016",
"None=Jardin, Mr. Jose Neto
Age=-999.0
SHAP=0.008",
"None=Horgan, Mr. John
Age=-999.0
SHAP=0.012",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Age=26.0
SHAP=-0.002",
"None=Yasbeck, Mr. Antoni
Age=27.0
SHAP=0.003",
"None=Bostandyeff, Mr. Guentcho
Age=26.0
SHAP=0.005",
"None=Lundahl, Mr. Johan Svensson
Age=51.0
SHAP=-0.024",
"None=Stahelin-Maeglin, Dr. Max
Age=32.0
SHAP=0.030",
"None=Willey, Mr. Edward
Age=-999.0
SHAP=0.008",
"None=Stanley, Miss. Amy Zillah Elsie
Age=23.0
SHAP=0.004",
"None=Hegarty, Miss. Hanora \"Nora\"
Age=18.0
SHAP=0.004",
"None=Eitemiller, Mr. George Floyd
Age=23.0
SHAP=0.004",
"None=Colley, Mr. Edward Pomeroy
Age=47.0
SHAP=-0.035",
"None=Coleff, Mr. Peju
Age=36.0
SHAP=-0.012",
"None=Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Age=40.0
SHAP=-0.021",
"None=Davidson, Mr. Thornton
Age=31.0
SHAP=0.037",
"None=Turja, Miss. Anna Sofia
Age=18.0
SHAP=0.001",
"None=Hassab, Mr. Hammad
Age=27.0
SHAP=0.013",
"None=Goodwin, Mr. Charles Edward
Age=14.0
SHAP=0.005",
"None=Panula, Mr. Jaako Arnold
Age=14.0
SHAP=0.005",
"None=Fischer, Mr. Eberhard Thelander
Age=18.0
SHAP=0.006",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
Age=42.0
SHAP=-0.036",
"None=Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Age=18.0
SHAP=0.013",
"None=Hansen, Mr. Henrik Juul
Age=26.0
SHAP=0.003",
"None=Calderhead, Mr. Edward Pennington
Age=42.0
SHAP=-0.026",
"None=Klaber, Mr. Herman
Age=-999.0
SHAP=0.025",
"None=Taylor, Mr. Elmer Zebley
Age=48.0
SHAP=-0.036",
"None=Larsson, Mr. August Viktor
Age=29.0
SHAP=0.005",
"None=Greenberg, Mr. Samuel
Age=52.0
SHAP=-0.031",
"None=Troutt, Miss. Edwina Celia \"Winnie\"
Age=27.0
SHAP=0.014",
"None=McEvoy, Mr. Michael
Age=-999.0
SHAP=0.014",
"None=Johnson, Mr. Malkolm Joackim
Age=33.0
SHAP=-0.007",
"None=Gillespie, Mr. William Henry
Age=34.0
SHAP=-0.005",
"None=Allen, Miss. Elisabeth Walton
Age=29.0
SHAP=0.012",
"None=Berriman, Mr. William John
Age=23.0
SHAP=0.004",
"None=Troupiansky, Mr. Moses Aaron
Age=23.0
SHAP=0.004",
"None=Williams, Mr. Leslie
Age=28.5
SHAP=0.001",
"None=Ivanoff, Mr. Kanio
Age=-999.0
SHAP=0.008",
"None=McNamee, Mr. Neal
Age=24.0
SHAP=-0.001",
"None=Connaghton, Mr. Michael
Age=31.0
SHAP=-0.001",
"None=Carlsson, Mr. August Sigfrid
Age=28.0
SHAP=0.005",
"None=Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Age=33.0
SHAP=0.008",
"None=Eklund, Mr. Hans Linus
Age=16.0
SHAP=0.008",
"None=Hogeboom, Mrs. John C (Anna Andrews)
Age=51.0
SHAP=-0.015",
"None=Moran, Mr. Daniel J
Age=-999.0
SHAP=0.012",
"None=Lievens, Mr. Rene Aime
Age=24.0
SHAP=0.005",
"None=Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Age=43.0
SHAP=-0.015",
"None=Ayoub, Miss. Banoura
Age=13.0
SHAP=0.015",
"None=Dick, Mrs. Albert Adrian (Vera Gillespie)
Age=17.0
SHAP=0.012",
"None=Johnston, Mr. Andrew G
Age=-999.0
SHAP=0.034",
"None=Ali, Mr. William
Age=25.0
SHAP=0.003",
"None=Sjoblom, Miss. Anna Sofia
Age=18.0
SHAP=0.002",
"None=Guggenheim, Mr. Benjamin
Age=46.0
SHAP=-0.025",
"None=Leader, Dr. Alice (Farnham)
Age=49.0
SHAP=-0.017",
"None=Collyer, Mrs. Harvey (Charlotte Annie Tate)
Age=31.0
SHAP=0.002",
"None=Carter, Master. William Thornton II
Age=11.0
SHAP=0.040",
"None=Thomas, Master. Assad Alexander
Age=0.42
SHAP=0.032",
"None=Johansson, Mr. Karl Johan
Age=31.0
SHAP=0.007",
"None=Slemen, Mr. Richard James
Age=35.0
SHAP=-0.006",
"None=Tomlin, Mr. Ernest Portage
Age=30.5
SHAP=0.004",
"None=McCormack, Mr. Thomas Joseph
Age=-999.0
SHAP=0.012",
"None=Richards, Master. George Sibley
Age=0.83
SHAP=0.042",
"None=Mudd, Mr. Thomas Charles
Age=16.0
SHAP=0.007",
"None=Lemberopolous, Mr. Peter L
Age=34.5
SHAP=-0.019",
"None=Sage, Mr. Douglas Bullen
Age=-999.0
SHAP=0.023",
"None=Boulos, Miss. Nourelain
Age=9.0
SHAP=0.027",
"None=Aks, Mrs. Sam (Leah Rosen)
Age=18.0
SHAP=0.003",
"None=Razi, Mr. Raihed
Age=-999.0
SHAP=0.009",
"None=Johnson, Master. Harold Theodor
Age=4.0
SHAP=0.033",
"None=Carlsson, Mr. Frans Olof
Age=33.0
SHAP=0.023",
"None=Gustafsson, Mr. Alfred Ossian
Age=20.0
SHAP=0.004",
"None=Montvila, Rev. Juozas
Age=27.0
SHAP=0.002"
],
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38,
35,
2,
27,
14,
20,
14,
38,
null,
28,
null,
19,
18,
21,
45,
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26,
21,
17,
16,
29,
20,
46,
null,
21,
38,
null,
22,
20,
21,
29,
null,
16,
9,
36.5,
51,
55.5,
44,
null,
61,
21,
18,
null,
19,
44,
28,
32,
40,
24,
51,
null,
5,
null,
33,
null,
62,
null,
50,
null,
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63,
35,
null,
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SHAP=0.032",
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SHAP=0.007",
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Sex=Sex_male
SHAP=-0.006",
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Sex=Sex_male
SHAP=0.004",
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Sex=Sex_male
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Sex=Sex_male
SHAP=0.023",
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Age=20.0
Sex=Sex_male
SHAP=0.004",
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Sex=Sex_male
SHAP=0.002"
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""
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{
"hoverinfo": "text",
"marker": {
"color": "#EF553B",
"opacity": 0.3,
"size": 7
},
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"name": "female",
"showlegend": false,
"text": [
"None: Futrelle, Mrs. Jacques Heath (Lily May Peel)
shap: -0.020
Sex: female",
"None: Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
shap: -0.028
Sex: female",
"None: Vestrom, Miss. Hulda Amanda Adolfina
shap: -0.034
Sex: female",
"None: Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
shap: -0.033
Sex: female",
"None: Arnold-Franchi, Mrs. Josef (Josefine Franchi)
shap: -0.038
Sex: female",
"None: Rugg, Miss. Emily
shap: -0.025
Sex: female",
"None: Ilett, Miss. Bertha
shap: -0.025
Sex: female",
"None: Jussila, Miss. Katriina
shap: -0.035
Sex: female",
"None: Ford, Miss. Robina Maggie \"Ruby\"
shap: -0.038
Sex: female",
"None: Chibnall, Mrs. (Edith Martha Bowerman)
shap: -0.022
Sex: female",
"None: Andersen-Jensen, Miss. Carla Christine Nielsine
shap: -0.034
Sex: female",
"None: Asplund, Miss. Lillian Gertrud
shap: -0.041
Sex: female",
"None: Harknett, Miss. Alice Phoebe
shap: -0.035
Sex: female",
"None: Parrish, Mrs. (Lutie Davis)
shap: -0.016
Sex: female",
"None: Andrews, Miss. Kornelia Theodosia
shap: -0.024
Sex: female",
"None: Abbott, Mrs. Stanton (Rosa Hunt)
shap: -0.028
Sex: female",
"None: Frauenthal, Mrs. Henry William (Clara Heinsheimer)
shap: -0.025
Sex: female",
"None: Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
shap: -0.022
Sex: female",
"None: Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
shap: -0.026
Sex: female",
"None: Hart, Mrs. Benjamin (Esther Ada Bloomfield)
shap: -0.020
Sex: female",
"None: West, Mrs. Edwy Arthur (Ada Mary Worth)
shap: -0.023
Sex: female",
"None: Laitinen, Miss. Kristina Sofia
shap: -0.028
Sex: female",
"None: Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
shap: -0.025
Sex: female",
"None: Cacic, Miss. Marija
shap: -0.030
Sex: female",
"None: Hart, Miss. Eva Miriam
shap: -0.025
Sex: female",
"None: Ohman, Miss. Velin
shap: -0.033
Sex: female",
"None: Taussig, Mrs. Emil (Tillie Mandelbaum)
shap: -0.021
Sex: female",
"None: Appleton, Mrs. Edward Dale (Charlotte Lamson)
shap: -0.019
Sex: female",
"None: Shutes, Miss. Elizabeth W
shap: -0.022
Sex: female",
"None: Lobb, Mrs. William Arthur (Cordelia K Stanlick)
shap: -0.031
Sex: female",
"None: Stanley, Miss. Amy Zillah Elsie
shap: -0.032
Sex: female",
"None: Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
shap: -0.021
Sex: female",
"None: Turja, Miss. Anna Sofia
shap: -0.034
Sex: female",
"None: Troutt, Miss. Edwina Celia \"Winnie\"
shap: -0.023
Sex: female",
"None: Allen, Miss. Elisabeth Walton
shap: -0.016
Sex: female",
"None: Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
shap: -0.015
Sex: female",
"None: Hogeboom, Mrs. John C (Anna Andrews)
shap: -0.019
Sex: female",
"None: Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
shap: -0.018
Sex: female",
"None: Dick, Mrs. Albert Adrian (Vera Gillespie)
shap: -0.020
Sex: female",
"None: Sjoblom, Miss. Anna Sofia
shap: -0.033
Sex: female",
"None: Leader, Dr. Alice (Farnham)
shap: -0.014
Sex: female",
"None: Collyer, Mrs. Harvey (Charlotte Annie Tate)
shap: -0.023
Sex: female",
"None: Aks, Mrs. Sam (Leah Rosen)
shap: -0.030
Sex: female"
],
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}
],
"layout": {
"hovermode": "closest",
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Shap values for Embarked
(colored by Sex)"
},
"xaxis": {
"anchor": "y",
"domain": [
0,
0.20833333333333337
]
},
"xaxis2": {
"anchor": "y2",
"domain": [
0.24166666666666667,
0.3111111111111111
],
"showgrid": false,
"visible": false,
"zeroline": false
},
"xaxis3": {
"anchor": "y3",
"domain": [
0.34444444444444444,
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]
},
"xaxis4": {
"anchor": "y4",
"domain": [
0.5861111111111111,
0.6555555555555556
],
"showgrid": false,
"visible": false,
"zeroline": false
},
"xaxis5": {
"anchor": "y5",
"domain": [
0.6888888888888889,
0.8972222222222223
]
},
"xaxis6": {
"anchor": "y6",
"domain": [
0.9305555555555556,
1
],
"showgrid": false,
"visible": false,
"zeroline": false
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"range": [
-0.05141665650849264,
0.07505934304794022
],
"title": {
"text": "SHAP value"
}
},
"yaxis2": {
"anchor": "x2",
"domain": [
0,
1
],
"matches": "y",
"range": [
-0.05141665650849264,
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],
"showgrid": false,
"showticklabels": false,
"zeroline": false
},
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"anchor": "x3",
"domain": [
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"matches": "y",
"range": [
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],
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},
"yaxis4": {
"anchor": "x4",
"domain": [
0,
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"matches": "y",
"range": [
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"showgrid": false,
"showticklabels": false,
"zeroline": false
},
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"domain": [
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"matches": "y",
"range": [
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},
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"anchor": "x6",
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],
"showgrid": false,
"showticklabels": false,
"zeroline": false
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_dependence(\"Embarked\", color_col=\"Sex\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Highlight particular index"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:58:57.214238Z",
"start_time": "2021-01-20T15:58:57.183317Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"marker": {
"opacity": 0.6,
"showscale": false,
"size": 7
},
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"text": [
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Age=38.0
Sex=Sex_female
SHAP=-0.015",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
Age=35.0
Sex=Sex_female
SHAP=0.001",
"None=Palsson, Master. Gosta Leonard
Age=27.0
Sex=Sex_female
SHAP=-0.005",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Age=14.0
Sex=Sex_female
SHAP=0.019",
"None=Nasser, Mrs. Nicholas (Adele Achem)
Age=14.0
Sex=Sex_female
SHAP=0.012",
"None=Saundercock, Mr. William Henry
Age=38.0
Sex=Sex_female
SHAP=-0.029",
"None=Vestrom, Miss. Hulda Amanda Adolfina
Age=nan
Sex=Sex_female
SHAP=0.018",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Age=19.0
Sex=Sex_female
SHAP=0.004",
"None=Glynn, Miss. Mary Agatha
Age=18.0
Sex=Sex_female
SHAP=0.000",
"None=Meyer, Mr. Edgar Joseph
Age=21.0
Sex=Sex_female
SHAP=0.002",
"None=Kraeff, Mr. Theodor
Age=17.0
Sex=Sex_female
SHAP=0.005",
"None=Devaney, Miss. Margaret Delia
Age=nan
Sex=Sex_female
SHAP=0.017",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Age=20.0
Sex=Sex_female
SHAP=-0.002",
"None=Rugg, Miss. Emily
Age=9.0
Sex=Sex_female
SHAP=0.020",
"None=Harris, Mr. Henry Birkhardt
Age=nan
Sex=Sex_female
SHAP=0.010",
"None=Skoog, Master. Harald
Age=19.0
Sex=Sex_female
SHAP=0.001",
"None=Kink, Mr. Vincenz
Age=44.0
Sex=Sex_female
SHAP=-0.031",
"None=Hood, Mr. Ambrose Jr
Age=5.0
Sex=Sex_female
SHAP=0.009",
"None=Ilett, Miss. Bertha
Age=nan
Sex=Sex_female
SHAP=0.007",
"None=Ford, Mr. William Neal
Age=nan
Sex=Sex_female
SHAP=0.007",
"None=Christmann, Mr. Emil
Age=50.0
Sex=Sex_female
SHAP=-0.017",
"None=Andreasson, Mr. Paul Edvin
Age=nan
Sex=Sex_female
SHAP=0.018",
"None=Chaffee, Mr. Herbert Fuller
Age=63.0
Sex=Sex_female
SHAP=-0.046",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Age=35.0
Sex=Sex_female
SHAP=-0.018",
"None=White, Mr. Richard Frasar
Age=22.0
Sex=Sex_female
SHAP=0.003",
"None=Rekic, Mr. Tido
Age=19.0
Sex=Sex_female
SHAP=0.011",
"None=Moran, Miss. Bertha
Age=nan
Sex=Sex_female
SHAP=0.008",
"None=Barton, Mr. David John
Age=41.0
Sex=Sex_female
SHAP=-0.012",
"None=Jussila, Miss. Katriina
Age=nan
Sex=Sex_female
SHAP=0.007",
"None=Pekoniemi, Mr. Edvard
Age=24.0
Sex=Sex_female
SHAP=0.014",
"None=Turpin, Mr. William John Robert
Age=33.0
Sex=Sex_female
SHAP=-0.005",
"None=Moore, Mr. Leonard Charles
Age=19.0
Sex=Sex_female
SHAP=0.005",
"None=Osen, Mr. Olaf Elon
Age=45.0
Sex=Sex_female
SHAP=-0.029",
"None=Ford, Miss. Robina Maggie \"Ruby\"
Age=33.0
Sex=Sex_female
SHAP=-0.007",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Age=nan
Sex=Sex_female
SHAP=0.018",
"None=Bateman, Rev. Robert James
Age=37.0
Sex=Sex_female
SHAP=-0.014",
"None=Meo, Mr. Alfonzo
Age=36.0
Sex=Sex_female
SHAP=-0.003",
"None=Cribb, Mr. John Hatfield
Age=30.0
Sex=Sex_female
SHAP=0.001",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
Age=7.0
Sex=Sex_female
SHAP=0.025",
"None=Van der hoef, Mr. Wyckoff
Age=22.0
Sex=Sex_female
SHAP=0.004",
"None=Sivola, Mr. Antti Wilhelm
Age=39.0
Sex=Sex_female
SHAP=-0.015",
"None=Klasen, Mr. Klas Albin
Age=53.0
Sex=Sex_female
SHAP=-0.022",
"None=Rood, Mr. Hugh Roscoe
Age=nan
Sex=Sex_female
SHAP=0.022",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
Age=22.0
Sex=Sex_female
SHAP=0.011",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
Age=40.0
Sex=Sex_female
SHAP=-0.016",
"None=Vande Walle, Mr. Nestor Cyriel
Age=26.0
Sex=Sex_female
SHAP=-0.002",
"None=Backstrom, Mr. Karl Alfred
Age=23.0
Sex=Sex_female
SHAP=0.004",
"None=Blank, Mr. Henry
Age=18.0
Sex=Sex_female
SHAP=0.004",
"None=Ali, Mr. Ahmed
Age=40.0
Sex=Sex_female
SHAP=-0.021",
"None=Green, Mr. George Henry
Age=18.0
Sex=Sex_female
SHAP=0.001",
"None=Nenkoff, Mr. Christo
Age=18.0
Sex=Sex_female
SHAP=0.013",
"None=Asplund, Miss. Lillian Gertrud
Age=27.0
Sex=Sex_female
SHAP=0.014",
"None=Harknett, Miss. Alice Phoebe
Age=29.0
Sex=Sex_female
SHAP=0.012",
"None=Hunt, Mr. George Henry
Age=33.0
Sex=Sex_female
SHAP=0.008",
"None=Reed, Mr. James George
Age=51.0
Sex=Sex_female
SHAP=-0.015",
"None=Stead, Mr. William Thomas
Age=43.0
Sex=Sex_female
SHAP=-0.015",
"None=Thorne, Mrs. Gertrude Maybelle
Age=13.0
Sex=Sex_female
SHAP=0.015",
"None=Parrish, Mrs. (Lutie Davis)
Age=17.0
Sex=Sex_female
SHAP=0.012",
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Age=18.0
Sex=Sex_female
SHAP=0.002",
"None=Asplund, Master. Edvin Rojj Felix
Age=49.0
Sex=Sex_female
SHAP=-0.017",
"None=Healy, Miss. Hanora \"Nora\"
Age=31.0
Sex=Sex_female
SHAP=0.002",
"None=Andrews, Miss. Kornelia Theodosia
Age=9.0
Sex=Sex_female
SHAP=0.027",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Age=18.0
Sex=Sex_female
SHAP=0.003"
],
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"text": [
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Age=2.0
Sex=Sex_male
SHAP=0.035",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
Age=20.0
Sex=Sex_male
SHAP=0.005",
"None=Palsson, Master. Gosta Leonard
Age=28.0
Sex=Sex_male
SHAP=-0.001",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Age=nan
Sex=Sex_male
SHAP=0.009",
"None=Nasser, Mrs. Nicholas (Adele Achem)
Age=45.0
Sex=Sex_male
SHAP=-0.030",
"None=Saundercock, Mr. William Henry
Age=4.0
Sex=Sex_male
SHAP=0.029",
"None=Vestrom, Miss. Hulda Amanda Adolfina
Age=26.0
Sex=Sex_male
SHAP=0.003",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Age=21.0
Sex=Sex_male
SHAP=0.006",
"None=Glynn, Miss. Mary Agatha
Age=16.0
Sex=Sex_male
SHAP=0.003",
"None=Meyer, Mr. Edgar Joseph
Age=29.0
Sex=Sex_male
SHAP=0.005",
"None=Kraeff, Mr. Theodor
Age=20.0
Sex=Sex_male
SHAP=0.005",
"None=Devaney, Miss. Margaret Delia
Age=46.0
Sex=Sex_male
SHAP=-0.037",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Age=nan
Sex=Sex_male
SHAP=0.008",
"None=Rugg, Miss. Emily
Age=21.0
Sex=Sex_male
SHAP=0.030",
"None=Harris, Mr. Henry Birkhardt
Age=38.0
Sex=Sex_male
SHAP=-0.019",
"None=Skoog, Master. Harald
Age=22.0
Sex=Sex_male
SHAP=0.006",
"None=Kink, Mr. Vincenz
Age=21.0
Sex=Sex_male
SHAP=0.004",
"None=Hood, Mr. Ambrose Jr
Age=29.0
Sex=Sex_male
SHAP=0.003",
"None=Ilett, Miss. Bertha
Age=nan
Sex=Sex_male
SHAP=0.007",
"None=Ford, Mr. William Neal
Age=16.0
Sex=Sex_male
SHAP=0.007",
"None=Christmann, Mr. Emil
Age=36.5
Sex=Sex_male
SHAP=-0.010",
"None=Andreasson, Mr. Paul Edvin
Age=51.0
Sex=Sex_male
SHAP=-0.019",
"None=Chaffee, Mr. Herbert Fuller
Age=55.5
Sex=Sex_male
SHAP=-0.031",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Age=44.0
Sex=Sex_male
SHAP=-0.039",
"None=White, Mr. Richard Frasar
Age=61.0
Sex=Sex_male
SHAP=-0.064",
"None=Rekic, Mr. Tido
Age=21.0
Sex=Sex_male
SHAP=0.004",
"None=Moran, Miss. Bertha
Age=18.0
Sex=Sex_male
SHAP=-0.001",
"None=Barton, Mr. David John
Age=nan
Sex=Sex_male
SHAP=0.015",
"None=Jussila, Miss. Katriina
Age=28.0
Sex=Sex_male
SHAP=0.004",
"None=Pekoniemi, Mr. Edvard
Age=32.0
Sex=Sex_male
SHAP=0.007",
"None=Turpin, Mr. William John Robert
Age=40.0
Sex=Sex_male
SHAP=-0.029",
"None=Moore, Mr. Leonard Charles
Age=24.0
Sex=Sex_male
SHAP=0.005",
"None=Osen, Mr. Olaf Elon
Age=51.0
Sex=Sex_male
SHAP=-0.021",
"None=Ford, Miss. Robina Maggie \"Ruby\"
Age=nan
Sex=Sex_male
SHAP=0.008",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Age=33.0
Sex=Sex_male
SHAP=-0.004",
"None=Bateman, Rev. Robert James
Age=nan
Sex=Sex_male
SHAP=0.008",
"None=Meo, Mr. Alfonzo
Age=62.0
Sex=Sex_male
SHAP=-0.055",
"None=Cribb, Mr. John Hatfield
Age=nan
Sex=Sex_male
SHAP=0.012",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
Age=3.0
Sex=Sex_male
SHAP=0.033",
"None=Van der hoef, Mr. Wyckoff
Age=nan
Sex=Sex_male
SHAP=0.013",
"None=Sivola, Mr. Antti Wilhelm
Age=36.0
Sex=Sex_male
SHAP=-0.000",
"None=Klasen, Mr. Klas Albin
Age=nan
Sex=Sex_male
SHAP=0.017",
"None=Rood, Mr. Hugh Roscoe
Age=nan
Sex=Sex_male
SHAP=0.007",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
Age=nan
Sex=Sex_male
SHAP=0.023",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
Age=61.0
Sex=Sex_male
SHAP=-0.033",
"None=Vande Walle, Mr. Nestor Cyriel
Age=nan
Sex=Sex_male
SHAP=0.008",
"None=Backstrom, Mr. Karl Alfred
Age=42.0
Sex=Sex_male
SHAP=-0.020",
"None=Blank, Mr. Henry
Age=29.0
Sex=Sex_male
SHAP=0.002",
"None=Ali, Mr. Ahmed
Age=19.0
Sex=Sex_male
SHAP=0.005",
"None=Green, Mr. George Henry
Age=27.0
Sex=Sex_male
SHAP=0.010",
"None=Nenkoff, Mr. Christo
Age=19.0
Sex=Sex_male
SHAP=0.006",
"None=Asplund, Miss. Lillian Gertrud
Age=nan
Sex=Sex_male
SHAP=0.008",
"None=Harknett, Miss. Alice Phoebe
Age=1.0
Sex=Sex_male
SHAP=0.032",
"None=Hunt, Mr. George Henry
Age=nan
Sex=Sex_male
SHAP=0.012",
"None=Reed, Mr. James George
Age=28.0
Sex=Sex_male
SHAP=0.002",
"None=Stead, Mr. William Thomas
Age=39.0
Sex=Sex_male
SHAP=-0.013",
"None=Thorne, Mrs. Gertrude Maybelle
Age=30.0
Sex=Sex_male
SHAP=0.001",
"None=Parrish, Mrs. (Lutie Davis)
Age=21.0
Sex=Sex_male
SHAP=0.007",
"None=Smith, Mr. Thomas
Age=nan
Sex=Sex_male
SHAP=0.007",
"None=Asplund, Master. Edvin Rojj Felix
Age=52.0
Sex=Sex_male
SHAP=-0.044",
"None=Healy, Miss. Hanora \"Nora\"
Age=48.0
Sex=Sex_male
SHAP=-0.029",
"None=Andrews, Miss. Kornelia Theodosia
Age=48.0
Sex=Sex_male
SHAP=-0.019",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Age=22.0
Sex=Sex_male
SHAP=0.007",
"None=Smith, Mr. Richard William
Age=nan
Sex=Sex_male
SHAP=0.008",
"None=Connolly, Miss. Kate
Age=25.0
Sex=Sex_male
SHAP=0.021",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
Age=21.0
Sex=Sex_male
SHAP=0.006",
"None=Levy, Mr. Rene Jacques
Age=nan
Sex=Sex_male
SHAP=0.015",
"None=Lewy, Mr. Ervin G
Age=24.0
Sex=Sex_male
SHAP=0.005",
"None=Williams, Mr. Howard Hugh \"Harry\"
Age=18.0
Sex=Sex_male
SHAP=0.031",
"None=Sage, Mr. George John Jr
Age=nan
Sex=Sex_male
SHAP=0.017",
"None=Nysveen, Mr. Johan Hansen
Age=nan
Sex=Sex_male
SHAP=0.009",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Age=45.0
Sex=Sex_male
SHAP=-0.035",
"None=Denkoff, Mr. Mitto
Age=32.0
Sex=Sex_male
SHAP=0.007",
"None=Burns, Miss. Elizabeth Margaret
Age=33.0
Sex=Sex_male
SHAP=-0.019",
"None=Dimic, Mr. Jovan
Age=nan
Sex=Sex_male
SHAP=0.012",
"None=del Carlo, Mr. Sebastiano
Age=62.0
Sex=Sex_male
SHAP=-0.037",
"None=Beavan, Mr. William Thomas
Age=19.0
Sex=Sex_male
SHAP=0.003",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Age=36.0
Sex=Sex_male
SHAP=0.010",
"None=Widener, Mr. Harry Elkins
Age=nan
Sex=Sex_male
SHAP=0.007",
"None=Gustafsson, Mr. Karl Gideon
Age=nan
Sex=Sex_male
SHAP=0.009",
"None=Plotcharsky, Mr. Vasil
Age=49.0
Sex=Sex_male
SHAP=-0.028",
"None=Goodwin, Master. Sidney Leonard
Age=35.0
Sex=Sex_male
SHAP=-0.007",
"None=Sadlier, Mr. Matthew
Age=36.0
Sex=Sex_male
SHAP=-0.011",
"None=Gustafsson, Mr. Johan Birger
Age=27.0
Sex=Sex_male
SHAP=0.005",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Age=nan
Sex=Sex_male
SHAP=0.008",
"None=Niskanen, Mr. Juha
Age=nan
Sex=Sex_male
SHAP=0.012",
"None=Minahan, Miss. Daisy E
Age=27.0
Sex=Sex_male
SHAP=0.003",
"None=Matthews, Mr. William John
Age=26.0
Sex=Sex_male
SHAP=0.005",
"None=Charters, Mr. David
Age=51.0
Sex=Sex_male
SHAP=-0.024",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Age=32.0
Sex=Sex_male
SHAP=0.030",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Age=nan
Sex=Sex_male
SHAP=0.008",
"None=Johannesen-Bratthammer, Mr. Bernt
Age=23.0
Sex=Sex_male
SHAP=0.004",
"None=Peuchen, Major. Arthur Godfrey
Age=47.0
Sex=Sex_male
SHAP=-0.035",
"None=Anderson, Mr. Harry
Age=36.0
Sex=Sex_male
SHAP=-0.012",
"None=Milling, Mr. Jacob Christian
Age=31.0
Sex=Sex_male
SHAP=0.037",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
Age=27.0
Sex=Sex_male
SHAP=0.013",
"None=Karlsson, Mr. Nils August
Age=14.0
Sex=Sex_male
SHAP=0.005",
"None=Frost, Mr. Anthony Wood \"Archie\"
Age=14.0
Sex=Sex_male
SHAP=0.005",
"None=Bishop, Mr. Dickinson H
Age=18.0
Sex=Sex_male
SHAP=0.006",
"None=Windelov, Mr. Einar
Age=42.0
Sex=Sex_male
SHAP=-0.036",
"None=Shellard, Mr. Frederick William
Age=26.0
Sex=Sex_male
SHAP=0.003",
"None=Svensson, Mr. Olof
Age=42.0
Sex=Sex_male
SHAP=-0.026",
"None=O'Sullivan, Miss. Bridget Mary
Age=nan
Sex=Sex_male
SHAP=0.025",
"None=Laitinen, Miss. Kristina Sofia
Age=48.0
Sex=Sex_male
SHAP=-0.036",
"None=Penasco y Castellana, Mr. Victor de Satode
Age=29.0
Sex=Sex_male
SHAP=0.005",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Age=52.0
Sex=Sex_male
SHAP=-0.031",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Age=nan
Sex=Sex_male
SHAP=0.014",
"None=Kassem, Mr. Fared
Age=33.0
Sex=Sex_male
SHAP=-0.007",
"None=Cacic, Miss. Marija
Age=34.0
Sex=Sex_male
SHAP=-0.005",
"None=Hart, Miss. Eva Miriam
Age=23.0
Sex=Sex_male
SHAP=0.004",
"None=Butt, Major. Archibald Willingham
Age=23.0
Sex=Sex_male
SHAP=0.004",
"None=Beane, Mr. Edward
Age=28.5
Sex=Sex_male
SHAP=0.001",
"None=Goldsmith, Mr. Frank John
Age=nan
Sex=Sex_male
SHAP=0.008",
"None=Ohman, Miss. Velin
Age=24.0
Sex=Sex_male
SHAP=-0.001",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
Age=31.0
Sex=Sex_male
SHAP=-0.001",
"None=Morrow, Mr. Thomas Rowan
Age=28.0
Sex=Sex_male
SHAP=0.005",
"None=Harris, Mr. George
Age=16.0
Sex=Sex_male
SHAP=0.008",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
Age=nan
Sex=Sex_male
SHAP=0.012",
"None=Patchett, Mr. George
Age=24.0
Sex=Sex_male
SHAP=0.005",
"None=Ross, Mr. John Hugo
Age=nan
Sex=Sex_male
SHAP=0.034",
"None=Murdlin, Mr. Joseph
Age=25.0
Sex=Sex_male
SHAP=0.003",
"None=Bourke, Miss. Mary
Age=46.0
Sex=Sex_male
SHAP=-0.025",
"None=Boulos, Mr. Hanna
Age=11.0
Sex=Sex_male
SHAP=0.040",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Age=0.42
Sex=Sex_male
SHAP=0.032",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Age=31.0
Sex=Sex_male
SHAP=0.007",
"None=Lindell, Mr. Edvard Bengtsson
Age=35.0
Sex=Sex_male
SHAP=-0.006",
"None=Daniel, Mr. Robert Williams
Age=30.5
Sex=Sex_male
SHAP=0.004",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Age=nan
Sex=Sex_male
SHAP=0.012",
"None=Shutes, Miss. Elizabeth W
Age=0.83
Sex=Sex_male
SHAP=0.042",
"None=Jardin, Mr. Jose Neto
Age=16.0
Sex=Sex_male
SHAP=0.007",
"None=Horgan, Mr. John
Age=34.5
Sex=Sex_male
SHAP=-0.019",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Age=nan
Sex=Sex_male
SHAP=0.023",
"None=Yasbeck, Mr. Antoni
Age=nan
Sex=Sex_male
SHAP=0.009",
"None=Bostandyeff, Mr. Guentcho
Age=4.0
Sex=Sex_male
SHAP=0.033",
"None=Lundahl, Mr. Johan Svensson
Age=33.0
Sex=Sex_male
SHAP=0.023",
"None=Stahelin-Maeglin, Dr. Max
Age=20.0
Sex=Sex_male
SHAP=0.004",
"None=Willey, Mr. Edward
Age=27.0
Sex=Sex_male
SHAP=0.002"
],
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20,
28,
null,
45,
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21,
16,
29,
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46,
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38,
22,
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29,
null,
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51,
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44,
61,
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18,
null,
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32,
40,
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51,
null,
33,
null,
62,
null,
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null,
36,
null,
null,
null,
61,
null,
42,
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27,
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null,
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null,
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"name": "None Saundercock, Mr. William Henry",
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"text": "None Saundercock, Mr. William Henry",
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"layout": {
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"showlegend": true,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Dependence plot for Age"
},
"xaxis": {
"title": {
"text": "Age"
}
},
"yaxis": {
"title": {
"text": "SHAP value"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
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}
],
"source": [
"explainer.plot_dependence(\"Age\", color_col=\"Sex\", highlight_index=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Shap interactions plots"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:59:01.645938Z",
"start_time": "2021-01-20T15:59:01.604622Z"
}
},
"outputs": [
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shap: 0.018
PassengerClass: 3",
"None: Kink, Mr. Vincenz
shap: 0.014
PassengerClass: 3",
"None: Hood, Mr. Ambrose Jr
shap: -0.018
PassengerClass: 2",
"None: Ford, Mr. William Neal
shap: 0.017
PassengerClass: 3",
"None: Christmann, Mr. Emil
shap: 0.014
PassengerClass: 3",
"None: Andreasson, Mr. Paul Edvin
shap: 0.014
PassengerClass: 3",
"None: Chaffee, Mr. Herbert Fuller
shap: -0.016
PassengerClass: 1",
"None: Petroff, Mr. Pastcho (\"Pentcho\")
shap: 0.014
PassengerClass: 3",
"None: White, Mr. Richard Frasar
shap: -0.013
PassengerClass: 1",
"None: Rekic, Mr. Tido
shap: 0.014
PassengerClass: 3",
"None: Barton, Mr. David John
shap: 0.014
PassengerClass: 3",
"None: Pekoniemi, Mr. Edvard
shap: 0.014
PassengerClass: 3",
"None: Turpin, Mr. William John Robert
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PassengerClass: 2",
"None: Moore, Mr. Leonard Charles
shap: 0.014
PassengerClass: 3",
"None: Osen, Mr. Olaf Elon
shap: 0.014
PassengerClass: 3",
"None: Navratil, Mr. Michel (\"Louis M Hoffman\")
shap: -0.011
PassengerClass: 2",
"None: Bateman, Rev. Robert James
shap: -0.014
PassengerClass: 2",
"None: Meo, Mr. Alfonzo
shap: 0.015
PassengerClass: 3",
"None: Cribb, Mr. John Hatfield
shap: 0.016
PassengerClass: 3",
"None: Van der hoef, Mr. Wyckoff
shap: -0.016
PassengerClass: 1",
"None: Sivola, Mr. Antti Wilhelm
shap: 0.014
PassengerClass: 3",
"None: Klasen, Mr. Klas Albin
shap: 0.013
PassengerClass: 3",
"None: Rood, Mr. Hugh Roscoe
shap: -0.013
PassengerClass: 1",
"None: Vande Walle, Mr. Nestor Cyriel
shap: 0.014
PassengerClass: 3",
"None: Backstrom, Mr. Karl Alfred
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PassengerClass: 3",
"None: Blank, Mr. Henry
shap: -0.010
PassengerClass: 1",
"None: Ali, Mr. Ahmed
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PassengerClass: 3",
"None: Green, Mr. George Henry
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PassengerClass: 3",
"None: Nenkoff, Mr. Christo
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"None: Hunt, Mr. George Henry
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"None: Reed, Mr. James George
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"None: Stead, Mr. William Thomas
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"None: Smith, Mr. Thomas
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"None: Asplund, Master. Edvin Rojj Felix
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"None: Smith, Mr. Richard William
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"None: Levy, Mr. Rene Jacques
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"None: Lewy, Mr. Ervin G
shap: -0.012
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"None: Williams, Mr. Howard Hugh \"Harry\"
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"None: Sage, Mr. George John Jr
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"None: Nysveen, Mr. Johan Hansen
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"None: Denkoff, Mr. Mitto
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"None: del Carlo, Mr. Sebastiano
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"None: Beavan, Mr. William Thomas
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"None: Widener, Mr. Harry Elkins
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"None: Gustafsson, Mr. Karl Gideon
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"None: Plotcharsky, Mr. Vasil
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"None: Goodwin, Master. Sidney Leonard
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"None: Sadlier, Mr. Matthew
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"None: Niskanen, Mr. Juha
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"None: Charters, Mr. David
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"None: Johannesen-Bratthammer, Mr. Bernt
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"None: Peuchen, Major. Arthur Godfrey
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"None: Anderson, Mr. Harry
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"None: Milling, Mr. Jacob Christian
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"None: Karlsson, Mr. Nils August
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"None: Windelov, Mr. Einar
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"None: Shellard, Mr. Frederick William
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"None: Bradley, Mr. George (\"George Arthur Brayton\")
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"None: Goldsmith, Mr. Frank John
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"None: Morrow, Mr. Thomas Rowan
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"None: Harris, Mr. George
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"None: Patchett, Mr. George
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"None: Ross, Mr. John Hugo
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"None: Murdlin, Mr. Joseph
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"None: Boulos, Mr. Hanna
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"None: Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
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"None: Lindell, Mr. Edvard Bengtsson
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"None: Daniel, Mr. Robert Williams
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"None: Jardin, Mr. Jose Neto
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"None: Horgan, Mr. John
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"None: Yasbeck, Mr. Antoni
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"None: Bostandyeff, Mr. Guentcho
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{
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},
"title": {
"text": "Interaction plot for Sex and PassengerClass"
},
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""
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"source": [
"explainer.plot_interaction(\"Sex\", \"PassengerClass\")"
]
},
{
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PassengerClass=3
Sex=Sex_male
SHAP=0.014",
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PassengerClass=3
Sex=Sex_male
SHAP=0.014",
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PassengerClass=3
Sex=Sex_male
SHAP=0.017",
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PassengerClass=3
Sex=Sex_male
SHAP=0.014",
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PassengerClass=1
Sex=Sex_male
SHAP=-0.016",
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PassengerClass=1
Sex=Sex_male
SHAP=-0.012",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
PassengerClass=3
Sex=Sex_male
SHAP=0.011",
"None=Homer, Mr. Harry (\"Mr E Haven\")
PassengerClass=3
Sex=Sex_male
SHAP=0.014",
"None=Lindell, Mr. Edvard Bengtsson
PassengerClass=2
Sex=Sex_male
SHAP=-0.014",
"None=Daniel, Mr. Robert Williams
PassengerClass=3
Sex=Sex_male
SHAP=0.014",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
PassengerClass=3
Sex=Sex_male
SHAP=0.011",
"None=Shutes, Miss. Elizabeth W
PassengerClass=2
Sex=Sex_male
SHAP=-0.012",
"None=Jardin, Mr. Jose Neto
PassengerClass=2
Sex=Sex_male
SHAP=-0.014",
"None=Horgan, Mr. John
PassengerClass=3
Sex=Sex_male
SHAP=0.012",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
PassengerClass=3
Sex=Sex_male
SHAP=0.017",
"None=Yasbeck, Mr. Antoni
PassengerClass=3
Sex=Sex_male
SHAP=0.012",
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PassengerClass=3
Sex=Sex_male
SHAP=0.014",
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PassengerClass=1
Sex=Sex_male
SHAP=-0.012",
"None=Stahelin-Maeglin, Dr. Max
PassengerClass=3
Sex=Sex_male
SHAP=0.014",
"None=Willey, Mr. Edward
PassengerClass=2
Sex=Sex_male
SHAP=-0.014"
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"type": "scatter"
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"title": {
"text": "Interaction plot for PassengerClass and Sex"
},
"xaxis": {
"title": {
"text": "PassengerClass"
}
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"yaxis": {
"title": {
"text": "SHAP value"
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""
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"source": [
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]
},
{
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"start_time": "2021-01-20T15:59:09.073095Z"
}
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"text": [
"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Fare=71.2833
Age=38.0
SHAP=0.004",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
Fare=53.1
Age=35.0
SHAP=0.001",
"None=Palsson, Master. Gosta Leonard
Fare=21.075
Age=2.0
SHAP=0.003",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Fare=11.1333
Age=27.0
SHAP=-0.001",
"None=Nasser, Mrs. Nicholas (Adele Achem)
Fare=30.0708
Age=14.0
SHAP=0.001",
"None=Saundercock, Mr. William Henry
Fare=8.05
Age=20.0
SHAP=0.000",
"None=Vestrom, Miss. Hulda Amanda Adolfina
Fare=7.8542
Age=14.0
SHAP=0.001",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Fare=31.3875
Age=38.0
SHAP=0.002",
"None=Glynn, Miss. Mary Agatha
Fare=7.75
Age=-999.0
SHAP=-0.000",
"None=Meyer, Mr. Edgar Joseph
Fare=82.1708
Age=28.0
SHAP=-0.004",
"None=Kraeff, Mr. Theodor
Fare=7.8958
Age=-999.0
SHAP=-0.002",
"None=Devaney, Miss. Margaret Delia
Fare=7.8792
Age=19.0
SHAP=-0.000",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Fare=17.8
Age=18.0
SHAP=-0.002",
"None=Rugg, Miss. Emily
Fare=10.5
Age=21.0
SHAP=-0.001",
"None=Harris, Mr. Henry Birkhardt
Fare=83.475
Age=45.0
SHAP=0.001",
"None=Skoog, Master. Harald
Fare=27.9
Age=4.0
SHAP=0.001",
"None=Kink, Mr. Vincenz
Fare=8.6625
Age=26.0
SHAP=0.000",
"None=Hood, Mr. Ambrose Jr
Fare=73.5
Age=21.0
SHAP=0.000",
"None=Ilett, Miss. Bertha
Fare=10.5
Age=17.0
SHAP=-0.001",
"None=Ford, Mr. William Neal
Fare=34.375
Age=16.0
SHAP=-0.000",
"None=Christmann, Mr. Emil
Fare=8.05
Age=29.0
SHAP=0.000",
"None=Andreasson, Mr. Paul Edvin
Fare=7.8542
Age=20.0
SHAP=0.000",
"None=Chaffee, Mr. Herbert Fuller
Fare=61.175
Age=46.0
SHAP=0.003",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Fare=7.8958
Age=-999.0
SHAP=-0.004",
"None=White, Mr. Richard Frasar
Fare=77.2875
Age=21.0
SHAP=0.001",
"None=Rekic, Mr. Tido
Fare=7.8958
Age=38.0
SHAP=-0.001",
"None=Moran, Miss. Bertha
Fare=24.15
Age=-999.0
SHAP=0.000",
"None=Barton, Mr. David John
Fare=8.05
Age=22.0
SHAP=-0.001",
"None=Jussila, Miss. Katriina
Fare=9.825
Age=20.0
SHAP=-0.002",
"None=Pekoniemi, Mr. Edvard
Fare=7.925
Age=21.0
SHAP=-0.001",
"None=Turpin, Mr. William John Robert
Fare=21.0
Age=29.0
SHAP=-0.003",
"None=Moore, Mr. Leonard Charles
Fare=8.05
Age=-999.0
SHAP=-0.004",
"None=Osen, Mr. Olaf Elon
Fare=9.2167
Age=16.0
SHAP=-0.000",
"None=Ford, Miss. Robina Maggie \"Ruby\"
Fare=34.375
Age=9.0
SHAP=-0.001",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Fare=26.0
Age=36.5
SHAP=-0.000",
"None=Bateman, Rev. Robert James
Fare=12.525
Age=51.0
SHAP=-0.001",
"None=Meo, Mr. Alfonzo
Fare=8.05
Age=55.5
SHAP=0.002",
"None=Cribb, Mr. John Hatfield
Fare=16.1
Age=44.0
SHAP=-0.003",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
Fare=55.0
Age=-999.0
SHAP=0.001",
"None=Van der hoef, Mr. Wyckoff
Fare=33.5
Age=61.0
SHAP=-0.005",
"None=Sivola, Mr. Antti Wilhelm
Fare=7.925
Age=21.0
SHAP=-0.001",
"None=Klasen, Mr. Klas Albin
Fare=7.8542
Age=18.0
SHAP=-0.004",
"None=Rood, Mr. Hugh Roscoe
Fare=50.0
Age=-999.0
SHAP=0.004",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
Fare=7.8542
Age=19.0
SHAP=-0.001",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
Fare=27.7208
Age=44.0
SHAP=-0.003",
"None=Vande Walle, Mr. Nestor Cyriel
Fare=9.5
Age=28.0
SHAP=0.000",
"None=Backstrom, Mr. Karl Alfred
Fare=15.85
Age=32.0
SHAP=-0.003",
"None=Blank, Mr. Henry
Fare=31.0
Age=40.0
SHAP=0.000",
"None=Ali, Mr. Ahmed
Fare=7.05
Age=24.0
SHAP=-0.001",
"None=Green, Mr. George Henry
Fare=8.05
Age=51.0
SHAP=0.002",
"None=Nenkoff, Mr. Christo
Fare=7.8958
Age=-999.0
SHAP=-0.004",
"None=Asplund, Miss. Lillian Gertrud
Fare=31.3875
Age=5.0
SHAP=-0.000",
"None=Harknett, Miss. Alice Phoebe
Fare=7.55
Age=-999.0
SHAP=-0.001",
"None=Hunt, Mr. George Henry
Fare=12.275
Age=33.0
SHAP=-0.002",
"None=Reed, Mr. James George
Fare=7.25
Age=-999.0
SHAP=-0.004",
"None=Stead, Mr. William Thomas
Fare=26.55
Age=62.0
SHAP=-0.002",
"None=Thorne, Mrs. Gertrude Maybelle
Fare=79.2
Age=-999.0
SHAP=-0.002",
"None=Parrish, Mrs. (Lutie Davis)
Fare=26.0
Age=50.0
SHAP=0.001",
"None=Smith, Mr. Thomas
Fare=7.75
Age=-999.0
SHAP=-0.002",
"None=Asplund, Master. Edvin Rojj Felix
Fare=31.3875
Age=3.0
SHAP=-0.001",
"None=Healy, Miss. Hanora \"Nora\"
Fare=7.75
Age=-999.0
SHAP=-0.000",
"None=Andrews, Miss. Kornelia Theodosia
Fare=77.9583
Age=63.0
SHAP=-0.001",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Fare=20.25
Age=35.0
SHAP=0.001",
"None=Smith, Mr. Richard William
Fare=26.0
Age=-999.0
SHAP=0.003",
"None=Connolly, Miss. Kate
Fare=7.75
Age=22.0
SHAP=-0.001",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
Fare=91.0792
Age=19.0
SHAP=-0.000",
"None=Levy, Mr. Rene Jacques
Fare=12.875
Age=36.0
SHAP=-0.003",
"None=Lewy, Mr. Ervin G
Fare=27.7208
Age=-999.0
SHAP=0.004",
"None=Williams, Mr. Howard Hugh \"Harry\"
Fare=8.05
Age=-999.0
SHAP=-0.004",
"None=Sage, Mr. George John Jr
Fare=69.55
Age=-999.0
SHAP=0.000",
"None=Nysveen, Mr. Johan Hansen
Fare=6.2375
Age=61.0
SHAP=0.004",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Fare=133.65
Age=-999.0
SHAP=0.002",
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Fare=7.8958
Age=-999.0
SHAP=-0.004",
"None=Burns, Miss. Elizabeth Margaret
Fare=134.5
Age=41.0
SHAP=0.007",
"None=Dimic, Mr. Jovan
Fare=8.6625
Age=42.0
SHAP=0.000",
"None=del Carlo, Mr. Sebastiano
Fare=27.7208
Age=29.0
SHAP=-0.001",
"None=Beavan, Mr. William Thomas
Fare=8.05
Age=19.0
SHAP=0.000",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Fare=82.1708
Age=-999.0
SHAP=-0.002",
"None=Widener, Mr. Harry Elkins
Fare=211.5
Age=27.0
SHAP=0.002",
"None=Gustafsson, Mr. Karl Gideon
Fare=7.775
Age=19.0
SHAP=0.000",
"None=Plotcharsky, Mr. Vasil
Fare=7.8958
Age=-999.0
SHAP=-0.004",
"None=Goodwin, Master. Sidney Leonard
Fare=46.9
Age=1.0
SHAP=-0.001",
"None=Sadlier, Mr. Matthew
Fare=7.7292
Age=-999.0
SHAP=-0.002",
"None=Gustafsson, Mr. Johan Birger
Fare=7.925
Age=28.0
SHAP=-0.000",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Fare=16.7
Age=24.0
SHAP=-0.003",
"None=Niskanen, Mr. Juha
Fare=7.925
Age=39.0
SHAP=0.006",
"None=Minahan, Miss. Daisy E
Fare=90.0
Age=33.0
SHAP=0.001",
"None=Matthews, Mr. William John
Fare=13.0
Age=30.0
SHAP=-0.002",
"None=Charters, Mr. David
Fare=7.7333
Age=21.0
SHAP=-0.000",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Fare=26.0
Age=19.0
SHAP=-0.000",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Fare=26.25
Age=45.0
SHAP=-0.000",
"None=Johannesen-Bratthammer, Mr. Bernt
Fare=8.1125
Age=-999.0
SHAP=-0.004",
"None=Peuchen, Major. Arthur Godfrey
Fare=30.5
Age=52.0
SHAP=0.001",
"None=Anderson, Mr. Harry
Fare=26.55
Age=48.0
SHAP=0.001",
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"paper_bgcolor": "#fff",
"plot_bgcolor": "#fff",
"showlegend": false,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Interaction plot for Fare and Age"
},
"xaxis": {
"title": {
"text": "Fare"
}
},
"yaxis": {
"title": {
"text": "SHAP value"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_interaction(\"Fare\", \"Age\", highlight_index=name)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T15:59:13.538154Z",
"start_time": "2021-01-20T15:59:13.517489Z"
}
},
"outputs": [
{
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"colorbar": {
"title": {
"text": "Fare"
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},
"colorscale": [
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"text": [
"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Age=38.0
Fare=71.2833
SHAP=0.004",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
Age=35.0
Fare=53.1
SHAP=0.001",
"None=Palsson, Master. Gosta Leonard
Age=2.0
Fare=21.075
SHAP=0.003",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Age=27.0
Fare=11.1333
SHAP=-0.001",
"None=Nasser, Mrs. Nicholas (Adele Achem)
Age=14.0
Fare=30.0708
SHAP=0.001",
"None=Saundercock, Mr. William Henry
Age=20.0
Fare=8.05
SHAP=0.000",
"None=Vestrom, Miss. Hulda Amanda Adolfina
Age=14.0
Fare=7.8542
SHAP=0.001",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Age=38.0
Fare=31.3875
SHAP=0.002",
"None=Glynn, Miss. Mary Agatha
Age=-999.0
Fare=7.75
SHAP=-0.000",
"None=Meyer, Mr. Edgar Joseph
Age=28.0
Fare=82.1708
SHAP=-0.004",
"None=Kraeff, Mr. Theodor
Age=-999.0
Fare=7.8958
SHAP=-0.002",
"None=Devaney, Miss. Margaret Delia
Age=19.0
Fare=7.8792
SHAP=-0.000",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Age=18.0
Fare=17.8
SHAP=-0.002",
"None=Rugg, Miss. Emily
Age=21.0
Fare=10.5
SHAP=-0.001",
"None=Harris, Mr. Henry Birkhardt
Age=45.0
Fare=83.475
SHAP=0.001",
"None=Skoog, Master. Harald
Age=4.0
Fare=27.9
SHAP=0.001",
"None=Kink, Mr. Vincenz
Age=26.0
Fare=8.6625
SHAP=0.000",
"None=Hood, Mr. Ambrose Jr
Age=21.0
Fare=73.5
SHAP=0.000",
"None=Ilett, Miss. Bertha
Age=17.0
Fare=10.5
SHAP=-0.001",
"None=Ford, Mr. William Neal
Age=16.0
Fare=34.375
SHAP=-0.000",
"None=Christmann, Mr. Emil
Age=29.0
Fare=8.05
SHAP=0.000",
"None=Andreasson, Mr. Paul Edvin
Age=20.0
Fare=7.8542
SHAP=0.000",
"None=Chaffee, Mr. Herbert Fuller
Age=46.0
Fare=61.175
SHAP=0.003",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Age=-999.0
Fare=7.8958
SHAP=-0.004",
"None=White, Mr. Richard Frasar
Age=21.0
Fare=77.2875
SHAP=0.001",
"None=Rekic, Mr. Tido
Age=38.0
Fare=7.8958
SHAP=-0.001",
"None=Moran, Miss. Bertha
Age=-999.0
Fare=24.15
SHAP=0.000",
"None=Barton, Mr. David John
Age=22.0
Fare=8.05
SHAP=-0.001",
"None=Jussila, Miss. Katriina
Age=20.0
Fare=9.825
SHAP=-0.002",
"None=Pekoniemi, Mr. Edvard
Age=21.0
Fare=7.925
SHAP=-0.001",
"None=Turpin, Mr. William John Robert
Age=29.0
Fare=21.0
SHAP=-0.003",
"None=Moore, Mr. Leonard Charles
Age=-999.0
Fare=8.05
SHAP=-0.004",
"None=Osen, Mr. Olaf Elon
Age=16.0
Fare=9.2167
SHAP=-0.000",
"None=Ford, Miss. Robina Maggie \"Ruby\"
Age=9.0
Fare=34.375
SHAP=-0.001",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Age=36.5
Fare=26.0
SHAP=-0.000",
"None=Bateman, Rev. Robert James
Age=51.0
Fare=12.525
SHAP=-0.001",
"None=Meo, Mr. Alfonzo
Age=55.5
Fare=8.05
SHAP=0.002",
"None=Cribb, Mr. John Hatfield
Age=44.0
Fare=16.1
SHAP=-0.003",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
Age=-999.0
Fare=55.0
SHAP=0.001",
"None=Van der hoef, Mr. Wyckoff
Age=61.0
Fare=33.5
SHAP=-0.005",
"None=Sivola, Mr. Antti Wilhelm
Age=21.0
Fare=7.925
SHAP=-0.001",
"None=Klasen, Mr. Klas Albin
Age=18.0
Fare=7.8542
SHAP=-0.004",
"None=Rood, Mr. Hugh Roscoe
Age=-999.0
Fare=50.0
SHAP=0.004",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
Age=19.0
Fare=7.8542
SHAP=-0.001",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
Age=44.0
Fare=27.7208
SHAP=-0.003",
"None=Vande Walle, Mr. Nestor Cyriel
Age=28.0
Fare=9.5
SHAP=0.000",
"None=Backstrom, Mr. Karl Alfred
Age=32.0
Fare=15.85
SHAP=-0.003",
"None=Blank, Mr. Henry
Age=40.0
Fare=31.0
SHAP=0.000",
"None=Ali, Mr. Ahmed
Age=24.0
Fare=7.05
SHAP=-0.001",
"None=Green, Mr. George Henry
Age=51.0
Fare=8.05
SHAP=0.002",
"None=Nenkoff, Mr. Christo
Age=-999.0
Fare=7.8958
SHAP=-0.004",
"None=Asplund, Miss. Lillian Gertrud
Age=5.0
Fare=31.3875
SHAP=-0.000",
"None=Harknett, Miss. Alice Phoebe
Age=-999.0
Fare=7.55
SHAP=-0.001",
"None=Hunt, Mr. George Henry
Age=33.0
Fare=12.275
SHAP=-0.002",
"None=Reed, Mr. James George
Age=-999.0
Fare=7.25
SHAP=-0.004",
"None=Stead, Mr. William Thomas
Age=62.0
Fare=26.55
SHAP=-0.002",
"None=Thorne, Mrs. Gertrude Maybelle
Age=-999.0
Fare=79.2
SHAP=-0.002",
"None=Parrish, Mrs. (Lutie Davis)
Age=50.0
Fare=26.0
SHAP=0.001",
"None=Smith, Mr. Thomas
Age=-999.0
Fare=7.75
SHAP=-0.002",
"None=Asplund, Master. Edvin Rojj Felix
Age=3.0
Fare=31.3875
SHAP=-0.001",
"None=Healy, Miss. Hanora \"Nora\"
Age=-999.0
Fare=7.75
SHAP=-0.000",
"None=Andrews, Miss. Kornelia Theodosia
Age=63.0
Fare=77.9583
SHAP=-0.001",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Age=35.0
Fare=20.25
SHAP=0.001",
"None=Smith, Mr. Richard William
Age=-999.0
Fare=26.0
SHAP=0.003",
"None=Connolly, Miss. Kate
Age=22.0
Fare=7.75
SHAP=-0.001",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
Age=19.0
Fare=91.0792
SHAP=-0.000",
"None=Levy, Mr. Rene Jacques
Age=36.0
Fare=12.875
SHAP=-0.003",
"None=Lewy, Mr. Ervin G
Age=-999.0
Fare=27.7208
SHAP=0.004",
"None=Williams, Mr. Howard Hugh \"Harry\"
Age=-999.0
Fare=8.05
SHAP=-0.004",
"None=Sage, Mr. George John Jr
Age=-999.0
Fare=69.55
SHAP=0.000",
"None=Nysveen, Mr. Johan Hansen
Age=61.0
Fare=6.2375
SHAP=0.004",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Age=-999.0
Fare=133.65
SHAP=0.002",
"None=Denkoff, Mr. Mitto
Age=-999.0
Fare=7.8958
SHAP=-0.004",
"None=Burns, Miss. Elizabeth Margaret
Age=41.0
Fare=134.5
SHAP=0.007",
"None=Dimic, Mr. Jovan
Age=42.0
Fare=8.6625
SHAP=0.000",
"None=del Carlo, Mr. Sebastiano
Age=29.0
Fare=27.7208
SHAP=-0.001",
"None=Beavan, Mr. William Thomas
Age=19.0
Fare=8.05
SHAP=0.000",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Age=-999.0
Fare=82.1708
SHAP=-0.002",
"None=Widener, Mr. Harry Elkins
Age=27.0
Fare=211.5
SHAP=0.002",
"None=Gustafsson, Mr. Karl Gideon
Age=19.0
Fare=7.775
SHAP=0.000",
"None=Plotcharsky, Mr. Vasil
Age=-999.0
Fare=7.8958
SHAP=-0.004",
"None=Goodwin, Master. Sidney Leonard
Age=1.0
Fare=46.9
SHAP=-0.001",
"None=Sadlier, Mr. Matthew
Age=-999.0
Fare=7.7292
SHAP=-0.002",
"None=Gustafsson, Mr. Johan Birger
Age=28.0
Fare=7.925
SHAP=-0.000",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Age=24.0
Fare=16.7
SHAP=-0.003",
"None=Niskanen, Mr. Juha
Age=39.0
Fare=7.925
SHAP=0.006",
"None=Minahan, Miss. Daisy E
Age=33.0
Fare=90.0
SHAP=0.001",
"None=Matthews, Mr. William John
Age=30.0
Fare=13.0
SHAP=-0.002",
"None=Charters, Mr. David
Age=21.0
Fare=7.7333
SHAP=-0.000",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Age=19.0
Fare=26.0
SHAP=-0.000",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Age=45.0
Fare=26.25
SHAP=-0.000",
"None=Johannesen-Bratthammer, Mr. Bernt
Age=-999.0
Fare=8.1125
SHAP=-0.004",
"None=Peuchen, Major. Arthur Godfrey
Age=52.0
Fare=30.5
SHAP=0.001",
"None=Anderson, Mr. Harry
Age=48.0
Fare=26.55
SHAP=0.001",
"None=Milling, Mr. Jacob Christian
Age=48.0
Fare=13.0
SHAP=-0.002",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
Age=33.0
Fare=27.75
SHAP=0.001",
"None=Karlsson, Mr. Nils August
Age=22.0
Fare=7.5208
SHAP=-0.000",
"None=Frost, Mr. Anthony Wood \"Archie\"
Age=-999.0
Fare=0.0
SHAP=-0.005",
"None=Bishop, Mr. Dickinson H
Age=25.0
Fare=91.0792
SHAP=-0.000",
"None=Windelov, Mr. Einar
Age=21.0
Fare=7.25
SHAP=-0.000",
"None=Shellard, Mr. Frederick William
Age=-999.0
Fare=15.1
SHAP=0.003",
"None=Svensson, Mr. Olof
Age=24.0
Fare=7.7958
SHAP=-0.001",
"None=O'Sullivan, Miss. Bridget Mary
Age=-999.0
Fare=7.6292
SHAP=-0.000",
"None=Laitinen, Miss. Kristina Sofia
Age=37.0
Fare=9.5875
SHAP=0.000",
"None=Penasco y Castellana, Mr. Victor de Satode
Age=18.0
Fare=108.9
SHAP=0.007",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Age=-999.0
Fare=26.55
SHAP=0.004",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Age=36.0
Fare=26.0
SHAP=0.002",
"None=Kassem, Mr. Fared
Age=-999.0
Fare=7.2292
SHAP=-0.002",
"None=Cacic, Miss. Marija
Age=30.0
Fare=8.6625
SHAP=-0.001",
"None=Hart, Miss. Eva Miriam
Age=7.0
Fare=26.25
SHAP=0.002",
"None=Butt, Major. Archibald Willingham
Age=45.0
Fare=26.55
SHAP=-0.000",
"None=Beane, Mr. Edward
Age=32.0
Fare=26.0
SHAP=0.000",
"None=Goldsmith, Mr. Frank John
Age=33.0
Fare=20.525
SHAP=-0.001",
"None=Ohman, Miss. Velin
Age=22.0
Fare=7.775
SHAP=-0.001",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
Age=39.0
Fare=79.65
SHAP=0.004",
"None=Morrow, Mr. Thomas Rowan
Age=-999.0
Fare=7.75
SHAP=-0.002",
"None=Harris, Mr. George
Age=62.0
Fare=10.5
SHAP=0.003",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
Age=53.0
Fare=51.4792
SHAP=0.004",
"None=Patchett, Mr. George
Age=19.0
Fare=14.5
SHAP=-0.002",
"None=Ross, Mr. John Hugo
Age=36.0
Fare=40.125
SHAP=0.003",
"None=Murdlin, Mr. Joseph
Age=-999.0
Fare=8.05
SHAP=-0.004",
"None=Bourke, Miss. Mary
Age=-999.0
Fare=7.75
SHAP=0.001",
"None=Boulos, Mr. Hanna
Age=-999.0
Fare=7.225
SHAP=-0.002",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Age=49.0
Fare=56.9292
SHAP=0.005",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Age=35.0
Fare=26.55
SHAP=0.003",
"None=Lindell, Mr. Edvard Bengtsson
Age=36.0
Fare=15.55
SHAP=-0.002",
"None=Daniel, Mr. Robert Williams
Age=27.0
Fare=30.5
SHAP=-0.000",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Age=22.0
Fare=41.5792
SHAP=0.000",
"None=Shutes, Miss. Elizabeth W
Age=40.0
Fare=153.4625
SHAP=0.001",
"None=Jardin, Mr. Jose Neto
Age=-999.0
Fare=7.05
SHAP=-0.004",
"None=Horgan, Mr. John
Age=-999.0
Fare=7.75
SHAP=-0.002",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Age=26.0
Fare=16.1
SHAP=-0.002",
"None=Yasbeck, Mr. Antoni
Age=27.0
Fare=14.4542
SHAP=-0.002",
"None=Bostandyeff, Mr. Guentcho
Age=26.0
Fare=7.8958
SHAP=0.000",
"None=Lundahl, Mr. Johan Svensson
Age=51.0
Fare=7.0542
SHAP=-0.001",
"None=Stahelin-Maeglin, Dr. Max
Age=32.0
Fare=30.5
SHAP=0.001",
"None=Willey, Mr. Edward
Age=-999.0
Fare=7.55
SHAP=-0.004",
"None=Stanley, Miss. Amy Zillah Elsie
Age=23.0
Fare=7.55
SHAP=-0.001",
"None=Hegarty, Miss. Hanora \"Nora\"
Age=18.0
Fare=6.75
SHAP=-0.000",
"None=Eitemiller, Mr. George Floyd
Age=23.0
Fare=13.0
SHAP=-0.002",
"None=Colley, Mr. Edward Pomeroy
Age=47.0
Fare=25.5875
SHAP=-0.003",
"None=Coleff, Mr. Peju
Age=36.0
Fare=7.4958
SHAP=-0.002",
"None=Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Age=40.0
Fare=39.0
SHAP=0.002",
"None=Davidson, Mr. Thornton
Age=31.0
Fare=52.0
SHAP=-0.001",
"None=Turja, Miss. Anna Sofia
Age=18.0
Fare=9.8417
SHAP=-0.002",
"None=Hassab, Mr. Hammad
Age=27.0
Fare=76.7292
SHAP=-0.005",
"None=Goodwin, Mr. Charles Edward
Age=14.0
Fare=46.9
SHAP=0.001",
"None=Panula, Mr. Jaako Arnold
Age=14.0
Fare=39.6875
SHAP=-0.000",
"None=Fischer, Mr. Eberhard Thelander
Age=18.0
Fare=7.7958
SHAP=0.000",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
Age=42.0
Fare=7.65
SHAP=0.002",
"None=Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Age=18.0
Fare=227.525
SHAP=0.002",
"None=Hansen, Mr. Henrik Juul
Age=26.0
Fare=7.8542
SHAP=0.000",
"None=Calderhead, Mr. Edward Pennington
Age=42.0
Fare=26.2875
SHAP=-0.002",
"None=Klaber, Mr. Herman
Age=-999.0
Fare=26.55
SHAP=0.005",
"None=Taylor, Mr. Elmer Zebley
Age=48.0
Fare=52.0
SHAP=-0.001",
"None=Larsson, Mr. August Viktor
Age=29.0
Fare=9.4833
SHAP=-0.000",
"None=Greenberg, Mr. Samuel
Age=52.0
Fare=13.0
SHAP=-0.002",
"None=Troutt, Miss. Edwina Celia \"Winnie\"
Age=27.0
Fare=10.5
SHAP=-0.001",
"None=McEvoy, Mr. Michael
Age=-999.0
Fare=15.5
SHAP=0.002",
"None=Johnson, Mr. Malkolm Joackim
Age=33.0
Fare=7.775
SHAP=-0.001",
"None=Gillespie, Mr. William Henry
Age=34.0
Fare=13.0
SHAP=-0.002",
"None=Allen, Miss. Elisabeth Walton
Age=29.0
Fare=211.3375
SHAP=-0.000",
"None=Berriman, Mr. William John
Age=23.0
Fare=13.0
SHAP=-0.002",
"None=Troupiansky, Mr. Moses Aaron
Age=23.0
Fare=13.0
SHAP=-0.002",
"None=Williams, Mr. Leslie
Age=28.5
Fare=16.1
SHAP=-0.003",
"None=Ivanoff, Mr. Kanio
Age=-999.0
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"source": [
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"### adjusting parameters:\n",
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"percentage Not survived=42.37%",
"percentage Not survived=42.02%",
"percentage Not survived=42.50%",
"percentage Not survived=42.98%",
"percentage Not survived=43.44%",
"percentage Not survived=43.90%",
"percentage Not survived=44.35%",
"percentage Not survived=44.80%",
"percentage Not survived=45.24%",
"percentage Not survived=45.67%",
"percentage Not survived=46.09%",
"percentage Not survived=46.51%",
"percentage Not survived=46.92%",
"percentage Not survived=47.33%",
"percentage Not survived=47.73%",
"percentage Not survived=48.12%",
"percentage Not survived=48.51%",
"percentage Not survived=48.89%",
"percentage Not survived=49.26%",
"percentage Not survived=49.64%",
"percentage Not survived=50.00%",
"percentage Not survived=50.36%",
"percentage Not survived=50.71%",
"percentage Not survived=51.06%",
"percentage Not survived=51.41%",
"percentage Not survived=51.75%",
"percentage Not survived=52.08%",
"percentage Not survived=51.72%",
"percentage Not survived=52.05%",
"percentage Not survived=52.38%",
"percentage Not survived=52.70%",
"percentage Not survived=53.02%",
"percentage Not survived=53.33%",
"percentage Not survived=53.64%",
"percentage Not survived=53.95%",
"percentage Not survived=54.25%",
"percentage Not survived=54.55%",
"percentage Not survived=54.19%",
"percentage Not survived=54.49%",
"percentage Not survived=54.78%",
"percentage Not survived=55.06%",
"percentage Not survived=55.35%",
"percentage Not survived=55.62%",
"percentage Not survived=55.90%",
"percentage Not survived=56.17%",
"percentage Not survived=56.44%",
"percentage Not survived=56.71%",
"percentage Not survived=56.97%",
"percentage Not survived=57.23%",
"percentage Not survived=57.49%",
"percentage Not survived=57.74%",
"percentage Not survived=57.99%",
"percentage Not survived=58.24%",
"percentage Not survived=58.48%",
"percentage Not survived=58.72%",
"percentage Not survived=58.96%",
"percentage Not survived=59.20%",
"percentage Not survived=59.43%",
"percentage Not survived=59.66%",
"percentage Not survived=59.89%",
"percentage Not survived=60.11%",
"percentage Not survived=60.34%",
"percentage Not survived=60.56%",
"percentage Not survived=60.22%",
"percentage Not survived=60.44%",
"percentage Not survived=60.66%",
"percentage Not survived=60.87%",
"percentage Not survived=61.08%",
"percentage Not survived=61.29%",
"percentage Not survived=61.50%",
"percentage Not survived=61.70%",
"percentage Not survived=61.90%",
"percentage Not survived=62.11%",
"percentage Not survived=62.30%",
"percentage Not survived=62.50%",
"percentage Not survived=62.69%",
"percentage Not survived=62.89%",
"percentage Not survived=63.08%",
"percentage Not survived=62.76%",
"percentage Not survived=62.94%",
"percentage Not survived=63.13%",
"percentage Not survived=63.32%",
"percentage Not survived=63.50%"
],
"type": "scatter",
"x": [
0.5,
1,
1.5,
2,
2.5,
3,
3.5,
4,
4.5,
5,
5.5,
6,
6.5,
7,
7.5,
8,
8.5,
9,
9.5,
10,
10.5,
11,
11.5,
12,
12.5,
13,
13.5,
14,
14.5,
15,
15.5,
16,
16.5,
17,
17.5,
18,
18.5,
19,
19.5,
20,
20.5,
21,
21.5,
22,
22.5,
23,
23.5,
24,
24.5,
25,
25.5,
26,
26.5,
27,
27.5,
28,
28.5,
29,
29.5,
30,
30.5,
31,
31.5,
32,
32.5,
33,
33.5,
34,
34.5,
35,
35.5,
36,
36.5,
37,
37.5,
38,
38.5,
39,
39.5,
40,
40.5,
41,
41.5,
42,
42.5,
43,
43.5,
44,
44.5,
45,
45.5,
46,
46.5,
47,
47.5,
48,
48.5,
49,
49.5,
50,
50.5,
51,
51.5,
52,
52.5,
53,
53.5,
54,
54.5,
55,
55.5,
56,
56.5,
57,
57.5,
58,
58.5,
59,
59.5,
60,
60.5,
61,
61.5,
62,
62.5,
63,
63.5,
64,
64.5,
65,
65.5,
66,
66.5,
67,
67.5,
68,
68.5,
69,
69.5,
70,
70.5,
71,
71.5,
72,
72.5,
73,
73.5,
74,
74.5,
75,
75.5,
76,
76.5,
77,
77.5,
78,
78.5,
79,
79.5,
80,
80.5,
81,
81.5,
82,
82.5,
83,
83.5,
84,
84.5,
85,
85.5,
86,
86.5,
87,
87.5,
88,
88.5,
89,
89.5,
90,
90.5,
91,
91.5,
92,
92.5,
93,
93.5,
94,
94.5,
95,
95.5,
96,
96.5,
97,
97.5,
98,
98.5,
99,
99.5,
100
],
"y": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
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100,
100,
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100,
100,
100,
100,
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100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
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100,
100,
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100,
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100,
100,
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100,
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100,
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100,
100,
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100,
100,
100,
100,
100,
100,
100,
100,
100,
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100,
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100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
]
}
],
"layout": {
"hovermode": "x",
"plot_bgcolor": "#fff",
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"font": {
"size": 18
},
"text": "Cumulative percentage per category when sampling top X%",
"x": 0.5
},
"xaxis": {
"nticks": 10,
"range": [
0,
100
],
"spikemode": "across",
"title": {
"text": "Top X% model scores"
}
},
"yaxis": {
"title": {
"text": "Cumulative precision per category"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_cumulative_precision()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### lift curve"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:00:50.023958Z",
"start_time": "2021-01-20T16:00:49.992476Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"name": "perfect",
"type": "scatter",
"x": [
0,
73,
200
],
"y": [
0,
73,
73
]
},
{
"hoverinfo": "text",
"name": "model",
"text": [
"model selected 1 positives out of 1
precision=100.00
lift=2.74",
"model selected 2 positives out of 2
precision=100.00
lift=2.74",
"model selected 3 positives out of 3
precision=100.00
lift=2.74",
"model selected 4 positives out of 4
precision=100.00
lift=2.74",
"model selected 5 positives out of 5
precision=100.00
lift=2.74",
"model selected 6 positives out of 6
precision=100.00
lift=2.74",
"model selected 7 positives out of 7
precision=100.00
lift=2.74",
"model selected 8 positives out of 8
precision=100.00
lift=2.74",
"model selected 9 positives out of 9
precision=100.00
lift=2.74",
"model selected 10 positives out of 10
precision=100.00
lift=2.74",
"model selected 11 positives out of 11
precision=100.00
lift=2.74",
"model selected 12 positives out of 12
precision=100.00
lift=2.74",
"model selected 13 positives out of 13
precision=100.00
lift=2.74",
"model selected 14 positives out of 14
precision=100.00
lift=2.74",
"model selected 15 positives out of 15
precision=100.00
lift=2.74",
"model selected 16 positives out of 16
precision=100.00
lift=2.74",
"model selected 17 positives out of 17
precision=100.00
lift=2.74",
"model selected 18 positives out of 18
precision=100.00
lift=2.74",
"model selected 19 positives out of 19
precision=100.00
lift=2.74",
"model selected 20 positives out of 20
precision=100.00
lift=2.74",
"model selected 21 positives out of 21
precision=100.00
lift=2.74",
"model selected 22 positives out of 22
precision=100.00
lift=2.74",
"model selected 23 positives out of 23
precision=100.00
lift=2.74",
"model selected 24 positives out of 24
precision=100.00
lift=2.74",
"model selected 25 positives out of 25
precision=100.00
lift=2.74",
"model selected 26 positives out of 26
precision=100.00
lift=2.74",
"model selected 27 positives out of 27
precision=100.00
lift=2.74",
"model selected 28 positives out of 28
precision=100.00
lift=2.74",
"model selected 29 positives out of 29
precision=100.00
lift=2.74",
"model selected 30 positives out of 30
precision=100.00
lift=2.74",
"model selected 30 positives out of 31
precision=96.77
lift=2.65",
"model selected 31 positives out of 32
precision=96.88
lift=2.65",
"model selected 32 positives out of 33
precision=96.97
lift=2.66",
"model selected 33 positives out of 34
precision=97.06
lift=2.66",
"model selected 34 positives out of 35
precision=97.14
lift=2.66",
"model selected 34 positives out of 36
precision=94.44
lift=2.59",
"model selected 35 positives out of 37
precision=94.59
lift=2.59",
"model selected 36 positives out of 38
precision=94.74
lift=2.60",
"model selected 37 positives out of 39
precision=94.87
lift=2.60",
"model selected 38 positives out of 40
precision=95.00
lift=2.60",
"model selected 39 positives out of 41
precision=95.12
lift=2.61",
"model selected 40 positives out of 42
precision=95.24
lift=2.61",
"model selected 41 positives out of 43
precision=95.35
lift=2.61",
"model selected 41 positives out of 44
precision=93.18
lift=2.55",
"model selected 41 positives out of 45
precision=91.11
lift=2.50",
"model selected 41 positives out of 46
precision=89.13
lift=2.44",
"model selected 41 positives out of 47
precision=87.23
lift=2.39",
"model selected 42 positives out of 48
precision=87.50
lift=2.40",
"model selected 42 positives out of 49
precision=85.71
lift=2.35",
"model selected 42 positives out of 50
precision=84.00
lift=2.30",
"model selected 42 positives out of 51
precision=82.35
lift=2.26",
"model selected 43 positives out of 52
precision=82.69
lift=2.27",
"model selected 44 positives out of 53
precision=83.02
lift=2.27",
"model selected 45 positives out of 54
precision=83.33
lift=2.28",
"model selected 45 positives out of 55
precision=81.82
lift=2.24",
"model selected 46 positives out of 56
precision=82.14
lift=2.25",
"model selected 46 positives out of 57
precision=80.70
lift=2.21",
"model selected 47 positives out of 58
precision=81.03
lift=2.22",
"model selected 47 positives out of 59
precision=79.66
lift=2.18",
"model selected 47 positives out of 60
precision=78.33
lift=2.15",
"model selected 48 positives out of 61
precision=78.69
lift=2.16",
"model selected 49 positives out of 62
precision=79.03
lift=2.17",
"model selected 50 positives out of 63
precision=79.37
lift=2.17",
"model selected 51 positives out of 64
precision=79.69
lift=2.18",
"model selected 51 positives out of 65
precision=78.46
lift=2.15",
"model selected 51 positives out of 66
precision=77.27
lift=2.12",
"model selected 52 positives out of 67
precision=77.61
lift=2.13",
"model selected 52 positives out of 68
precision=76.47
lift=2.10",
"model selected 52 positives out of 69
precision=75.36
lift=2.06",
"model selected 53 positives out of 70
precision=75.71
lift=2.07",
"model selected 53 positives out of 71
precision=74.65
lift=2.05",
"model selected 54 positives out of 72
precision=75.00
lift=2.05",
"model selected 54 positives out of 73
precision=73.97
lift=2.03",
"model selected 54 positives out of 74
precision=72.97
lift=2.00",
"model selected 55 positives out of 75
precision=73.33
lift=2.01",
"model selected 55 positives out of 76
precision=72.37
lift=1.98",
"model selected 55 positives out of 77
precision=71.43
lift=1.96",
"model selected 55 positives out of 78
precision=70.51
lift=1.93",
"model selected 55 positives out of 79
precision=69.62
lift=1.91",
"model selected 56 positives out of 80
precision=70.00
lift=1.92",
"model selected 56 positives out of 81
precision=69.14
lift=1.89",
"model selected 57 positives out of 82
precision=69.51
lift=1.90",
"model selected 57 positives out of 83
precision=68.67
lift=1.88",
"model selected 57 positives out of 84
precision=67.86
lift=1.86",
"model selected 58 positives out of 85
precision=68.24
lift=1.87",
"model selected 59 positives out of 86
precision=68.60
lift=1.88",
"model selected 59 positives out of 87
precision=67.82
lift=1.86",
"model selected 59 positives out of 88
precision=67.05
lift=1.84",
"model selected 60 positives out of 89
precision=67.42
lift=1.85",
"model selected 61 positives out of 90
precision=67.78
lift=1.86",
"model selected 62 positives out of 91
precision=68.13
lift=1.87",
"model selected 62 positives out of 92
precision=67.39
lift=1.85",
"model selected 62 positives out of 93
precision=66.67
lift=1.83",
"model selected 62 positives out of 94
precision=65.96
lift=1.81",
"model selected 63 positives out of 95
precision=66.32
lift=1.82",
"model selected 64 positives out of 96
precision=66.67
lift=1.83",
"model selected 64 positives out of 97
precision=65.98
lift=1.81",
"model selected 65 positives out of 98
precision=66.33
lift=1.82",
"model selected 65 positives out of 99
precision=65.66
lift=1.80",
"model selected 66 positives out of 100
precision=66.00
lift=1.81",
"model selected 66 positives out of 101
precision=65.35
lift=1.79",
"model selected 67 positives out of 102
precision=65.69
lift=1.80",
"model selected 67 positives out of 103
precision=65.05
lift=1.78",
"model selected 67 positives out of 104
precision=64.42
lift=1.77",
"model selected 67 positives out of 105
precision=63.81
lift=1.75",
"model selected 68 positives out of 106
precision=64.15
lift=1.76",
"model selected 68 positives out of 107
precision=63.55
lift=1.74",
"model selected 68 positives out of 108
precision=62.96
lift=1.73",
"model selected 68 positives out of 109
precision=62.39
lift=1.71",
"model selected 68 positives out of 110
precision=61.82
lift=1.69",
"model selected 68 positives out of 111
precision=61.26
lift=1.68",
"model selected 68 positives out of 112
precision=60.71
lift=1.66",
"model selected 68 positives out of 113
precision=60.18
lift=1.65",
"model selected 68 positives out of 114
precision=59.65
lift=1.63",
"model selected 68 positives out of 115
precision=59.13
lift=1.62",
"model selected 68 positives out of 116
precision=58.62
lift=1.61",
"model selected 68 positives out of 117
precision=58.12
lift=1.59",
"model selected 68 positives out of 118
precision=57.63
lift=1.58",
"model selected 69 positives out of 119
precision=57.98
lift=1.59",
"model selected 69 positives out of 120
precision=57.50
lift=1.58",
"model selected 69 positives out of 121
precision=57.02
lift=1.56",
"model selected 69 positives out of 122
precision=56.56
lift=1.55",
"model selected 69 positives out of 123
precision=56.10
lift=1.54",
"model selected 69 positives out of 124
precision=55.65
lift=1.52",
"model selected 69 positives out of 125
precision=55.20
lift=1.51",
"model selected 69 positives out of 126
precision=54.76
lift=1.50",
"model selected 69 positives out of 127
precision=54.33
lift=1.49",
"model selected 69 positives out of 128
precision=53.91
lift=1.48",
"model selected 69 positives out of 129
precision=53.49
lift=1.47",
"model selected 69 positives out of 130
precision=53.08
lift=1.45",
"model selected 69 positives out of 131
precision=52.67
lift=1.44",
"model selected 69 positives out of 132
precision=52.27
lift=1.43",
"model selected 69 positives out of 133
precision=51.88
lift=1.42",
"model selected 69 positives out of 134
precision=51.49
lift=1.41",
"model selected 69 positives out of 135
precision=51.11
lift=1.40",
"model selected 69 positives out of 136
precision=50.74
lift=1.39",
"model selected 69 positives out of 137
precision=50.36
lift=1.38",
"model selected 69 positives out of 138
precision=50.00
lift=1.37",
"model selected 69 positives out of 139
precision=49.64
lift=1.36",
"model selected 69 positives out of 140
precision=49.29
lift=1.35",
"model selected 69 positives out of 141
precision=48.94
lift=1.34",
"model selected 69 positives out of 142
precision=48.59
lift=1.33",
"model selected 69 positives out of 143
precision=48.25
lift=1.32",
"model selected 69 positives out of 144
precision=47.92
lift=1.31",
"model selected 70 positives out of 145
precision=48.28
lift=1.32",
"model selected 70 positives out of 146
precision=47.95
lift=1.31",
"model selected 70 positives out of 147
precision=47.62
lift=1.30",
"model selected 70 positives out of 148
precision=47.30
lift=1.30",
"model selected 70 positives out of 149
precision=46.98
lift=1.29",
"model selected 70 positives out of 150
precision=46.67
lift=1.28",
"model selected 70 positives out of 151
precision=46.36
lift=1.27",
"model selected 70 positives out of 152
precision=46.05
lift=1.26",
"model selected 70 positives out of 153
precision=45.75
lift=1.25",
"model selected 70 positives out of 154
precision=45.45
lift=1.25",
"model selected 71 positives out of 155
precision=45.81
lift=1.25",
"model selected 71 positives out of 156
precision=45.51
lift=1.25",
"model selected 71 positives out of 157
precision=45.22
lift=1.24",
"model selected 71 positives out of 158
precision=44.94
lift=1.23",
"model selected 71 positives out of 159
precision=44.65
lift=1.22",
"model selected 71 positives out of 160
precision=44.38
lift=1.22",
"model selected 71 positives out of 161
precision=44.10
lift=1.21",
"model selected 71 positives out of 162
precision=43.83
lift=1.20",
"model selected 71 positives out of 163
precision=43.56
lift=1.19",
"model selected 71 positives out of 164
precision=43.29
lift=1.19",
"model selected 71 positives out of 165
precision=43.03
lift=1.18",
"model selected 71 positives out of 166
precision=42.77
lift=1.17",
"model selected 71 positives out of 167
precision=42.51
lift=1.16",
"model selected 71 positives out of 168
precision=42.26
lift=1.16",
"model selected 71 positives out of 169
precision=42.01
lift=1.15",
"model selected 71 positives out of 170
precision=41.76
lift=1.14",
"model selected 71 positives out of 171
precision=41.52
lift=1.14",
"model selected 71 positives out of 172
precision=41.28
lift=1.13",
"model selected 71 positives out of 173
precision=41.04
lift=1.12",
"model selected 71 positives out of 174
precision=40.80
lift=1.12",
"model selected 71 positives out of 175
precision=40.57
lift=1.11",
"model selected 71 positives out of 176
precision=40.34
lift=1.11",
"model selected 71 positives out of 177
precision=40.11
lift=1.10",
"model selected 71 positives out of 178
precision=39.89
lift=1.09",
"model selected 71 positives out of 179
precision=39.66
lift=1.09",
"model selected 71 positives out of 180
precision=39.44
lift=1.08",
"model selected 72 positives out of 181
precision=39.78
lift=1.09",
"model selected 72 positives out of 182
precision=39.56
lift=1.08",
"model selected 72 positives out of 183
precision=39.34
lift=1.08",
"model selected 72 positives out of 184
precision=39.13
lift=1.07",
"model selected 72 positives out of 185
precision=38.92
lift=1.07",
"model selected 72 positives out of 186
precision=38.71
lift=1.06",
"model selected 72 positives out of 187
precision=38.50
lift=1.05",
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precision=100.00% positives in sample
lift=2.74",
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lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
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lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
"model selected 15.07% of all positives in first 5.50% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 16.44% of all positives in first 6.00% sampled
precision=100.00% positives in sample
lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
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lift=2.74",
"model selected 21.92% of all positives in first 8.00% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 23.29% of all positives in first 8.50% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 24.66% of all positives in first 9.00% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 26.03% of all positives in first 9.50% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 27.40% of all positives in first 10.00% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 28.77% of all positives in first 10.50% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 30.14% of all positives in first 11.00% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 31.51% of all positives in first 11.50% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 32.88% of all positives in first 12.00% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 34.25% of all positives in first 12.50% sampled
precision=100.00% positives in sample
lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
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precision=100.00% positives in sample
lift=2.74",
"model selected 38.36% of all positives in first 14.00% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 39.73% of all positives in first 14.50% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 41.10% of all positives in first 15.00% sampled
precision=100.00% positives in sample
lift=2.74",
"model selected 41.10% of all positives in first 15.50% sampled
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lift=2.65",
"model selected 42.47% of all positives in first 16.00% sampled
precision=96.88% positives in sample
lift=2.65",
"model selected 43.84% of all positives in first 16.50% sampled
precision=96.97% positives in sample
lift=2.66",
"model selected 45.21% of all positives in first 17.00% sampled
precision=97.06% positives in sample
lift=2.66",
"model selected 46.58% of all positives in first 17.50% sampled
precision=97.14% positives in sample
lift=2.66",
"model selected 46.58% of all positives in first 18.00% sampled
precision=94.44% positives in sample
lift=2.59",
"model selected 47.95% of all positives in first 18.50% sampled
precision=94.59% positives in sample
lift=2.59",
"model selected 49.32% of all positives in first 19.00% sampled
precision=94.74% positives in sample
lift=2.60",
"model selected 50.68% of all positives in first 19.50% sampled
precision=94.87% positives in sample
lift=2.60",
"model selected 52.05% of all positives in first 20.00% sampled
precision=95.00% positives in sample
lift=2.60",
"model selected 53.42% of all positives in first 20.50% sampled
precision=95.12% positives in sample
lift=2.61",
"model selected 54.79% of all positives in first 21.00% sampled
precision=95.24% positives in sample
lift=2.61",
"model selected 56.16% of all positives in first 21.50% sampled
precision=95.35% positives in sample
lift=2.61",
"model selected 56.16% of all positives in first 22.00% sampled
precision=93.18% positives in sample
lift=2.55",
"model selected 56.16% of all positives in first 22.50% sampled
precision=91.11% positives in sample
lift=2.50",
"model selected 56.16% of all positives in first 23.00% sampled
precision=89.13% positives in sample
lift=2.44",
"model selected 56.16% of all positives in first 23.50% sampled
precision=87.23% positives in sample
lift=2.39",
"model selected 57.53% of all positives in first 24.00% sampled
precision=87.50% positives in sample
lift=2.40",
"model selected 57.53% of all positives in first 24.50% sampled
precision=85.71% positives in sample
lift=2.35",
"model selected 57.53% of all positives in first 25.00% sampled
precision=84.00% positives in sample
lift=2.30",
"model selected 57.53% of all positives in first 25.50% sampled
precision=82.35% positives in sample
lift=2.26",
"model selected 58.90% of all positives in first 26.00% sampled
precision=82.69% positives in sample
lift=2.27",
"model selected 60.27% of all positives in first 26.50% sampled
precision=83.02% positives in sample
lift=2.27",
"model selected 61.64% of all positives in first 27.00% sampled
precision=83.33% positives in sample
lift=2.28",
"model selected 61.64% of all positives in first 27.50% sampled
precision=81.82% positives in sample
lift=2.24",
"model selected 63.01% of all positives in first 28.00% sampled
precision=82.14% positives in sample
lift=2.25",
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precision=80.70% positives in sample
lift=2.21",
"model selected 64.38% of all positives in first 29.00% sampled
precision=81.03% positives in sample
lift=2.22",
"model selected 64.38% of all positives in first 29.50% sampled
precision=79.66% positives in sample
lift=2.18",
"model selected 64.38% of all positives in first 30.00% sampled
precision=78.33% positives in sample
lift=2.15",
"model selected 65.75% of all positives in first 30.50% sampled
precision=78.69% positives in sample
lift=2.16",
"model selected 67.12% of all positives in first 31.00% sampled
precision=79.03% positives in sample
lift=2.17",
"model selected 68.49% of all positives in first 31.50% sampled
precision=79.37% positives in sample
lift=2.17",
"model selected 69.86% of all positives in first 32.00% sampled
precision=79.69% positives in sample
lift=2.18",
"model selected 69.86% of all positives in first 32.50% sampled
precision=78.46% positives in sample
lift=2.15",
"model selected 69.86% of all positives in first 33.00% sampled
precision=77.27% positives in sample
lift=2.12",
"model selected 71.23% of all positives in first 33.50% sampled
precision=77.61% positives in sample
lift=2.13",
"model selected 71.23% of all positives in first 34.00% sampled
precision=76.47% positives in sample
lift=2.10",
"model selected 71.23% of all positives in first 34.50% sampled
precision=75.36% positives in sample
lift=2.06",
"model selected 72.60% of all positives in first 35.00% sampled
precision=75.71% positives in sample
lift=2.07",
"model selected 72.60% of all positives in first 35.50% sampled
precision=74.65% positives in sample
lift=2.05",
"model selected 73.97% of all positives in first 36.00% sampled
precision=75.00% positives in sample
lift=2.05",
"model selected 73.97% of all positives in first 36.50% sampled
precision=73.97% positives in sample
lift=2.03",
"model selected 73.97% of all positives in first 37.00% sampled
precision=72.97% positives in sample
lift=2.00",
"model selected 75.34% of all positives in first 37.50% sampled
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lift=2.01",
"model selected 75.34% of all positives in first 38.00% sampled
precision=72.37% positives in sample
lift=1.98",
"model selected 75.34% of all positives in first 38.50% sampled
precision=71.43% positives in sample
lift=1.96",
"model selected 75.34% of all positives in first 39.00% sampled
precision=70.51% positives in sample
lift=1.93",
"model selected 75.34% of all positives in first 39.50% sampled
precision=69.62% positives in sample
lift=1.91",
"model selected 76.71% of all positives in first 40.00% sampled
precision=70.00% positives in sample
lift=1.92",
"model selected 76.71% of all positives in first 40.50% sampled
precision=69.14% positives in sample
lift=1.89",
"model selected 78.08% of all positives in first 41.00% sampled
precision=69.51% positives in sample
lift=1.90",
"model selected 78.08% of all positives in first 41.50% sampled
precision=68.67% positives in sample
lift=1.88",
"model selected 78.08% of all positives in first 42.00% sampled
precision=67.86% positives in sample
lift=1.86",
"model selected 79.45% of all positives in first 42.50% sampled
precision=68.24% positives in sample
lift=1.87",
"model selected 80.82% of all positives in first 43.00% sampled
precision=68.60% positives in sample
lift=1.88",
"model selected 80.82% of all positives in first 43.50% sampled
precision=67.82% positives in sample
lift=1.86",
"model selected 80.82% of all positives in first 44.00% sampled
precision=67.05% positives in sample
lift=1.84",
"model selected 82.19% of all positives in first 44.50% sampled
precision=67.42% positives in sample
lift=1.85",
"model selected 83.56% of all positives in first 45.00% sampled
precision=67.78% positives in sample
lift=1.86",
"model selected 84.93% of all positives in first 45.50% sampled
precision=68.13% positives in sample
lift=1.87",
"model selected 84.93% of all positives in first 46.00% sampled
precision=67.39% positives in sample
lift=1.85",
"model selected 84.93% of all positives in first 46.50% sampled
precision=66.67% positives in sample
lift=1.83",
"model selected 84.93% of all positives in first 47.00% sampled
precision=65.96% positives in sample
lift=1.81",
"model selected 86.30% of all positives in first 47.50% sampled
precision=66.32% positives in sample
lift=1.82",
"model selected 87.67% of all positives in first 48.00% sampled
precision=66.67% positives in sample
lift=1.83",
"model selected 87.67% of all positives in first 48.50% sampled
precision=65.98% positives in sample
lift=1.81",
"model selected 89.04% of all positives in first 49.00% sampled
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lift=1.82",
"model selected 89.04% of all positives in first 49.50% sampled
precision=65.66% positives in sample
lift=1.80",
"model selected 90.41% of all positives in first 50.00% sampled
precision=66.00% positives in sample
lift=1.81",
"model selected 90.41% of all positives in first 50.50% sampled
precision=65.35% positives in sample
lift=1.79",
"model selected 91.78% of all positives in first 51.00% sampled
precision=65.69% positives in sample
lift=1.80",
"model selected 91.78% of all positives in first 51.50% sampled
precision=65.05% positives in sample
lift=1.78",
"model selected 91.78% of all positives in first 52.00% sampled
precision=64.42% positives in sample
lift=1.77",
"model selected 91.78% of all positives in first 52.50% sampled
precision=63.81% positives in sample
lift=1.75",
"model selected 93.15% of all positives in first 53.00% sampled
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lift=1.76",
"model selected 93.15% of all positives in first 53.50% sampled
precision=63.55% positives in sample
lift=1.74",
"model selected 93.15% of all positives in first 54.00% sampled
precision=62.96% positives in sample
lift=1.73",
"model selected 93.15% of all positives in first 54.50% sampled
precision=62.39% positives in sample
lift=1.71",
"model selected 93.15% of all positives in first 55.00% sampled
precision=61.82% positives in sample
lift=1.69",
"model selected 93.15% of all positives in first 55.50% sampled
precision=61.26% positives in sample
lift=1.68",
"model selected 93.15% of all positives in first 56.00% sampled
precision=60.71% positives in sample
lift=1.66",
"model selected 93.15% of all positives in first 56.50% sampled
precision=60.18% positives in sample
lift=1.65",
"model selected 93.15% of all positives in first 57.00% sampled
precision=59.65% positives in sample
lift=1.63",
"model selected 93.15% of all positives in first 57.50% sampled
precision=59.13% positives in sample
lift=1.62",
"model selected 93.15% of all positives in first 58.00% sampled
precision=58.62% positives in sample
lift=1.61",
"model selected 93.15% of all positives in first 58.50% sampled
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lift=1.59",
"model selected 93.15% of all positives in first 59.00% sampled
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lift=1.58",
"model selected 94.52% of all positives in first 59.50% sampled
precision=57.98% positives in sample
lift=1.59",
"model selected 94.52% of all positives in first 60.00% sampled
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lift=1.58",
"model selected 94.52% of all positives in first 60.50% sampled
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lift=1.56",
"model selected 94.52% of all positives in first 61.00% sampled
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lift=1.55",
"model selected 94.52% of all positives in first 61.50% sampled
precision=56.10% positives in sample
lift=1.54",
"model selected 94.52% of all positives in first 62.00% sampled
precision=55.65% positives in sample
lift=1.52",
"model selected 94.52% of all positives in first 62.50% sampled
precision=55.20% positives in sample
lift=1.51",
"model selected 94.52% of all positives in first 63.00% sampled
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lift=1.50",
"model selected 94.52% of all positives in first 63.50% sampled
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lift=1.49",
"model selected 94.52% of all positives in first 64.00% sampled
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lift=1.48",
"model selected 94.52% of all positives in first 64.50% sampled
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lift=1.47",
"model selected 94.52% of all positives in first 65.00% sampled
precision=53.08% positives in sample
lift=1.45",
"model selected 94.52% of all positives in first 65.50% sampled
precision=52.67% positives in sample
lift=1.44",
"model selected 94.52% of all positives in first 66.00% sampled
precision=52.27% positives in sample
lift=1.43",
"model selected 94.52% of all positives in first 66.50% sampled
precision=51.88% positives in sample
lift=1.42",
"model selected 94.52% of all positives in first 67.00% sampled
precision=51.49% positives in sample
lift=1.41",
"model selected 94.52% of all positives in first 67.50% sampled
precision=51.11% positives in sample
lift=1.40",
"model selected 94.52% of all positives in first 68.00% sampled
precision=50.74% positives in sample
lift=1.39",
"model selected 94.52% of all positives in first 68.50% sampled
precision=50.36% positives in sample
lift=1.38",
"model selected 94.52% of all positives in first 69.00% sampled
precision=50.00% positives in sample
lift=1.37",
"model selected 94.52% of all positives in first 69.50% sampled
precision=49.64% positives in sample
lift=1.36",
"model selected 94.52% of all positives in first 70.00% sampled
precision=49.29% positives in sample
lift=1.35",
"model selected 94.52% of all positives in first 70.50% sampled
precision=48.94% positives in sample
lift=1.34",
"model selected 94.52% of all positives in first 71.00% sampled
precision=48.59% positives in sample
lift=1.33",
"model selected 94.52% of all positives in first 71.50% sampled
precision=48.25% positives in sample
lift=1.32",
"model selected 94.52% of all positives in first 72.00% sampled
precision=47.92% positives in sample
lift=1.31",
"model selected 95.89% of all positives in first 72.50% sampled
precision=48.28% positives in sample
lift=1.32",
"model selected 95.89% of all positives in first 73.00% sampled
precision=47.95% positives in sample
lift=1.31",
"model selected 95.89% of all positives in first 73.50% sampled
precision=47.62% positives in sample
lift=1.30",
"model selected 95.89% of all positives in first 74.00% sampled
precision=47.30% positives in sample
lift=1.30",
"model selected 95.89% of all positives in first 74.50% sampled
precision=46.98% positives in sample
lift=1.29",
"model selected 95.89% of all positives in first 75.00% sampled
precision=46.67% positives in sample
lift=1.28",
"model selected 95.89% of all positives in first 75.50% sampled
precision=46.36% positives in sample
lift=1.27",
"model selected 95.89% of all positives in first 76.00% sampled
precision=46.05% positives in sample
lift=1.26",
"model selected 95.89% of all positives in first 76.50% sampled
precision=45.75% positives in sample
lift=1.25",
"model selected 95.89% of all positives in first 77.00% sampled
precision=45.45% positives in sample
lift=1.25",
"model selected 97.26% of all positives in first 77.50% sampled
precision=45.81% positives in sample
lift=1.25",
"model selected 97.26% of all positives in first 78.00% sampled
precision=45.51% positives in sample
lift=1.25",
"model selected 97.26% of all positives in first 78.50% sampled
precision=45.22% positives in sample
lift=1.24",
"model selected 97.26% of all positives in first 79.00% sampled
precision=44.94% positives in sample
lift=1.23",
"model selected 97.26% of all positives in first 79.50% sampled
precision=44.65% positives in sample
lift=1.22",
"model selected 97.26% of all positives in first 80.00% sampled
precision=44.38% positives in sample
lift=1.22",
"model selected 97.26% of all positives in first 80.50% sampled
precision=44.10% positives in sample
lift=1.21",
"model selected 97.26% of all positives in first 81.00% sampled
precision=43.83% positives in sample
lift=1.20",
"model selected 97.26% of all positives in first 81.50% sampled
precision=43.56% positives in sample
lift=1.19",
"model selected 97.26% of all positives in first 82.00% sampled
precision=43.29% positives in sample
lift=1.19",
"model selected 97.26% of all positives in first 82.50% sampled
precision=43.03% positives in sample
lift=1.18",
"model selected 97.26% of all positives in first 83.00% sampled
precision=42.77% positives in sample
lift=1.17",
"model selected 97.26% of all positives in first 83.50% sampled
precision=42.51% positives in sample
lift=1.16",
"model selected 97.26% of all positives in first 84.00% sampled
precision=42.26% positives in sample
lift=1.16",
"model selected 97.26% of all positives in first 84.50% sampled
precision=42.01% positives in sample
lift=1.15",
"model selected 97.26% of all positives in first 85.00% sampled
precision=41.76% positives in sample
lift=1.14",
"model selected 97.26% of all positives in first 85.50% sampled
precision=41.52% positives in sample
lift=1.14",
"model selected 97.26% of all positives in first 86.00% sampled
precision=41.28% positives in sample
lift=1.13",
"model selected 97.26% of all positives in first 86.50% sampled
precision=41.04% positives in sample
lift=1.12",
"model selected 97.26% of all positives in first 87.00% sampled
precision=40.80% positives in sample
lift=1.12",
"model selected 97.26% of all positives in first 87.50% sampled
precision=40.57% positives in sample
lift=1.11",
"model selected 97.26% of all positives in first 88.00% sampled
precision=40.34% positives in sample
lift=1.11",
"model selected 97.26% of all positives in first 88.50% sampled
precision=40.11% positives in sample
lift=1.10",
"model selected 97.26% of all positives in first 89.00% sampled
precision=39.89% positives in sample
lift=1.09",
"model selected 97.26% of all positives in first 89.50% sampled
precision=39.66% positives in sample
lift=1.09",
"model selected 97.26% of all positives in first 90.00% sampled
precision=39.44% positives in sample
lift=1.08",
"model selected 98.63% of all positives in first 90.50% sampled
precision=39.78% positives in sample
lift=1.09",
"model selected 98.63% of all positives in first 91.00% sampled
precision=39.56% positives in sample
lift=1.08",
"model selected 98.63% of all positives in first 91.50% sampled
precision=39.34% positives in sample
lift=1.08",
"model selected 98.63% of all positives in first 92.00% sampled
precision=39.13% positives in sample
lift=1.07",
"model selected 98.63% of all positives in first 92.50% sampled
precision=38.92% positives in sample
lift=1.07",
"model selected 98.63% of all positives in first 93.00% sampled
precision=38.71% positives in sample
lift=1.06",
"model selected 98.63% of all positives in first 93.50% sampled
precision=38.50% positives in sample
lift=1.05",
"model selected 98.63% of all positives in first 94.00% sampled
precision=38.30% positives in sample
lift=1.05",
"model selected 98.63% of all positives in first 94.50% sampled
precision=38.10% positives in sample
lift=1.04",
"model selected 98.63% of all positives in first 95.00% sampled
precision=37.89% positives in sample
lift=1.04",
"model selected 98.63% of all positives in first 95.50% sampled
precision=37.70% positives in sample
lift=1.03",
"model selected 98.63% of all positives in first 96.00% sampled
precision=37.50% positives in sample
lift=1.03",
"model selected 98.63% of all positives in first 96.50% sampled
precision=37.31% positives in sample
lift=1.02",
"model selected 98.63% of all positives in first 97.00% sampled
precision=37.11% positives in sample
lift=1.02",
"model selected 98.63% of all positives in first 97.50% sampled
precision=36.92% positives in sample
lift=1.01",
"model selected 100.00% of all positives in first 98.00% sampled
precision=37.24% positives in sample
lift=1.02",
"model selected 100.00% of all positives in first 98.50% sampled
precision=37.06% positives in sample
lift=1.02",
"model selected 100.00% of all positives in first 99.00% sampled
precision=36.87% positives in sample
lift=1.01",
"model selected 100.00% of all positives in first 99.50% sampled
precision=36.68% positives in sample
lift=1.01",
"model selected 100.00% of all positives in first 100.00% sampled
precision=36.50% positives in sample
lift=1.00"
],
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"text": "Cutoff: 0.25",
"x": 0.15,
"xanchor": "left",
"y": 0.45,
"yanchor": "top"
},
{
"align": "right",
"showarrow": false,
"text": "Accuracy: 0.79",
"x": 0.15,
"xanchor": "left",
"y": 0.4,
"yanchor": "top"
},
{
"align": "right",
"showarrow": false,
"text": "Precision: 0.66",
"x": 0.15,
"xanchor": "left",
"y": 0.35,
"yanchor": "top"
},
{
"align": "right",
"showarrow": false,
"text": "Recall: 0.88",
"x": 0.15,
"xanchor": "left",
"y": 0.3,
"yanchor": "top"
},
{
"align": "right",
"showarrow": false,
"text": "F1-score: 0.75",
"x": 0.15,
"xanchor": "left",
"y": 0.25,
"yanchor": "top"
},
{
"align": "right",
"showarrow": false,
"text": "pr-auc-score: 0.86",
"x": 0.15,
"xanchor": "left",
"y": 0.2,
"yanchor": "top"
}
],
"hovermode": "closest",
"plot_bgcolor": "#fff",
"shapes": [
{
"line": {
"color": "lightslategray",
"width": 1
},
"type": "line",
"x0": 0,
"x1": 1,
"xref": "x",
"y0": 0.8904109589041096,
"y1": 0.8904109589041096,
"yref": "y"
},
{
"line": {
"color": "lightslategray",
"width": 1
},
"type": "line",
"x0": 0.6632653061224489,
"x1": 0.6632653061224489,
"xref": "x",
"y0": 0,
"y1": 1,
"yref": "y"
}
],
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "PR AUC CURVE"
},
"xaxis": {
"constrain": "domain",
"range": [
0,
1
],
"title": {
"text": "Precision"
}
},
"yaxis": {
"constrain": "domain",
"range": [
0,
1
],
"scaleanchor": "x",
"scaleratio": 1,
"title": {
"text": "Recall"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_pr_auc(cutoff=0.25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# RegressionExplainer"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:01:08.619730Z",
"start_time": "2021-01-20T16:01:08.536379Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"RandomForestRegressor(max_depth=5, n_estimators=50)"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from explainerdashboard.datasets import titanic_fare\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"\n",
"X_train, y_train, X_test, y_test = titanic_fare()\n",
"\n",
"model = RandomForestRegressor(n_estimators=50, max_depth=5)\n",
"model.fit(X_train, y_train)\n",
"\n",
"train_names, test_names = titanic_names()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:01:09.557390Z",
"start_time": "2021-01-20T16:01:09.537285Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Note: shap=='guess' so guessing for RandomForestRegressor shap='tree'...\n",
"Changing class type to RandomForestRegressionExplainer...\n",
"Generating self.shap_explainer = shap.TreeExplainer(model)\n"
]
}
],
"source": [
"from explainerdashboard.datasets import (\n",
" titanic_fare,\n",
" titanic_names,\n",
" feature_descriptions,\n",
")\n",
"from explainerdashboard import RegressionExplainer\n",
"\n",
"train_names, test_names = titanic_names()\n",
"\n",
"explainer = RegressionExplainer(\n",
" model,\n",
" X_test,\n",
" y_test,\n",
" cats=[\"Sex\", \"Deck\", \"Embarked\"],\n",
" idxs=test_names,\n",
" target=\"Fare\",\n",
" descriptions=feature_descriptions,\n",
" units=\"$\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Importances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mean absolute shap importances:"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:01:24.030940Z",
"start_time": "2021-01-20T16:01:24.017082Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"orientation": "h",
"text": [
"Gender of passenger",
"the port where the passenger boarded the Titanic. Either Southampton, Cherbourg or Queenstown",
"The sum of the number of siblings plus the number of spouses on board",
"The sum of the number of parents plus the number of children on board",
"The class of the ticket: 1st, 2nd or 3rd class"
],
"type": "bar",
"x": [
2.2412610628589236,
3.0669389020539506,
4.419081126280181,
6.359859048104694,
25.506915068036488
],
"y": [
"5. Sex",
"4. Embarked",
"3. No_of_siblings_plus_spouses_on_board",
"2. No_of_parents_plus_children_on_board",
"1. PassengerClass"
]
}
],
"layout": {
"height": 300,
"margin": {
"b": 50,
"l": 252,
"pad": 4,
"r": 50,
"t": 50
},
"plot_bgcolor": "#fff",
"showlegend": false,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Average impact on predicted Fare
(mean absolute SHAP value)"
},
"xaxis": {
"automargin": true,
"title": {
"text": "$"
}
},
"yaxis": {
"automargin": true
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_importances(kind=\"shap\", topx=5, round=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Permutation importances, showing top 4"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:01:43.256861Z",
"start_time": "2021-01-20T16:01:43.151020Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating importances...\n"
]
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"orientation": "h",
"text": [
"The deck the passenger had their cabin on",
"The sum of the number of siblings plus the number of spouses on board",
"The sum of the number of parents plus the number of children on board",
"The class of the ticket: 1st, 2nd or 3rd class"
],
"type": "bar",
"x": [
0.10143254178255212,
0.10959786515502223,
0.26710972411289924,
1.063501802140896
],
"y": [
"4. Deck",
"3. No_of_siblings_plus_spouses_on_board",
"2. No_of_parents_plus_children_on_board",
"1. PassengerClass"
]
}
],
"layout": {
"height": 280,
"margin": {
"b": 50,
"l": 252,
"pad": 4,
"r": 50,
"t": 50
},
"plot_bgcolor": "#fff",
"showlegend": false,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Permutation Importances
(decrease in metric 'r2_score'' with randomized feature)"
},
"xaxis": {
"automargin": true,
"title": {
"text": ""
}
},
"yaxis": {
"automargin": true
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_importances(kind=\"permutation\", topx=4, round=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## detailed shap summary"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:01:52.823858Z",
"start_time": "2021-01-20T16:01:52.676240Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"marker": {
"color": [
1,
1,
3,
3,
2,
3,
3,
3,
3,
1,
3,
3,
3,
2,
1,
3,
3,
2,
2,
3,
3,
3,
1,
3,
1,
3,
3,
3,
3,
3,
2,
3,
3,
3,
2,
2,
3,
3,
1,
1,
3,
3,
1,
3,
1,
3,
3,
1,
3,
3,
3,
3,
3,
2,
3,
1,
1,
2,
3,
3,
3,
1,
3,
1,
3,
1,
2,
1,
3,
3,
3,
1,
3,
1,
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2,
3,
1,
1,
3,
3,
3,
3,
3,
3,
3,
1,
2,
3,
2,
2,
3,
1,
1,
2,
2,
3,
2,
1,
3,
3,
3,
3,
3,
1,
1,
2,
3,
3,
2,
1,
2,
3,
3,
1,
3,
2,
1,
3,
1,
3,
3,
3,
1,
1,
3,
1,
2,
1,
3,
3,
3,
3,
3,
3,
1,
3,
3,
3,
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1,
3,
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1,
3,
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3,
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3,
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1,
3,
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2,
1,
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3,
3,
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3,
3,
1,
3,
2
],
"colorbar": {
"showticklabels": false,
"title": {
"text": "feature value
(red is high)"
}
},
"colorscale": [
[
0,
"rgb(0,0,255)"
],
[
1,
"rgb(255,0,0)"
]
],
"opacity": 0.3,
"showscale": true,
"size": 5
},
"mode": "markers",
"name": "PassengerClass",
"opacity": 0.8,
"showlegend": false,
"text": [
"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
PassengerClass=1
shap=62.751",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
PassengerClass=1
shap=53.566",
"None=Palsson, Master. Gosta Leonard
PassengerClass=3
shap=-32.254",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
PassengerClass=3
shap=-21.854",
"None=Nasser, Mrs. Nicholas (Adele Achem)
PassengerClass=2
shap=-13.847",
"None=Saundercock, Mr. William Henry
PassengerClass=3
shap=-14.069",
"None=Vestrom, Miss. Hulda Amanda Adolfina
PassengerClass=3
shap=-18.641",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
PassengerClass=3
shap=-25.667",
"None=Glynn, Miss. Mary Agatha
PassengerClass=3
shap=-20.004",
"None=Meyer, Mr. Edgar Joseph
PassengerClass=1
shap=48.078",
"None=Kraeff, Mr. Theodor
PassengerClass=3
shap=-16.879",
"None=Devaney, Miss. Margaret Delia
PassengerClass=3
shap=-20.050",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
PassengerClass=3
shap=-18.421",
"None=Rugg, Miss. Emily
PassengerClass=2
shap=-13.979",
"None=Harris, Mr. Henry Birkhardt
PassengerClass=1
shap=42.568",
"None=Skoog, Master. Harald
PassengerClass=3
shap=-34.360",
"None=Kink, Mr. Vincenz
PassengerClass=3
shap=-24.628",
"None=Hood, Mr. Ambrose Jr
PassengerClass=2
shap=-8.209",
"None=Ilett, Miss. Bertha
PassengerClass=2
shap=-13.396",
"None=Ford, Mr. William Neal
PassengerClass=3
shap=-21.345",
"None=Christmann, Mr. Emil
PassengerClass=3
shap=-13.682",
"None=Andreasson, Mr. Paul Edvin
PassengerClass=3
shap=-14.069",
"None=Chaffee, Mr. Herbert Fuller
PassengerClass=1
shap=38.823",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
PassengerClass=3
shap=-13.869",
"None=White, Mr. Richard Frasar
PassengerClass=1
shap=52.299",
"None=Rekic, Mr. Tido
PassengerClass=3
shap=-14.044",
"None=Moran, Miss. Bertha
PassengerClass=3
shap=-20.058",
"None=Barton, Mr. David John
PassengerClass=3
shap=-14.060",
"None=Jussila, Miss. Katriina
PassengerClass=3
shap=-18.381",
"None=Pekoniemi, Mr. Edvard
PassengerClass=3
shap=-14.059",
"None=Turpin, Mr. William John Robert
PassengerClass=2
shap=-6.306",
"None=Moore, Mr. Leonard Charles
PassengerClass=3
shap=-13.869",
"None=Osen, Mr. Olaf Elon
PassengerClass=3
shap=-14.218",
"None=Ford, Miss. Robina Maggie \"Ruby\"
PassengerClass=3
shap=-32.719",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
PassengerClass=2
shap=-14.084",
"None=Bateman, Rev. Robert James
PassengerClass=2
shap=-7.628",
"None=Meo, Mr. Alfonzo
PassengerClass=3
shap=-13.478",
"None=Cribb, Mr. John Hatfield
PassengerClass=3
shap=-18.524",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
PassengerClass=1
shap=60.047",
"None=Van der hoef, Mr. Wyckoff
PassengerClass=1
shap=39.894",
"None=Sivola, Mr. Antti Wilhelm
PassengerClass=3
shap=-14.059",
"None=Klasen, Mr. Klas Albin
PassengerClass=3
shap=-20.266",
"None=Rood, Mr. Hugh Roscoe
PassengerClass=1
shap=38.621",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
PassengerClass=3
shap=-18.718",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
PassengerClass=1
shap=71.193",
"None=Vande Walle, Mr. Nestor Cyriel
PassengerClass=3
shap=-13.591",
"None=Backstrom, Mr. Karl Alfred
PassengerClass=3
shap=-15.172",
"None=Blank, Mr. Henry
PassengerClass=1
shap=50.910",
"None=Ali, Mr. Ahmed
PassengerClass=3
shap=-14.043",
"None=Green, Mr. George Henry
PassengerClass=3
shap=-13.519",
"None=Nenkoff, Mr. Christo
PassengerClass=3
shap=-13.869",
"None=Asplund, Miss. Lillian Gertrud
PassengerClass=3
shap=-34.483",
"None=Harknett, Miss. Alice Phoebe
PassengerClass=3
shap=-18.371",
"None=Hunt, Mr. George Henry
PassengerClass=2
shap=-8.218",
"None=Reed, Mr. James George
PassengerClass=3
shap=-13.869",
"None=Stead, Mr. William Thomas
PassengerClass=1
shap=39.859",
"None=Thorne, Mrs. Gertrude Maybelle
PassengerClass=1
shap=65.380",
"None=Parrish, Mrs. (Lutie Davis)
PassengerClass=2
shap=-14.877",
"None=Smith, Mr. Thomas
PassengerClass=3
shap=-15.908",
"None=Asplund, Master. Edvin Rojj Felix
PassengerClass=3
shap=-33.750",
"None=Healy, Miss. Hanora \"Nora\"
PassengerClass=3
shap=-20.004",
"None=Andrews, Miss. Kornelia Theodosia
PassengerClass=1
shap=43.778",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
PassengerClass=3
shap=-21.875",
"None=Smith, Mr. Richard William
PassengerClass=1
shap=38.621",
"None=Connolly, Miss. Kate
PassengerClass=3
shap=-20.040",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
PassengerClass=1
shap=62.990",
"None=Levy, Mr. Rene Jacques
PassengerClass=2
shap=-12.638",
"None=Lewy, Mr. Ervin G
PassengerClass=1
shap=49.458",
"None=Williams, Mr. Howard Hugh \"Harry\"
PassengerClass=3
shap=-13.869",
"None=Sage, Mr. George John Jr
PassengerClass=3
shap=-28.318",
"None=Nysveen, Mr. Johan Hansen
PassengerClass=3
shap=-13.488",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
PassengerClass=1
shap=52.516",
"None=Denkoff, Mr. Mitto
PassengerClass=3
shap=-13.869",
"None=Burns, Miss. Elizabeth Margaret
PassengerClass=1
shap=59.993",
"None=Dimic, Mr. Jovan
PassengerClass=3
shap=-13.793",
"None=del Carlo, Mr. Sebastiano
PassengerClass=2
shap=-8.850",
"None=Beavan, Mr. William Thomas
PassengerClass=3
shap=-14.069",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
PassengerClass=1
shap=62.114",
"None=Widener, Mr. Harry Elkins
PassengerClass=1
shap=65.422",
"None=Gustafsson, Mr. Karl Gideon
PassengerClass=3
shap=-14.069",
"None=Plotcharsky, Mr. Vasil
PassengerClass=3
shap=-13.869",
"None=Goodwin, Master. Sidney Leonard
PassengerClass=3
shap=-31.498",
"None=Sadlier, Mr. Matthew
PassengerClass=3
shap=-15.908",
"None=Gustafsson, Mr. Johan Birger
PassengerClass=3
shap=-24.553",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
PassengerClass=3
shap=-20.439",
"None=Niskanen, Mr. Juha
PassengerClass=3
shap=-14.281",
"None=Minahan, Miss. Daisy E
PassengerClass=1
shap=57.359",
"None=Matthews, Mr. William John
PassengerClass=2
shap=-7.864",
"None=Charters, Mr. David
PassengerClass=3
shap=-16.035",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
PassengerClass=2
shap=-13.982",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
PassengerClass=2
shap=-13.851",
"None=Johannesen-Bratthammer, Mr. Bernt
PassengerClass=3
shap=-14.110",
"None=Peuchen, Major. Arthur Godfrey
PassengerClass=1
shap=39.858",
"None=Anderson, Mr. Harry
PassengerClass=1
shap=37.251",
"None=Milling, Mr. Jacob Christian
PassengerClass=2
shap=-7.673",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
PassengerClass=2
shap=-14.914",
"None=Karlsson, Mr. Nils August
PassengerClass=3
shap=-14.060",
"None=Frost, Mr. Anthony Wood \"Archie\"
PassengerClass=2
shap=-8.599",
"None=Bishop, Mr. Dickinson H
PassengerClass=1
shap=68.612",
"None=Windelov, Mr. Einar
PassengerClass=3
shap=-14.059",
"None=Shellard, Mr. Frederick William
PassengerClass=3
shap=-13.869",
"None=Svensson, Mr. Olof
PassengerClass=3
shap=-14.043",
"None=O'Sullivan, Miss. Bridget Mary
PassengerClass=3
shap=-19.554",
"None=Laitinen, Miss. Kristina Sofia
PassengerClass=3
shap=-19.784",
"None=Penasco y Castellana, Mr. Victor de Satode
PassengerClass=1
shap=50.264",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
PassengerClass=1
shap=41.467",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
PassengerClass=2
shap=-12.394",
"None=Kassem, Mr. Fared
PassengerClass=3
shap=-16.879",
"None=Cacic, Miss. Marija
PassengerClass=3
shap=-18.263",
"None=Hart, Miss. Eva Miriam
PassengerClass=2
shap=-16.341",
"None=Butt, Major. Archibald Willingham
PassengerClass=1
shap=41.406",
"None=Beane, Mr. Edward
PassengerClass=2
shap=-7.553",
"None=Goldsmith, Mr. Frank John
PassengerClass=3
shap=-19.935",
"None=Ohman, Miss. Velin
PassengerClass=3
shap=-18.594",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
PassengerClass=1
shap=56.879",
"None=Morrow, Mr. Thomas Rowan
PassengerClass=3
shap=-15.908",
"None=Harris, Mr. George
PassengerClass=2
shap=-9.206",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
PassengerClass=1
shap=63.660",
"None=Patchett, Mr. George
PassengerClass=3
shap=-14.069",
"None=Ross, Mr. John Hugo
PassengerClass=1
shap=54.283",
"None=Murdlin, Mr. Joseph
PassengerClass=3
shap=-13.869",
"None=Bourke, Miss. Mary
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"name": "No_of_parents_plus_children_on_board",
"opacity": 0.8,
"showlegend": false,
"text": [
"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
No_of_parents_plus_children_on_board=0
shap=-4.751",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
No_of_parents_plus_children_on_board=0
shap=-7.831",
"None=Palsson, Master. Gosta Leonard
No_of_parents_plus_children_on_board=1
shap=8.145",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
No_of_parents_plus_children_on_board=2
shap=10.602",
"None=Nasser, Mrs. Nicholas (Adele Achem)
No_of_parents_plus_children_on_board=0
shap=-2.586",
"None=Saundercock, Mr. William Henry
No_of_parents_plus_children_on_board=0
shap=-3.653",
"None=Vestrom, Miss. Hulda Amanda Adolfina
No_of_parents_plus_children_on_board=0
shap=-3.304",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
No_of_parents_plus_children_on_board=5
shap=18.023",
"None=Glynn, Miss. Mary Agatha
No_of_parents_plus_children_on_board=0
shap=-2.927",
"None=Meyer, Mr. Edgar Joseph
No_of_parents_plus_children_on_board=0
shap=-8.403",
"None=Kraeff, Mr. Theodor
No_of_parents_plus_children_on_board=0
shap=-3.439",
"None=Devaney, Miss. Margaret Delia
No_of_parents_plus_children_on_board=0
shap=-2.911",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
No_of_parents_plus_children_on_board=0
shap=-3.359",
"None=Rugg, Miss. Emily
No_of_parents_plus_children_on_board=0
shap=-3.078",
"None=Harris, Mr. Henry Birkhardt
No_of_parents_plus_children_on_board=0
shap=-9.889",
"None=Skoog, Master. Harald
No_of_parents_plus_children_on_board=2
shap=11.568",
"None=Kink, Mr. Vincenz
No_of_parents_plus_children_on_board=0
shap=-3.950",
"None=Hood, Mr. Ambrose Jr
No_of_parents_plus_children_on_board=0
shap=-3.604",
"None=Ilett, Miss. Bertha
No_of_parents_plus_children_on_board=0
shap=-3.025",
"None=Ford, Mr. William Neal
No_of_parents_plus_children_on_board=3
shap=12.512",
"None=Christmann, Mr. Emil
No_of_parents_plus_children_on_board=0
shap=-3.667",
"None=Andreasson, Mr. Paul Edvin
No_of_parents_plus_children_on_board=0
shap=-3.653",
"None=Chaffee, Mr. Herbert Fuller
No_of_parents_plus_children_on_board=0
shap=-9.071",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=White, Mr. Richard Frasar
No_of_parents_plus_children_on_board=1
shap=23.309",
"None=Rekic, Mr. Tido
No_of_parents_plus_children_on_board=0
shap=-3.519",
"None=Moran, Miss. Bertha
No_of_parents_plus_children_on_board=0
shap=-3.000",
"None=Barton, Mr. David John
No_of_parents_plus_children_on_board=0
shap=-3.654",
"None=Jussila, Miss. Katriina
No_of_parents_plus_children_on_board=0
shap=-3.369",
"None=Pekoniemi, Mr. Edvard
No_of_parents_plus_children_on_board=0
shap=-3.653",
"None=Turpin, Mr. William John Robert
No_of_parents_plus_children_on_board=0
shap=-3.176",
"None=Moore, Mr. Leonard Charles
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Osen, Mr. Olaf Elon
No_of_parents_plus_children_on_board=0
shap=-3.651",
"None=Ford, Miss. Robina Maggie \"Ruby\"
No_of_parents_plus_children_on_board=2
shap=10.364",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
No_of_parents_plus_children_on_board=2
shap=13.751",
"None=Bateman, Rev. Robert James
No_of_parents_plus_children_on_board=0
shap=-3.982",
"None=Meo, Mr. Alfonzo
No_of_parents_plus_children_on_board=0
shap=-3.866",
"None=Cribb, Mr. John Hatfield
No_of_parents_plus_children_on_board=1
shap=10.224",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
No_of_parents_plus_children_on_board=1
shap=18.714",
"None=Van der hoef, Mr. Wyckoff
No_of_parents_plus_children_on_board=0
shap=-11.636",
"None=Sivola, Mr. Antti Wilhelm
No_of_parents_plus_children_on_board=0
shap=-3.653",
"None=Klasen, Mr. Klas Albin
No_of_parents_plus_children_on_board=1
shap=8.641",
"None=Rood, Mr. Hugh Roscoe
No_of_parents_plus_children_on_board=0
shap=-11.038",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
No_of_parents_plus_children_on_board=0
shap=-3.116",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
No_of_parents_plus_children_on_board=0
shap=-3.106",
"None=Vande Walle, Mr. Nestor Cyriel
No_of_parents_plus_children_on_board=0
shap=-3.628",
"None=Backstrom, Mr. Karl Alfred
No_of_parents_plus_children_on_board=0
shap=-3.659",
"None=Blank, Mr. Henry
No_of_parents_plus_children_on_board=0
shap=-6.747",
"None=Ali, Mr. Ahmed
No_of_parents_plus_children_on_board=0
shap=-3.661",
"None=Green, Mr. George Henry
No_of_parents_plus_children_on_board=0
shap=-3.984",
"None=Nenkoff, Mr. Christo
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Asplund, Miss. Lillian Gertrud
No_of_parents_plus_children_on_board=2
shap=10.609",
"None=Harknett, Miss. Alice Phoebe
No_of_parents_plus_children_on_board=0
shap=-3.313",
"None=Hunt, Mr. George Henry
No_of_parents_plus_children_on_board=0
shap=-3.578",
"None=Reed, Mr. James George
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Stead, Mr. William Thomas
No_of_parents_plus_children_on_board=0
shap=-10.944",
"None=Thorne, Mrs. Gertrude Maybelle
No_of_parents_plus_children_on_board=0
shap=-5.265",
"None=Parrish, Mrs. (Lutie Davis)
No_of_parents_plus_children_on_board=1
shap=11.604",
"None=Smith, Mr. Thomas
No_of_parents_plus_children_on_board=0
shap=-3.507",
"None=Asplund, Master. Edvin Rojj Felix
No_of_parents_plus_children_on_board=2
shap=11.288",
"None=Healy, Miss. Hanora \"Nora\"
No_of_parents_plus_children_on_board=0
shap=-2.927",
"None=Andrews, Miss. Kornelia Theodosia
No_of_parents_plus_children_on_board=0
shap=-6.610",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
No_of_parents_plus_children_on_board=1
shap=6.615",
"None=Smith, Mr. Richard William
No_of_parents_plus_children_on_board=0
shap=-11.038",
"None=Connolly, Miss. Kate
No_of_parents_plus_children_on_board=0
shap=-2.912",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
No_of_parents_plus_children_on_board=0
shap=-5.288",
"None=Levy, Mr. Rene Jacques
No_of_parents_plus_children_on_board=0
shap=-3.372",
"None=Lewy, Mr. Ervin G
No_of_parents_plus_children_on_board=0
shap=-8.483",
"None=Williams, Mr. Howard Hugh \"Harry\"
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Sage, Mr. George John Jr
No_of_parents_plus_children_on_board=2
shap=16.816",
"None=Nysveen, Mr. Johan Hansen
No_of_parents_plus_children_on_board=0
shap=-3.867",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
No_of_parents_plus_children_on_board=0
shap=-6.882",
"None=Denkoff, Mr. Mitto
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Burns, Miss. Elizabeth Margaret
No_of_parents_plus_children_on_board=0
shap=-4.862",
"None=Dimic, Mr. Jovan
No_of_parents_plus_children_on_board=0
shap=-3.523",
"None=del Carlo, Mr. Sebastiano
No_of_parents_plus_children_on_board=0
shap=-3.055",
"None=Beavan, Mr. William Thomas
No_of_parents_plus_children_on_board=0
shap=-3.653",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
No_of_parents_plus_children_on_board=0
shap=-5.203",
"None=Widener, Mr. Harry Elkins
No_of_parents_plus_children_on_board=2
shap=30.245",
"None=Gustafsson, Mr. Karl Gideon
No_of_parents_plus_children_on_board=0
shap=-3.653",
"None=Plotcharsky, Mr. Vasil
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Goodwin, Master. Sidney Leonard
No_of_parents_plus_children_on_board=2
shap=14.351",
"None=Sadlier, Mr. Matthew
No_of_parents_plus_children_on_board=0
shap=-3.507",
"None=Gustafsson, Mr. Johan Birger
No_of_parents_plus_children_on_board=0
shap=-3.918",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
No_of_parents_plus_children_on_board=2
shap=10.741",
"None=Niskanen, Mr. Juha
No_of_parents_plus_children_on_board=0
shap=-3.127",
"None=Minahan, Miss. Daisy E
No_of_parents_plus_children_on_board=0
shap=-6.205",
"None=Matthews, Mr. William John
No_of_parents_plus_children_on_board=0
shap=-3.659",
"None=Charters, Mr. David
No_of_parents_plus_children_on_board=0
shap=-3.502",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
No_of_parents_plus_children_on_board=0
shap=-3.078",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
No_of_parents_plus_children_on_board=1
shap=6.659",
"None=Johannesen-Bratthammer, Mr. Bernt
No_of_parents_plus_children_on_board=0
shap=-3.329",
"None=Peuchen, Major. Arthur Godfrey
No_of_parents_plus_children_on_board=0
shap=-10.127",
"None=Anderson, Mr. Harry
No_of_parents_plus_children_on_board=0
shap=-9.436",
"None=Milling, Mr. Jacob Christian
No_of_parents_plus_children_on_board=0
shap=-4.011",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
No_of_parents_plus_children_on_board=2
shap=9.737",
"None=Karlsson, Mr. Nils August
No_of_parents_plus_children_on_board=0
shap=-3.654",
"None=Frost, Mr. Anthony Wood \"Archie\"
No_of_parents_plus_children_on_board=0
shap=-3.725",
"None=Bishop, Mr. Dickinson H
No_of_parents_plus_children_on_board=0
shap=-6.993",
"None=Windelov, Mr. Einar
No_of_parents_plus_children_on_board=0
shap=-3.653",
"None=Shellard, Mr. Frederick William
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Svensson, Mr. Olof
No_of_parents_plus_children_on_board=0
shap=-3.661",
"None=O'Sullivan, Miss. Bridget Mary
No_of_parents_plus_children_on_board=0
shap=-3.205",
"None=Laitinen, Miss. Kristina Sofia
No_of_parents_plus_children_on_board=0
shap=-3.174",
"None=Penasco y Castellana, Mr. Victor de Satode
No_of_parents_plus_children_on_board=0
shap=-8.632",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
No_of_parents_plus_children_on_board=0
shap=-10.281",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
No_of_parents_plus_children_on_board=0
shap=-2.606",
"None=Kassem, Mr. Fared
No_of_parents_plus_children_on_board=0
shap=-3.439",
"None=Cacic, Miss. Marija
No_of_parents_plus_children_on_board=0
shap=-3.316",
"None=Hart, Miss. Eva Miriam
No_of_parents_plus_children_on_board=2
shap=11.413",
"None=Butt, Major. Archibald Willingham
No_of_parents_plus_children_on_board=0
shap=-11.963",
"None=Beane, Mr. Edward
No_of_parents_plus_children_on_board=0
shap=-2.978",
"None=Goldsmith, Mr. Frank John
No_of_parents_plus_children_on_board=1
shap=8.467",
"None=Ohman, Miss. Velin
No_of_parents_plus_children_on_board=0
shap=-2.991",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
No_of_parents_plus_children_on_board=1
shap=14.712",
"None=Morrow, Mr. Thomas Rowan
No_of_parents_plus_children_on_board=0
shap=-3.507",
"None=Harris, Mr. George
No_of_parents_plus_children_on_board=0
shap=-3.849",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
No_of_parents_plus_children_on_board=0
shap=-15.701",
"None=Patchett, Mr. George
No_of_parents_plus_children_on_board=0
shap=-3.653",
"None=Ross, Mr. John Hugo
No_of_parents_plus_children_on_board=0
shap=-8.790",
"None=Murdlin, Mr. Joseph
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Bourke, Miss. Mary
No_of_parents_plus_children_on_board=2
shap=11.807",
"None=Boulos, Mr. Hanna
No_of_parents_plus_children_on_board=0
shap=-3.439",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
No_of_parents_plus_children_on_board=0
shap=-7.040",
"None=Homer, Mr. Harry (\"Mr E Haven\")
No_of_parents_plus_children_on_board=0
shap=-5.834",
"None=Lindell, Mr. Edvard Bengtsson
No_of_parents_plus_children_on_board=0
shap=-3.635",
"None=Daniel, Mr. Robert Williams
No_of_parents_plus_children_on_board=0
shap=-9.988",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
No_of_parents_plus_children_on_board=2
shap=9.924",
"None=Shutes, Miss. Elizabeth W
No_of_parents_plus_children_on_board=0
shap=-7.780",
"None=Jardin, Mr. Jose Neto
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Horgan, Mr. John
No_of_parents_plus_children_on_board=0
shap=-3.507",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
No_of_parents_plus_children_on_board=0
shap=-3.395",
"None=Yasbeck, Mr. Antoni
No_of_parents_plus_children_on_board=0
shap=-3.505",
"None=Bostandyeff, Mr. Guentcho
No_of_parents_plus_children_on_board=0
shap=-3.671",
"None=Lundahl, Mr. Johan Svensson
No_of_parents_plus_children_on_board=0
shap=-3.984",
"None=Stahelin-Maeglin, Dr. Max
No_of_parents_plus_children_on_board=0
shap=-7.519",
"None=Willey, Mr. Edward
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=Stanley, Miss. Amy Zillah Elsie
No_of_parents_plus_children_on_board=0
shap=-2.991",
"None=Hegarty, Miss. Hanora \"Nora\"
No_of_parents_plus_children_on_board=0
shap=-3.191",
"None=Eitemiller, Mr. George Floyd
No_of_parents_plus_children_on_board=0
shap=-3.603",
"None=Colley, Mr. Edward Pomeroy
No_of_parents_plus_children_on_board=0
shap=-9.897",
"None=Coleff, Mr. Peju
No_of_parents_plus_children_on_board=0
shap=-3.610",
"None=Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
No_of_parents_plus_children_on_board=1
shap=6.275",
"None=Davidson, Mr. Thornton
No_of_parents_plus_children_on_board=0
shap=-12.340",
"None=Turja, Miss. Anna Sofia
No_of_parents_plus_children_on_board=0
shap=-2.985",
"None=Hassab, Mr. Hammad
No_of_parents_plus_children_on_board=0
shap=-6.976",
"None=Goodwin, Mr. Charles Edward
No_of_parents_plus_children_on_board=2
shap=14.361",
"None=Panula, Mr. Jaako Arnold
No_of_parents_plus_children_on_board=1
shap=8.682",
"None=Fischer, Mr. Eberhard Thelander
No_of_parents_plus_children_on_board=0
shap=-3.645",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
No_of_parents_plus_children_on_board=0
shap=-3.567",
"None=Astor, Mrs. John Jacob (Madeleine Talmadge Force)
No_of_parents_plus_children_on_board=0
shap=-6.080",
"None=Hansen, Mr. Henrik Juul
No_of_parents_plus_children_on_board=0
shap=-3.695",
"None=Calderhead, Mr. Edward Pennington
No_of_parents_plus_children_on_board=0
shap=-9.303",
"None=Klaber, Mr. Herman
No_of_parents_plus_children_on_board=0
shap=-11.168",
"None=Taylor, Mr. Elmer Zebley
No_of_parents_plus_children_on_board=0
shap=-9.722",
"None=Larsson, Mr. August Viktor
No_of_parents_plus_children_on_board=0
shap=-3.667",
"None=Greenberg, Mr. Samuel
No_of_parents_plus_children_on_board=0
shap=-3.923",
"None=Troutt, Miss. Edwina Celia \"Winnie\"
No_of_parents_plus_children_on_board=0
shap=-3.209",
"None=McEvoy, Mr. Michael
No_of_parents_plus_children_on_board=0
shap=-3.507",
"None=Johnson, Mr. Malkolm Joackim
No_of_parents_plus_children_on_board=0
shap=-3.584",
"None=Gillespie, Mr. William Henry
No_of_parents_plus_children_on_board=0
shap=-3.575",
"None=Allen, Miss. Elisabeth Walton
No_of_parents_plus_children_on_board=0
shap=-7.919",
"None=Berriman, Mr. William John
No_of_parents_plus_children_on_board=0
shap=-3.603",
"None=Troupiansky, Mr. Moses Aaron
No_of_parents_plus_children_on_board=0
shap=-3.603",
"None=Williams, Mr. Leslie
No_of_parents_plus_children_on_board=0
shap=-3.628",
"None=Ivanoff, Mr. Kanio
No_of_parents_plus_children_on_board=0
shap=-3.663",
"None=McNamee, Mr. Neal
No_of_parents_plus_children_on_board=0
shap=-3.677",
"None=Connaghton, Mr. Michael
No_of_parents_plus_children_on_board=0
shap=-3.498",
"None=Carlsson, Mr. August Sigfrid
No_of_parents_plus_children_on_board=0
shap=-3.628",
"None=Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
No_of_parents_plus_children_on_board=0
shap=-7.741",
"None=Eklund, Mr. Hans Linus
No_of_parents_plus_children_on_board=0
shap=-3.651",
"None=Hogeboom, Mrs. John C (Anna Andrews)
No_of_parents_plus_children_on_board=0
shap=-6.002",
"None=Moran, Mr. Daniel J
No_of_parents_plus_children_on_board=0
shap=-3.478",
"None=Lievens, Mr. Rene Aime
No_of_parents_plus_children_on_board=0
shap=-3.661",
"None=Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
No_of_parents_plus_children_on_board=1
shap=16.861",
"None=Ayoub, Miss. Banoura
No_of_parents_plus_children_on_board=0
shap=-2.855",
"None=Dick, Mrs. Albert Adrian (Vera Gillespie)
No_of_parents_plus_children_on_board=0
shap=-8.080",
"None=Johnston, Mr. Andrew G
No_of_parents_plus_children_on_board=2
shap=12.097",
"None=Ali, Mr. William
No_of_parents_plus_children_on_board=0
shap=-3.674",
"None=Sjoblom, Miss. Anna Sofia
No_of_parents_plus_children_on_board=0
shap=-2.985",
"None=Guggenheim, Mr. Benjamin
No_of_parents_plus_children_on_board=0
shap=-7.520",
"None=Leader, Dr. Alice (Farnham)
No_of_parents_plus_children_on_board=0
shap=-6.232",
"None=Collyer, Mrs. Harvey (Charlotte Annie Tate)
No_of_parents_plus_children_on_board=1
shap=6.731",
"None=Carter, Master. William Thornton II
No_of_parents_plus_children_on_board=2
shap=32.785",
"None=Thomas, Master. Assad Alexander
No_of_parents_plus_children_on_board=1
shap=8.650",
"None=Johansson, Mr. Karl Johan
No_of_parents_plus_children_on_board=0
shap=-3.646",
"None=Slemen, Mr. Richard James
No_of_parents_plus_children_on_board=0
shap=-3.574",
"None=Tomlin, Mr. Ernest Portage
No_of_parents_plus_children_on_board=0
shap=-3.669",
"None=McCormack, Mr. Thomas Joseph
No_of_parents_plus_children_on_board=0
shap=-3.197",
"None=Richards, Master. George Sibley
No_of_parents_plus_children_on_board=1
shap=7.657",
"None=Mudd, Mr. Thomas Charles
No_of_parents_plus_children_on_board=0
shap=-3.556",
"None=Lemberopolous, Mr. Peter L
No_of_parents_plus_children_on_board=0
shap=-3.277",
"None=Sage, Mr. Douglas Bullen
No_of_parents_plus_children_on_board=2
shap=16.816",
"None=Boulos, Miss. Nourelain
No_of_parents_plus_children_on_board=1
shap=7.453",
"None=Aks, Mrs. Sam (Leah Rosen)
No_of_parents_plus_children_on_board=1
shap=8.221",
"None=Razi, Mr. Raihed
No_of_parents_plus_children_on_board=0
shap=-3.439",
"None=Johnson, Master. Harold Theodor
No_of_parents_plus_children_on_board=1
shap=7.857",
"None=Carlsson, Mr. Frans Olof
No_of_parents_plus_children_on_board=0
shap=-13.292",
"None=Gustafsson, Mr. Alfred Ossian
No_of_parents_plus_children_on_board=0
shap=-3.653",
"None=Montvila, Rev. Juozas
No_of_parents_plus_children_on_board=0
shap=-3.658"
],
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"None=Harknett, Miss. Alice Phoebe
No_of_siblings_plus_spouses_on_board=0
shap=-2.706",
"None=Hunt, Mr. George Henry
No_of_siblings_plus_spouses_on_board=0
shap=-4.005",
"None=Reed, Mr. James George
No_of_siblings_plus_spouses_on_board=0
shap=-2.904",
"None=Stead, Mr. William Thomas
No_of_siblings_plus_spouses_on_board=0
shap=-5.182",
"None=Thorne, Mrs. Gertrude Maybelle
No_of_siblings_plus_spouses_on_board=0
shap=-2.477",
"None=Parrish, Mrs. (Lutie Davis)
No_of_siblings_plus_spouses_on_board=0
shap=-3.253",
"None=Smith, Mr. Thomas
No_of_siblings_plus_spouses_on_board=0
shap=-2.844",
"None=Asplund, Master. Edvin Rojj Felix
No_of_siblings_plus_spouses_on_board=4
shap=18.733",
"None=Healy, Miss. Hanora \"Nora\"
No_of_siblings_plus_spouses_on_board=0
shap=-2.473",
"None=Andrews, Miss. Kornelia Theodosia
No_of_siblings_plus_spouses_on_board=1
shap=0.367",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
No_of_siblings_plus_spouses_on_board=1
shap=-0.064",
"None=Smith, Mr. Richard William
No_of_siblings_plus_spouses_on_board=0
shap=-5.189",
"None=Connolly, Miss. Kate
No_of_siblings_plus_spouses_on_board=0
shap=-2.440",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
No_of_siblings_plus_spouses_on_board=1
shap=-0.670",
"None=Levy, Mr. Rene Jacques
No_of_siblings_plus_spouses_on_board=0
shap=-3.910",
"None=Lewy, Mr. Ervin G
No_of_siblings_plus_spouses_on_board=0
shap=-4.306",
"None=Williams, Mr. Howard Hugh \"Harry\"
No_of_siblings_plus_spouses_on_board=0
shap=-2.904",
"None=Sage, Mr. George John Jr
No_of_siblings_plus_spouses_on_board=8
shap=47.929",
"None=Nysveen, Mr. Johan Hansen
No_of_siblings_plus_spouses_on_board=0
shap=-2.969",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
No_of_siblings_plus_spouses_on_board=1
shap=-1.800",
"None=Denkoff, Mr. Mitto
No_of_siblings_plus_spouses_on_board=0
shap=-2.904",
"None=Burns, Miss. Elizabeth Margaret
No_of_siblings_plus_spouses_on_board=0
shap=-3.374",
"None=Dimic, Mr. Jovan
No_of_siblings_plus_spouses_on_board=0
shap=-2.826",
"None=del Carlo, Mr. Sebastiano
No_of_siblings_plus_spouses_on_board=1
shap=4.158",
"None=Beavan, Mr. William Thomas
No_of_siblings_plus_spouses_on_board=0
shap=-2.841",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
No_of_siblings_plus_spouses_on_board=1
shap=-1.471",
"None=Widener, Mr. Harry Elkins
No_of_siblings_plus_spouses_on_board=0
shap=-7.422",
"None=Gustafsson, Mr. Karl Gideon
No_of_siblings_plus_spouses_on_board=0
shap=-2.841",
"None=Plotcharsky, Mr. Vasil
No_of_siblings_plus_spouses_on_board=0
shap=-2.904",
"None=Goodwin, Master. Sidney Leonard
No_of_siblings_plus_spouses_on_board=5
shap=30.033",
"None=Sadlier, Mr. Matthew
No_of_siblings_plus_spouses_on_board=0
shap=-2.844",
"None=Gustafsson, Mr. Johan Birger
No_of_siblings_plus_spouses_on_board=2
shap=16.779",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
No_of_siblings_plus_spouses_on_board=0
shap=-3.666",
"None=Niskanen, Mr. Juha
No_of_siblings_plus_spouses_on_board=0
shap=-2.573",
"None=Minahan, Miss. Daisy E
No_of_siblings_plus_spouses_on_board=1
shap=-0.080",
"None=Matthews, Mr. William John
No_of_siblings_plus_spouses_on_board=0
shap=-4.031",
"None=Charters, Mr. David
No_of_siblings_plus_spouses_on_board=0
shap=-2.780",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
No_of_siblings_plus_spouses_on_board=0
shap=-3.499",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
No_of_siblings_plus_spouses_on_board=1
shap=1.249",
"None=Johannesen-Bratthammer, Mr. Bernt
No_of_siblings_plus_spouses_on_board=0
shap=-2.661",
"None=Peuchen, Major. Arthur Godfrey
No_of_siblings_plus_spouses_on_board=0
shap=-5.170",
"None=Anderson, Mr. Harry
No_of_siblings_plus_spouses_on_board=0
shap=-5.187",
"None=Milling, Mr. Jacob Christian
No_of_siblings_plus_spouses_on_board=0
shap=-4.164",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
No_of_siblings_plus_spouses_on_board=1
shap=1.584",
"None=Karlsson, Mr. Nils August
No_of_siblings_plus_spouses_on_board=0
shap=-2.841",
"None=Frost, Mr. Anthony Wood \"Archie\"
No_of_siblings_plus_spouses_on_board=0
shap=-4.054",
"None=Bishop, Mr. Dickinson H
No_of_siblings_plus_spouses_on_board=1
shap=0.137",
"None=Windelov, Mr. Einar
No_of_siblings_plus_spouses_on_board=0
shap=-2.841",
"None=Shellard, Mr. Frederick William
No_of_siblings_plus_spouses_on_board=0
shap=-2.904",
"None=Svensson, Mr. Olof
No_of_siblings_plus_spouses_on_board=0
shap=-2.873",
"None=O'Sullivan, Miss. Bridget Mary
No_of_siblings_plus_spouses_on_board=0
shap=-2.669",
"None=Laitinen, Miss. Kristina Sofia
No_of_siblings_plus_spouses_on_board=0
shap=-2.577",
"None=Penasco y Castellana, Mr. Victor de Satode
No_of_siblings_plus_spouses_on_board=1
shap=2.357",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
No_of_siblings_plus_spouses_on_board=0
shap=-4.853",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
No_of_siblings_plus_spouses_on_board=1
shap=3.870",
"None=Kassem, Mr. Fared
No_of_siblings_plus_spouses_on_board=0
shap=-2.848",
"None=Cacic, Miss. Marija
No_of_siblings_plus_spouses_on_board=0
shap=-2.649",
"None=Hart, Miss. Eva Miriam
No_of_siblings_plus_spouses_on_board=0
shap=-3.558",
"None=Butt, Major. Archibald Willingham
No_of_siblings_plus_spouses_on_board=0
shap=-4.578",
"None=Beane, Mr. Edward
No_of_siblings_plus_spouses_on_board=1
shap=4.084",
"None=Goldsmith, Mr. Frank John
No_of_siblings_plus_spouses_on_board=1
shap=0.395",
"None=Ohman, Miss. Velin
No_of_siblings_plus_spouses_on_board=0
shap=-2.461",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
No_of_siblings_plus_spouses_on_board=1
shap=-2.906",
"None=Morrow, Mr. Thomas Rowan
No_of_siblings_plus_spouses_on_board=0
shap=-2.844",
"None=Harris, Mr. George
No_of_siblings_plus_spouses_on_board=0
shap=-3.949",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
No_of_siblings_plus_spouses_on_board=2
shap=35.224",
"None=Patchett, Mr. George
No_of_siblings_plus_spouses_on_board=0
shap=-2.841",
"None=Ross, Mr. John Hugo
No_of_siblings_plus_spouses_on_board=0
shap=-3.709",
"None=Murdlin, Mr. Joseph
No_of_siblings_plus_spouses_on_board=0
shap=-2.904",
"None=Bourke, Miss. Mary
No_of_siblings_plus_spouses_on_board=0
shap=-3.529",
"None=Boulos, Mr. Hanna
No_of_siblings_plus_spouses_on_board=0
shap=-2.848",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
No_of_siblings_plus_spouses_on_board=1
shap=2.880",
"None=Homer, Mr. Harry (\"Mr E Haven\")
No_of_siblings_plus_spouses_on_board=0
shap=-3.164",
"None=Lindell, Mr. Edvard Bengtsson
No_of_siblings_plus_spouses_on_board=1
shap=2.372",
"None=Daniel, Mr. Robert Williams
No_of_siblings_plus_spouses_on_board=0
shap=-4.956",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
No_of_siblings_plus_spouses_on_board=1
shap=1.520",
"None=Shutes, Miss. Elizabeth W
No_of_siblings_plus_spouses_on_board=0
shap=-3.722",
"None=Jardin, Mr. Jose Neto
No_of_siblings_plus_spouses_on_board=0
shap=-2.904",
"None=Horgan, Mr. John
No_of_siblings_plus_spouses_on_board=0
shap=-2.844",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
No_of_siblings_plus_spouses_on_board=1
shap=1.982",
"None=Yasbeck, Mr. Antoni
No_of_siblings_plus_spouses_on_board=1
shap=2.295",
"None=Bostandyeff, Mr. Guentcho
No_of_siblings_plus_spouses_on_board=0
shap=-2.869",
"None=Lundahl, Mr. Johan Svensson
No_of_siblings_plus_spouses_on_board=0
shap=-2.965",
"None=Stahelin-Maeglin, Dr. Max
No_of_siblings_plus_spouses_on_board=0
shap=-2.914",
"None=Willey, Mr. Edward
No_of_siblings_plus_spouses_on_board=0
shap=-2.904",
"None=Stanley, Miss. Amy Zillah Elsie
No_of_siblings_plus_spouses_on_board=0
shap=-2.465",
"None=Hegarty, Miss. Hanora \"Nora\"
No_of_siblings_plus_spouses_on_board=0
shap=-2.590",
"None=Eitemiller, Mr. George Floyd
No_of_siblings_plus_spouses_on_board=0
shap=-4.011",
"None=Colley, Mr. Edward Pomeroy
No_of_siblings_plus_spouses_on_board=0
shap=-5.187",
"None=Coleff, Mr. Peju
No_of_siblings_plus_spouses_on_board=0
shap=-2.810",
"None=Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
No_of_siblings_plus_spouses_on_board=1
shap=1.160",
"None=Davidson, Mr. Thornton
No_of_siblings_plus_spouses_on_board=1
shap=2.248",
"None=Turja, Miss. Anna Sofia
No_of_siblings_plus_spouses_on_board=0
shap=-2.443",
"None=Hassab, Mr. Hammad
No_of_siblings_plus_spouses_on_board=0
shap=-4.634",
"None=Goodwin, Mr. Charles Edward
No_of_siblings_plus_spouses_on_board=5
shap=30.032",
"None=Panula, Mr. Jaako Arnold
No_of_siblings_plus_spouses_on_board=4
shap=18.928",
"None=Fischer, Mr. Eberhard Thelander
No_of_siblings_plus_spouses_on_board=0
shap=-2.823",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
No_of_siblings_plus_spouses_on_board=0
shap=-2.869",
"None=Astor, Mrs. John Jacob (Madeleine Talmadge Force)
No_of_siblings_plus_spouses_on_board=1
shap=-0.076",
"None=Hansen, Mr. Henrik Juul
No_of_siblings_plus_spouses_on_board=1
shap=2.354",
"None=Calderhead, Mr. Edward Pennington
No_of_siblings_plus_spouses_on_board=0
shap=-5.017",
"None=Klaber, Mr. Herman
No_of_siblings_plus_spouses_on_board=0
shap=-5.087",
"None=Taylor, Mr. Elmer Zebley
No_of_siblings_plus_spouses_on_board=1
shap=3.859",
"None=Larsson, Mr. August Viktor
No_of_siblings_plus_spouses_on_board=0
shap=-2.874",
"None=Greenberg, Mr. Samuel
No_of_siblings_plus_spouses_on_board=0
shap=-4.173",
"None=Troutt, Miss. Edwina Celia \"Winnie\"
No_of_siblings_plus_spouses_on_board=0
shap=-3.629",
"None=McEvoy, Mr. Michael
No_of_siblings_plus_spouses_on_board=0
shap=-2.844",
"None=Johnson, Mr. Malkolm Joackim
No_of_siblings_plus_spouses_on_board=0
shap=-2.841",
"None=Gillespie, Mr. William Henry
No_of_siblings_plus_spouses_on_board=0
shap=-3.980",
"None=Allen, Miss. Elisabeth Walton
No_of_siblings_plus_spouses_on_board=0
shap=-4.003",
"None=Berriman, Mr. William John
No_of_siblings_plus_spouses_on_board=0
shap=-4.011",
"None=Troupiansky, Mr. Moses Aaron
No_of_siblings_plus_spouses_on_board=0
shap=-4.011",
"None=Williams, Mr. Leslie
No_of_siblings_plus_spouses_on_board=0
shap=-2.860",
"None=Ivanoff, Mr. Kanio
No_of_siblings_plus_spouses_on_board=0
shap=-2.904",
"None=McNamee, Mr. Neal
No_of_siblings_plus_spouses_on_board=1
shap=2.387",
"None=Connaghton, Mr. Michael
No_of_siblings_plus_spouses_on_board=0
shap=-2.813",
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No_of_siblings_plus_spouses_on_board=0
shap=-2.860",
"None=Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
No_of_siblings_plus_spouses_on_board=0
shap=-3.925",
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No_of_siblings_plus_spouses_on_board=0
shap=-2.825",
"None=Hogeboom, Mrs. John C (Anna Andrews)
No_of_siblings_plus_spouses_on_board=1
shap=0.358",
"None=Moran, Mr. Daniel J
No_of_siblings_plus_spouses_on_board=1
shap=2.426",
"None=Lievens, Mr. Rene Aime
No_of_siblings_plus_spouses_on_board=0
shap=-2.873",
"None=Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
No_of_siblings_plus_spouses_on_board=0
shap=-5.016",
"None=Ayoub, Miss. Banoura
No_of_siblings_plus_spouses_on_board=0
shap=-2.429",
"None=Dick, Mrs. Albert Adrian (Vera Gillespie)
No_of_siblings_plus_spouses_on_board=1
shap=-0.537",
"None=Johnston, Mr. Andrew G
No_of_siblings_plus_spouses_on_board=1
shap=0.558",
"None=Ali, Mr. William
No_of_siblings_plus_spouses_on_board=0
shap=-2.875",
"None=Sjoblom, Miss. Anna Sofia
No_of_siblings_plus_spouses_on_board=0
shap=-2.443",
"None=Guggenheim, Mr. Benjamin
No_of_siblings_plus_spouses_on_board=0
shap=-3.870",
"None=Leader, Dr. Alice (Farnham)
No_of_siblings_plus_spouses_on_board=0
shap=-4.056",
"None=Collyer, Mrs. Harvey (Charlotte Annie Tate)
No_of_siblings_plus_spouses_on_board=1
shap=1.117",
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No_of_siblings_plus_spouses_on_board=1
shap=-4.552",
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No_of_siblings_plus_spouses_on_board=0
shap=-3.106",
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No_of_siblings_plus_spouses_on_board=0
shap=-2.875",
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No_of_siblings_plus_spouses_on_board=0
shap=-3.961",
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No_of_siblings_plus_spouses_on_board=0
shap=-2.875",
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No_of_siblings_plus_spouses_on_board=0
shap=-2.618",
"None=Richards, Master. George Sibley
No_of_siblings_plus_spouses_on_board=1
shap=0.951",
"None=Mudd, Mr. Thomas Charles
No_of_siblings_plus_spouses_on_board=0
shap=-3.800",
"None=Lemberopolous, Mr. Peter L
No_of_siblings_plus_spouses_on_board=0
shap=-2.704",
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No_of_siblings_plus_spouses_on_board=8
shap=47.929",
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No_of_siblings_plus_spouses_on_board=1
shap=0.110",
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No_of_siblings_plus_spouses_on_board=0
shap=-3.005",
"None=Razi, Mr. Raihed
No_of_siblings_plus_spouses_on_board=0
shap=-2.848",
"None=Johnson, Master. Harold Theodor
No_of_siblings_plus_spouses_on_board=1
shap=0.153",
"None=Carlsson, Mr. Frans Olof
No_of_siblings_plus_spouses_on_board=0
shap=-4.652",
"None=Gustafsson, Mr. Alfred Ossian
No_of_siblings_plus_spouses_on_board=0
shap=-2.841",
"None=Montvila, Rev. Juozas
No_of_siblings_plus_spouses_on_board=0
shap=-4.028"
],
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"None=Kraeff, Mr. Theodor
Survival=0
shap=-1.028",
"None=Devaney, Miss. Margaret Delia
Survival=1
shap=1.386",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Survival=0
shap=-0.687",
"None=Rugg, Miss. Emily
Survival=1
shap=0.679",
"None=Harris, Mr. Henry Birkhardt
Survival=0
shap=-1.296",
"None=Skoog, Master. Harald
Survival=0
shap=-0.149",
"None=Kink, Mr. Vincenz
Survival=0
shap=-0.441",
"None=Hood, Mr. Ambrose Jr
Survival=0
shap=-0.599",
"None=Ilett, Miss. Bertha
Survival=1
shap=0.679",
"None=Ford, Mr. William Neal
Survival=0
shap=-0.224",
"None=Christmann, Mr. Emil
Survival=0
shap=-0.928",
"None=Andreasson, Mr. Paul Edvin
Survival=0
shap=-0.918",
"None=Chaffee, Mr. Herbert Fuller
Survival=0
shap=-1.905",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Survival=0
shap=-0.948",
"None=White, Mr. Richard Frasar
Survival=0
shap=0.715",
"None=Rekic, Mr. Tido
Survival=0
shap=-1.087",
"None=Moran, Miss. Bertha
Survival=1
shap=0.996",
"None=Barton, Mr. David John
Survival=0
shap=-0.918",
"None=Jussila, Miss. Katriina
Survival=0
shap=-0.687",
"None=Pekoniemi, Mr. Edvard
Survival=0
shap=-0.918",
"None=Turpin, Mr. William John Robert
Survival=0
shap=-0.530",
"None=Moore, Mr. Leonard Charles
Survival=0
shap=-0.948",
"None=Osen, Mr. Olaf Elon
Survival=0
shap=-0.918",
"None=Ford, Miss. Robina Maggie \"Ruby\"
Survival=0
shap=-0.092",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Survival=0
shap=-0.290",
"None=Bateman, Rev. Robert James
Survival=0
shap=-0.780",
"None=Meo, Mr. Alfonzo
Survival=0
shap=-1.127",
"None=Cribb, Mr. John Hatfield
Survival=0
shap=-0.529",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
Survival=1
shap=0.561",
"None=Van der hoef, Mr. Wyckoff
Survival=0
shap=-8.147",
"None=Sivola, Mr. Antti Wilhelm
Survival=0
shap=-0.918",
"None=Klasen, Mr. Klas Albin
Survival=0
shap=-0.297",
"None=Rood, Mr. Hugh Roscoe
Survival=0
shap=-1.654",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
Survival=1
shap=1.121",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
Survival=1
shap=4.472",
"None=Vande Walle, Mr. Nestor Cyriel
Survival=0
shap=-0.928",
"None=Backstrom, Mr. Karl Alfred
Survival=0
shap=-0.856",
"None=Blank, Mr. Henry
Survival=1
shap=2.813",
"None=Ali, Mr. Ahmed
Survival=0
shap=-0.918",
"None=Green, Mr. George Henry
Survival=0
shap=-1.127",
"None=Nenkoff, Mr. Christo
Survival=0
shap=-0.948",
"None=Asplund, Miss. Lillian Gertrud
Survival=1
shap=0.125",
"None=Harknett, Miss. Alice Phoebe
Survival=0
shap=-0.861",
"None=Hunt, Mr. George Henry
Survival=0
shap=-0.732",
"None=Reed, Mr. James George
Survival=0
shap=-0.948",
"None=Stead, Mr. William Thomas
Survival=0
shap=-1.433",
"None=Thorne, Mrs. Gertrude Maybelle
Survival=1
shap=2.425",
"None=Parrish, Mrs. (Lutie Davis)
Survival=1
shap=0.873",
"None=Smith, Mr. Thomas
Survival=0
shap=-0.945",
"None=Asplund, Master. Edvin Rojj Felix
Survival=1
shap=0.135",
"None=Healy, Miss. Hanora \"Nora\"
Survival=1
shap=1.446",
"None=Andrews, Miss. Kornelia Theodosia
Survival=1
shap=1.330",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Survival=1
shap=0.561",
"None=Smith, Mr. Richard William
Survival=0
shap=-1.654",
"None=Connolly, Miss. Kate
Survival=1
shap=1.386",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
Survival=1
shap=2.837",
"None=Levy, Mr. Rene Jacques
Survival=0
shap=-0.902",
"None=Lewy, Mr. Ervin G
Survival=0
shap=-3.690",
"None=Williams, Mr. Howard Hugh \"Harry\"
Survival=0
shap=-0.948",
"None=Sage, Mr. George John Jr
Survival=0
shap=-0.292",
"None=Nysveen, Mr. Johan Hansen
Survival=0
shap=-1.120",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Survival=1
shap=1.661",
"None=Denkoff, Mr. Mitto
Survival=0
shap=-0.948",
"None=Burns, Miss. Elizabeth Margaret
Survival=1
shap=2.642",
"None=Dimic, Mr. Jovan
Survival=0
shap=-1.097",
"None=del Carlo, Mr. Sebastiano
Survival=0
shap=-0.643",
"None=Beavan, Mr. William Thomas
Survival=0
shap=-0.918",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Survival=1
shap=2.243",
"None=Widener, Mr. Harry Elkins
Survival=0
shap=0.695",
"None=Gustafsson, Mr. Karl Gideon
Survival=0
shap=-0.918",
"None=Plotcharsky, Mr. Vasil
Survival=0
shap=-0.948",
"None=Goodwin, Master. Sidney Leonard
Survival=0
shap=-0.241",
"None=Sadlier, Mr. Matthew
Survival=0
shap=-0.945",
"None=Gustafsson, Mr. Johan Birger
Survival=0
shap=-0.447",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Survival=1
shap=0.428",
"None=Niskanen, Mr. Juha
Survival=1
shap=1.991",
"None=Minahan, Miss. Daisy E
Survival=1
shap=1.063",
"None=Matthews, Mr. William John
Survival=0
shap=-0.610",
"None=Charters, Mr. David
Survival=0
shap=-0.914",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Survival=1
shap=0.679",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Survival=1
shap=0.392",
"None=Johannesen-Bratthammer, Mr. Bernt
Survival=1
shap=1.721",
"None=Peuchen, Major. Arthur Godfrey
Survival=1
shap=1.294",
"None=Anderson, Mr. Harry
Survival=1
shap=1.673",
"None=Milling, Mr. Jacob Christian
Survival=0
shap=-0.780",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
Survival=1
shap=0.337",
"None=Karlsson, Mr. Nils August
Survival=0
shap=-0.918",
"None=Frost, Mr. Anthony Wood \"Archie\"
Survival=0
shap=-0.630",
"None=Bishop, Mr. Dickinson H
Survival=1
shap=4.746",
"None=Windelov, Mr. Einar
Survival=0
shap=-0.918",
"None=Shellard, Mr. Frederick William
Survival=0
shap=-0.948",
"None=Svensson, Mr. Olof
Survival=0
shap=-0.918",
"None=O'Sullivan, Miss. Bridget Mary
Survival=0
shap=-0.885",
"None=Laitinen, Miss. Kristina Sofia
Survival=0
shap=-0.994",
"None=Penasco y Castellana, Mr. Victor de Satode
Survival=0
shap=-1.284",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Survival=1
shap=1.937",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Survival=1
shap=0.729",
"None=Kassem, Mr. Fared
Survival=0
shap=-1.028",
"None=Cacic, Miss. Marija
Survival=0
shap=-0.842",
"None=Hart, Miss. Eva Miriam
Survival=1
shap=0.326",
"None=Butt, Major. Archibald Willingham
Survival=0
shap=-8.158",
"None=Beane, Mr. Edward
Survival=1
shap=0.794",
"None=Goldsmith, Mr. Frank John
Survival=0
shap=-0.430",
"None=Ohman, Miss. Velin
Survival=1
shap=1.546",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
Survival=1
shap=0.696",
"None=Morrow, Mr. Thomas Rowan
Survival=0
shap=-0.945",
"None=Harris, Mr. George
Survival=1
shap=1.080",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
Survival=1
shap=0.814",
"None=Patchett, Mr. George
Survival=0
shap=-0.918",
"None=Ross, Mr. John Hugo
Survival=0
shap=-5.165",
"None=Murdlin, Mr. Joseph
Survival=0
shap=-0.948",
"None=Bourke, Miss. Mary
Survival=0
shap=-0.343",
"None=Boulos, Mr. Hanna
Survival=0
shap=-1.028",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Survival=1
shap=2.555",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Survival=1
shap=4.398",
"None=Lindell, Mr. Edvard Bengtsson
Survival=0
shap=-0.916",
"None=Daniel, Mr. Robert Williams
Survival=1
shap=1.909",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Survival=1
shap=0.284",
"None=Shutes, Miss. Elizabeth W
Survival=1
shap=1.104",
"None=Jardin, Mr. Jose Neto
Survival=0
shap=-0.948",
"None=Horgan, Mr. John
Survival=0
shap=-0.945",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Survival=0
shap=-0.687",
"None=Yasbeck, Mr. Antoni
Survival=0
shap=-0.826",
"None=Bostandyeff, Mr. Guentcho
Survival=0
shap=-0.918",
"None=Lundahl, Mr. Johan Svensson
Survival=0
shap=-1.127",
"None=Stahelin-Maeglin, Dr. Max
Survival=1
shap=5.662",
"None=Willey, Mr. Edward
Survival=0
shap=-0.948",
"None=Stanley, Miss. Amy Zillah Elsie
Survival=1
shap=1.546",
"None=Hegarty, Miss. Hanora \"Nora\"
Survival=0
shap=-0.855",
"None=Eitemiller, Mr. George Floyd
Survival=0
shap=-0.599",
"None=Colley, Mr. Edward Pomeroy
Survival=0
shap=-2.061",
"None=Coleff, Mr. Peju
Survival=0
shap=-1.113",
"None=Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Survival=1
shap=0.392",
"None=Davidson, Mr. Thornton
Survival=0
shap=-5.889",
"None=Turja, Miss. Anna Sofia
Survival=1
shap=1.546",
"None=Hassab, Mr. Hammad
Survival=1
shap=1.760",
"None=Goodwin, Mr. Charles Edward
Survival=0
shap=-0.241",
"None=Panula, Mr. Jaako Arnold
Survival=0
shap=-0.189",
"None=Fischer, Mr. Eberhard Thelander
Survival=0
shap=-0.918",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
Survival=0
shap=-1.002",
"None=Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Survival=1
shap=0.894",
"None=Hansen, Mr. Henrik Juul
Survival=0
shap=-0.738",
"None=Calderhead, Mr. Edward Pennington
Survival=1
shap=1.650",
"None=Klaber, Mr. Herman
Survival=0
shap=-0.275",
"None=Taylor, Mr. Elmer Zebley
Survival=1
shap=1.119",
"None=Larsson, Mr. August Viktor
Survival=0
shap=-0.928",
"None=Greenberg, Mr. Samuel
Survival=0
shap=-0.780",
"None=Troutt, Miss. Edwina Celia \"Winnie\"
Survival=1
shap=0.618",
"None=McEvoy, Mr. Michael
Survival=0
shap=-0.945",
"None=Johnson, Mr. Malkolm Joackim
Survival=0
shap=-1.079",
"None=Gillespie, Mr. William Henry
Survival=0
shap=-0.766",
"None=Allen, Miss. Elisabeth Walton
Survival=1
shap=2.269",
"None=Berriman, Mr. William John
Survival=0
shap=-0.599",
"None=Troupiansky, Mr. Moses Aaron
Survival=0
shap=-0.599",
"None=Williams, Mr. Leslie
Survival=0
shap=-0.928",
"None=Ivanoff, Mr. Kanio
Survival=0
shap=-0.948",
"None=McNamee, Mr. Neal
Survival=0
shap=-0.738",
"None=Connaghton, Mr. Michael
Survival=0
shap=-0.931",
"None=Carlsson, Mr. August Sigfrid
Survival=0
shap=-0.928",
"None=Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Survival=1
shap=2.454",
"None=Eklund, Mr. Hans Linus
Survival=0
shap=-0.918",
"None=Hogeboom, Mrs. John C (Anna Andrews)
Survival=1
shap=1.355",
"None=Moran, Mr. Daniel J
Survival=0
shap=-0.745",
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Survival=0
shap=-0.918",
"None=Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Survival=1
shap=1.176",
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Survival=1
shap=1.423",
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Survival=1
shap=2.069",
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Survival=0
shap=-0.260",
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Survival=0
shap=-0.918",
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Survival=1
shap=1.546",
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Survival=0
shap=-11.527",
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Survival=1
shap=1.490",
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Survival=1
shap=0.316",
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Survival=1
shap=1.097",
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Survival=1
shap=0.674",
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Survival=0
shap=-0.935",
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Survival=0
shap=-0.766",
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Survival=0
shap=-0.928",
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Survival=1
shap=1.557",
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Survival=1
shap=0.309",
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Survival=0
shap=-0.599",
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Survival=0
shap=-1.351",
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Survival=0
shap=-0.292",
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Survival=0
shap=-0.439",
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Survival=1
shap=0.653",
"None=Razi, Mr. Raihed
Survival=0
shap=-1.028",
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Survival=1
shap=0.472",
"None=Carlsson, Mr. Frans Olof
Survival=0
shap=-7.378",
"None=Gustafsson, Mr. Alfred Ossian
Survival=0
shap=-0.918",
"None=Montvila, Rev. Juozas
Survival=0
shap=-0.599"
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shap=0.910",
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Age=nan
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shap=-2.559",
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""
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"source": [
"explainer.plot_importances_detailed(topx=10)"
]
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"## interaction importances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### mean absolute shap interaction values for interactions with 'Sex' \n",
"- the direct effect is usually the largest\n",
"- in this case PassengerClass shows the biggest interaction with gender"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:02:08.135199Z",
"start_time": "2021-01-20T16:02:07.627264Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating shap interaction values...\n",
"Reminder: TreeShap computational complexity is O(TLD^2), where T is the number of trees, L is the maximum number of leaves in any tree and D the maximal depth of any tree. So reducing these will speed up the calculation.\n"
]
},
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0.5463103234380481,
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1.8451023266621944,
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"y": [
"5. No_of_siblings_plus_spouses_on_board",
"4. No_of_parents_plus_children_on_board",
"3. Deck",
"2. PassengerClass",
"1. Sex"
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"title": {
"text": "Average interaction shap values for Sex"
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"automargin": true,
"title": {
"text": "$"
}
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"source": [
"explainer.plot_interactions_importance(\"Sex\", topx=5)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:02:22.688984Z",
"start_time": "2021-01-20T16:02:22.672424Z"
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},
"outputs": [
{
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"config": {
"plotlyServerURL": "https://plot.ly"
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"hoverinfo": "text",
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"title": {
"text": "Average interaction shap values for Age"
},
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"title": {
"text": "$"
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"explainer.plot_interactions_importance(\"Age\", topx=5)"
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{
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"metadata": {},
"source": [
"### Detailed shap interactions summary:"
]
},
{
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"execution_count": 56,
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"end_time": "2021-01-20T16:02:28.528696Z",
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"text": [
"None=Palsson, Master. Gosta Leonard
Sex=Sex_male
shap=-1.014",
"None=Saundercock, Mr. William Henry
Sex=Sex_male
shap=-1.643",
"None=Meyer, Mr. Edgar Joseph
Sex=Sex_male
shap=-0.597",
"None=Kraeff, Mr. Theodor
Sex=Sex_male
shap=-1.657",
"None=Harris, Mr. Henry Birkhardt
Sex=Sex_male
shap=-1.675",
"None=Skoog, Master. Harald
Sex=Sex_male
shap=-0.945",
"None=Kink, Mr. Vincenz
Sex=Sex_male
shap=-1.396",
"None=Hood, Mr. Ambrose Jr
Sex=Sex_male
shap=-1.607",
"None=Ford, Mr. William Neal
Sex=Sex_male
shap=-0.892",
"None=Christmann, Mr. Emil
Sex=Sex_male
shap=-1.691",
"None=Andreasson, Mr. Paul Edvin
Sex=Sex_male
shap=-1.643",
"None=Chaffee, Mr. Herbert Fuller
Sex=Sex_male
shap=-1.652",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Sex=Sex_male
shap=-1.679",
"None=White, Mr. Richard Frasar
Sex=Sex_male
shap=-2.625",
"None=Rekic, Mr. Tido
Sex=Sex_male
shap=-1.850",
"None=Barton, Mr. David John
Sex=Sex_male
shap=-1.647",
"None=Pekoniemi, Mr. Edvard
Sex=Sex_male
shap=-1.647",
"None=Turpin, Mr. William John Robert
Sex=Sex_male
shap=-1.470",
"None=Moore, Mr. Leonard Charles
Sex=Sex_male
shap=-1.679",
"None=Osen, Mr. Olaf Elon
Sex=Sex_male
shap=-1.659",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Sex=Sex_male
shap=-1.043",
"None=Bateman, Rev. Robert James
Sex=Sex_male
shap=-1.774",
"None=Meo, Mr. Alfonzo
Sex=Sex_male
shap=-1.815",
"None=Cribb, Mr. John Hatfield
Sex=Sex_male
shap=-1.326",
"None=Van der hoef, Mr. Wyckoff
Sex=Sex_male
shap=0.611",
"None=Sivola, Mr. Antti Wilhelm
Sex=Sex_male
shap=-1.647",
"None=Klasen, Mr. Klas Albin
Sex=Sex_male
shap=-0.968",
"None=Rood, Mr. Hugh Roscoe
Sex=Sex_male
shap=-0.467",
"None=Vande Walle, Mr. Nestor Cyriel
Sex=Sex_male
shap=-1.691",
"None=Backstrom, Mr. Karl Alfred
Sex=Sex_male
shap=-1.483",
"None=Blank, Mr. Henry
Sex=Sex_male
shap=-0.257",
"None=Ali, Mr. Ahmed
Sex=Sex_male
shap=-1.618",
"None=Green, Mr. George Henry
Sex=Sex_male
shap=-1.814",
"None=Nenkoff, Mr. Christo
Sex=Sex_male
shap=-1.679",
"None=Hunt, Mr. George Henry
Sex=Sex_male
shap=-1.763",
"None=Reed, Mr. James George
Sex=Sex_male
shap=-1.679",
"None=Stead, Mr. William Thomas
Sex=Sex_male
shap=-0.975",
"None=Smith, Mr. Thomas
Sex=Sex_male
shap=-1.606",
"None=Asplund, Master. Edvin Rojj Felix
Sex=Sex_male
shap=-0.931",
"None=Smith, Mr. Richard William
Sex=Sex_male
shap=-0.467",
"None=Levy, Mr. Rene Jacques
Sex=Sex_male
shap=-1.335",
"None=Lewy, Mr. Ervin G
Sex=Sex_male
shap=0.404",
"None=Williams, Mr. Howard Hugh \"Harry\"
Sex=Sex_male
shap=-1.679",
"None=Sage, Mr. George John Jr
Sex=Sex_male
shap=-0.979",
"None=Nysveen, Mr. Johan Hansen
Sex=Sex_male
shap=-1.824",
"None=Denkoff, Mr. Mitto
Sex=Sex_male
shap=-1.679",
"None=Dimic, Mr. Jovan
Sex=Sex_male
shap=-1.837",
"None=del Carlo, Mr. Sebastiano
Sex=Sex_male
shap=-1.482",
"None=Beavan, Mr. William Thomas
Sex=Sex_male
shap=-1.643",
"None=Widener, Mr. Harry Elkins
Sex=Sex_male
shap=-2.199",
"None=Gustafsson, Mr. Karl Gideon
Sex=Sex_male
shap=-1.643",
"None=Plotcharsky, Mr. Vasil
Sex=Sex_male
shap=-1.679",
"None=Goodwin, Master. Sidney Leonard
Sex=Sex_male
shap=-0.944",
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Sex=Sex_male
shap=-1.606",
"None=Gustafsson, Mr. Johan Birger
Sex=Sex_male
shap=-1.396",
"None=Niskanen, Mr. Juha
Sex=Sex_male
shap=-1.858",
"None=Matthews, Mr. William John
Sex=Sex_male
shap=-1.655",
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Sex=Sex_male
shap=-1.582",
"None=Johannesen-Bratthammer, Mr. Bernt
Sex=Sex_male
shap=-1.647",
"None=Peuchen, Major. Arthur Godfrey
Sex=Sex_male
shap=-0.837",
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Sex=Sex_male
shap=-0.759",
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Sex=Sex_male
shap=-1.768",
"None=Karlsson, Mr. Nils August
Sex=Sex_male
shap=-1.647",
"None=Frost, Mr. Anthony Wood \"Archie\"
Sex=Sex_male
shap=-1.640",
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Sex=Sex_male
shap=-6.958",
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Sex=Sex_male
shap=-1.647",
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Sex=Sex_male
shap=-1.679",
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Sex=Sex_male
shap=-1.618",
"None=Penasco y Castellana, Mr. Victor de Satode
Sex=Sex_male
shap=-1.062",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Sex=Sex_male
shap=0.247",
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Sex=Sex_male
shap=-1.657",
"None=Butt, Major. Archibald Willingham
Sex=Sex_male
shap=0.802",
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Sex=Sex_male
shap=-1.440",
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Sex=Sex_male
shap=-1.084",
"None=Morrow, Mr. Thomas Rowan
Sex=Sex_male
shap=-1.606",
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Sex=Sex_male
shap=-1.783",
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Sex=Sex_male
shap=-1.643",
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Sex=Sex_male
shap=-0.464",
"None=Murdlin, Mr. Joseph
Sex=Sex_male
shap=-1.679",
"None=Boulos, Mr. Hanna
Sex=Sex_male
shap=-1.657",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Sex=Sex_male
shap=-0.967",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Sex=Sex_male
shap=2.394",
"None=Lindell, Mr. Edvard Bengtsson
Sex=Sex_male
shap=-1.627",
"None=Daniel, Mr. Robert Williams
Sex=Sex_male
shap=0.191",
"None=Jardin, Mr. Jose Neto
Sex=Sex_male
shap=-1.679",
"None=Horgan, Mr. John
Sex=Sex_male
shap=-1.606",
"None=Yasbeck, Mr. Antoni
Sex=Sex_male
shap=-1.496",
"None=Bostandyeff, Mr. Guentcho
Sex=Sex_male
shap=-1.691",
"None=Lundahl, Mr. Johan Svensson
Sex=Sex_male
shap=-1.814",
"None=Stahelin-Maeglin, Dr. Max
Sex=Sex_male
shap=-8.042",
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Sex=Sex_male
shap=-1.679",
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Sex=Sex_male
shap=-1.607",
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Sex=Sex_male
shap=-0.991",
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Sex=Sex_male
shap=-1.836",
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Sex=Sex_male
shap=0.494",
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Sex=Sex_male
shap=-0.311",
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Sex=Sex_male
shap=-0.935",
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Sex=Sex_male
shap=-1.005",
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Sex=Sex_male
shap=-1.644",
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Sex=Sex_male
shap=-1.483",
"None=Hansen, Mr. Henrik Juul
Sex=Sex_male
shap=-1.483",
"None=Calderhead, Mr. Edward Pennington
Sex=Sex_male
shap=-0.661",
"None=Klaber, Mr. Herman
Sex=Sex_male
shap=-0.636",
"None=Taylor, Mr. Elmer Zebley
Sex=Sex_male
shap=-1.622",
"None=Larsson, Mr. August Viktor
Sex=Sex_male
shap=-1.691",
"None=Greenberg, Mr. Samuel
Sex=Sex_male
shap=-1.774",
"None=McEvoy, Mr. Michael
Sex=Sex_male
shap=-1.606",
"None=Johnson, Mr. Malkolm Joackim
Sex=Sex_male
shap=-1.802",
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Sex=Sex_male
shap=-1.781",
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Sex=Sex_male
shap=-1.607",
"None=Troupiansky, Mr. Moses Aaron
Sex=Sex_male
shap=-1.607",
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Sex=Sex_male
shap=-1.691",
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Sex=Sex_male
shap=-1.679",
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Sex=Sex_male
shap=-1.413",
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Sex=Sex_male
shap=-1.636",
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Sex=Sex_male
shap=-1.691",
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Sex=Sex_male
shap=-1.659",
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Sex=Sex_male
shap=-1.424",
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Sex=Sex_male
shap=-1.618",
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Sex=Sex_male
shap=-0.917",
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Sex=Sex_male
shap=-1.668",
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Sex=Sex_male
shap=-4.084",
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Sex=Sex_male
shap=-2.776",
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Sex=Sex_male
shap=-1.130",
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Sex=Sex_male
shap=-1.701",
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Sex=Sex_male
shap=-1.786",
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Sex=Sex_male
shap=-1.694",
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Sex=Sex_male
shap=-1.585",
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Sex=Sex_male
shap=-0.988",
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Sex=Sex_male
shap=-1.620",
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Sex=Sex_male
shap=-1.832",
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Sex=Sex_male
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Sex=Sex_male
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Sex=Sex_male
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Sex=Sex_male
shap=-1.652"
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shap=-0.682",
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shap=0.289",
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shap=1.187",
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shap=-0.792",
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shap=-0.191",
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shap=0.487",
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shap=0.244",
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shap=0.748",
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shap=-0.745",
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shap=-0.960",
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shap=0.246",
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shap=0.804",
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shap=-0.200",
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shap=-0.936",
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shap=-0.201",
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shap=0.509",
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shap=-0.188",
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shap=1.340",
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shap=-0.201",
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shap=0.870",
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shap=-0.192",
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shap=-0.186",
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shap=-0.203",
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shap=1.017",
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shap=3.183",
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shap=-0.203",
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shap=-0.201",
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shap=0.510",
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shap=-0.191",
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shap=-0.143",
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shap=-0.849",
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shap=-0.177",
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shap=0.946",
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shap=-0.224",
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shap=-0.193",
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shap=0.291",
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shap=-0.695",
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shap=-0.186",
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shap=-0.736",
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shap=-0.702",
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shap=-0.210",
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shap=-0.932",
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shap=-0.203",
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shap=-0.221",
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shap=-0.203",
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shap=-0.201",
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shap=-0.199",
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shap=0.254",
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shap=0.304",
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shap=-0.776",
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shap=-1.020",
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shap=0.280",
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shap=-0.187",
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shap=0.290",
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shap=-1.004",
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shap=-1.215",
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shap=-0.177",
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shap=0.542",
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shap=0.281",
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shap=-2.383",
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shap=-0.191",
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shap=-0.188",
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shap=0.347",
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shap=-0.203",
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shap=-0.858",
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shap=-0.201",
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shap=-0.868",
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shap=-0.187",
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shap=-0.201",
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No_of_siblings_plus_spouses_on_board=1
shap=-1.137",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
No_of_siblings_plus_spouses_on_board=1
shap=-1.640",
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No_of_siblings_plus_spouses_on_board=3
shap=0.227",
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No_of_siblings_plus_spouses_on_board=0
shap=0.117",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.260",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
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No_of_siblings_plus_spouses_on_board=0
shap=0.159",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.237",
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No_of_siblings_plus_spouses_on_board=0
shap=0.135",
"None=Meyer, Mr. Edgar Joseph
No_of_siblings_plus_spouses_on_board=1
shap=1.014",
"None=Kraeff, Mr. Theodor
No_of_siblings_plus_spouses_on_board=0
shap=-0.077",
"None=Devaney, Miss. Margaret Delia
No_of_siblings_plus_spouses_on_board=0
shap=0.134",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
No_of_siblings_plus_spouses_on_board=1
shap=-0.346",
"None=Rugg, Miss. Emily
No_of_siblings_plus_spouses_on_board=0
shap=0.196",
"None=Harris, Mr. Henry Birkhardt
No_of_siblings_plus_spouses_on_board=1
shap=0.891",
"None=Skoog, Master. Harald
No_of_siblings_plus_spouses_on_board=3
shap=0.161",
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No_of_siblings_plus_spouses_on_board=2
shap=0.572",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.121",
"None=Ilett, Miss. Bertha
No_of_siblings_plus_spouses_on_board=0
shap=0.196",
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No_of_siblings_plus_spouses_on_board=1
shap=0.084",
"None=Christmann, Mr. Emil
No_of_siblings_plus_spouses_on_board=0
shap=-0.096",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
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No_of_siblings_plus_spouses_on_board=1
shap=0.868",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.068",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.097",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.279",
"None=Barton, Mr. David John
No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.346",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
"None=Turpin, Mr. William John Robert
No_of_siblings_plus_spouses_on_board=1
shap=0.158",
"None=Moore, Mr. Leonard Charles
No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
"None=Osen, Mr. Olaf Elon
No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
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No_of_siblings_plus_spouses_on_board=2
shap=-0.507",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.033",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.140",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.102",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.075",
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No_of_siblings_plus_spouses_on_board=0
shap=0.270",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.112",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
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No_of_siblings_plus_spouses_on_board=1
shap=0.134",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.306",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.325",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.012",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.096",
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No_of_siblings_plus_spouses_on_board=1
shap=0.168",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.219",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.093",
"None=Green, Mr. George Henry
No_of_siblings_plus_spouses_on_board=0
shap=-0.102",
"None=Nenkoff, Mr. Christo
No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
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No_of_siblings_plus_spouses_on_board=4
shap=-0.430",
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No_of_siblings_plus_spouses_on_board=0
shap=0.160",
"None=Hunt, Mr. George Henry
No_of_siblings_plus_spouses_on_board=0
shap=-0.134",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.386",
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No_of_siblings_plus_spouses_on_board=0
shap=0.819",
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No_of_siblings_plus_spouses_on_board=0
shap=0.169",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.078",
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No_of_siblings_plus_spouses_on_board=4
shap=0.129",
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No_of_siblings_plus_spouses_on_board=0
shap=0.135",
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No_of_siblings_plus_spouses_on_board=1
shap=-1.817",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.252",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.306",
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No_of_siblings_plus_spouses_on_board=0
shap=0.134",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.705",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.097",
"None=Lewy, Mr. Ervin G
No_of_siblings_plus_spouses_on_board=0
shap=-0.492",
"None=Williams, Mr. Howard Hugh \"Harry\"
No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
"None=Sage, Mr. George John Jr
No_of_siblings_plus_spouses_on_board=8
shap=0.028",
"None=Nysveen, Mr. Johan Hansen
No_of_siblings_plus_spouses_on_board=0
shap=-0.102",
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No_of_siblings_plus_spouses_on_board=1
shap=-2.203",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
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No_of_siblings_plus_spouses_on_board=0
shap=0.443",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.098",
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No_of_siblings_plus_spouses_on_board=1
shap=0.139",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
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No_of_siblings_plus_spouses_on_board=1
shap=-1.674",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.048",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
"None=Plotcharsky, Mr. Vasil
No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
"None=Goodwin, Master. Sidney Leonard
No_of_siblings_plus_spouses_on_board=5
shap=-0.005",
"None=Sadlier, Mr. Matthew
No_of_siblings_plus_spouses_on_board=0
shap=-0.078",
"None=Gustafsson, Mr. Johan Birger
No_of_siblings_plus_spouses_on_board=2
shap=0.572",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
No_of_siblings_plus_spouses_on_board=0
shap=0.075",
"None=Niskanen, Mr. Juha
No_of_siblings_plus_spouses_on_board=0
shap=-0.081",
"None=Minahan, Miss. Daisy E
No_of_siblings_plus_spouses_on_board=1
shap=-1.183",
"None=Matthews, Mr. William John
No_of_siblings_plus_spouses_on_board=0
shap=-0.134",
"None=Charters, Mr. David
No_of_siblings_plus_spouses_on_board=0
shap=-0.077",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
No_of_siblings_plus_spouses_on_board=0
shap=0.196",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
No_of_siblings_plus_spouses_on_board=1
shap=-0.230",
"None=Johannesen-Bratthammer, Mr. Bernt
No_of_siblings_plus_spouses_on_board=0
shap=-0.068",
"None=Peuchen, Major. Arthur Godfrey
No_of_siblings_plus_spouses_on_board=0
shap=-0.352",
"None=Anderson, Mr. Harry
No_of_siblings_plus_spouses_on_board=0
shap=-0.321",
"None=Milling, Mr. Jacob Christian
No_of_siblings_plus_spouses_on_board=0
shap=-0.138",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
No_of_siblings_plus_spouses_on_board=1
shap=-0.204",
"None=Karlsson, Mr. Nils August
No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
"None=Frost, Mr. Anthony Wood \"Archie\"
No_of_siblings_plus_spouses_on_board=0
shap=-0.123",
"None=Bishop, Mr. Dickinson H
No_of_siblings_plus_spouses_on_board=1
shap=0.178",
"None=Windelov, Mr. Einar
No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
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shap=-0.084",
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shap=-0.093",
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shap=0.144",
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shap=0.171",
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shap=0.648",
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shap=-0.517",
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shap=-0.307",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.077",
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No_of_siblings_plus_spouses_on_board=0
shap=0.170",
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No_of_siblings_plus_spouses_on_board=0
shap=0.143",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.089",
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shap=0.123",
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shap=0.124",
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No_of_siblings_plus_spouses_on_board=0
shap=0.150",
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shap=-0.822",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.078",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.124",
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No_of_siblings_plus_spouses_on_board=2
shap=-4.073",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.244",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
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No_of_siblings_plus_spouses_on_board=0
shap=0.106",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.077",
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shap=0.704",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.481",
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No_of_siblings_plus_spouses_on_board=1
shap=0.168",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.530",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.185",
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No_of_siblings_plus_spouses_on_board=0
shap=0.633",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.078",
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shap=-0.340",
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shap=0.148",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.096",
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shap=-0.102",
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shap=0.554",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
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No_of_siblings_plus_spouses_on_board=0
shap=0.150",
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No_of_siblings_plus_spouses_on_board=0
shap=0.143",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.121",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.350",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.096",
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No_of_siblings_plus_spouses_on_board=1
shap=-0.225",
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No_of_siblings_plus_spouses_on_board=1
shap=0.627",
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No_of_siblings_plus_spouses_on_board=0
shap=0.150",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.192",
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No_of_siblings_plus_spouses_on_board=5
shap=-0.014",
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shap=0.218",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.083",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.068",
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shap=-1.114",
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No_of_siblings_plus_spouses_on_board=1
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shap=-0.298",
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shap=-0.318",
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No_of_siblings_plus_spouses_on_board=1
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No_of_siblings_plus_spouses_on_board=0
shap=-0.096",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.140",
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shap=0.166",
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shap=-0.078",
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shap=-0.096",
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shap=0.240",
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shap=-0.121",
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shap=-0.121",
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shap=-0.096",
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No_of_siblings_plus_spouses_on_board=0
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shap=-0.096",
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No_of_siblings_plus_spouses_on_board=0
shap=0.247",
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No_of_siblings_plus_spouses_on_board=0
shap=-0.084",
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shap=-1.817",
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No_of_siblings_plus_spouses_on_board=0
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shap=-1.129",
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No_of_siblings_plus_spouses_on_board=1
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No_of_siblings_plus_spouses_on_board=0
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No_of_siblings_plus_spouses_on_board=0
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shap=-0.034",
"None=Reed, Mr. James George
Age=nan
shap=0.113",
"None=Stead, Mr. William Thomas
Age=62.0
shap=0.039",
"None=Thorne, Mrs. Gertrude Maybelle
Age=nan
shap=-1.009",
"None=Parrish, Mrs. (Lutie Davis)
Age=50.0
shap=0.074",
"None=Smith, Mr. Thomas
Age=nan
shap=0.136",
"None=Asplund, Master. Edvin Rojj Felix
Age=3.0
shap=0.060",
"None=Healy, Miss. Hanora \"Nora\"
Age=nan
shap=-0.141",
"None=Andrews, Miss. Kornelia Theodosia
Age=63.0
shap=-0.548",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Age=35.0
shap=0.055",
"None=Smith, Mr. Richard William
Age=nan
shap=0.249",
"None=Connolly, Miss. Kate
Age=22.0
shap=-0.180",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
Age=19.0
shap=-1.072",
"None=Levy, Mr. Rene Jacques
Age=36.0
shap=-0.044",
"None=Lewy, Mr. Ervin G
Age=nan
shap=0.878",
"None=Williams, Mr. Howard Hugh \"Harry\"
Age=nan
shap=0.113",
"None=Sage, Mr. George John Jr
Age=nan
shap=0.099",
"None=Nysveen, Mr. Johan Hansen
Age=61.0
shap=-0.087",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Age=nan
shap=-0.601",
"None=Denkoff, Mr. Mitto
Age=nan
shap=0.113",
"None=Burns, Miss. Elizabeth Margaret
Age=41.0
shap=0.313",
"None=Dimic, Mr. Jovan
Age=42.0
shap=-0.093",
"None=del Carlo, Mr. Sebastiano
Age=29.0
shap=0.102",
"None=Beavan, Mr. William Thomas
Age=19.0
shap=0.167",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Age=nan
shap=-0.858",
"None=Widener, Mr. Harry Elkins
Age=27.0
shap=0.864",
"None=Gustafsson, Mr. Karl Gideon
Age=19.0
shap=0.167",
"None=Plotcharsky, Mr. Vasil
Age=nan
shap=0.113",
"None=Goodwin, Master. Sidney Leonard
Age=1.0
shap=0.075",
"None=Sadlier, Mr. Matthew
Age=nan
shap=0.136",
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Age=28.0
shap=0.160",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Age=24.0
shap=-0.185",
"None=Niskanen, Mr. Juha
Age=39.0
shap=-0.076",
"None=Minahan, Miss. Daisy E
Age=33.0
shap=0.266",
"None=Matthews, Mr. William John
Age=30.0
shap=0.086",
"None=Charters, Mr. David
Age=21.0
shap=0.175",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Age=19.0
shap=-0.170",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Age=45.0
shap=0.083",
"None=Johannesen-Bratthammer, Mr. Bernt
Age=nan
shap=0.099",
"None=Peuchen, Major. Arthur Godfrey
Age=52.0
shap=0.139",
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Age=48.0
shap=0.116",
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Age=48.0
shap=-0.057",
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Age=33.0
shap=0.008",
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Age=22.0
shap=0.160",
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Age=nan
shap=0.113",
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Age=25.0
shap=1.084",
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Age=21.0
shap=0.160",
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Age=nan
shap=0.113",
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Age=24.0
shap=0.198",
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Age=nan
shap=-0.149",
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Age=37.0
shap=0.185",
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Age=18.0
shap=0.654",
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Age=nan
shap=0.620",
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Age=36.0
shap=0.164",
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Age=nan
shap=0.140",
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Age=30.0
shap=-0.087",
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Age=7.0
shap=-0.118",
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Age=45.0
shap=0.159",
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Age=32.0
shap=0.113",
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Age=33.0
shap=0.031",
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Age=22.0
shap=-0.164",
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Age=39.0
shap=0.470",
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Age=nan
shap=0.136",
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Age=62.0
shap=-0.045",
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Age=53.0
shap=-0.732",
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Age=19.0
shap=0.167",
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Age=36.0
shap=-0.411",
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Age=nan
shap=0.113",
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Age=nan
shap=-0.157",
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Age=nan
shap=0.140",
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Age=49.0
shap=-0.177",
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Age=35.0
shap=-0.731",
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Age=36.0
shap=-0.094",
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Age=27.0
shap=0.525",
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Age=22.0
shap=-0.191",
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Age=40.0
shap=0.391",
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Age=nan
shap=0.113",
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Age=nan
shap=0.136",
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Age=26.0
shap=-0.083",
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shap=0.102",
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shap=0.090",
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shap=-0.073",
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shap=0.962",
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shap=0.113",
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Age=23.0
shap=-0.164",
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shap=-0.199",
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shap=0.160",
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shap=0.107",
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Age=36.0
shap=-0.088",
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Age=40.0
shap=0.126",
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shap=0.119",
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shap=-0.168",
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Age=27.0
shap=0.126",
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Age=14.0
shap=0.093",
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Age=14.0
shap=0.097",
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shap=0.165",
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Age=42.0
shap=-0.025",
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Age=18.0
shap=-0.512",
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Age=26.0
shap=0.083",
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shap=-0.077",
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Age=nan
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shap=0.198",
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shap=0.090",
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Age=52.0
shap=-0.073",
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Age=27.0
shap=-0.006",
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Age=nan
shap=0.136",
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Age=33.0
shap=-0.034",
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Age=34.0
shap=-0.064",
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Age=29.0
shap=-0.049",
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shap=0.160",
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Age=23.0
shap=0.160",
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shap=0.090",
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Age=nan
shap=0.113",
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Age=24.0
shap=0.188",
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Age=31.0
shap=0.089",
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Age=28.0
shap=0.090",
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Age=33.0
shap=0.027",
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Age=16.0
shap=0.143",
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Age=51.0
shap=-0.562",
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Age=nan
shap=0.125",
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Age=24.0
shap=0.198",
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Age=43.0
shap=0.569",
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Age=13.0
shap=-0.138",
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Age=17.0
shap=-0.523",
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Age=25.0
shap=0.123",
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Age=18.0
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Age=31.0
shap=-0.063",
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Age=11.0
shap=0.715",
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Age=0.42
shap=0.158",
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shap=0.074",
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Age=35.0
shap=-0.073",
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Age=30.5
shap=0.086",
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Age=nan
shap=0.122",
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Age=0.83
shap=0.123",
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Age=16.0
shap=0.143",
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Age=34.5
shap=-0.073",
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Age=nan
shap=0.099",
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Age=9.0
shap=-0.151",
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Age=18.0
shap=-0.179",
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Age=nan
shap=0.140",
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Age=4.0
shap=0.123",
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shap=0.116",
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Age=20.0
shap=0.167",
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"text": [
"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Survival=1
shap=-0.048",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
Survival=1
shap=-0.049",
"None=Palsson, Master. Gosta Leonard
Survival=0
shap=-0.027",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Survival=1
shap=-0.020",
"None=Nasser, Mrs. Nicholas (Adele Achem)
Survival=1
shap=-0.025",
"None=Saundercock, Mr. William Henry
Survival=0
shap=-0.084",
"None=Vestrom, Miss. Hulda Amanda Adolfina
Survival=0
shap=0.040",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Survival=1
shap=-0.022",
"None=Glynn, Miss. Mary Agatha
Survival=1
shap=-0.042",
"None=Meyer, Mr. Edgar Joseph
Survival=0
shap=-0.115",
"None=Kraeff, Mr. Theodor
Survival=0
shap=-0.080",
"None=Devaney, Miss. Margaret Delia
Survival=1
shap=-0.042",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Survival=0
shap=0.029",
"None=Rugg, Miss. Emily
Survival=1
shap=-0.044",
"None=Harris, Mr. Henry Birkhardt
Survival=0
shap=-0.205",
"None=Skoog, Master. Harald
Survival=0
shap=-0.034",
"None=Kink, Mr. Vincenz
Survival=0
shap=-0.049",
"None=Hood, Mr. Ambrose Jr
Survival=0
shap=-0.084",
"None=Ilett, Miss. Bertha
Survival=1
shap=-0.044",
"None=Ford, Mr. William Neal
Survival=0
shap=-0.050",
"None=Christmann, Mr. Emil
Survival=0
shap=-0.084",
"None=Andreasson, Mr. Paul Edvin
Survival=0
shap=-0.084",
"None=Chaffee, Mr. Herbert Fuller
Survival=0
shap=-0.205",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Survival=0
shap=-0.084",
"None=White, Mr. Richard Frasar
Survival=0
shap=-0.039",
"None=Rekic, Mr. Tido
Survival=0
shap=-0.100",
"None=Moran, Miss. Bertha
Survival=1
shap=-0.022",
"None=Barton, Mr. David John
Survival=0
shap=-0.084",
"None=Jussila, Miss. Katriina
Survival=0
shap=0.029",
"None=Pekoniemi, Mr. Edvard
Survival=0
shap=-0.084",
"None=Turpin, Mr. William John Robert
Survival=0
shap=-0.065",
"None=Moore, Mr. Leonard Charles
Survival=0
shap=-0.084",
"None=Osen, Mr. Olaf Elon
Survival=0
shap=-0.084",
"None=Ford, Miss. Robina Maggie \"Ruby\"
Survival=0
shap=0.006",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Survival=0
shap=-0.076",
"None=Bateman, Rev. Robert James
Survival=0
shap=-0.100",
"None=Meo, Mr. Alfonzo
Survival=0
shap=-0.100",
"None=Cribb, Mr. John Hatfield
Survival=0
shap=-0.069",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
Survival=1
shap=0.017",
"None=Van der hoef, Mr. Wyckoff
Survival=0
shap=-1.905",
"None=Sivola, Mr. Antti Wilhelm
Survival=0
shap=-0.084",
"None=Klasen, Mr. Klas Albin
Survival=0
shap=-0.043",
"None=Rood, Mr. Hugh Roscoe
Survival=0
shap=-0.224",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
Survival=1
shap=-0.024",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
Survival=1
shap=-0.548",
"None=Vande Walle, Mr. Nestor Cyriel
Survival=0
shap=-0.084",
"None=Backstrom, Mr. Karl Alfred
Survival=0
shap=-0.081",
"None=Blank, Mr. Henry
Survival=1
shap=0.144",
"None=Ali, Mr. Ahmed
Survival=0
shap=-0.084",
"None=Green, Mr. George Henry
Survival=0
shap=-0.100",
"None=Nenkoff, Mr. Christo
Survival=0
shap=-0.084",
"None=Asplund, Miss. Lillian Gertrud
Survival=1
shap=-0.011",
"None=Harknett, Miss. Alice Phoebe
Survival=0
shap=0.040",
"None=Hunt, Mr. George Henry
Survival=0
shap=-0.100",
"None=Reed, Mr. James George
Survival=0
shap=-0.084",
"None=Stead, Mr. William Thomas
Survival=0
shap=-0.311",
"None=Thorne, Mrs. Gertrude Maybelle
Survival=1
shap=-0.053",
"None=Parrish, Mrs. (Lutie Davis)
Survival=1
shap=-0.028",
"None=Smith, Mr. Thomas
Survival=0
shap=-0.073",
"None=Asplund, Master. Edvin Rojj Felix
Survival=1
shap=0.031",
"None=Healy, Miss. Hanora \"Nora\"
Survival=1
shap=-0.042",
"None=Andrews, Miss. Kornelia Theodosia
Survival=1
shap=-0.057",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Survival=1
shap=-0.021",
"None=Smith, Mr. Richard William
Survival=0
shap=-0.224",
"None=Connolly, Miss. Kate
Survival=1
shap=-0.042",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
Survival=1
shap=-0.408",
"None=Levy, Mr. Rene Jacques
Survival=0
shap=-0.096",
"None=Lewy, Mr. Ervin G
Survival=0
shap=-0.149",
"None=Williams, Mr. Howard Hugh \"Harry\"
Survival=0
shap=-0.084",
"None=Sage, Mr. George John Jr
Survival=0
shap=-0.034",
"None=Nysveen, Mr. Johan Hansen
Survival=0
shap=-0.107",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Survival=1
shap=-0.041",
"None=Denkoff, Mr. Mitto
Survival=0
shap=-0.084",
"None=Burns, Miss. Elizabeth Margaret
Survival=1
shap=-0.061",
"None=Dimic, Mr. Jovan
Survival=0
shap=-0.100",
"None=del Carlo, Mr. Sebastiano
Survival=0
shap=-0.061",
"None=Beavan, Mr. William Thomas
Survival=0
shap=-0.084",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Survival=1
shap=-0.040",
"None=Widener, Mr. Harry Elkins
Survival=0
shap=-0.035",
"None=Gustafsson, Mr. Karl Gideon
Survival=0
shap=-0.084",
"None=Plotcharsky, Mr. Vasil
Survival=0
shap=-0.084",
"None=Goodwin, Master. Sidney Leonard
Survival=0
shap=-0.034",
"None=Sadlier, Mr. Matthew
Survival=0
shap=-0.073",
"None=Gustafsson, Mr. Johan Birger
Survival=0
shap=-0.049",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Survival=1
shap=-0.020",
"None=Niskanen, Mr. Juha
Survival=1
shap=0.115",
"None=Minahan, Miss. Daisy E
Survival=1
shap=-0.032",
"None=Matthews, Mr. William John
Survival=0
shap=-0.084",
"None=Charters, Mr. David
Survival=0
shap=-0.073",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Survival=1
shap=-0.044",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Survival=1
shap=-0.021",
"None=Johannesen-Bratthammer, Mr. Bernt
Survival=1
shap=0.085",
"None=Peuchen, Major. Arthur Godfrey
Survival=1
shap=0.132",
"None=Anderson, Mr. Harry
Survival=1
shap=0.132",
"None=Milling, Mr. Jacob Christian
Survival=0
shap=-0.100",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
Survival=1
shap=-0.022",
"None=Karlsson, Mr. Nils August
Survival=0
shap=-0.084",
"None=Frost, Mr. Anthony Wood \"Archie\"
Survival=0
shap=-0.084",
"None=Bishop, Mr. Dickinson H
Survival=1
shap=0.975",
"None=Windelov, Mr. Einar
Survival=0
shap=-0.084",
"None=Shellard, Mr. Frederick William
Survival=0
shap=-0.084",
"None=Svensson, Mr. Olof
Survival=0
shap=-0.084",
"None=O'Sullivan, Miss. Bridget Mary
Survival=0
shap=0.024",
"None=Laitinen, Miss. Kristina Sofia
Survival=0
shap=0.049",
"None=Penasco y Castellana, Mr. Victor de Satode
Survival=0
shap=-0.115",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Survival=1
shap=0.120",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Survival=1
shap=-0.039",
"None=Kassem, Mr. Fared
Survival=0
shap=-0.080",
"None=Cacic, Miss. Marija
Survival=0
shap=0.040",
"None=Hart, Miss. Eva Miriam
Survival=1
shap=-0.020",
"None=Butt, Major. Archibald Willingham
Survival=0
shap=-1.833",
"None=Beane, Mr. Edward
Survival=1
shap=0.082",
"None=Goldsmith, Mr. Frank John
Survival=0
shap=-0.059",
"None=Ohman, Miss. Velin
Survival=1
shap=-0.044",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
Survival=1
shap=-0.035",
"None=Morrow, Mr. Thomas Rowan
Survival=0
shap=-0.073",
"None=Harris, Mr. George
Survival=1
shap=0.116",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
Survival=1
shap=-0.030",
"None=Patchett, Mr. George
Survival=0
shap=-0.084",
"None=Ross, Mr. John Hugo
Survival=0
shap=-0.164",
"None=Murdlin, Mr. Joseph
Survival=0
shap=-0.084",
"None=Bourke, Miss. Mary
Survival=0
shap=0.010",
"None=Boulos, Mr. Hanna
Survival=0
shap=-0.080",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Survival=1
shap=0.121",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Survival=1
shap=0.144",
"None=Lindell, Mr. Edvard Bengtsson
Survival=0
shap=-0.081",
"None=Daniel, Mr. Robert Williams
Survival=1
shap=0.120",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Survival=1
shap=-0.015",
"None=Shutes, Miss. Elizabeth W
Survival=1
shap=-0.062",
"None=Jardin, Mr. Jose Neto
Survival=0
shap=-0.084",
"None=Horgan, Mr. John
Survival=0
shap=-0.073",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Survival=0
shap=0.029",
"None=Yasbeck, Mr. Antoni
Survival=0
shap=-0.061",
"None=Bostandyeff, Mr. Guentcho
Survival=0
shap=-0.084",
"None=Lundahl, Mr. Johan Svensson
Survival=0
shap=-0.100",
"None=Stahelin-Maeglin, Dr. Max
Survival=1
shap=1.228",
"None=Willey, Mr. Edward
Survival=0
shap=-0.084",
"None=Stanley, Miss. Amy Zillah Elsie
Survival=1
shap=-0.044",
"None=Hegarty, Miss. Hanora \"Nora\"
Survival=0
shap=0.024",
"None=Eitemiller, Mr. George Floyd
Survival=0
shap=-0.084",
"None=Colley, Mr. Edward Pomeroy
Survival=0
shap=-0.239",
"None=Coleff, Mr. Peju
Survival=0
shap=-0.100",
"None=Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Survival=1
shap=-0.021",
"None=Davidson, Mr. Thornton
Survival=0
shap=-1.361",
"None=Turja, Miss. Anna Sofia
Survival=1
shap=-0.044",
"None=Hassab, Mr. Hammad
Survival=1
shap=0.132",
"None=Goodwin, Mr. Charles Edward
Survival=0
shap=-0.034",
"None=Panula, Mr. Jaako Arnold
Survival=0
shap=-0.027",
"None=Fischer, Mr. Eberhard Thelander
Survival=0
shap=-0.084",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
Survival=0
shap=-0.100",
"None=Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Survival=1
shap=-0.040",
"None=Hansen, Mr. Henrik Juul
Survival=0
shap=-0.065",
"None=Calderhead, Mr. Edward Pennington
Survival=1
shap=0.132",
"None=Klaber, Mr. Herman
Survival=0
shap=-0.224",
"None=Taylor, Mr. Elmer Zebley
Survival=1
shap=0.109",
"None=Larsson, Mr. August Viktor
Survival=0
shap=-0.084",
"None=Greenberg, Mr. Samuel
Survival=0
shap=-0.100",
"None=Troutt, Miss. Edwina Celia \"Winnie\"
Survival=1
shap=-0.044",
"None=McEvoy, Mr. Michael
Survival=0
shap=-0.073",
"None=Johnson, Mr. Malkolm Joackim
Survival=0
shap=-0.100",
"None=Gillespie, Mr. William Henry
Survival=0
shap=-0.100",
"None=Allen, Miss. Elisabeth Walton
Survival=1
shap=-0.323",
"None=Berriman, Mr. William John
Survival=0
shap=-0.084",
"None=Troupiansky, Mr. Moses Aaron
Survival=0
shap=-0.084",
"None=Williams, Mr. Leslie
Survival=0
shap=-0.084",
"None=Ivanoff, Mr. Kanio
Survival=0
shap=-0.084",
"None=McNamee, Mr. Neal
Survival=0
shap=-0.065",
"None=Connaghton, Mr. Michael
Survival=0
shap=-0.076",
"None=Carlsson, Mr. August Sigfrid
Survival=0
shap=-0.084",
"None=Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Survival=1
shap=-0.331",
"None=Eklund, Mr. Hans Linus
Survival=0
shap=-0.084",
"None=Hogeboom, Mrs. John C (Anna Andrews)
Survival=1
shap=-0.049",
"None=Moran, Mr. Daniel J
Survival=0
shap=-0.054",
"None=Lievens, Mr. Rene Aime
Survival=0
shap=-0.084",
"None=Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Survival=1
shap=-0.285",
"None=Ayoub, Miss. Banoura
Survival=1
shap=-0.045",
"None=Dick, Mrs. Albert Adrian (Vera Gillespie)
Survival=1
shap=-0.190",
"None=Johnston, Mr. Andrew G
Survival=0
shap=-0.050",
"None=Ali, Mr. William
Survival=0
shap=-0.084",
"None=Sjoblom, Miss. Anna Sofia
Survival=1
shap=-0.044",
"None=Guggenheim, Mr. Benjamin
Survival=0
shap=-2.174",
"None=Leader, Dr. Alice (Farnham)
Survival=1
shap=-0.062",
"None=Collyer, Mrs. Harvey (Charlotte Annie Tate)
Survival=1
shap=-0.018",
"None=Carter, Master. William Thornton II
Survival=1
shap=0.422",
"None=Thomas, Master. Assad Alexander
Survival=1
shap=0.049",
"None=Johansson, Mr. Karl Johan
Survival=0
shap=-0.086",
"None=Slemen, Mr. Richard James
Survival=0
shap=-0.100",
"None=Tomlin, Mr. Ernest Portage
Survival=0
shap=-0.084",
"None=McCormack, Mr. Thomas Joseph
Survival=1
shap=0.084",
"None=Richards, Master. George Sibley
Survival=1
shap=0.034",
"None=Mudd, Mr. Thomas Charles
Survival=0
shap=-0.084",
"None=Lemberopolous, Mr. Peter L
Survival=0
shap=-0.096",
"None=Sage, Mr. Douglas Bullen
Survival=0
shap=-0.034",
"None=Boulos, Miss. Nourelain
Survival=0
shap=-0.000",
"None=Aks, Mrs. Sam (Leah Rosen)
Survival=1
shap=-0.019",
"None=Razi, Mr. Raihed
Survival=0
shap=-0.080",
"None=Johnson, Master. Harold Theodor
Survival=1
shap=0.034",
"None=Carlsson, Mr. Frans Olof
Survival=0
shap=-1.833",
"None=Gustafsson, Mr. Alfred Ossian
Survival=0
shap=-0.084",
"None=Montvila, Rev. Juozas
Survival=0
shap=-0.084"
],
"type": "scattergl",
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-0.025416266840357752,
-0.08361598638355296,
0.04007449459592126,
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"barmode": "stack",
"height": 600,
"margin": {
"b": 216,
"l": 50,
"pad": 4,
"r": 100,
"t": 50
},
"plot_bgcolor": "#fff",
"showlegend": false,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Contribution to prediction Fare = 111.9 $",
"x": 0.5
},
"yaxis": {
"title": {
"text": "Predicted $"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = 0 # explain prediction for first row of X_test\n",
"explainer.plot_contributions(index, topx=5, round=2)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:02:48.639835Z",
"start_time": "2021-01-20T16:02:48.575364Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cumings, Mrs. John Bradley (Florence Briggs Thayer)\n"
]
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "skip",
"marker": {
"color": "rgba(1,1,1, 0.0)"
},
"name": "",
"orientation": "h",
"type": "bar",
"x": [
0,
49.15,
38.8,
31.34,
24.05,
22.09,
22.09,
23.9,
28.03,
32.78,
0
],
"y": [
"Final Prediction",
"PassengerClass",
"Embarked",
"Sex",
"Age",
"Survival",
"Other features combined",
"No_of_siblings_plus_spouses_on_board",
"Deck",
"No_of_parents_plus_children_on_board",
"Population
average"
]
},
{
"hoverinfo": "text",
"marker": {
"color": [
"rgba(55, 128, 191, 0.7)",
"rgba(50, 200, 50, 1.0)",
"rgba(50, 200, 50, 1.0)",
"rgba(50, 200, 50, 1.0)",
"rgba(50, 200, 50, 1.0)",
"rgba(50, 200, 50, 1.0)",
"rgba(219, 64, 82, 0.7)",
"rgba(219, 64, 82, 0.7)",
"rgba(219, 64, 82, 0.7)",
"rgba(219, 64, 82, 0.7)",
"rgba(230, 230, 30, 1.0)"
],
"line": {
"color": [
"rgba(55, 128, 191, 1.0)",
"rgba(40, 160, 50, 1.0)",
"rgba(40, 160, 50, 1.0)",
"rgba(40, 160, 50, 1.0)",
"rgba(40, 160, 50, 1.0)",
"rgba(40, 160, 50, 1.0)",
"rgba(219, 64, 82, 1.0)",
"rgba(219, 64, 82, 1.0)",
"rgba(219, 64, 82, 1.0)",
"rgba(219, 64, 82, 1.0)",
"rgba(190, 190, 30, 1.0)"
],
"width": 2
}
},
"name": "contribution",
"orientation": "h",
"text": [
"Population
average=
+32.78 $",
"No_of_parents_plus_children_on_board=0
-4.75 $",
"Deck=C
-4.13 $",
"No_of_siblings_plus_spouses_on_board=1
-1.81 $",
"Other features combined=
0.0 $",
"Survival=1
+1.96 $",
"Age=38.0
+7.29 $",
"Sex=female
+7.46 $",
"Embarked=Cherbourg
+10.35 $",
"PassengerClass=1
+62.75 $",
"Final Prediction=
+111.9 $"
],
"type": "bar",
"x": [
111.9,
62.75,
10.35,
7.46,
7.29,
1.96,
0,
-1.81,
-4.13,
-4.75,
32.78
],
"y": [
"Final Prediction",
"PassengerClass",
"Embarked",
"Sex",
"Age",
"Survival",
"Other features combined",
"No_of_siblings_plus_spouses_on_board",
"Deck",
"No_of_parents_plus_children_on_board",
"Population
average"
]
}
],
"layout": {
"barmode": "stack",
"height": 485,
"margin": {
"b": 50,
"l": 252,
"pad": 4,
"r": 100,
"t": 50
},
"plot_bgcolor": "#fff",
"showlegend": false,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Contribution to prediction Fare = 111.9 $",
"x": 0.5
},
"xaxis": {
"title": {
"text": "Predicted $"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"name = test_names[0] # explainer prediction for name\n",
"print(name)\n",
"explainer.plot_contributions(name, sort=\"low-to-high\", orientation=\"horizontal\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Shap dependence plots"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:02:53.856438Z",
"start_time": "2021-01-20T16:02:53.842598Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"marker": {
"opacity": 0.6,
"size": 7
},
"mode": "markers",
"text": [
"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Age=38.0
SHAP=7.294",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
Age=35.0
SHAP=5.299",
"None=Palsson, Master. Gosta Leonard
Age=2.0
SHAP=0.491",
"None=Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Age=27.0
SHAP=-0.329",
"None=Nasser, Mrs. Nicholas (Adele Achem)
Age=14.0
SHAP=-0.299",
"None=Saundercock, Mr. William Henry
Age=20.0
SHAP=-0.011",
"None=Vestrom, Miss. Hulda Amanda Adolfina
Age=14.0
SHAP=0.184",
"None=Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Age=38.0
SHAP=0.435",
"None=Glynn, Miss. Mary Agatha
Age=-999.0
SHAP=-0.108",
"None=Meyer, Mr. Edgar Joseph
Age=28.0
SHAP=-2.582",
"None=Kraeff, Mr. Theodor
Age=-999.0
SHAP=0.121",
"None=Devaney, Miss. Margaret Delia
Age=19.0
SHAP=-0.555",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Age=18.0
SHAP=-0.280",
"None=Rugg, Miss. Emily
Age=21.0
SHAP=-0.366",
"None=Harris, Mr. Henry Birkhardt
Age=45.0
SHAP=-1.571",
"None=Skoog, Master. Harald
Age=4.0
SHAP=0.357",
"None=Kink, Mr. Vincenz
Age=26.0
SHAP=-0.062",
"None=Hood, Mr. Ambrose Jr
Age=21.0
SHAP=0.018",
"None=Ilett, Miss. Bertha
Age=17.0
SHAP=0.464",
"None=Ford, Mr. William Neal
Age=16.0
SHAP=0.135",
"None=Christmann, Mr. Emil
Age=29.0
SHAP=-0.252",
"None=Andreasson, Mr. Paul Edvin
Age=20.0
SHAP=-0.011",
"None=Chaffee, Mr. Herbert Fuller
Age=46.0
SHAP=-0.616",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Age=-999.0
SHAP=0.343",
"None=White, Mr. Richard Frasar
Age=21.0
SHAP=2.686",
"None=Rekic, Mr. Tido
Age=38.0
SHAP=0.540",
"None=Moran, Miss. Bertha
Age=-999.0
SHAP=-0.107",
"None=Barton, Mr. David John
Age=22.0
SHAP=-0.023",
"None=Jussila, Miss. Katriina
Age=20.0
SHAP=-0.337",
"None=Pekoniemi, Mr. Edvard
Age=21.0
SHAP=-0.026",
"None=Turpin, Mr. William John Robert
Age=29.0
SHAP=-0.271",
"None=Moore, Mr. Leonard Charles
Age=-999.0
SHAP=0.343",
"None=Osen, Mr. Olaf Elon
Age=16.0
SHAP=0.131",
"None=Ford, Miss. Robina Maggie \"Ruby\"
Age=9.0
SHAP=0.286",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Age=36.5
SHAP=1.011",
"None=Bateman, Rev. Robert James
Age=51.0
SHAP=0.320",
"None=Meo, Mr. Alfonzo
Age=55.5
SHAP=0.012",
"None=Cribb, Mr. John Hatfield
Age=44.0
SHAP=0.058",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
Age=-999.0
SHAP=3.755",
"None=Van der hoef, Mr. Wyckoff
Age=61.0
SHAP=-2.261",
"None=Sivola, Mr. Antti Wilhelm
Age=21.0
SHAP=-0.026",
"None=Klasen, Mr. Klas Albin
Age=18.0
SHAP=0.107",
"None=Rood, Mr. Hugh Roscoe
Age=-999.0
SHAP=1.759",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
Age=19.0
SHAP=-0.452",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
Age=44.0
SHAP=5.828",
"None=Vande Walle, Mr. Nestor Cyriel
Age=28.0
SHAP=0.069",
"None=Backstrom, Mr. Karl Alfred
Age=32.0
SHAP=-0.179",
"None=Blank, Mr. Henry
Age=40.0
SHAP=3.683",
"None=Ali, Mr. Ahmed
Age=24.0
SHAP=-0.024",
"None=Green, Mr. George Henry
Age=51.0
SHAP=0.236",
"None=Nenkoff, Mr. Christo
Age=-999.0
SHAP=0.343",
"None=Asplund, Miss. Lillian Gertrud
Age=5.0
SHAP=0.194",
"None=Harknett, Miss. Alice Phoebe
Age=-999.0
SHAP=0.170",
"None=Hunt, Mr. George Henry
Age=33.0
SHAP=0.481",
"None=Reed, Mr. James George
Age=-999.0
SHAP=0.343",
"None=Stead, Mr. William Thomas
Age=62.0
SHAP=-2.660",
"None=Thorne, Mrs. Gertrude Maybelle
Age=-999.0
SHAP=-4.277",
"None=Parrish, Mrs. (Lutie Davis)
Age=50.0
SHAP=3.662",
"None=Smith, Mr. Thomas
Age=-999.0
SHAP=0.215",
"None=Asplund, Master. Edvin Rojj Felix
Age=3.0
SHAP=0.229",
"None=Healy, Miss. Hanora \"Nora\"
Age=-999.0
SHAP=-0.108",
"None=Andrews, Miss. Kornelia Theodosia
Age=63.0
SHAP=-1.548",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Age=35.0
SHAP=1.210",
"None=Smith, Mr. Richard William
Age=-999.0
SHAP=1.759",
"None=Connolly, Miss. Kate
Age=22.0
SHAP=-0.568",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
Age=19.0
SHAP=-4.351",
"None=Levy, Mr. Rene Jacques
Age=36.0
SHAP=2.132",
"None=Lewy, Mr. Ervin G
Age=-999.0
SHAP=0.136",
"None=Williams, Mr. Howard Hugh \"Harry\"
Age=-999.0
SHAP=0.343",
"None=Sage, Mr. George John Jr
Age=-999.0
SHAP=1.872",
"None=Nysveen, Mr. Johan Hansen
Age=61.0
SHAP=0.026",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Age=-999.0
SHAP=-0.920",
"None=Denkoff, Mr. Mitto
Age=-999.0
SHAP=0.343",
"None=Burns, Miss. Elizabeth Margaret
Age=41.0
SHAP=4.131",
"None=Dimic, Mr. Jovan
Age=42.0
SHAP=0.076",
"None=del Carlo, Mr. Sebastiano
Age=29.0
SHAP=-0.477",
"None=Beavan, Mr. William Thomas
Age=19.0
SHAP=-0.011",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Age=-999.0
SHAP=-4.179",
"None=Widener, Mr. Harry Elkins
Age=27.0
SHAP=2.836",
"None=Gustafsson, Mr. Karl Gideon
Age=19.0
SHAP=-0.011",
"None=Plotcharsky, Mr. Vasil
Age=-999.0
SHAP=0.343",
"None=Goodwin, Master. Sidney Leonard
Age=1.0
SHAP=-1.452",
"None=Sadlier, Mr. Matthew
Age=-999.0
SHAP=0.215",
"None=Gustafsson, Mr. Johan Birger
Age=28.0
SHAP=0.147",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Age=24.0
SHAP=-0.267",
"None=Niskanen, Mr. Juha
Age=39.0
SHAP=0.830",
"None=Minahan, Miss. Daisy E
Age=33.0
SHAP=3.678",
"None=Matthews, Mr. William John
Age=30.0
SHAP=-0.116",
"None=Charters, Mr. David
Age=21.0
SHAP=-0.107",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Age=19.0
SHAP=-0.358",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Age=45.0
SHAP=0.331",
"None=Johannesen-Bratthammer, Mr. Bernt
Age=-999.0
SHAP=0.254",
"None=Peuchen, Major. Arthur Godfrey
Age=52.0
SHAP=-2.205",
"None=Anderson, Mr. Harry
Age=48.0
SHAP=-0.813",
"None=Milling, Mr. Jacob Christian
Age=48.0
SHAP=0.396",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
Age=33.0
SHAP=0.430",
"None=Karlsson, Mr. Nils August
Age=22.0
SHAP=-0.023",
"None=Frost, Mr. Anthony Wood \"Archie\"
Age=-999.0
SHAP=-0.193",
"None=Bishop, Mr. Dickinson H
Age=25.0
SHAP=-2.557",
"None=Windelov, Mr. Einar
Age=21.0
SHAP=-0.026",
"None=Shellard, Mr. Frederick William
Age=-999.0
SHAP=0.343",
"None=Svensson, Mr. Olof
Age=24.0
SHAP=-0.024",
"None=O'Sullivan, Miss. Bridget Mary
Age=-999.0
SHAP=-0.003",
"None=Laitinen, Miss. Kristina Sofia
Age=37.0
SHAP=1.184",
"None=Penasco y Castellana, Mr. Victor de Satode
Age=18.0
SHAP=0.933",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Age=-999.0
SHAP=1.073",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Age=36.0
SHAP=1.419",
"None=Kassem, Mr. Fared
Age=-999.0
SHAP=0.121",
"None=Cacic, Miss. Marija
Age=30.0
SHAP=-0.285",
"None=Hart, Miss. Eva Miriam
Age=7.0
SHAP=0.476",
"None=Butt, Major. Archibald Willingham
Age=45.0
SHAP=-0.120",
"None=Beane, Mr. Edward
Age=32.0
SHAP=0.055",
"None=Goldsmith, Mr. Frank John
Age=33.0
SHAP=0.282",
"None=Ohman, Miss. Velin
Age=22.0
SHAP=-0.414",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
Age=39.0
SHAP=0.603",
"None=Morrow, Mr. Thomas Rowan
Age=-999.0
SHAP=0.215",
"None=Harris, Mr. George
Age=62.0
SHAP=0.498",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
Age=53.0
SHAP=-7.076",
"None=Patchett, Mr. George
Age=19.0
SHAP=-0.011",
"None=Ross, Mr. John Hugo
Age=36.0
SHAP=13.178",
"None=Murdlin, Mr. Joseph
Age=-999.0
SHAP=0.343",
"None=Bourke, Miss. Mary
Age=-999.0
SHAP=0.079",
"None=Boulos, Mr. Hanna
Age=-999.0
SHAP=0.121",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Age=49.0
SHAP=-0.670",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Age=35.0
SHAP=22.702",
"None=Lindell, Mr. Edvard Bengtsson
Age=36.0
SHAP=0.910",
"None=Daniel, Mr. Robert Williams
Age=27.0
SHAP=-0.792",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Age=22.0
SHAP=-0.617",
"None=Shutes, Miss. Elizabeth W
Age=40.0
SHAP=0.712",
"None=Jardin, Mr. Jose Neto
Age=-999.0
SHAP=0.343",
"None=Horgan, Mr. John
Age=-999.0
SHAP=0.215",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Age=26.0
SHAP=-0.443",
"None=Yasbeck, Mr. Antoni
Age=27.0
SHAP=-0.505",
"None=Bostandyeff, Mr. Guentcho
Age=26.0
SHAP=-0.188",
"None=Lundahl, Mr. Johan Svensson
Age=51.0
SHAP=0.236",
"None=Stahelin-Maeglin, Dr. Max
Age=32.0
SHAP=3.866",
"None=Willey, Mr. Edward
Age=-999.0
SHAP=0.343",
"None=Stanley, Miss. Amy Zillah Elsie
Age=23.0
SHAP=-0.408",
"None=Hegarty, Miss. Hanora \"Nora\"
Age=18.0
SHAP=-0.259",
"None=Eitemiller, Mr. George Floyd
Age=23.0
SHAP=0.041",
"None=Colley, Mr. Edward Pomeroy
Age=47.0
SHAP=-1.201",
"None=Coleff, Mr. Peju
Age=36.0
SHAP=1.077",
"None=Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Age=40.0
SHAP=0.164",
"None=Davidson, Mr. Thornton
Age=31.0
SHAP=0.473",
"None=Turja, Miss. Anna Sofia
Age=18.0
SHAP=-0.308",
"None=Hassab, Mr. Hammad
Age=27.0
SHAP=-3.491",
"None=Goodwin, Mr. Charles Edward
Age=14.0
SHAP=-1.434",
"None=Panula, Mr. Jaako Arnold
Age=14.0
SHAP=0.340",
"None=Fischer, Mr. Eberhard Thelander
Age=18.0
SHAP=0.088",
"None=Humblen, Mr. Adolf Mathias Nicolai Olsen
Age=42.0
SHAP=-0.052",
"None=Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Age=18.0
SHAP=-2.559",
"None=Hansen, Mr. Henrik Juul
Age=26.0
SHAP=-0.314",
"None=Calderhead, Mr. Edward Pennington
Age=42.0
SHAP=-0.149",
"None=Klaber, Mr. Herman
Age=-999.0
SHAP=3.608",
"None=Taylor, Mr. Elmer Zebley
Age=48.0
SHAP=-1.314",
"None=Larsson, Mr. August Viktor
Age=29.0
SHAP=-0.252",
"None=Greenberg, Mr. Samuel
Age=52.0
SHAP=0.200",
"None=Troutt, Miss. Edwina Celia \"Winnie\"
Age=27.0
SHAP=-0.273",
"None=McEvoy, Mr. Michael
Age=-999.0
SHAP=0.215",
"None=Johnson, Mr. Malkolm Joackim
Age=33.0
SHAP=0.492",
"None=Gillespie, Mr. William Henry
Age=34.0
SHAP=1.392",
"None=Allen, Miss. Elisabeth Walton
Age=29.0
SHAP=-1.294",
"None=Berriman, Mr. William John
Age=23.0
SHAP=0.041",
"None=Troupiansky, Mr. Moses Aaron
Age=23.0
SHAP=0.041",
"None=Williams, Mr. Leslie
Age=28.5
SHAP=0.069",
"None=Ivanoff, Mr. Kanio
Age=-999.0
SHAP=0.343",
"None=McNamee, Mr. Neal
Age=24.0
SHAP=-0.114",
"None=Connaghton, Mr. Michael
Age=31.0
SHAP=-0.223",
"None=Carlsson, Mr. August Sigfrid
Age=28.0
SHAP=0.069",
"None=Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Age=33.0
SHAP=1.497",
"None=Eklund, Mr. Hans Linus
Age=16.0
SHAP=0.131",
"None=Hogeboom, Mrs. John C (Anna Andrews)
Age=51.0
SHAP=-1.553",
"None=Moran, Mr. Daniel J
Age=-999.0
SHAP=0.241",
"None=Lievens, Mr. Rene Aime
Age=24.0
SHAP=-0.024",
"None=Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Age=43.0
SHAP=-1.454",
"None=Ayoub, Miss. Banoura
Age=13.0
SHAP=-0.333",
"None=Dick, Mrs. Albert Adrian (Vera Gillespie)
Age=17.0
SHAP=-1.061",
"None=Johnston, Mr. Andrew G
Age=-999.0
SHAP=0.307",
"None=Ali, Mr. William
Age=25.0
SHAP=-0.145",
"None=Sjoblom, Miss. Anna Sofia
Age=18.0
SHAP=-0.308",
"None=Guggenheim, Mr. Benjamin
Age=46.0
SHAP=4.066",
"None=Leader, Dr. Alice (Farnham)
Age=49.0
SHAP=-1.754",
"None=Collyer, Mrs. Harvey (Charlotte Annie Tate)
Age=31.0
SHAP=-0.216",
"None=Carter, Master. William Thornton II
Age=11.0
SHAP=7.176",
"None=Thomas, Master. Assad Alexander
Age=0.42
SHAP=0.047",
"None=Johansson, Mr. Karl Johan
Age=31.0
SHAP=-0.157",
"None=Slemen, Mr. Richard James
Age=35.0
SHAP=1.354",
"None=Tomlin, Mr. Ernest Portage
Age=30.5
SHAP=-0.146",
"None=McCormack, Mr. Thomas Joseph
Age=-999.0
SHAP=0.084",
"None=Richards, Master. George Sibley
Age=0.83
SHAP=0.241",
"None=Mudd, Mr. Thomas Charles
Age=16.0
SHAP=0.887",
"None=Lemberopolous, Mr. Peter L
Age=34.5
SHAP=2.974",
"None=Sage, Mr. Douglas Bullen
Age=-999.0
SHAP=1.872",
"None=Boulos, Miss. Nourelain
Age=9.0
SHAP=-0.080",
"None=Aks, Mrs. Sam (Leah Rosen)
Age=18.0
SHAP=-0.250",
"None=Razi, Mr. Raihed
Age=-999.0
SHAP=0.121",
"None=Johnson, Master. Harold Theodor
Age=4.0
SHAP=0.310",
"None=Carlsson, Mr. Frans Olof
Age=33.0
SHAP=1.967",
"None=Gustafsson, Mr. Alfred Ossian
Age=20.0
SHAP=-0.011",
"None=Montvila, Rev. Juozas
Age=27.0
SHAP=-0.177"
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],
"layout": {
"hovermode": "closest",
"paper_bgcolor": "#fff",
"plot_bgcolor": "#fff",
"showlegend": false,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Dependence plot for Age"
},
"xaxis": {
"title": {
"text": "Age"
}
},
"yaxis": {
"title": {
"text": "SHAP value ($)"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_dependence(\"Age\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### color by sex"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:02:58.781681Z",
"start_time": "2021-01-20T16:02:58.766014Z"
}
},
"outputs": [
{
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"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Age=38.0
Sex=Sex_female
SHAP=7.294",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
Age=35.0
Sex=Sex_female
SHAP=5.299",
"None=Palsson, Master. Gosta Leonard
Age=27.0
Sex=Sex_female
SHAP=-0.329",
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Age=14.0
Sex=Sex_female
SHAP=-0.299",
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Age=14.0
Sex=Sex_female
SHAP=0.184",
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Age=38.0
Sex=Sex_female
SHAP=0.435",
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Age=nan
Sex=Sex_female
SHAP=-0.108",
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Age=19.0
Sex=Sex_female
SHAP=-0.555",
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Age=18.0
Sex=Sex_female
SHAP=-0.280",
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Age=21.0
Sex=Sex_female
SHAP=-0.366",
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Age=17.0
Sex=Sex_female
SHAP=0.464",
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Age=nan
Sex=Sex_female
SHAP=-0.107",
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Age=20.0
Sex=Sex_female
SHAP=-0.337",
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Age=9.0
Sex=Sex_female
SHAP=0.286",
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Age=nan
Sex=Sex_female
SHAP=3.755",
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Age=19.0
Sex=Sex_female
SHAP=-0.452",
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Age=44.0
Sex=Sex_female
SHAP=5.828",
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Age=5.0
Sex=Sex_female
SHAP=0.194",
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Age=nan
Sex=Sex_female
SHAP=0.170",
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Age=nan
Sex=Sex_female
SHAP=-4.277",
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Age=50.0
Sex=Sex_female
SHAP=3.662",
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Age=nan
Sex=Sex_female
SHAP=-0.108",
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Age=63.0
Sex=Sex_female
SHAP=-1.548",
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Age=35.0
Sex=Sex_female
SHAP=1.210",
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Age=22.0
Sex=Sex_female
SHAP=-0.568",
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Age=19.0
Sex=Sex_female
SHAP=-4.351",
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Age=nan
Sex=Sex_female
SHAP=-0.920",
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Age=41.0
Sex=Sex_female
SHAP=4.131",
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Age=nan
Sex=Sex_female
SHAP=-4.179",
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Age=24.0
Sex=Sex_female
SHAP=-0.267",
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Age=33.0
Sex=Sex_female
SHAP=3.678",
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Age=19.0
Sex=Sex_female
SHAP=-0.358",
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Age=45.0
Sex=Sex_female
SHAP=0.331",
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Age=33.0
Sex=Sex_female
SHAP=0.430",
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Age=nan
Sex=Sex_female
SHAP=-0.003",
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Age=37.0
Sex=Sex_female
SHAP=1.184",
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Age=36.0
Sex=Sex_female
SHAP=1.419",
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Age=30.0
Sex=Sex_female
SHAP=-0.285",
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Age=7.0
Sex=Sex_female
SHAP=0.476",
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Age=22.0
Sex=Sex_female
SHAP=-0.414",
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Age=39.0
Sex=Sex_female
SHAP=0.603",
"None=Klasen, Mr. Klas Albin
Age=53.0
Sex=Sex_female
SHAP=-7.076",
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Age=nan
Sex=Sex_female
SHAP=0.079",
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Age=22.0
Sex=Sex_female
SHAP=-0.617",
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Age=40.0
Sex=Sex_female
SHAP=0.712",
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Age=26.0
Sex=Sex_female
SHAP=-0.443",
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Age=23.0
Sex=Sex_female
SHAP=-0.408",
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Age=18.0
Sex=Sex_female
SHAP=-0.259",
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Age=40.0
Sex=Sex_female
SHAP=0.164",
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Age=18.0
Sex=Sex_female
SHAP=-0.308",
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Age=18.0
Sex=Sex_female
SHAP=-2.559",
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Age=27.0
Sex=Sex_female
SHAP=-0.273",
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Age=29.0
Sex=Sex_female
SHAP=-1.294",
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Age=33.0
Sex=Sex_female
SHAP=1.497",
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Age=51.0
Sex=Sex_female
SHAP=-1.553",
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Age=43.0
Sex=Sex_female
SHAP=-1.454",
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Age=13.0
Sex=Sex_female
SHAP=-0.333",
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Age=17.0
Sex=Sex_female
SHAP=-1.061",
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Age=18.0
Sex=Sex_female
SHAP=-0.308",
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Age=49.0
Sex=Sex_female
SHAP=-1.754",
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Age=31.0
Sex=Sex_female
SHAP=-0.216",
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Age=9.0
Sex=Sex_female
SHAP=-0.080",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Age=18.0
Sex=Sex_female
SHAP=-0.250"
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Age=2.0
Sex=Sex_male
SHAP=0.491",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
Age=20.0
Sex=Sex_male
SHAP=-0.011",
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Age=28.0
Sex=Sex_male
SHAP=-2.582",
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Age=nan
Sex=Sex_male
SHAP=0.121",
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Age=45.0
Sex=Sex_male
SHAP=-1.571",
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Age=4.0
Sex=Sex_male
SHAP=0.357",
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Age=26.0
Sex=Sex_male
SHAP=-0.062",
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Age=21.0
Sex=Sex_male
SHAP=0.018",
"None=Glynn, Miss. Mary Agatha
Age=16.0
Sex=Sex_male
SHAP=0.135",
"None=Meyer, Mr. Edgar Joseph
Age=29.0
Sex=Sex_male
SHAP=-0.252",
"None=Kraeff, Mr. Theodor
Age=20.0
Sex=Sex_male
SHAP=-0.011",
"None=Devaney, Miss. Margaret Delia
Age=46.0
Sex=Sex_male
SHAP=-0.616",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Age=nan
Sex=Sex_male
SHAP=0.343",
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Age=21.0
Sex=Sex_male
SHAP=2.686",
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Age=38.0
Sex=Sex_male
SHAP=0.540",
"None=Skoog, Master. Harald
Age=22.0
Sex=Sex_male
SHAP=-0.023",
"None=Kink, Mr. Vincenz
Age=21.0
Sex=Sex_male
SHAP=-0.026",
"None=Hood, Mr. Ambrose Jr
Age=29.0
Sex=Sex_male
SHAP=-0.271",
"None=Ilett, Miss. Bertha
Age=nan
Sex=Sex_male
SHAP=0.343",
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Age=16.0
Sex=Sex_male
SHAP=0.131",
"None=Christmann, Mr. Emil
Age=36.5
Sex=Sex_male
SHAP=1.011",
"None=Andreasson, Mr. Paul Edvin
Age=51.0
Sex=Sex_male
SHAP=0.320",
"None=Chaffee, Mr. Herbert Fuller
Age=55.5
Sex=Sex_male
SHAP=0.012",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
Age=44.0
Sex=Sex_male
SHAP=0.058",
"None=White, Mr. Richard Frasar
Age=61.0
Sex=Sex_male
SHAP=-2.261",
"None=Rekic, Mr. Tido
Age=21.0
Sex=Sex_male
SHAP=-0.026",
"None=Moran, Miss. Bertha
Age=18.0
Sex=Sex_male
SHAP=0.107",
"None=Barton, Mr. David John
Age=nan
Sex=Sex_male
SHAP=1.759",
"None=Jussila, Miss. Katriina
Age=28.0
Sex=Sex_male
SHAP=0.069",
"None=Pekoniemi, Mr. Edvard
Age=32.0
Sex=Sex_male
SHAP=-0.179",
"None=Turpin, Mr. William John Robert
Age=40.0
Sex=Sex_male
SHAP=3.683",
"None=Moore, Mr. Leonard Charles
Age=24.0
Sex=Sex_male
SHAP=-0.024",
"None=Osen, Mr. Olaf Elon
Age=51.0
Sex=Sex_male
SHAP=0.236",
"None=Ford, Miss. Robina Maggie \"Ruby\"
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
Age=33.0
Sex=Sex_male
SHAP=0.481",
"None=Bateman, Rev. Robert James
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Meo, Mr. Alfonzo
Age=62.0
Sex=Sex_male
SHAP=-2.660",
"None=Cribb, Mr. John Hatfield
Age=nan
Sex=Sex_male
SHAP=0.215",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
Age=3.0
Sex=Sex_male
SHAP=0.229",
"None=Van der hoef, Mr. Wyckoff
Age=nan
Sex=Sex_male
SHAP=1.759",
"None=Sivola, Mr. Antti Wilhelm
Age=36.0
Sex=Sex_male
SHAP=2.132",
"None=Klasen, Mr. Klas Albin
Age=nan
Sex=Sex_male
SHAP=0.136",
"None=Rood, Mr. Hugh Roscoe
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
Age=nan
Sex=Sex_male
SHAP=1.872",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
Age=61.0
Sex=Sex_male
SHAP=0.026",
"None=Vande Walle, Mr. Nestor Cyriel
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Backstrom, Mr. Karl Alfred
Age=42.0
Sex=Sex_male
SHAP=0.076",
"None=Blank, Mr. Henry
Age=29.0
Sex=Sex_male
SHAP=-0.477",
"None=Ali, Mr. Ahmed
Age=19.0
Sex=Sex_male
SHAP=-0.011",
"None=Green, Mr. George Henry
Age=27.0
Sex=Sex_male
SHAP=2.836",
"None=Nenkoff, Mr. Christo
Age=19.0
Sex=Sex_male
SHAP=-0.011",
"None=Asplund, Miss. Lillian Gertrud
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Harknett, Miss. Alice Phoebe
Age=1.0
Sex=Sex_male
SHAP=-1.452",
"None=Hunt, Mr. George Henry
Age=nan
Sex=Sex_male
SHAP=0.215",
"None=Reed, Mr. James George
Age=28.0
Sex=Sex_male
SHAP=0.147",
"None=Stead, Mr. William Thomas
Age=39.0
Sex=Sex_male
SHAP=0.830",
"None=Thorne, Mrs. Gertrude Maybelle
Age=30.0
Sex=Sex_male
SHAP=-0.116",
"None=Parrish, Mrs. (Lutie Davis)
Age=21.0
Sex=Sex_male
SHAP=-0.107",
"None=Smith, Mr. Thomas
Age=nan
Sex=Sex_male
SHAP=0.254",
"None=Asplund, Master. Edvin Rojj Felix
Age=52.0
Sex=Sex_male
SHAP=-2.205",
"None=Healy, Miss. Hanora \"Nora\"
Age=48.0
Sex=Sex_male
SHAP=-0.813",
"None=Andrews, Miss. Kornelia Theodosia
Age=48.0
Sex=Sex_male
SHAP=0.396",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
Age=22.0
Sex=Sex_male
SHAP=-0.023",
"None=Smith, Mr. Richard William
Age=nan
Sex=Sex_male
SHAP=-0.193",
"None=Connolly, Miss. Kate
Age=25.0
Sex=Sex_male
SHAP=-2.557",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
Age=21.0
Sex=Sex_male
SHAP=-0.026",
"None=Levy, Mr. Rene Jacques
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Lewy, Mr. Ervin G
Age=24.0
Sex=Sex_male
SHAP=-0.024",
"None=Williams, Mr. Howard Hugh \"Harry\"
Age=18.0
Sex=Sex_male
SHAP=0.933",
"None=Sage, Mr. George John Jr
Age=nan
Sex=Sex_male
SHAP=1.073",
"None=Nysveen, Mr. Johan Hansen
Age=nan
Sex=Sex_male
SHAP=0.121",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Age=45.0
Sex=Sex_male
SHAP=-0.120",
"None=Denkoff, Mr. Mitto
Age=32.0
Sex=Sex_male
SHAP=0.055",
"None=Burns, Miss. Elizabeth Margaret
Age=33.0
Sex=Sex_male
SHAP=0.282",
"None=Dimic, Mr. Jovan
Age=nan
Sex=Sex_male
SHAP=0.215",
"None=del Carlo, Mr. Sebastiano
Age=62.0
Sex=Sex_male
SHAP=0.498",
"None=Beavan, Mr. William Thomas
Age=19.0
Sex=Sex_male
SHAP=-0.011",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
Age=36.0
Sex=Sex_male
SHAP=13.178",
"None=Widener, Mr. Harry Elkins
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Gustafsson, Mr. Karl Gideon
Age=nan
Sex=Sex_male
SHAP=0.121",
"None=Plotcharsky, Mr. Vasil
Age=49.0
Sex=Sex_male
SHAP=-0.670",
"None=Goodwin, Master. Sidney Leonard
Age=35.0
Sex=Sex_male
SHAP=22.702",
"None=Sadlier, Mr. Matthew
Age=36.0
Sex=Sex_male
SHAP=0.910",
"None=Gustafsson, Mr. Johan Birger
Age=27.0
Sex=Sex_male
SHAP=-0.792",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Niskanen, Mr. Juha
Age=nan
Sex=Sex_male
SHAP=0.215",
"None=Minahan, Miss. Daisy E
Age=27.0
Sex=Sex_male
SHAP=-0.505",
"None=Matthews, Mr. William John
Age=26.0
Sex=Sex_male
SHAP=-0.188",
"None=Charters, Mr. David
Age=51.0
Sex=Sex_male
SHAP=0.236",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Age=32.0
Sex=Sex_male
SHAP=3.866",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Johannesen-Bratthammer, Mr. Bernt
Age=23.0
Sex=Sex_male
SHAP=0.041",
"None=Peuchen, Major. Arthur Godfrey
Age=47.0
Sex=Sex_male
SHAP=-1.201",
"None=Anderson, Mr. Harry
Age=36.0
Sex=Sex_male
SHAP=1.077",
"None=Milling, Mr. Jacob Christian
Age=31.0
Sex=Sex_male
SHAP=0.473",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
Age=27.0
Sex=Sex_male
SHAP=-3.491",
"None=Karlsson, Mr. Nils August
Age=14.0
Sex=Sex_male
SHAP=-1.434",
"None=Frost, Mr. Anthony Wood \"Archie\"
Age=14.0
Sex=Sex_male
SHAP=0.340",
"None=Bishop, Mr. Dickinson H
Age=18.0
Sex=Sex_male
SHAP=0.088",
"None=Windelov, Mr. Einar
Age=42.0
Sex=Sex_male
SHAP=-0.052",
"None=Shellard, Mr. Frederick William
Age=26.0
Sex=Sex_male
SHAP=-0.314",
"None=Svensson, Mr. Olof
Age=42.0
Sex=Sex_male
SHAP=-0.149",
"None=O'Sullivan, Miss. Bridget Mary
Age=nan
Sex=Sex_male
SHAP=3.608",
"None=Laitinen, Miss. Kristina Sofia
Age=48.0
Sex=Sex_male
SHAP=-1.314",
"None=Penasco y Castellana, Mr. Victor de Satode
Age=29.0
Sex=Sex_male
SHAP=-0.252",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
Age=52.0
Sex=Sex_male
SHAP=0.200",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Age=nan
Sex=Sex_male
SHAP=0.215",
"None=Kassem, Mr. Fared
Age=33.0
Sex=Sex_male
SHAP=0.492",
"None=Cacic, Miss. Marija
Age=34.0
Sex=Sex_male
SHAP=1.392",
"None=Hart, Miss. Eva Miriam
Age=23.0
Sex=Sex_male
SHAP=0.041",
"None=Butt, Major. Archibald Willingham
Age=23.0
Sex=Sex_male
SHAP=0.041",
"None=Beane, Mr. Edward
Age=28.5
Sex=Sex_male
SHAP=0.069",
"None=Goldsmith, Mr. Frank John
Age=nan
Sex=Sex_male
SHAP=0.343",
"None=Ohman, Miss. Velin
Age=24.0
Sex=Sex_male
SHAP=-0.114",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
Age=31.0
Sex=Sex_male
SHAP=-0.223",
"None=Morrow, Mr. Thomas Rowan
Age=28.0
Sex=Sex_male
SHAP=0.069",
"None=Harris, Mr. George
Age=16.0
Sex=Sex_male
SHAP=0.131",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
Age=nan
Sex=Sex_male
SHAP=0.241",
"None=Patchett, Mr. George
Age=24.0
Sex=Sex_male
SHAP=-0.024",
"None=Ross, Mr. John Hugo
Age=nan
Sex=Sex_male
SHAP=0.307",
"None=Murdlin, Mr. Joseph
Age=25.0
Sex=Sex_male
SHAP=-0.145",
"None=Bourke, Miss. Mary
Age=46.0
Sex=Sex_male
SHAP=4.066",
"None=Boulos, Mr. Hanna
Age=11.0
Sex=Sex_male
SHAP=7.176",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Age=0.42
Sex=Sex_male
SHAP=0.047",
"None=Homer, Mr. Harry (\"Mr E Haven\")
Age=31.0
Sex=Sex_male
SHAP=-0.157",
"None=Lindell, Mr. Edvard Bengtsson
Age=35.0
Sex=Sex_male
SHAP=1.354",
"None=Daniel, Mr. Robert Williams
Age=30.5
Sex=Sex_male
SHAP=-0.146",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Age=nan
Sex=Sex_male
SHAP=0.084",
"None=Shutes, Miss. Elizabeth W
Age=0.83
Sex=Sex_male
SHAP=0.241",
"None=Jardin, Mr. Jose Neto
Age=16.0
Sex=Sex_male
SHAP=0.887",
"None=Horgan, Mr. John
Age=34.5
Sex=Sex_male
SHAP=2.974",
"None=Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Age=nan
Sex=Sex_male
SHAP=1.872",
"None=Yasbeck, Mr. Antoni
Age=nan
Sex=Sex_male
SHAP=0.121",
"None=Bostandyeff, Mr. Guentcho
Age=4.0
Sex=Sex_male
SHAP=0.310",
"None=Lundahl, Mr. Johan Svensson
Age=33.0
Sex=Sex_male
SHAP=1.967",
"None=Stahelin-Maeglin, Dr. Max
Age=20.0
Sex=Sex_male
SHAP=-0.011",
"None=Willey, Mr. Edward
Age=27.0
Sex=Sex_male
SHAP=-0.177"
],
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20,
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"layout": {
"hovermode": "closest",
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"plot_bgcolor": "#fff",
"showlegend": true,
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Dependence plot for Age"
},
"xaxis": {
"title": {
"text": "Age"
}
},
"yaxis": {
"title": {
"text": "SHAP value ($)"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_dependence(\"Age\", color_col=\"Sex\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Highlight particular index"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:03:19.446564Z",
"start_time": "2021-01-20T16:03:19.295035Z"
}
},
"outputs": [
{
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shap: -4.532
Sex: male",
"None: Blank, Mr. Henry
shap: -11.302
Sex: male",
"None: Smith, Mr. Richard William
shap: -4.532
Sex: male",
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shap: -8.683
Sex: male",
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shap: -8.939
Sex: male"
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"source": [
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},
{
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]
},
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"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:03:24.992525Z",
"start_time": "2021-01-20T16:03:24.953769Z"
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"source": [
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PassengerClass=1
Sex=Sex_female
SHAP=4.595",
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PassengerClass=1
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PassengerClass=3
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PassengerClass=3
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PassengerClass=3
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PassengerClass=1
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PassengerClass=3
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PassengerClass=3
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PassengerClass=1
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PassengerClass=2
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PassengerClass=3
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SHAP=-2.072",
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PassengerClass=3
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SHAP=-1.023",
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PassengerClass=1
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PassengerClass=1
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SHAP=5.488",
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PassengerClass=3
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SHAP=-0.604",
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PassengerClass=1
Sex=Sex_female
SHAP=4.450",
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SHAP=-2.484",
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SHAP=-0.929",
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Sex=Sex_female
SHAP=-2.060",
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PassengerClass=3
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SHAP=-2.962",
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PassengerClass=2
Sex=Sex_female
SHAP=-2.327",
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SHAP=-2.552",
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PassengerClass=1
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PassengerClass=1
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PassengerClass=1
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SHAP=3.672",
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PassengerClass=2
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PassengerClass=1
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PassengerClass=3
Sex=Sex_male
SHAP=0.350",
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PassengerClass=3
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PassengerClass=3
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PassengerClass=3
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PassengerClass=3
Sex=Sex_male
SHAP=0.741",
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PassengerClass=2
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Sex=Sex_male
SHAP=0.155",
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PassengerClass=3
Sex=Sex_male
SHAP=1.380",
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PassengerClass=3
Sex=Sex_male
SHAP=1.302",
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PassengerClass=1
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SHAP=-2.570",
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PassengerClass=3
Sex=Sex_male
SHAP=1.357",
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PassengerClass=1
Sex=Sex_male
SHAP=-0.437",
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PassengerClass=3
Sex=Sex_male
SHAP=1.669",
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PassengerClass=3
Sex=Sex_male
SHAP=1.306",
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PassengerClass=3
Sex=Sex_male
SHAP=1.306",
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PassengerClass=2
Sex=Sex_male
SHAP=1.086",
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PassengerClass=3
Sex=Sex_male
SHAP=1.357",
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PassengerClass=3
Sex=Sex_male
SHAP=1.327",
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PassengerClass=2
Sex=Sex_male
SHAP=0.461",
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PassengerClass=2
Sex=Sex_male
SHAP=1.658",
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PassengerClass=3
Sex=Sex_male
SHAP=1.610",
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PassengerClass=3
Sex=Sex_male
SHAP=0.834",
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PassengerClass=1
Sex=Sex_male
SHAP=-2.373",
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PassengerClass=3
Sex=Sex_male
SHAP=1.306",
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PassengerClass=3
Sex=Sex_male
SHAP=0.224",
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PassengerClass=1
Sex=Sex_male
SHAP=-3.335",
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PassengerClass=3
Sex=Sex_male
SHAP=1.380",
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PassengerClass=3
Sex=Sex_male
SHAP=1.016",
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PassengerClass=1
Sex=Sex_male
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PassengerClass=3
Sex=Sex_male
SHAP=1.269",
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PassengerClass=3
Sex=Sex_male
SHAP=1.608",
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PassengerClass=3
Sex=Sex_male
SHAP=1.357",
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PassengerClass=2
Sex=Sex_male
SHAP=1.658",
"None=Bateman, Rev. Robert James
PassengerClass=3
Sex=Sex_male
SHAP=1.357",
"None=Meo, Mr. Alfonzo
PassengerClass=1
Sex=Sex_male
SHAP=-3.334",
"None=Cribb, Mr. John Hatfield
PassengerClass=3
Sex=Sex_male
SHAP=1.226",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
PassengerClass=3
Sex=Sex_male
SHAP=0.330",
"None=Van der hoef, Mr. Wyckoff
PassengerClass=1
Sex=Sex_male
SHAP=-3.335",
"None=Sivola, Mr. Antti Wilhelm
PassengerClass=2
Sex=Sex_male
SHAP=0.990",
"None=Klasen, Mr. Klas Albin
PassengerClass=1
Sex=Sex_male
SHAP=-4.329",
"None=Rood, Mr. Hugh Roscoe
PassengerClass=3
Sex=Sex_male
SHAP=1.357",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
PassengerClass=3
Sex=Sex_male
SHAP=0.331",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
PassengerClass=3
Sex=Sex_male
SHAP=1.627",
"None=Vande Walle, Mr. Nestor Cyriel
PassengerClass=3
Sex=Sex_male
SHAP=1.357",
"None=Backstrom, Mr. Karl Alfred
PassengerClass=3
Sex=Sex_male
SHAP=1.654",
"None=Blank, Mr. Henry
PassengerClass=2
Sex=Sex_male
SHAP=1.151",
"None=Ali, Mr. Ahmed
PassengerClass=3
Sex=Sex_male
SHAP=1.302",
"None=Green, Mr. George Henry
PassengerClass=1
Sex=Sex_male
SHAP=-0.688",
"None=Nenkoff, Mr. Christo
PassengerClass=3
Sex=Sex_male
SHAP=1.302",
"None=Asplund, Miss. Lillian Gertrud
PassengerClass=3
Sex=Sex_male
SHAP=1.357",
"None=Harknett, Miss. Alice Phoebe
PassengerClass=3
Sex=Sex_male
SHAP=0.299",
"None=Hunt, Mr. George Henry
PassengerClass=3
Sex=Sex_male
SHAP=1.226",
"None=Reed, Mr. James George
PassengerClass=3
Sex=Sex_male
SHAP=0.741",
"None=Stead, Mr. William Thomas
PassengerClass=3
Sex=Sex_male
SHAP=1.645",
"None=Thorne, Mrs. Gertrude Maybelle
PassengerClass=2
Sex=Sex_male
SHAP=1.435",
"None=Parrish, Mrs. (Lutie Davis)
PassengerClass=3
Sex=Sex_male
SHAP=1.192",
"None=Smith, Mr. Thomas
PassengerClass=3
Sex=Sex_male
SHAP=1.317",
"None=Asplund, Master. Edvin Rojj Felix
PassengerClass=1
Sex=Sex_male
SHAP=-3.152",
"None=Healy, Miss. Hanora \"Nora\"
PassengerClass=1
Sex=Sex_male
SHAP=-3.177",
"None=Andrews, Miss. Kornelia Theodosia
PassengerClass=2
Sex=Sex_male
SHAP=1.654",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
PassengerClass=3
Sex=Sex_male
SHAP=1.306",
"None=Smith, Mr. Richard William
PassengerClass=2
Sex=Sex_male
SHAP=1.407",
"None=Connolly, Miss. Kate
PassengerClass=1
Sex=Sex_male
SHAP=2.741",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
PassengerClass=3
Sex=Sex_male
SHAP=1.306",
"None=Levy, Mr. Rene Jacques
PassengerClass=3
Sex=Sex_male
SHAP=1.357",
"None=Lewy, Mr. Ervin G
PassengerClass=3
Sex=Sex_male
SHAP=1.269",
"None=Williams, Mr. Howard Hugh \"Harry\"
PassengerClass=1
Sex=Sex_male
SHAP=-2.184",
"None=Sage, Mr. George John Jr
PassengerClass=1
Sex=Sex_male
SHAP=-4.290",
"None=Nysveen, Mr. Johan Hansen
PassengerClass=3
Sex=Sex_male
SHAP=1.352",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
PassengerClass=1
Sex=Sex_male
SHAP=-2.145",
"None=Denkoff, Mr. Mitto
PassengerClass=2
Sex=Sex_male
SHAP=1.062",
"None=Burns, Miss. Elizabeth Margaret
PassengerClass=3
Sex=Sex_male
SHAP=0.414",
"None=Dimic, Mr. Jovan
PassengerClass=3
Sex=Sex_male
SHAP=1.226",
"None=del Carlo, Mr. Sebastiano
PassengerClass=2
Sex=Sex_male
SHAP=1.626",
"None=Beavan, Mr. William Thomas
PassengerClass=3
Sex=Sex_male
SHAP=1.302",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
PassengerClass=1
Sex=Sex_male
SHAP=-3.390",
"None=Widener, Mr. Harry Elkins
PassengerClass=3
Sex=Sex_male
SHAP=1.357",
"None=Gustafsson, Mr. Karl Gideon
PassengerClass=3
Sex=Sex_male
SHAP=1.352",
"None=Plotcharsky, Mr. Vasil
PassengerClass=1
Sex=Sex_male
SHAP=-2.590",
"None=Goodwin, Master. Sidney Leonard
PassengerClass=1
Sex=Sex_male
SHAP=-5.320",
"None=Sadlier, Mr. Matthew
PassengerClass=3
Sex=Sex_male
SHAP=1.278",
"None=Gustafsson, Mr. Johan Birger
PassengerClass=1
Sex=Sex_male
SHAP=-4.340",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
PassengerClass=3
Sex=Sex_male
SHAP=1.357",
"None=Niskanen, Mr. Juha
PassengerClass=3
Sex=Sex_male
SHAP=1.226",
"None=Minahan, Miss. Daisy E
PassengerClass=3
Sex=Sex_male
SHAP=1.072",
"None=Matthews, Mr. William John
PassengerClass=3
Sex=Sex_male
SHAP=1.380",
"None=Charters, Mr. David
PassengerClass=3
Sex=Sex_male
SHAP=1.608",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
PassengerClass=1
Sex=Sex_male
SHAP=2.856",
"None=Hart, Mrs. Benjamin (Esther Ada Bloomfield)
PassengerClass=3
Sex=Sex_male
SHAP=1.357",
"None=Johannesen-Bratthammer, Mr. Bernt
PassengerClass=2
Sex=Sex_male
SHAP=1.356",
"None=Peuchen, Major. Arthur Godfrey
PassengerClass=1
Sex=Sex_male
SHAP=-3.300",
"None=Anderson, Mr. Harry
PassengerClass=3
Sex=Sex_male
SHAP=1.656",
"None=Milling, Mr. Jacob Christian
PassengerClass=1
Sex=Sex_male
SHAP=-1.729",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
PassengerClass=1
Sex=Sex_male
SHAP=-2.641",
"None=Karlsson, Mr. Nils August
PassengerClass=3
Sex=Sex_male
SHAP=0.290",
"None=Frost, Mr. Anthony Wood \"Archie\"
PassengerClass=3
Sex=Sex_male
SHAP=0.340",
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PassengerClass=3
Sex=Sex_male
SHAP=1.303",
"None=Windelov, Mr. Einar
PassengerClass=3
Sex=Sex_male
SHAP=1.069",
"None=Shellard, Mr. Frederick William
PassengerClass=3
Sex=Sex_male
SHAP=1.006",
"None=Svensson, Mr. Olof
PassengerClass=1
Sex=Sex_male
SHAP=-3.302",
"None=O'Sullivan, Miss. Bridget Mary
PassengerClass=1
Sex=Sex_male
SHAP=-3.195",
"None=Laitinen, Miss. Kristina Sofia
PassengerClass=1
Sex=Sex_male
SHAP=-2.353",
"None=Penasco y Castellana, Mr. Victor de Satode
PassengerClass=3
Sex=Sex_male
SHAP=1.380",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
PassengerClass=2
Sex=Sex_male
SHAP=1.658",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
PassengerClass=3
Sex=Sex_male
SHAP=1.226",
"None=Kassem, Mr. Fared
PassengerClass=3
Sex=Sex_male
SHAP=1.608",
"None=Cacic, Miss. Marija
PassengerClass=2
Sex=Sex_male
SHAP=1.683",
"None=Hart, Miss. Eva Miriam
PassengerClass=2
Sex=Sex_male
SHAP=1.356",
"None=Butt, Major. Archibald Willingham
PassengerClass=2
Sex=Sex_male
SHAP=1.356",
"None=Beane, Mr. Edward
PassengerClass=3
Sex=Sex_male
SHAP=1.380",
"None=Goldsmith, Mr. Frank John
PassengerClass=3
Sex=Sex_male
SHAP=1.357",
"None=Ohman, Miss. Velin
PassengerClass=3
Sex=Sex_male
SHAP=0.901",
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PassengerClass=3
Sex=Sex_male
SHAP=1.278",
"None=Morrow, Mr. Thomas Rowan
PassengerClass=3
Sex=Sex_male
SHAP=1.380",
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PassengerClass=3
Sex=Sex_male
SHAP=1.327",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
PassengerClass=3
Sex=Sex_male
SHAP=0.906",
"None=Patchett, Mr. George
PassengerClass=3
Sex=Sex_male
SHAP=1.269",
"None=Ross, Mr. John Hugo
PassengerClass=3
Sex=Sex_male
SHAP=0.191",
"None=Murdlin, Mr. Joseph
PassengerClass=3
Sex=Sex_male
SHAP=1.343",
"None=Bourke, Miss. Mary
PassengerClass=1
Sex=Sex_male
SHAP=0.531",
"None=Boulos, Mr. Hanna
PassengerClass=1
Sex=Sex_male
SHAP=2.171",
"None=Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
PassengerClass=3
Sex=Sex_male
SHAP=0.623",
"None=Homer, Mr. Harry (\"Mr E Haven\")
PassengerClass=3
Sex=Sex_male
SHAP=1.392",
"None=Lindell, Mr. Edvard Bengtsson
PassengerClass=2
Sex=Sex_male
SHAP=1.689",
"None=Daniel, Mr. Robert Williams
PassengerClass=3
Sex=Sex_male
SHAP=1.385",
"None=Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
PassengerClass=3
Sex=Sex_male
SHAP=1.210",
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PassengerClass=2
Sex=Sex_male
SHAP=0.448",
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PassengerClass=2
Sex=Sex_male
SHAP=1.377",
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PassengerClass=3
Sex=Sex_male
SHAP=1.693",
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PassengerClass=3
Sex=Sex_male
SHAP=0.331",
"None=Yasbeck, Mr. Antoni
PassengerClass=3
Sex=Sex_male
SHAP=1.352",
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PassengerClass=3
Sex=Sex_male
SHAP=0.296",
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PassengerClass=1
Sex=Sex_male
SHAP=-2.191",
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PassengerClass=3
Sex=Sex_male
SHAP=1.302",
"None=Willey, Mr. Edward
PassengerClass=2
Sex=Sex_male
SHAP=1.430"
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"title": {
"text": "Interaction plot for PassengerClass and Sex"
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"xaxis": {
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"text": "PassengerClass"
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"title": {
"text": "SHAP value ($)"
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"source": [
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{
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"None=Cumings, Mrs. John Bradley (Florence Briggs Thayer)
PassengerClass=1
Age=38.0
SHAP=4.220",
"None=Futrelle, Mrs. Jacques Heath (Lily May Peel)
PassengerClass=1
Age=35.0
SHAP=3.746",
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SHAP=-0.928",
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PassengerClass=3
Age=27.0
SHAP=-0.036",
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PassengerClass=2
Age=14.0
SHAP=0.755",
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PassengerClass=3
Age=20.0
SHAP=-0.292",
"None=Vestrom, Miss. Hulda Amanda Adolfina
PassengerClass=3
Age=14.0
SHAP=-0.112",
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PassengerClass=3
Age=38.0
SHAP=-0.504",
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PassengerClass=3
Age=-999.0
SHAP=0.501",
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PassengerClass=1
Age=28.0
SHAP=-1.450",
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PassengerClass=3
Age=-999.0
SHAP=0.077",
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PassengerClass=3
Age=19.0
SHAP=0.463",
"None=Arnold-Franchi, Mrs. Josef (Josefine Franchi)
PassengerClass=3
Age=18.0
SHAP=0.113",
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PassengerClass=2
Age=21.0
SHAP=0.221",
"None=Harris, Mr. Henry Birkhardt
PassengerClass=1
Age=45.0
SHAP=-0.712",
"None=Skoog, Master. Harald
PassengerClass=3
Age=4.0
SHAP=-0.747",
"None=Kink, Mr. Vincenz
PassengerClass=3
Age=26.0
SHAP=-0.085",
"None=Hood, Mr. Ambrose Jr
PassengerClass=2
Age=21.0
SHAP=-0.246",
"None=Ilett, Miss. Bertha
PassengerClass=2
Age=17.0
SHAP=0.763",
"None=Ford, Mr. William Neal
PassengerClass=3
Age=16.0
SHAP=-0.482",
"None=Christmann, Mr. Emil
PassengerClass=3
Age=29.0
SHAP=0.064",
"None=Andreasson, Mr. Paul Edvin
PassengerClass=3
Age=20.0
SHAP=-0.292",
"None=Chaffee, Mr. Herbert Fuller
PassengerClass=1
Age=46.0
SHAP=-0.404",
"None=Petroff, Mr. Pastcho (\"Pentcho\")
PassengerClass=3
Age=-999.0
SHAP=-0.142",
"None=White, Mr. Richard Frasar
PassengerClass=1
Age=21.0
SHAP=1.664",
"None=Rekic, Mr. Tido
PassengerClass=3
Age=38.0
SHAP=-0.485",
"None=Moran, Miss. Bertha
PassengerClass=3
Age=-999.0
SHAP=0.572",
"None=Barton, Mr. David John
PassengerClass=3
Age=22.0
SHAP=-0.282",
"None=Jussila, Miss. Katriina
PassengerClass=3
Age=20.0
SHAP=0.162",
"None=Pekoniemi, Mr. Edvard
PassengerClass=3
Age=21.0
SHAP=-0.280",
"None=Turpin, Mr. William John Robert
PassengerClass=2
Age=29.0
SHAP=0.203",
"None=Moore, Mr. Leonard Charles
PassengerClass=3
Age=-999.0
SHAP=-0.142",
"None=Osen, Mr. Olaf Elon
PassengerClass=3
Age=16.0
SHAP=-0.434",
"None=Ford, Miss. Robina Maggie \"Ruby\"
PassengerClass=3
Age=9.0
SHAP=-0.576",
"None=Navratil, Mr. Michel (\"Louis M Hoffman\")
PassengerClass=2
Age=36.5
SHAP=-1.018",
"None=Bateman, Rev. Robert James
PassengerClass=2
Age=51.0
SHAP=0.362",
"None=Meo, Mr. Alfonzo
PassengerClass=3
Age=55.5
SHAP=0.334",
"None=Cribb, Mr. John Hatfield
PassengerClass=3
Age=44.0
SHAP=0.286",
"None=Chibnall, Mrs. (Edith Martha Bowerman)
PassengerClass=1
Age=-999.0
SHAP=2.185",
"None=Van der hoef, Mr. Wyckoff
PassengerClass=1
Age=61.0
SHAP=-1.884",
"None=Sivola, Mr. Antti Wilhelm
PassengerClass=3
Age=21.0
SHAP=-0.280",
"None=Klasen, Mr. Klas Albin
PassengerClass=3
Age=18.0
SHAP=-0.637",
"None=Rood, Mr. Hugh Roscoe
PassengerClass=1
Age=-999.0
SHAP=1.141",
"None=Andersen-Jensen, Miss. Carla Christine Nielsine
PassengerClass=3
Age=19.0
SHAP=0.223",
"None=Brown, Mrs. James Joseph (Margaret Tobin)
PassengerClass=1
Age=44.0
SHAP=2.851",
"None=Vande Walle, Mr. Nestor Cyriel
PassengerClass=3
Age=28.0
SHAP=0.151",
"None=Backstrom, Mr. Karl Alfred
PassengerClass=3
Age=32.0
SHAP=0.077",
"None=Blank, Mr. Henry
PassengerClass=1
Age=40.0
SHAP=1.951",
"None=Ali, Mr. Ahmed
PassengerClass=3
Age=24.0
SHAP=-0.262",
"None=Green, Mr. George Henry
PassengerClass=3
Age=51.0
SHAP=0.265",
"None=Nenkoff, Mr. Christo
PassengerClass=3
Age=-999.0
SHAP=-0.142",
"None=Asplund, Miss. Lillian Gertrud
PassengerClass=3
Age=5.0
SHAP=-0.499",
"None=Harknett, Miss. Alice Phoebe
PassengerClass=3
Age=-999.0
SHAP=0.155",
"None=Hunt, Mr. George Henry
PassengerClass=2
Age=33.0
SHAP=-0.415",
"None=Reed, Mr. James George
PassengerClass=3
Age=-999.0
SHAP=-0.142",
"None=Stead, Mr. William Thomas
PassengerClass=1
Age=62.0
SHAP=-1.949",
"None=Thorne, Mrs. Gertrude Maybelle
PassengerClass=1
Age=-999.0
SHAP=-1.916",
"None=Parrish, Mrs. (Lutie Davis)
PassengerClass=2
Age=50.0
SHAP=0.663",
"None=Smith, Mr. Thomas
PassengerClass=3
Age=-999.0
SHAP=-0.030",
"None=Asplund, Master. Edvin Rojj Felix
PassengerClass=3
Age=3.0
SHAP=-0.599",
"None=Healy, Miss. Hanora \"Nora\"
PassengerClass=3
Age=-999.0
SHAP=0.501",
"None=Andrews, Miss. Kornelia Theodosia
PassengerClass=1
Age=63.0
SHAP=-1.640",
"None=Abbott, Mrs. Stanton (Rosa Hunt)
PassengerClass=3
Age=35.0
SHAP=-1.198",
"None=Smith, Mr. Richard William
PassengerClass=1
Age=-999.0
SHAP=1.141",
"None=Connolly, Miss. Kate
PassengerClass=3
Age=22.0
SHAP=0.475",
"None=Bishop, Mrs. Dickinson H (Helen Walton)
PassengerClass=1
Age=19.0
SHAP=-1.897",
"None=Levy, Mr. Rene Jacques
PassengerClass=2
Age=36.0
SHAP=-2.376",
"None=Lewy, Mr. Ervin G
PassengerClass=1
Age=-999.0
SHAP=0.248",
"None=Williams, Mr. Howard Hugh \"Harry\"
PassengerClass=3
Age=-999.0
SHAP=-0.142",
"None=Sage, Mr. George John Jr
PassengerClass=3
Age=-999.0
SHAP=-0.503",
"None=Nysveen, Mr. Johan Hansen
PassengerClass=3
Age=61.0
SHAP=0.322",
"None=Frauenthal, Mrs. Henry William (Clara Heinsheimer)
PassengerClass=1
Age=-999.0
SHAP=-0.271",
"None=Denkoff, Mr. Mitto
PassengerClass=3
Age=-999.0
SHAP=-0.142",
"None=Burns, Miss. Elizabeth Margaret
PassengerClass=1
Age=41.0
SHAP=2.138",
"None=Dimic, Mr. Jovan
PassengerClass=3
Age=42.0
SHAP=-0.124",
"None=del Carlo, Mr. Sebastiano
PassengerClass=2
Age=29.0
SHAP=0.487",
"None=Beavan, Mr. William Thomas
PassengerClass=3
Age=19.0
SHAP=-0.292",
"None=Meyer, Mrs. Edgar Joseph (Leila Saks)
PassengerClass=1
Age=-999.0
SHAP=-1.902",
"None=Widener, Mr. Harry Elkins
PassengerClass=1
Age=27.0
SHAP=1.453",
"None=Gustafsson, Mr. Karl Gideon
PassengerClass=3
Age=19.0
SHAP=-0.292",
"None=Plotcharsky, Mr. Vasil
PassengerClass=3
Age=-999.0
SHAP=-0.142",
"None=Goodwin, Master. Sidney Leonard
PassengerClass=3
Age=1.0
SHAP=-0.995",
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Age=-999.0
SHAP=-0.030",
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PassengerClass=3
Age=28.0
SHAP=-0.002",
"None=Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
PassengerClass=3
Age=24.0
SHAP=-0.095",
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Age=39.0
SHAP=-0.430",
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PassengerClass=1
Age=33.0
SHAP=2.198",
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Age=30.0
SHAP=0.036",
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Age=21.0
SHAP=-0.128",
"None=Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
PassengerClass=2
Age=19.0
SHAP=0.215",
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SHAP=-0.027",
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SHAP=-0.080",
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Age=52.0
SHAP=-1.967",
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PassengerClass=1
Age=48.0
SHAP=-1.195",
"None=Milling, Mr. Jacob Christian
PassengerClass=2
Age=48.0
SHAP=0.301",
"None=West, Mrs. Edwy Arthur (Ada Mary Worth)
PassengerClass=2
Age=33.0
SHAP=-0.531",
"None=Karlsson, Mr. Nils August
PassengerClass=3
Age=22.0
SHAP=-0.282",
"None=Frost, Mr. Anthony Wood \"Archie\"
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Age=-999.0
SHAP=-0.654",
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PassengerClass=1
Age=25.0
SHAP=-1.164",
"None=Windelov, Mr. Einar
PassengerClass=3
Age=21.0
SHAP=-0.280",
"None=Shellard, Mr. Frederick William
PassengerClass=3
Age=-999.0
SHAP=-0.142",
"None=Svensson, Mr. Olof
PassengerClass=3
Age=24.0
SHAP=-0.262",
"None=O'Sullivan, Miss. Bridget Mary
PassengerClass=3
Age=-999.0
SHAP=0.354",
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PassengerClass=3
Age=37.0
SHAP=-1.228",
"None=Penasco y Castellana, Mr. Victor de Satode
PassengerClass=1
Age=18.0
SHAP=0.610",
"None=Bradley, Mr. George (\"George Arthur Brayton\")
PassengerClass=1
Age=-999.0
SHAP=0.741",
"None=Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
PassengerClass=2
Age=36.0
SHAP=-1.281",
"None=Kassem, Mr. Fared
PassengerClass=3
Age=-999.0
SHAP=0.077",
"None=Cacic, Miss. Marija
PassengerClass=3
Age=30.0
SHAP=0.245",
"None=Hart, Miss. Eva Miriam
PassengerClass=2
Age=7.0
SHAP=-0.205",
"None=Butt, Major. Archibald Willingham
PassengerClass=1
Age=45.0
SHAP=0.020",
"None=Beane, Mr. Edward
PassengerClass=2
Age=32.0
SHAP=0.172",
"None=Goldsmith, Mr. Frank John
PassengerClass=3
Age=33.0
SHAP=-0.517",
"None=Ohman, Miss. Velin
PassengerClass=3
Age=22.0
SHAP=0.178",
"None=Taussig, Mrs. Emil (Tillie Mandelbaum)
PassengerClass=1
Age=39.0
SHAP=0.820",
"None=Morrow, Mr. Thomas Rowan
PassengerClass=3
Age=-999.0
SHAP=-0.030",
"None=Harris, Mr. George
PassengerClass=2
Age=62.0
SHAP=0.298",
"None=Appleton, Mrs. Edward Dale (Charlotte Lamson)
PassengerClass=1
Age=53.0
SHAP=-4.199",
"None=Patchett, Mr. George
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Age=19.0
SHAP=-0.292",
"None=Ross, Mr. John Hugo
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Age=36.0
SHAP=7.784",
"None=Murdlin, Mr. Joseph
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Age=-999.0
SHAP=-0.142",
"None=Bourke, Miss. Mary
PassengerClass=3
Age=-999.0
SHAP=-0.156",
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PassengerClass=3
Age=-999.0
SHAP=0.077",
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PassengerClass=1
Age=49.0
SHAP=-1.304",
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PassengerClass=1
Age=35.0
SHAP=12.528",
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PassengerClass=3
Age=36.0
SHAP=-0.821",
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PassengerClass=1
Age=27.0
SHAP=-0.383",
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PassengerClass=2
Age=22.0
SHAP=0.229",
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PassengerClass=1
Age=40.0
SHAP=0.525",
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Age=-999.0
SHAP=-0.142",
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PassengerClass=3
Age=-999.0
SHAP=-0.030",
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PassengerClass=3
Age=26.0
SHAP=0.302",
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PassengerClass=3
Age=27.0
SHAP=0.380",
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Age=26.0
SHAP=0.042",
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Age=51.0
SHAP=0.265",
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PassengerClass=1
Age=32.0
SHAP=1.775",
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PassengerClass=3
Age=-999.0
SHAP=-0.142",
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PassengerClass=3
Age=23.0
SHAP=0.173",
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PassengerClass=3
Age=18.0
SHAP=0.201",
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PassengerClass=2
Age=23.0
SHAP=-0.233",
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PassengerClass=1
Age=47.0
SHAP=-1.138",
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PassengerClass=3
Age=36.0
SHAP=-0.876",
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PassengerClass=2
Age=40.0
SHAP=-0.316",
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PassengerClass=1
Age=31.0
SHAP=0.531",
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PassengerClass=3
Age=18.0
SHAP=0.061",
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PassengerClass=1
Age=27.0
SHAP=-1.728",
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PassengerClass=3
Age=14.0
SHAP=-1.047",
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PassengerClass=3
Age=14.0
SHAP=-1.020",
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PassengerClass=3
Age=18.0
SHAP=-0.404",
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PassengerClass=3
Age=42.0
SHAP=0.008",
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PassengerClass=1
Age=18.0
SHAP=-1.139",
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PassengerClass=3
Age=26.0
SHAP=0.085",
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PassengerClass=1
Age=42.0
SHAP=-0.120",
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PassengerClass=1
Age=-999.0
SHAP=2.031",
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PassengerClass=1
Age=48.0
SHAP=-1.636",
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PassengerClass=3
Age=29.0
SHAP=0.064",
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Age=52.0
SHAP=0.405",
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PassengerClass=2
Age=27.0
SHAP=0.037",
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PassengerClass=3
Age=-999.0
SHAP=-0.030",
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PassengerClass=3
Age=33.0
SHAP=-0.406",
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PassengerClass=2
Age=34.0
SHAP=-1.090",
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PassengerClass=1
Age=29.0
SHAP=-0.632",
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SHAP=-0.233",
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Age=23.0
SHAP=-0.233",
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SHAP=0.151",
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SHAP=-0.142",
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SHAP=-0.187",
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Age=31.0
SHAP=0.147",
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SHAP=0.151",
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SHAP=1.160",
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SHAP=-0.434",
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SHAP=-1.700",
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SHAP=0.094",
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SHAP=-0.262",
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SHAP=-0.798",
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SHAP=0.061",
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SHAP=1.928",
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SHAP=-0.343",
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SHAP=-1.059",
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SHAP=0.002",
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SHAP=0.122",
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SHAP=0.263",
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SHAP=-0.503",
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SHAP=-0.102",
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SHAP=-0.818",
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SHAP=-0.292",
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"### adjusting parameters:\n",
"\n",
"- `drop_na=False` no longer drop values equal to self.na_fill (-999 by default)\n",
"- `sample=200` sample 200 samples for calculating the average\n",
"- `gridlines=10` display 10 additional grid lines\n",
"- `gridpoints=50` take 50 points along the x axis to calculate the lines"
]
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"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:03:47.886578Z",
"start_time": "2021-01-20T16:03:47.561835Z"
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PassengerClass",
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for different values of
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],
"layout": {
"annotations": [
{
"text": "baseline value = 2",
"x": 2,
"y": 9.006814770944379
},
{
"text": "baseline pred = 14.14",
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"y": 14.144990184656542
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"showlegend": false,
"template": {
"data": {
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{
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}
},
"title": {
"text": "pdp plot for PassengerClass"
},
"xaxis": {
"title": {
"text": "PassengerClass"
}
},
"yaxis": {
"title": {
"text": "Predicted Fare ($)"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_pdp(\n",
" \"PassengerClass\", index=17, drop_na=False, sample=200, gridlines=10, gridpoints=50\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Regression validation plots:"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:03:50.334315Z",
"start_time": "2021-01-20T16:03:50.319247Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating predictions...\n"
]
},
{
"data": {
"text/plain": [
"{'root_mean_squared_error': 26.86549079230947,\n",
" 'mean_absolute_error': 12.4349403655276,\n",
" 'R-squared': 0.5060120132123052}"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"explainer.metrics()"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:04:01.912939Z",
"start_time": "2021-01-20T16:04:01.894320Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating residuals...\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" | \n",
" Fare | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" Predicted | \n",
" 18.776 $ | \n",
"
\n",
" \n",
" | 1 | \n",
" Observed | \n",
" 11.133 $ | \n",
"
\n",
" \n",
" | 2 | \n",
" Residual | \n",
" -7.642 $ | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Fare\n",
"0 Predicted 18.776 $\n",
"1 Observed 11.133 $\n",
"2 Residual -7.642 $"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"explainer.prediction_result_df(test_names[3])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### predicted vs actual"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:04:05.870466Z",
"start_time": "2021-01-20T16:04:05.854650Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
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"text": [
"Index: Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Observed: 71.28
Prediction: 111.90",
"Index: Futrelle, Mrs. Jacques Heath (Lily May Peel)
Observed: 53.10
Prediction: 84.10",
"Index: Palsson, Master. Gosta Leonard
Observed: 21.07
Prediction: 24.37",
"Index: Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Observed: 11.13
Prediction: 18.78",
"Index: Nasser, Mrs. Nicholas (Adele Achem)
Observed: 30.07
Prediction: 24.13",
"Index: Saundercock, Mr. William Henry
Observed: 8.05
Prediction: 9.01",
"Index: Vestrom, Miss. Hulda Amanda Adolfina
Observed: 7.85
Prediction: 9.29",
"Index: Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Observed: 31.39
Prediction: 25.49",
"Index: Glynn, Miss. Mary Agatha
Observed: 7.75
Prediction: 11.46",
"Index: Meyer, Mr. Edgar Joseph
Observed: 82.17
Prediction: 69.22",
"Index: Kraeff, Mr. Theodor
Observed: 7.90
Prediction: 9.30",
"Index: Devaney, Miss. Margaret Delia
Observed: 7.88
Prediction: 10.96",
"Index: Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Observed: 17.80
Prediction: 13.12",
"Index: Rugg, Miss. Emily
Observed: 10.50
Prediction: 14.20",
"Index: Harris, Mr. Henry Birkhardt
Observed: 83.47
Prediction: 59.72",
"Index: Skoog, Master. Harald
Observed: 27.90
Prediction: 25.98",
"Index: Kink, Mr. Vincenz
Observed: 8.66
Prediction: 18.96",
"Index: Hood, Mr. Ambrose Jr
Observed: 73.50
Prediction: 14.14",
"Index: Ilett, Miss. Bertha
Observed: 10.50
Prediction: 15.84",
"Index: Ford, Mr. William Neal
Observed: 34.38
Prediction: 23.08",
"Index: Christmann, Mr. Emil
Observed: 8.05
Prediction: 9.09",
"Index: Andreasson, Mr. Paul Edvin
Observed: 7.85
Prediction: 9.01",
"Index: Chaffee, Mr. Herbert Fuller
Observed: 61.17
Prediction: 50.89",
"Index: Petroff, Mr. Pastcho (\"Pentcho\")
Observed: 7.90
Prediction: 9.44",
"Index: White, Mr. Richard Frasar
Observed: 77.29
Prediction: 88.47",
"Index: Rekic, Mr. Tido
Observed: 7.90
Prediction: 9.07",
"Index: Moran, Miss. Bertha
Observed: 24.15
Prediction: 14.56",
"Index: Barton, Mr. David John
Observed: 8.05
Prediction: 9.01",
"Index: Jussila, Miss. Katriina
Observed: 9.82
Prediction: 13.12",
"Index: Pekoniemi, Mr. Edvard
Observed: 7.92
Prediction: 9.01",
"Index: Turpin, Mr. William John Robert
Observed: 21.00
Prediction: 24.72",
"Index: Moore, Mr. Leonard Charles
Observed: 8.05
Prediction: 9.44",
"Index: Osen, Mr. Olaf Elon
Observed: 9.22
Prediction: 9.01",
"Index: Ford, Miss. Robina Maggie \"Ruby\"
Observed: 34.38
Prediction: 24.43",
"Index: Navratil, Mr. Michel (\"Louis M Hoffman\")
Observed: 26.00
Prediction: 26.44",
"Index: Bateman, Rev. Robert James
Observed: 12.53
Prediction: 14.20",
"Index: Meo, Mr. Alfonzo
Observed: 8.05
Prediction: 9.07",
"Index: Cribb, Mr. John Hatfield
Observed: 16.10
Prediction: 18.64",
"Index: Chibnall, Mrs. (Edith Martha Bowerman)
Observed: 55.00
Prediction: 106.26",
"Index: Van der hoef, Mr. Wyckoff
Observed: 33.50
Prediction: 35.44",
"Index: Sivola, Mr. Antti Wilhelm
Observed: 7.92
Prediction: 9.01",
"Index: Klasen, Mr. Klas Albin
Observed: 7.85
Prediction: 19.61",
"Index: Rood, Mr. Hugh Roscoe
Observed: 50.00
Prediction: 39.90",
"Index: Andersen-Jensen, Miss. Carla Christine Nielsine
Observed: 7.85
Prediction: 14.43",
"Index: Brown, Mrs. James Joseph (Margaret Tobin)
Observed: 27.72
Prediction: 135.58",
"Index: Vande Walle, Mr. Nestor Cyriel
Observed: 9.50
Prediction: 9.56",
"Index: Backstrom, Mr. Karl Alfred
Observed: 15.85
Prediction: 13.06",
"Index: Blank, Mr. Henry
Observed: 31.00
Prediction: 74.74",
"Index: Ali, Mr. Ahmed
Observed: 7.05
Prediction: 9.01",
"Index: Green, Mr. George Henry
Observed: 8.05
Prediction: 9.07",
"Index: Nenkoff, Mr. Christo
Observed: 7.90
Prediction: 9.44",
"Index: Asplund, Miss. Lillian Gertrud
Observed: 31.39
Prediction: 27.81",
"Index: Harknett, Miss. Alice Phoebe
Observed: 7.55
Prediction: 9.44",
"Index: Hunt, Mr. George Henry
Observed: 12.28
Prediction: 14.14",
"Index: Reed, Mr. James George
Observed: 7.25
Prediction: 9.44",
"Index: Stead, Mr. William Thomas
Observed: 26.55
Prediction: 44.84",
"Index: Thorne, Mrs. Gertrude Maybelle
Observed: 79.20
Prediction: 119.07",
"Index: Parrish, Mrs. (Lutie Davis)
Observed: 26.00
Prediction: 31.56",
"Index: Smith, Mr. Thomas
Observed: 7.75
Prediction: 9.30",
"Index: Asplund, Master. Edvin Rojj Felix
Observed: 31.39
Prediction: 28.09",
"Index: Healy, Miss. Hanora \"Nora\"
Observed: 7.75
Prediction: 11.46",
"Index: Andrews, Miss. Kornelia Theodosia
Observed: 77.96
Prediction: 61.94",
"Index: Abbott, Mrs. Stanton (Rosa Hunt)
Observed: 20.25
Prediction: 19.11",
"Index: Smith, Mr. Richard William
Observed: 26.00
Prediction: 39.90",
"Index: Connolly, Miss. Kate
Observed: 7.75
Prediction: 10.96",
"Index: Bishop, Mrs. Dickinson H (Helen Walton)
Observed: 91.08
Prediction: 107.12",
"Index: Levy, Mr. Rene Jacques
Observed: 12.88
Prediction: 14.14",
"Index: Lewy, Mr. Ervin G
Observed: 27.72
Prediction: 65.42",
"Index: Williams, Mr. Howard Hugh \"Harry\"
Observed: 8.05
Prediction: 9.44",
"Index: Sage, Mr. George John Jr
Observed: 69.55
Prediction: 69.32",
"Index: Nysveen, Mr. Johan Hansen
Observed: 6.24
Prediction: 9.07",
"Index: Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Observed: 133.65
Prediction: 84.92",
"Index: Denkoff, Mr. Mitto
Observed: 7.90
Prediction: 9.44",
"Index: Burns, Miss. Elizabeth Margaret
Observed: 134.50
Prediction: 101.93",
"Index: Dimic, Mr. Jovan
Observed: 8.66
Prediction: 9.07",
"Index: del Carlo, Mr. Sebastiano
Observed: 27.72
Prediction: 24.72",
"Index: Beavan, Mr. William Thomas
Observed: 8.05
Prediction: 9.01",
"Index: Meyer, Mrs. Edgar Joseph (Leila Saks)
Observed: 82.17
Prediction: 111.31",
"Index: Widener, Mr. Harry Elkins
Observed: 211.50
Prediction: 122.54",
"Index: Gustafsson, Mr. Karl Gideon
Observed: 7.78
Prediction: 9.01",
"Index: Plotcharsky, Mr. Vasil
Observed: 7.90
Prediction: 9.44",
"Index: Goodwin, Master. Sidney Leonard
Observed: 46.90
Prediction: 42.47",
"Index: Sadlier, Mr. Matthew
Observed: 7.73
Prediction: 9.30",
"Index: Gustafsson, Mr. Johan Birger
Observed: 7.92
Prediction: 19.24",
"Index: Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Observed: 16.70
Prediction: 18.57",
"Index: Niskanen, Mr. Juha
Observed: 7.92
Prediction: 13.02",
"Index: Minahan, Miss. Daisy E
Observed: 90.00
Prediction: 97.22",
"Index: Matthews, Mr. William John
Observed: 13.00
Prediction: 14.14",
"Index: Charters, Mr. David
Observed: 7.73
Prediction: 9.01",
"Index: Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Observed: 26.00
Prediction: 14.20",
"Index: Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Observed: 26.25
Prediction: 27.89",
"Index: Johannesen-Bratthammer, Mr. Bernt
Observed: 8.11
Prediction: 12.55",
"Index: Peuchen, Major. Arthur Godfrey
Observed: 30.50
Prediction: 45.07",
"Index: Anderson, Mr. Harry
Observed: 26.55
Prediction: 39.01",
"Index: Milling, Mr. Jacob Christian
Observed: 13.00
Prediction: 14.20",
"Index: West, Mrs. Edwy Arthur (Ada Mary Worth)
Observed: 27.75
Prediction: 29.99",
"Index: Karlsson, Mr. Nils August
Observed: 7.52
Prediction: 9.01",
"Index: Frost, Mr. Anthony Wood \"Archie\"
Observed: 0.00
Prediction: 13.26",
"Index: Bishop, Mr. Dickinson H
Observed: 91.08
Prediction: 146.18",
"Index: Windelov, Mr. Einar
Observed: 7.25
Prediction: 9.01",
"Index: Shellard, Mr. Frederick William
Observed: 15.10
Prediction: 9.44",
"Index: Svensson, Mr. Olof
Observed: 7.80
Prediction: 9.01",
"Index: O'Sullivan, Miss. Bridget Mary
Observed: 7.63
Prediction: 9.30",
"Index: Laitinen, Miss. Kristina Sofia
Observed: 9.59
Prediction: 9.07",
"Index: Penasco y Castellana, Mr. Victor de Satode
Observed: 108.90
Prediction: 77.01",
"Index: Bradley, Mr. George (\"George Arthur Brayton\")
Observed: 26.55
Prediction: 46.34",
"Index: Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Observed: 26.00
Prediction: 24.73",
"Index: Kassem, Mr. Fared
Observed: 7.23
Prediction: 9.30",
"Index: Cacic, Miss. Marija
Observed: 8.66
Prediction: 9.09",
"Index: Hart, Miss. Eva Miriam
Observed: 26.25
Prediction: 25.60",
"Index: Butt, Major. Archibald Willingham
Observed: 26.55
Prediction: 35.44",
"Index: Beane, Mr. Edward
Observed: 26.00
Prediction: 25.23",
"Index: Goldsmith, Mr. Frank John
Observed: 20.52
Prediction: 19.61",
"Index: Ohman, Miss. Velin
Observed: 7.78
Prediction: 11.60",
"Index: Taussig, Mrs. Emil (Tillie Mandelbaum)
Observed: 79.65
Prediction: 96.58",
"Index: Morrow, Mr. Thomas Rowan
Observed: 7.75
Prediction: 9.30",
"Index: Harris, Mr. George
Observed: 10.50
Prediction: 15.21",
"Index: Appleton, Mrs. Edward Dale (Charlotte Lamson)
Observed: 51.48
Prediction: 107.98",
"Index: Patchett, Mr. George
Observed: 14.50
Prediction: 9.01",
"Index: Ross, Mr. John Hugo
Observed: 40.12
Prediction: 82.43",
"Index: Murdlin, Mr. Joseph
Observed: 8.05
Prediction: 9.44",
"Index: Bourke, Miss. Mary
Observed: 7.75
Prediction: 19.99",
"Index: Boulos, Mr. Hanna
Observed: 7.22
Prediction: 9.30",
"Index: Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Observed: 56.93
Prediction: 74.41",
"Index: Homer, Mr. Harry (\"Mr E Haven\")
Observed: 26.55
Prediction: 132.87",
"Index: Lindell, Mr. Edvard Bengtsson
Observed: 15.55
Prediction: 13.06",
"Index: Daniel, Mr. Robert Williams
Observed: 30.50
Prediction: 44.05",
"Index: Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Observed: 41.58
Prediction: 30.66",
"Index: Shutes, Miss. Elizabeth W
Observed: 153.46
Prediction: 78.64",
"Index: Jardin, Mr. Jose Neto
Observed: 7.05
Prediction: 9.44",
"Index: Horgan, Mr. John
Observed: 7.75
Prediction: 9.30",
"Index: Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Observed: 16.10
Prediction: 13.12",
"Index: Yasbeck, Mr. Antoni
Observed: 14.45
Prediction: 13.12",
"Index: Bostandyeff, Mr. Guentcho
Observed: 7.90
Prediction: 9.13",
"Index: Lundahl, Mr. Johan Svensson
Observed: 7.05
Prediction: 9.07",
"Index: Stahelin-Maeglin, Dr. Max
Observed: 30.50
Prediction: 167.14",
"Index: Willey, Mr. Edward
Observed: 7.55
Prediction: 9.44",
"Index: Stanley, Miss. Amy Zillah Elsie
Observed: 7.55
Prediction: 11.60",
"Index: Hegarty, Miss. Hanora \"Nora\"
Observed: 6.75
Prediction: 9.01",
"Index: Eitemiller, Mr. George Floyd
Observed: 13.00
Prediction: 14.14",
"Index: Colley, Mr. Edward Pomeroy
Observed: 25.59
Prediction: 36.25",
"Index: Coleff, Mr. Peju
Observed: 7.50
Prediction: 9.07",
"Index: Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Observed: 39.00
Prediction: 26.92",
"Index: Davidson, Mr. Thornton
Observed: 52.00
Prediction: 46.49",
"Index: Turja, Miss. Anna Sofia
Observed: 9.84
Prediction: 11.60",
"Index: Hassab, Mr. Hammad
Observed: 76.73
Prediction: 61.45",
"Index: Goodwin, Mr. Charles Edward
Observed: 46.90
Prediction: 42.47",
"Index: Panula, Mr. Jaako Arnold
Observed: 39.69
Prediction: 27.31",
"Index: Fischer, Mr. Eberhard Thelander
Observed: 7.80
Prediction: 9.01",
"Index: Humblen, Mr. Adolf Mathias Nicolai Olsen
Observed: 7.65
Prediction: 9.07",
"Index: Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Observed: 227.53
Prediction: 90.87",
"Index: Hansen, Mr. Henrik Juul
Observed: 7.85
Prediction: 13.12",
"Index: Calderhead, Mr. Edward Pennington
Observed: 26.29
Prediction: 39.01",
"Index: Klaber, Mr. Herman
Observed: 26.55
Prediction: 58.88",
"Index: Taylor, Mr. Elmer Zebley
Observed: 52.00
Prediction: 59.95",
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Observed: 9.48
Prediction: 9.09",
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Observed: 13.00
Prediction: 14.20",
"Index: Troutt, Miss. Edwina Celia \"Winnie\"
Observed: 10.50
Prediction: 14.20",
"Index: McEvoy, Mr. Michael
Observed: 15.50
Prediction: 9.30",
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Observed: 7.78
Prediction: 9.16",
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Observed: 13.00
Prediction: 14.14",
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Observed: 211.34
Prediction: 77.13",
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Observed: 13.00
Prediction: 14.14",
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Observed: 13.00
Prediction: 14.14",
"Index: Williams, Mr. Leslie
Observed: 16.10
Prediction: 9.56",
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Observed: 7.90
Prediction: 9.44",
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Observed: 16.10
Prediction: 13.12",
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Observed: 7.75
Prediction: 9.09",
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Observed: 7.80
Prediction: 9.56",
"Index: Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Observed: 86.50
Prediction: 76.42",
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Observed: 7.78
Prediction: 9.01",
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Prediction: 9.01",
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Observed: 57.00
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Prediction: 22.47",
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Observed: 7.05
Prediction: 9.01",
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Observed: 25.93
Prediction: 60.75",
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Observed: 26.25
Prediction: 26.92",
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Observed: 120.00
Prediction: 151.12",
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Observed: 8.52
Prediction: 17.56",
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Observed: 7.78
Prediction: 9.09",
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Observed: 10.50
Prediction: 14.14",
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Observed: 8.05
Prediction: 9.09",
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Observed: 7.75
Prediction: 11.77",
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Observed: 18.75
Prediction: 26.93",
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Observed: 10.50
Prediction: 15.78",
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Observed: 6.44
Prediction: 9.07",
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Observed: 69.55
Prediction: 69.32",
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Observed: 15.25
Prediction: 19.61",
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Observed: 9.35
Prediction: 17.75",
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Observed: 7.23
Prediction: 9.30",
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Observed: 11.13
Prediction: 19.11",
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Observed: 5.00
Prediction: 36.55",
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Observed: 9.85
Prediction: 9.01",
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Observed: 13.00
Prediction: 14.14"
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Prediction: 111.90",
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Observed: 53.10
Prediction: 84.10",
"Index: Palsson, Master. Gosta Leonard
Observed: 21.07
Prediction: 24.37",
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Observed: 11.13
Prediction: 18.78",
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Prediction: 24.13",
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Observed: 8.05
Prediction: 9.01",
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Observed: 7.85
Prediction: 9.29",
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Prediction: 25.49",
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"Index: Meyer, Mr. Edgar Joseph
Observed: 82.17
Prediction: 69.22",
"Index: Kraeff, Mr. Theodor
Observed: 7.90
Prediction: 9.30",
"Index: Devaney, Miss. Margaret Delia
Observed: 7.88
Prediction: 10.96",
"Index: Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Observed: 17.80
Prediction: 13.12",
"Index: Rugg, Miss. Emily
Observed: 10.50
Prediction: 14.20",
"Index: Harris, Mr. Henry Birkhardt
Observed: 83.47
Prediction: 59.72",
"Index: Skoog, Master. Harald
Observed: 27.90
Prediction: 25.98",
"Index: Kink, Mr. Vincenz
Observed: 8.66
Prediction: 18.96",
"Index: Hood, Mr. Ambrose Jr
Observed: 73.50
Prediction: 14.14",
"Index: Ilett, Miss. Bertha
Observed: 10.50
Prediction: 15.84",
"Index: Ford, Mr. William Neal
Observed: 34.38
Prediction: 23.08",
"Index: Christmann, Mr. Emil
Observed: 8.05
Prediction: 9.09",
"Index: Andreasson, Mr. Paul Edvin
Observed: 7.85
Prediction: 9.01",
"Index: Chaffee, Mr. Herbert Fuller
Observed: 61.17
Prediction: 50.89",
"Index: Petroff, Mr. Pastcho (\"Pentcho\")
Observed: 7.90
Prediction: 9.44",
"Index: White, Mr. Richard Frasar
Observed: 77.29
Prediction: 88.47",
"Index: Rekic, Mr. Tido
Observed: 7.90
Prediction: 9.07",
"Index: Moran, Miss. Bertha
Observed: 24.15
Prediction: 14.56",
"Index: Barton, Mr. David John
Observed: 8.05
Prediction: 9.01",
"Index: Jussila, Miss. Katriina
Observed: 9.82
Prediction: 13.12",
"Index: Pekoniemi, Mr. Edvard
Observed: 7.92
Prediction: 9.01",
"Index: Turpin, Mr. William John Robert
Observed: 21.00
Prediction: 24.72",
"Index: Moore, Mr. Leonard Charles
Observed: 8.05
Prediction: 9.44",
"Index: Osen, Mr. Olaf Elon
Observed: 9.22
Prediction: 9.01",
"Index: Ford, Miss. Robina Maggie \"Ruby\"
Observed: 34.38
Prediction: 24.43",
"Index: Navratil, Mr. Michel (\"Louis M Hoffman\")
Observed: 26.00
Prediction: 26.44",
"Index: Bateman, Rev. Robert James
Observed: 12.53
Prediction: 14.20",
"Index: Meo, Mr. Alfonzo
Observed: 8.05
Prediction: 9.07",
"Index: Cribb, Mr. John Hatfield
Observed: 16.10
Prediction: 18.64",
"Index: Chibnall, Mrs. (Edith Martha Bowerman)
Observed: 55.00
Prediction: 106.26",
"Index: Van der hoef, Mr. Wyckoff
Observed: 33.50
Prediction: 35.44",
"Index: Sivola, Mr. Antti Wilhelm
Observed: 7.92
Prediction: 9.01",
"Index: Klasen, Mr. Klas Albin
Observed: 7.85
Prediction: 19.61",
"Index: Rood, Mr. Hugh Roscoe
Observed: 50.00
Prediction: 39.90",
"Index: Andersen-Jensen, Miss. Carla Christine Nielsine
Observed: 7.85
Prediction: 14.43",
"Index: Brown, Mrs. James Joseph (Margaret Tobin)
Observed: 27.72
Prediction: 135.58",
"Index: Vande Walle, Mr. Nestor Cyriel
Observed: 9.50
Prediction: 9.56",
"Index: Backstrom, Mr. Karl Alfred
Observed: 15.85
Prediction: 13.06",
"Index: Blank, Mr. Henry
Observed: 31.00
Prediction: 74.74",
"Index: Ali, Mr. Ahmed
Observed: 7.05
Prediction: 9.01",
"Index: Green, Mr. George Henry
Observed: 8.05
Prediction: 9.07",
"Index: Nenkoff, Mr. Christo
Observed: 7.90
Prediction: 9.44",
"Index: Asplund, Miss. Lillian Gertrud
Observed: 31.39
Prediction: 27.81",
"Index: Harknett, Miss. Alice Phoebe
Observed: 7.55
Prediction: 9.44",
"Index: Hunt, Mr. George Henry
Observed: 12.28
Prediction: 14.14",
"Index: Reed, Mr. James George
Observed: 7.25
Prediction: 9.44",
"Index: Stead, Mr. William Thomas
Observed: 26.55
Prediction: 44.84",
"Index: Thorne, Mrs. Gertrude Maybelle
Observed: 79.20
Prediction: 119.07",
"Index: Parrish, Mrs. (Lutie Davis)
Observed: 26.00
Prediction: 31.56",
"Index: Smith, Mr. Thomas
Observed: 7.75
Prediction: 9.30",
"Index: Asplund, Master. Edvin Rojj Felix
Observed: 31.39
Prediction: 28.09",
"Index: Healy, Miss. Hanora \"Nora\"
Observed: 7.75
Prediction: 11.46",
"Index: Andrews, Miss. Kornelia Theodosia
Observed: 77.96
Prediction: 61.94",
"Index: Abbott, Mrs. Stanton (Rosa Hunt)
Observed: 20.25
Prediction: 19.11",
"Index: Smith, Mr. Richard William
Observed: 26.00
Prediction: 39.90",
"Index: Connolly, Miss. Kate
Observed: 7.75
Prediction: 10.96",
"Index: Bishop, Mrs. Dickinson H (Helen Walton)
Observed: 91.08
Prediction: 107.12",
"Index: Levy, Mr. Rene Jacques
Observed: 12.88
Prediction: 14.14",
"Index: Lewy, Mr. Ervin G
Observed: 27.72
Prediction: 65.42",
"Index: Williams, Mr. Howard Hugh \"Harry\"
Observed: 8.05
Prediction: 9.44",
"Index: Sage, Mr. George John Jr
Observed: 69.55
Prediction: 69.32",
"Index: Nysveen, Mr. Johan Hansen
Observed: 6.24
Prediction: 9.07",
"Index: Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Observed: 133.65
Prediction: 84.92",
"Index: Denkoff, Mr. Mitto
Observed: 7.90
Prediction: 9.44",
"Index: Burns, Miss. Elizabeth Margaret
Observed: 134.50
Prediction: 101.93",
"Index: Dimic, Mr. Jovan
Observed: 8.66
Prediction: 9.07",
"Index: del Carlo, Mr. Sebastiano
Observed: 27.72
Prediction: 24.72",
"Index: Beavan, Mr. William Thomas
Observed: 8.05
Prediction: 9.01",
"Index: Meyer, Mrs. Edgar Joseph (Leila Saks)
Observed: 82.17
Prediction: 111.31",
"Index: Widener, Mr. Harry Elkins
Observed: 211.50
Prediction: 122.54",
"Index: Gustafsson, Mr. Karl Gideon
Observed: 7.78
Prediction: 9.01",
"Index: Plotcharsky, Mr. Vasil
Observed: 7.90
Prediction: 9.44",
"Index: Goodwin, Master. Sidney Leonard
Observed: 46.90
Prediction: 42.47",
"Index: Sadlier, Mr. Matthew
Observed: 7.73
Prediction: 9.30",
"Index: Gustafsson, Mr. Johan Birger
Observed: 7.92
Prediction: 19.24",
"Index: Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Observed: 16.70
Prediction: 18.57",
"Index: Niskanen, Mr. Juha
Observed: 7.92
Prediction: 13.02",
"Index: Minahan, Miss. Daisy E
Observed: 90.00
Prediction: 97.22",
"Index: Matthews, Mr. William John
Observed: 13.00
Prediction: 14.14",
"Index: Charters, Mr. David
Observed: 7.73
Prediction: 9.01",
"Index: Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Observed: 26.00
Prediction: 14.20",
"Index: Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Observed: 26.25
Prediction: 27.89",
"Index: Johannesen-Bratthammer, Mr. Bernt
Observed: 8.11
Prediction: 12.55",
"Index: Peuchen, Major. Arthur Godfrey
Observed: 30.50
Prediction: 45.07",
"Index: Anderson, Mr. Harry
Observed: 26.55
Prediction: 39.01",
"Index: Milling, Mr. Jacob Christian
Observed: 13.00
Prediction: 14.20",
"Index: West, Mrs. Edwy Arthur (Ada Mary Worth)
Observed: 27.75
Prediction: 29.99",
"Index: Karlsson, Mr. Nils August
Observed: 7.52
Prediction: 9.01",
"Index: Frost, Mr. Anthony Wood \"Archie\"
Observed: 0.00
Prediction: 13.26",
"Index: Bishop, Mr. Dickinson H
Observed: 91.08
Prediction: 146.18",
"Index: Windelov, Mr. Einar
Observed: 7.25
Prediction: 9.01",
"Index: Shellard, Mr. Frederick William
Observed: 15.10
Prediction: 9.44",
"Index: Svensson, Mr. Olof
Observed: 7.80
Prediction: 9.01",
"Index: O'Sullivan, Miss. Bridget Mary
Observed: 7.63
Prediction: 9.30",
"Index: Laitinen, Miss. Kristina Sofia
Observed: 9.59
Prediction: 9.07",
"Index: Penasco y Castellana, Mr. Victor de Satode
Observed: 108.90
Prediction: 77.01",
"Index: Bradley, Mr. George (\"George Arthur Brayton\")
Observed: 26.55
Prediction: 46.34",
"Index: Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Observed: 26.00
Prediction: 24.73",
"Index: Kassem, Mr. Fared
Observed: 7.23
Prediction: 9.30",
"Index: Cacic, Miss. Marija
Observed: 8.66
Prediction: 9.09",
"Index: Hart, Miss. Eva Miriam
Observed: 26.25
Prediction: 25.60",
"Index: Butt, Major. Archibald Willingham
Observed: 26.55
Prediction: 35.44",
"Index: Beane, Mr. Edward
Observed: 26.00
Prediction: 25.23",
"Index: Goldsmith, Mr. Frank John
Observed: 20.52
Prediction: 19.61",
"Index: Ohman, Miss. Velin
Observed: 7.78
Prediction: 11.60",
"Index: Taussig, Mrs. Emil (Tillie Mandelbaum)
Observed: 79.65
Prediction: 96.58",
"Index: Morrow, Mr. Thomas Rowan
Observed: 7.75
Prediction: 9.30",
"Index: Harris, Mr. George
Observed: 10.50
Prediction: 15.21",
"Index: Appleton, Mrs. Edward Dale (Charlotte Lamson)
Observed: 51.48
Prediction: 107.98",
"Index: Patchett, Mr. George
Observed: 14.50
Prediction: 9.01",
"Index: Ross, Mr. John Hugo
Observed: 40.12
Prediction: 82.43",
"Index: Murdlin, Mr. Joseph
Observed: 8.05
Prediction: 9.44",
"Index: Bourke, Miss. Mary
Observed: 7.75
Prediction: 19.99",
"Index: Boulos, Mr. Hanna
Observed: 7.22
Prediction: 9.30",
"Index: Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Observed: 56.93
Prediction: 74.41",
"Index: Homer, Mr. Harry (\"Mr E Haven\")
Observed: 26.55
Prediction: 132.87",
"Index: Lindell, Mr. Edvard Bengtsson
Observed: 15.55
Prediction: 13.06",
"Index: Daniel, Mr. Robert Williams
Observed: 30.50
Prediction: 44.05",
"Index: Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Observed: 41.58
Prediction: 30.66",
"Index: Shutes, Miss. Elizabeth W
Observed: 153.46
Prediction: 78.64",
"Index: Jardin, Mr. Jose Neto
Observed: 7.05
Prediction: 9.44",
"Index: Horgan, Mr. John
Observed: 7.75
Prediction: 9.30",
"Index: Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Observed: 16.10
Prediction: 13.12",
"Index: Yasbeck, Mr. Antoni
Observed: 14.45
Prediction: 13.12",
"Index: Bostandyeff, Mr. Guentcho
Observed: 7.90
Prediction: 9.13",
"Index: Lundahl, Mr. Johan Svensson
Observed: 7.05
Prediction: 9.07",
"Index: Stahelin-Maeglin, Dr. Max
Observed: 30.50
Prediction: 167.14",
"Index: Willey, Mr. Edward
Observed: 7.55
Prediction: 9.44",
"Index: Stanley, Miss. Amy Zillah Elsie
Observed: 7.55
Prediction: 11.60",
"Index: Hegarty, Miss. Hanora \"Nora\"
Observed: 6.75
Prediction: 9.01",
"Index: Eitemiller, Mr. George Floyd
Observed: 13.00
Prediction: 14.14",
"Index: Colley, Mr. Edward Pomeroy
Observed: 25.59
Prediction: 36.25",
"Index: Coleff, Mr. Peju
Observed: 7.50
Prediction: 9.07",
"Index: Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Observed: 39.00
Prediction: 26.92",
"Index: Davidson, Mr. Thornton
Observed: 52.00
Prediction: 46.49",
"Index: Turja, Miss. Anna Sofia
Observed: 9.84
Prediction: 11.60",
"Index: Hassab, Mr. Hammad
Observed: 76.73
Prediction: 61.45",
"Index: Goodwin, Mr. Charles Edward
Observed: 46.90
Prediction: 42.47",
"Index: Panula, Mr. Jaako Arnold
Observed: 39.69
Prediction: 27.31",
"Index: Fischer, Mr. Eberhard Thelander
Observed: 7.80
Prediction: 9.01",
"Index: Humblen, Mr. Adolf Mathias Nicolai Olsen
Observed: 7.65
Prediction: 9.07",
"Index: Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Observed: 227.53
Prediction: 90.87",
"Index: Hansen, Mr. Henrik Juul
Observed: 7.85
Prediction: 13.12",
"Index: Calderhead, Mr. Edward Pennington
Observed: 26.29
Prediction: 39.01",
"Index: Klaber, Mr. Herman
Observed: 26.55
Prediction: 58.88",
"Index: Taylor, Mr. Elmer Zebley
Observed: 52.00
Prediction: 59.95",
"Index: Larsson, Mr. August Viktor
Observed: 9.48
Prediction: 9.09",
"Index: Greenberg, Mr. Samuel
Observed: 13.00
Prediction: 14.20",
"Index: Troutt, Miss. Edwina Celia \"Winnie\"
Observed: 10.50
Prediction: 14.20",
"Index: McEvoy, Mr. Michael
Observed: 15.50
Prediction: 9.30",
"Index: Johnson, Mr. Malkolm Joackim
Observed: 7.78
Prediction: 9.16",
"Index: Gillespie, Mr. William Henry
Observed: 13.00
Prediction: 14.14",
"Index: Allen, Miss. Elisabeth Walton
Observed: 211.34
Prediction: 77.13",
"Index: Berriman, Mr. William John
Observed: 13.00
Prediction: 14.14",
"Index: Troupiansky, Mr. Moses Aaron
Observed: 13.00
Prediction: 14.14",
"Index: Williams, Mr. Leslie
Observed: 16.10
Prediction: 9.56",
"Index: Ivanoff, Mr. Kanio
Observed: 7.90
Prediction: 9.44",
"Index: McNamee, Mr. Neal
Observed: 16.10
Prediction: 13.12",
"Index: Connaghton, Mr. Michael
Observed: 7.75
Prediction: 9.09",
"Index: Carlsson, Mr. August Sigfrid
Observed: 7.80
Prediction: 9.56",
"Index: Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Observed: 86.50
Prediction: 76.42",
"Index: Eklund, Mr. Hans Linus
Observed: 7.78
Prediction: 9.01",
"Index: Hogeboom, Mrs. John C (Anna Andrews)
Observed: 77.96
Prediction: 61.93",
"Index: Moran, Mr. Daniel J
Observed: 24.15
Prediction: 13.77",
"Index: Lievens, Mr. Rene Aime
Observed: 9.50
Prediction: 9.01",
"Index: Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Observed: 211.34
Prediction: 104.14",
"Index: Ayoub, Miss. Banoura
Observed: 7.23
Prediction: 11.14",
"Index: Dick, Mrs. Albert Adrian (Vera Gillespie)
Observed: 57.00
Prediction: 76.64",
"Index: Johnston, Mr. Andrew G
Observed: 23.45
Prediction: 22.47",
"Index: Ali, Mr. William
Observed: 7.05
Prediction: 9.01",
"Index: Sjoblom, Miss. Anna Sofia
Observed: 7.50
Prediction: 11.60",
"Index: Guggenheim, Mr. Benjamin
Observed: 79.20
Prediction: 120.52",
"Index: Leader, Dr. Alice (Farnham)
Observed: 25.93
Prediction: 60.75",
"Index: Collyer, Mrs. Harvey (Charlotte Annie Tate)
Observed: 26.25
Prediction: 26.92",
"Index: Carter, Master. William Thornton II
Observed: 120.00
Prediction: 151.12",
"Index: Thomas, Master. Assad Alexander
Observed: 8.52
Prediction: 17.56",
"Index: Johansson, Mr. Karl Johan
Observed: 7.78
Prediction: 9.09",
"Index: Slemen, Mr. Richard James
Observed: 10.50
Prediction: 14.14",
"Index: Tomlin, Mr. Ernest Portage
Observed: 8.05
Prediction: 9.09",
"Index: McCormack, Mr. Thomas Joseph
Observed: 7.75
Prediction: 11.77",
"Index: Richards, Master. George Sibley
Observed: 18.75
Prediction: 26.93",
"Index: Mudd, Mr. Thomas Charles
Observed: 10.50
Prediction: 15.78",
"Index: Lemberopolous, Mr. Peter L
Observed: 6.44
Prediction: 9.07",
"Index: Sage, Mr. Douglas Bullen
Observed: 69.55
Prediction: 69.32",
"Index: Boulos, Miss. Nourelain
Observed: 15.25
Prediction: 19.61",
"Index: Aks, Mrs. Sam (Leah Rosen)
Observed: 9.35
Prediction: 17.75",
"Index: Razi, Mr. Raihed
Observed: 7.23
Prediction: 9.30",
"Index: Johnson, Master. Harold Theodor
Observed: 11.13
Prediction: 19.11",
"Index: Carlsson, Mr. Frans Olof
Observed: 5.00
Prediction: 36.55",
"Index: Gustafsson, Mr. Alfred Ossian
Observed: 9.85
Prediction: 9.01",
"Index: Montvila, Rev. Juozas
Observed: 13.00
Prediction: 14.14"
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"layout": {
"hovermode": "closest",
"plot_bgcolor": "#fff",
"template": {
"data": {
"scatter": [
{
"type": "scatter"
}
]
}
},
"title": {
"text": "Predicted Fare vs Observed Fare"
},
"xaxis": {
"title": {
"text": "Observed Fare ($)"
},
"type": "log"
},
"yaxis": {
"title": {
"text": "Predicted Fare ($)"
},
"type": "log"
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_predicted_vs_actual(log_x=True, log_y=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plot residuals"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:04:12.293116Z",
"start_time": "2021-01-20T16:04:12.277074Z"
}
},
"outputs": [
{
"data": {
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"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
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"name": "residuals (y-preds)",
"text": [
"Index: Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Observed: 71.28
Prediction: 111.90
Residual: -40.62",
"Index: Futrelle, Mrs. Jacques Heath (Lily May Peel)
Observed: 53.10
Prediction: 84.10
Residual: -31.00",
"Index: Palsson, Master. Gosta Leonard
Observed: 21.07
Prediction: 24.37
Residual: -3.29",
"Index: Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Observed: 11.13
Prediction: 18.78
Residual: -7.64",
"Index: Nasser, Mrs. Nicholas (Adele Achem)
Observed: 30.07
Prediction: 24.13
Residual: 5.94",
"Index: Saundercock, Mr. William Henry
Observed: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Vestrom, Miss. Hulda Amanda Adolfina
Observed: 7.85
Prediction: 9.29
Residual: -1.43",
"Index: Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Observed: 31.39
Prediction: 25.49
Residual: 5.90",
"Index: Glynn, Miss. Mary Agatha
Observed: 7.75
Prediction: 11.46
Residual: -3.71",
"Index: Meyer, Mr. Edgar Joseph
Observed: 82.17
Prediction: 69.22
Residual: 12.95",
"Index: Kraeff, Mr. Theodor
Observed: 7.90
Prediction: 9.30
Residual: -1.40",
"Index: Devaney, Miss. Margaret Delia
Observed: 7.88
Prediction: 10.96
Residual: -3.09",
"Index: Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Observed: 17.80
Prediction: 13.12
Residual: 4.68",
"Index: Rugg, Miss. Emily
Observed: 10.50
Prediction: 14.20
Residual: -3.70",
"Index: Harris, Mr. Henry Birkhardt
Observed: 83.47
Prediction: 59.72
Residual: 23.75",
"Index: Skoog, Master. Harald
Observed: 27.90
Prediction: 25.98
Residual: 1.92",
"Index: Kink, Mr. Vincenz
Observed: 8.66
Prediction: 18.96
Residual: -10.29",
"Index: Hood, Mr. Ambrose Jr
Observed: 73.50
Prediction: 14.14
Residual: 59.36",
"Index: Ilett, Miss. Bertha
Observed: 10.50
Prediction: 15.84
Residual: -5.34",
"Index: Ford, Mr. William Neal
Observed: 34.38
Prediction: 23.08
Residual: 11.30",
"Index: Christmann, Mr. Emil
Observed: 8.05
Prediction: 9.09
Residual: -1.04",
"Index: Andreasson, Mr. Paul Edvin
Observed: 7.85
Prediction: 9.01
Residual: -1.15",
"Index: Chaffee, Mr. Herbert Fuller
Observed: 61.17
Prediction: 50.89
Residual: 10.28",
"Index: Petroff, Mr. Pastcho (\"Pentcho\")
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: White, Mr. Richard Frasar
Observed: 77.29
Prediction: 88.47
Residual: -11.18",
"Index: Rekic, Mr. Tido
Observed: 7.90
Prediction: 9.07
Residual: -1.17",
"Index: Moran, Miss. Bertha
Observed: 24.15
Prediction: 14.56
Residual: 9.59",
"Index: Barton, Mr. David John
Observed: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Jussila, Miss. Katriina
Observed: 9.82
Prediction: 13.12
Residual: -3.30",
"Index: Pekoniemi, Mr. Edvard
Observed: 7.92
Prediction: 9.01
Residual: -1.08",
"Index: Turpin, Mr. William John Robert
Observed: 21.00
Prediction: 24.72
Residual: -3.72",
"Index: Moore, Mr. Leonard Charles
Observed: 8.05
Prediction: 9.44
Residual: -1.39",
"Index: Osen, Mr. Olaf Elon
Observed: 9.22
Prediction: 9.01
Residual: 0.21",
"Index: Ford, Miss. Robina Maggie \"Ruby\"
Observed: 34.38
Prediction: 24.43
Residual: 9.95",
"Index: Navratil, Mr. Michel (\"Louis M Hoffman\")
Observed: 26.00
Prediction: 26.44
Residual: -0.44",
"Index: Bateman, Rev. Robert James
Observed: 12.53
Prediction: 14.20
Residual: -1.68",
"Index: Meo, Mr. Alfonzo
Observed: 8.05
Prediction: 9.07
Residual: -1.02",
"Index: Cribb, Mr. John Hatfield
Observed: 16.10
Prediction: 18.64
Residual: -2.54",
"Index: Chibnall, Mrs. (Edith Martha Bowerman)
Observed: 55.00
Prediction: 106.26
Residual: -51.26",
"Index: Van der hoef, Mr. Wyckoff
Observed: 33.50
Prediction: 35.44
Residual: -1.94",
"Index: Sivola, Mr. Antti Wilhelm
Observed: 7.92
Prediction: 9.01
Residual: -1.08",
"Index: Klasen, Mr. Klas Albin
Observed: 7.85
Prediction: 19.61
Residual: -11.75",
"Index: Rood, Mr. Hugh Roscoe
Observed: 50.00
Prediction: 39.90
Residual: 10.10",
"Index: Andersen-Jensen, Miss. Carla Christine Nielsine
Observed: 7.85
Prediction: 14.43
Residual: -6.58",
"Index: Brown, Mrs. James Joseph (Margaret Tobin)
Observed: 27.72
Prediction: 135.58
Residual: -107.86",
"Index: Vande Walle, Mr. Nestor Cyriel
Observed: 9.50
Prediction: 9.56
Residual: -0.06",
"Index: Backstrom, Mr. Karl Alfred
Observed: 15.85
Prediction: 13.06
Residual: 2.79",
"Index: Blank, Mr. Henry
Observed: 31.00
Prediction: 74.74
Residual: -43.74",
"Index: Ali, Mr. Ahmed
Observed: 7.05
Prediction: 9.01
Residual: -1.96",
"Index: Green, Mr. George Henry
Observed: 8.05
Prediction: 9.07
Residual: -1.02",
"Index: Nenkoff, Mr. Christo
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: Asplund, Miss. Lillian Gertrud
Observed: 31.39
Prediction: 27.81
Residual: 3.58",
"Index: Harknett, Miss. Alice Phoebe
Observed: 7.55
Prediction: 9.44
Residual: -1.89",
"Index: Hunt, Mr. George Henry
Observed: 12.28
Prediction: 14.14
Residual: -1.87",
"Index: Reed, Mr. James George
Observed: 7.25
Prediction: 9.44
Residual: -2.19",
"Index: Stead, Mr. William Thomas
Observed: 26.55
Prediction: 44.84
Residual: -18.29",
"Index: Thorne, Mrs. Gertrude Maybelle
Observed: 79.20
Prediction: 119.07
Residual: -39.87",
"Index: Parrish, Mrs. (Lutie Davis)
Observed: 26.00
Prediction: 31.56
Residual: -5.56",
"Index: Smith, Mr. Thomas
Observed: 7.75
Prediction: 9.30
Residual: -1.55",
"Index: Asplund, Master. Edvin Rojj Felix
Observed: 31.39
Prediction: 28.09
Residual: 3.30",
"Index: Healy, Miss. Hanora \"Nora\"
Observed: 7.75
Prediction: 11.46
Residual: -3.71",
"Index: Andrews, Miss. Kornelia Theodosia
Observed: 77.96
Prediction: 61.94
Residual: 16.02",
"Index: Abbott, Mrs. Stanton (Rosa Hunt)
Observed: 20.25
Prediction: 19.11
Residual: 1.14",
"Index: Smith, Mr. Richard William
Observed: 26.00
Prediction: 39.90
Residual: -13.90",
"Index: Connolly, Miss. Kate
Observed: 7.75
Prediction: 10.96
Residual: -3.21",
"Index: Bishop, Mrs. Dickinson H (Helen Walton)
Observed: 91.08
Prediction: 107.12
Residual: -16.04",
"Index: Levy, Mr. Rene Jacques
Observed: 12.88
Prediction: 14.14
Residual: -1.27",
"Index: Lewy, Mr. Ervin G
Observed: 27.72
Prediction: 65.42
Residual: -37.70",
"Index: Williams, Mr. Howard Hugh \"Harry\"
Observed: 8.05
Prediction: 9.44
Residual: -1.39",
"Index: Sage, Mr. George John Jr
Observed: 69.55
Prediction: 69.32
Residual: 0.23",
"Index: Nysveen, Mr. Johan Hansen
Observed: 6.24
Prediction: 9.07
Residual: -2.83",
"Index: Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Observed: 133.65
Prediction: 84.92
Residual: 48.73",
"Index: Denkoff, Mr. Mitto
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: Burns, Miss. Elizabeth Margaret
Observed: 134.50
Prediction: 101.93
Residual: 32.57",
"Index: Dimic, Mr. Jovan
Observed: 8.66
Prediction: 9.07
Residual: -0.41",
"Index: del Carlo, Mr. Sebastiano
Observed: 27.72
Prediction: 24.72
Residual: 3.00",
"Index: Beavan, Mr. William Thomas
Observed: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Meyer, Mrs. Edgar Joseph (Leila Saks)
Observed: 82.17
Prediction: 111.31
Residual: -29.14",
"Index: Widener, Mr. Harry Elkins
Observed: 211.50
Prediction: 122.54
Residual: 88.96",
"Index: Gustafsson, Mr. Karl Gideon
Observed: 7.78
Prediction: 9.01
Residual: -1.23",
"Index: Plotcharsky, Mr. Vasil
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: Goodwin, Master. Sidney Leonard
Observed: 46.90
Prediction: 42.47
Residual: 4.43",
"Index: Sadlier, Mr. Matthew
Observed: 7.73
Prediction: 9.30
Residual: -1.57",
"Index: Gustafsson, Mr. Johan Birger
Observed: 7.92
Prediction: 19.24
Residual: -11.31",
"Index: Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Observed: 16.70
Prediction: 18.57
Residual: -1.87",
"Index: Niskanen, Mr. Juha
Observed: 7.92
Prediction: 13.02
Residual: -5.10",
"Index: Minahan, Miss. Daisy E
Observed: 90.00
Prediction: 97.22
Residual: -7.22",
"Index: Matthews, Mr. William John
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Charters, Mr. David
Observed: 7.73
Prediction: 9.01
Residual: -1.27",
"Index: Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Observed: 26.00
Prediction: 14.20
Residual: 11.80",
"Index: Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Observed: 26.25
Prediction: 27.89
Residual: -1.64",
"Index: Johannesen-Bratthammer, Mr. Bernt
Observed: 8.11
Prediction: 12.55
Residual: -4.43",
"Index: Peuchen, Major. Arthur Godfrey
Observed: 30.50
Prediction: 45.07
Residual: -14.57",
"Index: Anderson, Mr. Harry
Observed: 26.55
Prediction: 39.01
Residual: -12.46",
"Index: Milling, Mr. Jacob Christian
Observed: 13.00
Prediction: 14.20
Residual: -1.20",
"Index: West, Mrs. Edwy Arthur (Ada Mary Worth)
Observed: 27.75
Prediction: 29.99
Residual: -2.24",
"Index: Karlsson, Mr. Nils August
Observed: 7.52
Prediction: 9.01
Residual: -1.49",
"Index: Frost, Mr. Anthony Wood \"Archie\"
Observed: 0.00
Prediction: 13.26
Residual: -13.26",
"Index: Bishop, Mr. Dickinson H
Observed: 91.08
Prediction: 146.18
Residual: -55.10",
"Index: Windelov, Mr. Einar
Observed: 7.25
Prediction: 9.01
Residual: -1.76",
"Index: Shellard, Mr. Frederick William
Observed: 15.10
Prediction: 9.44
Residual: 5.66",
"Index: Svensson, Mr. Olof
Observed: 7.80
Prediction: 9.01
Residual: -1.21",
"Index: O'Sullivan, Miss. Bridget Mary
Observed: 7.63
Prediction: 9.30
Residual: -1.67",
"Index: Laitinen, Miss. Kristina Sofia
Observed: 9.59
Prediction: 9.07
Residual: 0.52",
"Index: Penasco y Castellana, Mr. Victor de Satode
Observed: 108.90
Prediction: 77.01
Residual: 31.89",
"Index: Bradley, Mr. George (\"George Arthur Brayton\")
Observed: 26.55
Prediction: 46.34
Residual: -19.79",
"Index: Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Observed: 26.00
Prediction: 24.73
Residual: 1.27",
"Index: Kassem, Mr. Fared
Observed: 7.23
Prediction: 9.30
Residual: -2.07",
"Index: Cacic, Miss. Marija
Observed: 8.66
Prediction: 9.09
Residual: -0.43",
"Index: Hart, Miss. Eva Miriam
Observed: 26.25
Prediction: 25.60
Residual: 0.65",
"Index: Butt, Major. Archibald Willingham
Observed: 26.55
Prediction: 35.44
Residual: -8.89",
"Index: Beane, Mr. Edward
Observed: 26.00
Prediction: 25.23
Residual: 0.77",
"Index: Goldsmith, Mr. Frank John
Observed: 20.52
Prediction: 19.61
Residual: 0.92",
"Index: Ohman, Miss. Velin
Observed: 7.78
Prediction: 11.60
Residual: -3.83",
"Index: Taussig, Mrs. Emil (Tillie Mandelbaum)
Observed: 79.65
Prediction: 96.58
Residual: -16.93",
"Index: Morrow, Mr. Thomas Rowan
Observed: 7.75
Prediction: 9.30
Residual: -1.55",
"Index: Harris, Mr. George
Observed: 10.50
Prediction: 15.21
Residual: -4.71",
"Index: Appleton, Mrs. Edward Dale (Charlotte Lamson)
Observed: 51.48
Prediction: 107.98
Residual: -56.50",
"Index: Patchett, Mr. George
Observed: 14.50
Prediction: 9.01
Residual: 5.49",
"Index: Ross, Mr. John Hugo
Observed: 40.12
Prediction: 82.43
Residual: -42.30",
"Index: Murdlin, Mr. Joseph
Observed: 8.05
Prediction: 9.44
Residual: -1.39",
"Index: Bourke, Miss. Mary
Observed: 7.75
Prediction: 19.99
Residual: -12.24",
"Index: Boulos, Mr. Hanna
Observed: 7.22
Prediction: 9.30
Residual: -2.07",
"Index: Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Observed: 56.93
Prediction: 74.41
Residual: -17.48",
"Index: Homer, Mr. Harry (\"Mr E Haven\")
Observed: 26.55
Prediction: 132.87
Residual: -106.32",
"Index: Lindell, Mr. Edvard Bengtsson
Observed: 15.55
Prediction: 13.06
Residual: 2.49",
"Index: Daniel, Mr. Robert Williams
Observed: 30.50
Prediction: 44.05
Residual: -13.55",
"Index: Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Observed: 41.58
Prediction: 30.66
Residual: 10.92",
"Index: Shutes, Miss. Elizabeth W
Observed: 153.46
Prediction: 78.64
Residual: 74.82",
"Index: Jardin, Mr. Jose Neto
Observed: 7.05
Prediction: 9.44
Residual: -2.39",
"Index: Horgan, Mr. John
Observed: 7.75
Prediction: 9.30
Residual: -1.55",
"Index: Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Observed: 16.10
Prediction: 13.12
Residual: 2.98",
"Index: Yasbeck, Mr. Antoni
Observed: 14.45
Prediction: 13.12
Residual: 1.33",
"Index: Bostandyeff, Mr. Guentcho
Observed: 7.90
Prediction: 9.13
Residual: -1.23",
"Index: Lundahl, Mr. Johan Svensson
Observed: 7.05
Prediction: 9.07
Residual: -2.01",
"Index: Stahelin-Maeglin, Dr. Max
Observed: 30.50
Prediction: 167.14
Residual: -136.64",
"Index: Willey, Mr. Edward
Observed: 7.55
Prediction: 9.44
Residual: -1.89",
"Index: Stanley, Miss. Amy Zillah Elsie
Observed: 7.55
Prediction: 11.60
Residual: -4.05",
"Index: Hegarty, Miss. Hanora \"Nora\"
Observed: 6.75
Prediction: 9.01
Residual: -2.26",
"Index: Eitemiller, Mr. George Floyd
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Colley, Mr. Edward Pomeroy
Observed: 25.59
Prediction: 36.25
Residual: -10.66",
"Index: Coleff, Mr. Peju
Observed: 7.50
Prediction: 9.07
Residual: -1.57",
"Index: Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Observed: 39.00
Prediction: 26.92
Residual: 12.08",
"Index: Davidson, Mr. Thornton
Observed: 52.00
Prediction: 46.49
Residual: 5.51",
"Index: Turja, Miss. Anna Sofia
Observed: 9.84
Prediction: 11.60
Residual: -1.76",
"Index: Hassab, Mr. Hammad
Observed: 76.73
Prediction: 61.45
Residual: 15.28",
"Index: Goodwin, Mr. Charles Edward
Observed: 46.90
Prediction: 42.47
Residual: 4.43",
"Index: Panula, Mr. Jaako Arnold
Observed: 39.69
Prediction: 27.31
Residual: 12.38",
"Index: Fischer, Mr. Eberhard Thelander
Observed: 7.80
Prediction: 9.01
Residual: -1.21",
"Index: Humblen, Mr. Adolf Mathias Nicolai Olsen
Observed: 7.65
Prediction: 9.07
Residual: -1.42",
"Index: Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Observed: 227.53
Prediction: 90.87
Residual: 136.65",
"Index: Hansen, Mr. Henrik Juul
Observed: 7.85
Prediction: 13.12
Residual: -5.27",
"Index: Calderhead, Mr. Edward Pennington
Observed: 26.29
Prediction: 39.01
Residual: -12.72",
"Index: Klaber, Mr. Herman
Observed: 26.55
Prediction: 58.88
Residual: -32.33",
"Index: Taylor, Mr. Elmer Zebley
Observed: 52.00
Prediction: 59.95
Residual: -7.95",
"Index: Larsson, Mr. August Viktor
Observed: 9.48
Prediction: 9.09
Residual: 0.39",
"Index: Greenberg, Mr. Samuel
Observed: 13.00
Prediction: 14.20
Residual: -1.20",
"Index: Troutt, Miss. Edwina Celia \"Winnie\"
Observed: 10.50
Prediction: 14.20
Residual: -3.70",
"Index: McEvoy, Mr. Michael
Observed: 15.50
Prediction: 9.30
Residual: 6.20",
"Index: Johnson, Mr. Malkolm Joackim
Observed: 7.78
Prediction: 9.16
Residual: -1.38",
"Index: Gillespie, Mr. William Henry
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Allen, Miss. Elisabeth Walton
Observed: 211.34
Prediction: 77.13
Residual: 134.21",
"Index: Berriman, Mr. William John
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Troupiansky, Mr. Moses Aaron
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Williams, Mr. Leslie
Observed: 16.10
Prediction: 9.56
Residual: 6.54",
"Index: Ivanoff, Mr. Kanio
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: McNamee, Mr. Neal
Observed: 16.10
Prediction: 13.12
Residual: 2.98",
"Index: Connaghton, Mr. Michael
Observed: 7.75
Prediction: 9.09
Residual: -1.34",
"Index: Carlsson, Mr. August Sigfrid
Observed: 7.80
Prediction: 9.56
Residual: -1.76",
"Index: Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Observed: 86.50
Prediction: 76.42
Residual: 10.08",
"Index: Eklund, Mr. Hans Linus
Observed: 7.78
Prediction: 9.01
Residual: -1.23",
"Index: Hogeboom, Mrs. John C (Anna Andrews)
Observed: 77.96
Prediction: 61.93
Residual: 16.03",
"Index: Moran, Mr. Daniel J
Observed: 24.15
Prediction: 13.77
Residual: 10.38",
"Index: Lievens, Mr. Rene Aime
Observed: 9.50
Prediction: 9.01
Residual: 0.49",
"Index: Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Observed: 211.34
Prediction: 104.14
Residual: 107.20",
"Index: Ayoub, Miss. Banoura
Observed: 7.23
Prediction: 11.14
Residual: -3.91",
"Index: Dick, Mrs. Albert Adrian (Vera Gillespie)
Observed: 57.00
Prediction: 76.64
Residual: -19.64",
"Index: Johnston, Mr. Andrew G
Observed: 23.45
Prediction: 22.47
Residual: 0.98",
"Index: Ali, Mr. William
Observed: 7.05
Prediction: 9.01
Residual: -1.96",
"Index: Sjoblom, Miss. Anna Sofia
Observed: 7.50
Prediction: 11.60
Residual: -4.11",
"Index: Guggenheim, Mr. Benjamin
Observed: 79.20
Prediction: 120.52
Residual: -41.32",
"Index: Leader, Dr. Alice (Farnham)
Observed: 25.93
Prediction: 60.75
Residual: -34.82",
"Index: Collyer, Mrs. Harvey (Charlotte Annie Tate)
Observed: 26.25
Prediction: 26.92
Residual: -0.67",
"Index: Carter, Master. William Thornton II
Observed: 120.00
Prediction: 151.12
Residual: -31.12",
"Index: Thomas, Master. Assad Alexander
Observed: 8.52
Prediction: 17.56
Residual: -9.04",
"Index: Johansson, Mr. Karl Johan
Observed: 7.78
Prediction: 9.09
Residual: -1.32",
"Index: Slemen, Mr. Richard James
Observed: 10.50
Prediction: 14.14
Residual: -3.64",
"Index: Tomlin, Mr. Ernest Portage
Observed: 8.05
Prediction: 9.09
Residual: -1.04",
"Index: McCormack, Mr. Thomas Joseph
Observed: 7.75
Prediction: 11.77
Residual: -4.02",
"Index: Richards, Master. George Sibley
Observed: 18.75
Prediction: 26.93
Residual: -8.18",
"Index: Mudd, Mr. Thomas Charles
Observed: 10.50
Prediction: 15.78
Residual: -5.28",
"Index: Lemberopolous, Mr. Peter L
Observed: 6.44
Prediction: 9.07
Residual: -2.63",
"Index: Sage, Mr. Douglas Bullen
Observed: 69.55
Prediction: 69.32
Residual: 0.23",
"Index: Boulos, Miss. Nourelain
Observed: 15.25
Prediction: 19.61
Residual: -4.36",
"Index: Aks, Mrs. Sam (Leah Rosen)
Observed: 9.35
Prediction: 17.75
Residual: -8.40",
"Index: Razi, Mr. Raihed
Observed: 7.23
Prediction: 9.30
Residual: -2.07",
"Index: Johnson, Master. Harold Theodor
Observed: 11.13
Prediction: 19.11
Residual: -7.98",
"Index: Carlsson, Mr. Frans Olof
Observed: 5.00
Prediction: 36.55
Residual: -31.55",
"Index: Gustafsson, Mr. Alfred Ossian
Observed: 9.85
Prediction: 9.01
Residual: 0.84",
"Index: Montvila, Rev. Juozas
Observed: 13.00
Prediction: 14.14
Residual: -1.14"
],
"type": "scattergl",
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"Index: Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Observed: 71.28
Prediction: 111.90
Residual: -40.62",
"Index: Futrelle, Mrs. Jacques Heath (Lily May Peel)
Observed: 53.10
Prediction: 84.10
Residual: -31.00",
"Index: Palsson, Master. Gosta Leonard
Observed: 21.07
Prediction: 24.37
Residual: -3.29",
"Index: Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Observed: 11.13
Prediction: 18.78
Residual: -7.64",
"Index: Nasser, Mrs. Nicholas (Adele Achem)
Observed: 30.07
Prediction: 24.13
Residual: 5.94",
"Index: Saundercock, Mr. William Henry
Observed: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Vestrom, Miss. Hulda Amanda Adolfina
Observed: 7.85
Prediction: 9.29
Residual: -1.43",
"Index: Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Observed: 31.39
Prediction: 25.49
Residual: 5.90",
"Index: Glynn, Miss. Mary Agatha
Observed: 7.75
Prediction: 11.46
Residual: -3.71",
"Index: Meyer, Mr. Edgar Joseph
Observed: 82.17
Prediction: 69.22
Residual: 12.95",
"Index: Kraeff, Mr. Theodor
Observed: 7.90
Prediction: 9.30
Residual: -1.40",
"Index: Devaney, Miss. Margaret Delia
Observed: 7.88
Prediction: 10.96
Residual: -3.09",
"Index: Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Observed: 17.80
Prediction: 13.12
Residual: 4.68",
"Index: Rugg, Miss. Emily
Observed: 10.50
Prediction: 14.20
Residual: -3.70",
"Index: Harris, Mr. Henry Birkhardt
Observed: 83.47
Prediction: 59.72
Residual: 23.75",
"Index: Skoog, Master. Harald
Observed: 27.90
Prediction: 25.98
Residual: 1.92",
"Index: Kink, Mr. Vincenz
Observed: 8.66
Prediction: 18.96
Residual: -10.29",
"Index: Hood, Mr. Ambrose Jr
Observed: 73.50
Prediction: 14.14
Residual: 59.36",
"Index: Ilett, Miss. Bertha
Observed: 10.50
Prediction: 15.84
Residual: -5.34",
"Index: Ford, Mr. William Neal
Observed: 34.38
Prediction: 23.08
Residual: 11.30",
"Index: Christmann, Mr. Emil
Observed: 8.05
Prediction: 9.09
Residual: -1.04",
"Index: Andreasson, Mr. Paul Edvin
Observed: 7.85
Prediction: 9.01
Residual: -1.15",
"Index: Chaffee, Mr. Herbert Fuller
Observed: 61.17
Prediction: 50.89
Residual: 10.28",
"Index: Petroff, Mr. Pastcho (\"Pentcho\")
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: White, Mr. Richard Frasar
Observed: 77.29
Prediction: 88.47
Residual: -11.18",
"Index: Rekic, Mr. Tido
Observed: 7.90
Prediction: 9.07
Residual: -1.17",
"Index: Moran, Miss. Bertha
Observed: 24.15
Prediction: 14.56
Residual: 9.59",
"Index: Barton, Mr. David John
Observed: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Jussila, Miss. Katriina
Observed: 9.82
Prediction: 13.12
Residual: -3.30",
"Index: Pekoniemi, Mr. Edvard
Observed: 7.92
Prediction: 9.01
Residual: -1.08",
"Index: Turpin, Mr. William John Robert
Observed: 21.00
Prediction: 24.72
Residual: -3.72",
"Index: Moore, Mr. Leonard Charles
Observed: 8.05
Prediction: 9.44
Residual: -1.39",
"Index: Osen, Mr. Olaf Elon
Observed: 9.22
Prediction: 9.01
Residual: 0.21",
"Index: Ford, Miss. Robina Maggie \"Ruby\"
Observed: 34.38
Prediction: 24.43
Residual: 9.95",
"Index: Navratil, Mr. Michel (\"Louis M Hoffman\")
Observed: 26.00
Prediction: 26.44
Residual: -0.44",
"Index: Bateman, Rev. Robert James
Observed: 12.53
Prediction: 14.20
Residual: -1.68",
"Index: Meo, Mr. Alfonzo
Observed: 8.05
Prediction: 9.07
Residual: -1.02",
"Index: Cribb, Mr. John Hatfield
Observed: 16.10
Prediction: 18.64
Residual: -2.54",
"Index: Chibnall, Mrs. (Edith Martha Bowerman)
Observed: 55.00
Prediction: 106.26
Residual: -51.26",
"Index: Van der hoef, Mr. Wyckoff
Observed: 33.50
Prediction: 35.44
Residual: -1.94",
"Index: Sivola, Mr. Antti Wilhelm
Observed: 7.92
Prediction: 9.01
Residual: -1.08",
"Index: Klasen, Mr. Klas Albin
Observed: 7.85
Prediction: 19.61
Residual: -11.75",
"Index: Rood, Mr. Hugh Roscoe
Observed: 50.00
Prediction: 39.90
Residual: 10.10",
"Index: Andersen-Jensen, Miss. Carla Christine Nielsine
Observed: 7.85
Prediction: 14.43
Residual: -6.58",
"Index: Brown, Mrs. James Joseph (Margaret Tobin)
Observed: 27.72
Prediction: 135.58
Residual: -107.86",
"Index: Vande Walle, Mr. Nestor Cyriel
Observed: 9.50
Prediction: 9.56
Residual: -0.06",
"Index: Backstrom, Mr. Karl Alfred
Observed: 15.85
Prediction: 13.06
Residual: 2.79",
"Index: Blank, Mr. Henry
Observed: 31.00
Prediction: 74.74
Residual: -43.74",
"Index: Ali, Mr. Ahmed
Observed: 7.05
Prediction: 9.01
Residual: -1.96",
"Index: Green, Mr. George Henry
Observed: 8.05
Prediction: 9.07
Residual: -1.02",
"Index: Nenkoff, Mr. Christo
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: Asplund, Miss. Lillian Gertrud
Observed: 31.39
Prediction: 27.81
Residual: 3.58",
"Index: Harknett, Miss. Alice Phoebe
Observed: 7.55
Prediction: 9.44
Residual: -1.89",
"Index: Hunt, Mr. George Henry
Observed: 12.28
Prediction: 14.14
Residual: -1.87",
"Index: Reed, Mr. James George
Observed: 7.25
Prediction: 9.44
Residual: -2.19",
"Index: Stead, Mr. William Thomas
Observed: 26.55
Prediction: 44.84
Residual: -18.29",
"Index: Thorne, Mrs. Gertrude Maybelle
Observed: 79.20
Prediction: 119.07
Residual: -39.87",
"Index: Parrish, Mrs. (Lutie Davis)
Observed: 26.00
Prediction: 31.56
Residual: -5.56",
"Index: Smith, Mr. Thomas
Observed: 7.75
Prediction: 9.30
Residual: -1.55",
"Index: Asplund, Master. Edvin Rojj Felix
Observed: 31.39
Prediction: 28.09
Residual: 3.30",
"Index: Healy, Miss. Hanora \"Nora\"
Observed: 7.75
Prediction: 11.46
Residual: -3.71",
"Index: Andrews, Miss. Kornelia Theodosia
Observed: 77.96
Prediction: 61.94
Residual: 16.02",
"Index: Abbott, Mrs. Stanton (Rosa Hunt)
Observed: 20.25
Prediction: 19.11
Residual: 1.14",
"Index: Smith, Mr. Richard William
Observed: 26.00
Prediction: 39.90
Residual: -13.90",
"Index: Connolly, Miss. Kate
Observed: 7.75
Prediction: 10.96
Residual: -3.21",
"Index: Bishop, Mrs. Dickinson H (Helen Walton)
Observed: 91.08
Prediction: 107.12
Residual: -16.04",
"Index: Levy, Mr. Rene Jacques
Observed: 12.88
Prediction: 14.14
Residual: -1.27",
"Index: Lewy, Mr. Ervin G
Observed: 27.72
Prediction: 65.42
Residual: -37.70",
"Index: Williams, Mr. Howard Hugh \"Harry\"
Observed: 8.05
Prediction: 9.44
Residual: -1.39",
"Index: Sage, Mr. George John Jr
Observed: 69.55
Prediction: 69.32
Residual: 0.23",
"Index: Nysveen, Mr. Johan Hansen
Observed: 6.24
Prediction: 9.07
Residual: -2.83",
"Index: Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Observed: 133.65
Prediction: 84.92
Residual: 48.73",
"Index: Denkoff, Mr. Mitto
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: Burns, Miss. Elizabeth Margaret
Observed: 134.50
Prediction: 101.93
Residual: 32.57",
"Index: Dimic, Mr. Jovan
Observed: 8.66
Prediction: 9.07
Residual: -0.41",
"Index: del Carlo, Mr. Sebastiano
Observed: 27.72
Prediction: 24.72
Residual: 3.00",
"Index: Beavan, Mr. William Thomas
Observed: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Meyer, Mrs. Edgar Joseph (Leila Saks)
Observed: 82.17
Prediction: 111.31
Residual: -29.14",
"Index: Widener, Mr. Harry Elkins
Observed: 211.50
Prediction: 122.54
Residual: 88.96",
"Index: Gustafsson, Mr. Karl Gideon
Observed: 7.78
Prediction: 9.01
Residual: -1.23",
"Index: Plotcharsky, Mr. Vasil
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: Goodwin, Master. Sidney Leonard
Observed: 46.90
Prediction: 42.47
Residual: 4.43",
"Index: Sadlier, Mr. Matthew
Observed: 7.73
Prediction: 9.30
Residual: -1.57",
"Index: Gustafsson, Mr. Johan Birger
Observed: 7.92
Prediction: 19.24
Residual: -11.31",
"Index: Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Observed: 16.70
Prediction: 18.57
Residual: -1.87",
"Index: Niskanen, Mr. Juha
Observed: 7.92
Prediction: 13.02
Residual: -5.10",
"Index: Minahan, Miss. Daisy E
Observed: 90.00
Prediction: 97.22
Residual: -7.22",
"Index: Matthews, Mr. William John
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Charters, Mr. David
Observed: 7.73
Prediction: 9.01
Residual: -1.27",
"Index: Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Observed: 26.00
Prediction: 14.20
Residual: 11.80",
"Index: Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Observed: 26.25
Prediction: 27.89
Residual: -1.64",
"Index: Johannesen-Bratthammer, Mr. Bernt
Observed: 8.11
Prediction: 12.55
Residual: -4.43",
"Index: Peuchen, Major. Arthur Godfrey
Observed: 30.50
Prediction: 45.07
Residual: -14.57",
"Index: Anderson, Mr. Harry
Observed: 26.55
Prediction: 39.01
Residual: -12.46",
"Index: Milling, Mr. Jacob Christian
Observed: 13.00
Prediction: 14.20
Residual: -1.20",
"Index: West, Mrs. Edwy Arthur (Ada Mary Worth)
Observed: 27.75
Prediction: 29.99
Residual: -2.24",
"Index: Karlsson, Mr. Nils August
Observed: 7.52
Prediction: 9.01
Residual: -1.49",
"Index: Frost, Mr. Anthony Wood \"Archie\"
Observed: 0.00
Prediction: 13.26
Residual: -13.26",
"Index: Bishop, Mr. Dickinson H
Observed: 91.08
Prediction: 146.18
Residual: -55.10",
"Index: Windelov, Mr. Einar
Observed: 7.25
Prediction: 9.01
Residual: -1.76",
"Index: Shellard, Mr. Frederick William
Observed: 15.10
Prediction: 9.44
Residual: 5.66",
"Index: Svensson, Mr. Olof
Observed: 7.80
Prediction: 9.01
Residual: -1.21",
"Index: O'Sullivan, Miss. Bridget Mary
Observed: 7.63
Prediction: 9.30
Residual: -1.67",
"Index: Laitinen, Miss. Kristina Sofia
Observed: 9.59
Prediction: 9.07
Residual: 0.52",
"Index: Penasco y Castellana, Mr. Victor de Satode
Observed: 108.90
Prediction: 77.01
Residual: 31.89",
"Index: Bradley, Mr. George (\"George Arthur Brayton\")
Observed: 26.55
Prediction: 46.34
Residual: -19.79",
"Index: Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Observed: 26.00
Prediction: 24.73
Residual: 1.27",
"Index: Kassem, Mr. Fared
Observed: 7.23
Prediction: 9.30
Residual: -2.07",
"Index: Cacic, Miss. Marija
Observed: 8.66
Prediction: 9.09
Residual: -0.43",
"Index: Hart, Miss. Eva Miriam
Observed: 26.25
Prediction: 25.60
Residual: 0.65",
"Index: Butt, Major. Archibald Willingham
Observed: 26.55
Prediction: 35.44
Residual: -8.89",
"Index: Beane, Mr. Edward
Observed: 26.00
Prediction: 25.23
Residual: 0.77",
"Index: Goldsmith, Mr. Frank John
Observed: 20.52
Prediction: 19.61
Residual: 0.92",
"Index: Ohman, Miss. Velin
Observed: 7.78
Prediction: 11.60
Residual: -3.83",
"Index: Taussig, Mrs. Emil (Tillie Mandelbaum)
Observed: 79.65
Prediction: 96.58
Residual: -16.93",
"Index: Morrow, Mr. Thomas Rowan
Observed: 7.75
Prediction: 9.30
Residual: -1.55",
"Index: Harris, Mr. George
Observed: 10.50
Prediction: 15.21
Residual: -4.71",
"Index: Appleton, Mrs. Edward Dale (Charlotte Lamson)
Observed: 51.48
Prediction: 107.98
Residual: -56.50",
"Index: Patchett, Mr. George
Observed: 14.50
Prediction: 9.01
Residual: 5.49",
"Index: Ross, Mr. John Hugo
Observed: 40.12
Prediction: 82.43
Residual: -42.30",
"Index: Murdlin, Mr. Joseph
Observed: 8.05
Prediction: 9.44
Residual: -1.39",
"Index: Bourke, Miss. Mary
Observed: 7.75
Prediction: 19.99
Residual: -12.24",
"Index: Boulos, Mr. Hanna
Observed: 7.22
Prediction: 9.30
Residual: -2.07",
"Index: Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Observed: 56.93
Prediction: 74.41
Residual: -17.48",
"Index: Homer, Mr. Harry (\"Mr E Haven\")
Observed: 26.55
Prediction: 132.87
Residual: -106.32",
"Index: Lindell, Mr. Edvard Bengtsson
Observed: 15.55
Prediction: 13.06
Residual: 2.49",
"Index: Daniel, Mr. Robert Williams
Observed: 30.50
Prediction: 44.05
Residual: -13.55",
"Index: Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Observed: 41.58
Prediction: 30.66
Residual: 10.92",
"Index: Shutes, Miss. Elizabeth W
Observed: 153.46
Prediction: 78.64
Residual: 74.82",
"Index: Jardin, Mr. Jose Neto
Observed: 7.05
Prediction: 9.44
Residual: -2.39",
"Index: Horgan, Mr. John
Observed: 7.75
Prediction: 9.30
Residual: -1.55",
"Index: Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Observed: 16.10
Prediction: 13.12
Residual: 2.98",
"Index: Yasbeck, Mr. Antoni
Observed: 14.45
Prediction: 13.12
Residual: 1.33",
"Index: Bostandyeff, Mr. Guentcho
Observed: 7.90
Prediction: 9.13
Residual: -1.23",
"Index: Lundahl, Mr. Johan Svensson
Observed: 7.05
Prediction: 9.07
Residual: -2.01",
"Index: Stahelin-Maeglin, Dr. Max
Observed: 30.50
Prediction: 167.14
Residual: -136.64",
"Index: Willey, Mr. Edward
Observed: 7.55
Prediction: 9.44
Residual: -1.89",
"Index: Stanley, Miss. Amy Zillah Elsie
Observed: 7.55
Prediction: 11.60
Residual: -4.05",
"Index: Hegarty, Miss. Hanora \"Nora\"
Observed: 6.75
Prediction: 9.01
Residual: -2.26",
"Index: Eitemiller, Mr. George Floyd
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Colley, Mr. Edward Pomeroy
Observed: 25.59
Prediction: 36.25
Residual: -10.66",
"Index: Coleff, Mr. Peju
Observed: 7.50
Prediction: 9.07
Residual: -1.57",
"Index: Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Observed: 39.00
Prediction: 26.92
Residual: 12.08",
"Index: Davidson, Mr. Thornton
Observed: 52.00
Prediction: 46.49
Residual: 5.51",
"Index: Turja, Miss. Anna Sofia
Observed: 9.84
Prediction: 11.60
Residual: -1.76",
"Index: Hassab, Mr. Hammad
Observed: 76.73
Prediction: 61.45
Residual: 15.28",
"Index: Goodwin, Mr. Charles Edward
Observed: 46.90
Prediction: 42.47
Residual: 4.43",
"Index: Panula, Mr. Jaako Arnold
Observed: 39.69
Prediction: 27.31
Residual: 12.38",
"Index: Fischer, Mr. Eberhard Thelander
Observed: 7.80
Prediction: 9.01
Residual: -1.21",
"Index: Humblen, Mr. Adolf Mathias Nicolai Olsen
Observed: 7.65
Prediction: 9.07
Residual: -1.42",
"Index: Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Observed: 227.53
Prediction: 90.87
Residual: 136.65",
"Index: Hansen, Mr. Henrik Juul
Observed: 7.85
Prediction: 13.12
Residual: -5.27",
"Index: Calderhead, Mr. Edward Pennington
Observed: 26.29
Prediction: 39.01
Residual: -12.72",
"Index: Klaber, Mr. Herman
Observed: 26.55
Prediction: 58.88
Residual: -32.33",
"Index: Taylor, Mr. Elmer Zebley
Observed: 52.00
Prediction: 59.95
Residual: -7.95",
"Index: Larsson, Mr. August Viktor
Observed: 9.48
Prediction: 9.09
Residual: 0.39",
"Index: Greenberg, Mr. Samuel
Observed: 13.00
Prediction: 14.20
Residual: -1.20",
"Index: Troutt, Miss. Edwina Celia \"Winnie\"
Observed: 10.50
Prediction: 14.20
Residual: -3.70",
"Index: McEvoy, Mr. Michael
Observed: 15.50
Prediction: 9.30
Residual: 6.20",
"Index: Johnson, Mr. Malkolm Joackim
Observed: 7.78
Prediction: 9.16
Residual: -1.38",
"Index: Gillespie, Mr. William Henry
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Allen, Miss. Elisabeth Walton
Observed: 211.34
Prediction: 77.13
Residual: 134.21",
"Index: Berriman, Mr. William John
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Troupiansky, Mr. Moses Aaron
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Williams, Mr. Leslie
Observed: 16.10
Prediction: 9.56
Residual: 6.54",
"Index: Ivanoff, Mr. Kanio
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: McNamee, Mr. Neal
Observed: 16.10
Prediction: 13.12
Residual: 2.98",
"Index: Connaghton, Mr. Michael
Observed: 7.75
Prediction: 9.09
Residual: -1.34",
"Index: Carlsson, Mr. August Sigfrid
Observed: 7.80
Prediction: 9.56
Residual: -1.76",
"Index: Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Observed: 86.50
Prediction: 76.42
Residual: 10.08",
"Index: Eklund, Mr. Hans Linus
Observed: 7.78
Prediction: 9.01
Residual: -1.23",
"Index: Hogeboom, Mrs. John C (Anna Andrews)
Observed: 77.96
Prediction: 61.93
Residual: 16.03",
"Index: Moran, Mr. Daniel J
Observed: 24.15
Prediction: 13.77
Residual: 10.38",
"Index: Lievens, Mr. Rene Aime
Observed: 9.50
Prediction: 9.01
Residual: 0.49",
"Index: Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Observed: 211.34
Prediction: 104.14
Residual: 107.20",
"Index: Ayoub, Miss. Banoura
Observed: 7.23
Prediction: 11.14
Residual: -3.91",
"Index: Dick, Mrs. Albert Adrian (Vera Gillespie)
Observed: 57.00
Prediction: 76.64
Residual: -19.64",
"Index: Johnston, Mr. Andrew G
Observed: 23.45
Prediction: 22.47
Residual: 0.98",
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Observed: 7.05
Prediction: 9.01
Residual: -1.96",
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Observed: 7.50
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Observed: 79.20
Prediction: 120.52
Residual: -41.32",
"Index: Leader, Dr. Alice (Farnham)
Observed: 25.93
Prediction: 60.75
Residual: -34.82",
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Observed: 26.25
Prediction: 26.92
Residual: -0.67",
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Observed: 120.00
Prediction: 151.12
Residual: -31.12",
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Observed: 8.52
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Observed: 7.78
Prediction: 9.09
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Observed: 10.50
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Residual: -3.64",
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Observed: 8.05
Prediction: 9.09
Residual: -1.04",
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Observed: 7.75
Prediction: 11.77
Residual: -4.02",
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Observed: 18.75
Prediction: 26.93
Residual: -8.18",
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Observed: 10.50
Prediction: 15.78
Residual: -5.28",
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Observed: 6.44
Prediction: 9.07
Residual: -2.63",
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Observed: 69.55
Prediction: 69.32
Residual: 0.23",
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Observed: 15.25
Prediction: 19.61
Residual: -4.36",
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Observed: 9.35
Prediction: 17.75
Residual: -8.40",
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Observed: 7.23
Prediction: 9.30
Residual: -2.07",
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Observed: 11.13
Prediction: 19.11
Residual: -7.98",
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Observed: 5.00
Prediction: 36.55
Residual: -31.55",
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Observed: 9.85
Prediction: 9.01
Residual: 0.84",
"Index: Montvila, Rev. Juozas
Observed: 13.00
Prediction: 14.14
Residual: -1.14"
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"title": {
"text": "Residuals vs observed Fare"
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"xaxis": {
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{
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"text": [
"/Users/oege/projects/explainerdashboard/venv/lib/python3.8/site-packages/pandas/core/arraylike.py:274: RuntimeWarning:\n",
"\n",
"divide by zero encountered in log\n",
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"Index: Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Observed: 71.28
Prediction: 111.90
Residual: -40.62",
"Index: Futrelle, Mrs. Jacques Heath (Lily May Peel)
Observed: 53.10
Prediction: 84.10
Residual: -31.00",
"Index: Palsson, Master. Gosta Leonard
Observed: 21.07
Prediction: 24.37
Residual: -3.29",
"Index: Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Observed: 11.13
Prediction: 18.78
Residual: -7.64",
"Index: Nasser, Mrs. Nicholas (Adele Achem)
Observed: 30.07
Prediction: 24.13
Residual: 5.94",
"Index: Saundercock, Mr. William Henry
Observed: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Vestrom, Miss. Hulda Amanda Adolfina
Observed: 7.85
Prediction: 9.29
Residual: -1.43",
"Index: Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Observed: 31.39
Prediction: 25.49
Residual: 5.90",
"Index: Glynn, Miss. Mary Agatha
Observed: 7.75
Prediction: 11.46
Residual: -3.71",
"Index: Meyer, Mr. Edgar Joseph
Observed: 82.17
Prediction: 69.22
Residual: 12.95",
"Index: Kraeff, Mr. Theodor
Observed: 7.90
Prediction: 9.30
Residual: -1.40",
"Index: Devaney, Miss. Margaret Delia
Observed: 7.88
Prediction: 10.96
Residual: -3.09",
"Index: Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Observed: 17.80
Prediction: 13.12
Residual: 4.68",
"Index: Rugg, Miss. Emily
Observed: 10.50
Prediction: 14.20
Residual: -3.70",
"Index: Harris, Mr. Henry Birkhardt
Observed: 83.47
Prediction: 59.72
Residual: 23.75",
"Index: Skoog, Master. Harald
Observed: 27.90
Prediction: 25.98
Residual: 1.92",
"Index: Kink, Mr. Vincenz
Observed: 8.66
Prediction: 18.96
Residual: -10.29",
"Index: Hood, Mr. Ambrose Jr
Observed: 73.50
Prediction: 14.14
Residual: 59.36",
"Index: Ilett, Miss. Bertha
Observed: 10.50
Prediction: 15.84
Residual: -5.34",
"Index: Ford, Mr. William Neal
Observed: 34.38
Prediction: 23.08
Residual: 11.30",
"Index: Christmann, Mr. Emil
Observed: 8.05
Prediction: 9.09
Residual: -1.04",
"Index: Andreasson, Mr. Paul Edvin
Observed: 7.85
Prediction: 9.01
Residual: -1.15",
"Index: Chaffee, Mr. Herbert Fuller
Observed: 61.17
Prediction: 50.89
Residual: 10.28",
"Index: Petroff, Mr. Pastcho (\"Pentcho\")
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: White, Mr. Richard Frasar
Observed: 77.29
Prediction: 88.47
Residual: -11.18",
"Index: Rekic, Mr. Tido
Observed: 7.90
Prediction: 9.07
Residual: -1.17",
"Index: Moran, Miss. Bertha
Observed: 24.15
Prediction: 14.56
Residual: 9.59",
"Index: Barton, Mr. David John
Observed: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Jussila, Miss. Katriina
Observed: 9.82
Prediction: 13.12
Residual: -3.30",
"Index: Pekoniemi, Mr. Edvard
Observed: 7.92
Prediction: 9.01
Residual: -1.08",
"Index: Turpin, Mr. William John Robert
Observed: 21.00
Prediction: 24.72
Residual: -3.72",
"Index: Moore, Mr. Leonard Charles
Observed: 8.05
Prediction: 9.44
Residual: -1.39",
"Index: Osen, Mr. Olaf Elon
Observed: 9.22
Prediction: 9.01
Residual: 0.21",
"Index: Ford, Miss. Robina Maggie \"Ruby\"
Observed: 34.38
Prediction: 24.43
Residual: 9.95",
"Index: Navratil, Mr. Michel (\"Louis M Hoffman\")
Observed: 26.00
Prediction: 26.44
Residual: -0.44",
"Index: Bateman, Rev. Robert James
Observed: 12.53
Prediction: 14.20
Residual: -1.68",
"Index: Meo, Mr. Alfonzo
Observed: 8.05
Prediction: 9.07
Residual: -1.02",
"Index: Cribb, Mr. John Hatfield
Observed: 16.10
Prediction: 18.64
Residual: -2.54",
"Index: Chibnall, Mrs. (Edith Martha Bowerman)
Observed: 55.00
Prediction: 106.26
Residual: -51.26",
"Index: Van der hoef, Mr. Wyckoff
Observed: 33.50
Prediction: 35.44
Residual: -1.94",
"Index: Sivola, Mr. Antti Wilhelm
Observed: 7.92
Prediction: 9.01
Residual: -1.08",
"Index: Klasen, Mr. Klas Albin
Observed: 7.85
Prediction: 19.61
Residual: -11.75",
"Index: Rood, Mr. Hugh Roscoe
Observed: 50.00
Prediction: 39.90
Residual: 10.10",
"Index: Andersen-Jensen, Miss. Carla Christine Nielsine
Observed: 7.85
Prediction: 14.43
Residual: -6.58",
"Index: Brown, Mrs. James Joseph (Margaret Tobin)
Observed: 27.72
Prediction: 135.58
Residual: -107.86",
"Index: Vande Walle, Mr. Nestor Cyriel
Observed: 9.50
Prediction: 9.56
Residual: -0.06",
"Index: Backstrom, Mr. Karl Alfred
Observed: 15.85
Prediction: 13.06
Residual: 2.79",
"Index: Blank, Mr. Henry
Observed: 31.00
Prediction: 74.74
Residual: -43.74",
"Index: Ali, Mr. Ahmed
Observed: 7.05
Prediction: 9.01
Residual: -1.96",
"Index: Green, Mr. George Henry
Observed: 8.05
Prediction: 9.07
Residual: -1.02",
"Index: Nenkoff, Mr. Christo
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: Asplund, Miss. Lillian Gertrud
Observed: 31.39
Prediction: 27.81
Residual: 3.58",
"Index: Harknett, Miss. Alice Phoebe
Observed: 7.55
Prediction: 9.44
Residual: -1.89",
"Index: Hunt, Mr. George Henry
Observed: 12.28
Prediction: 14.14
Residual: -1.87",
"Index: Reed, Mr. James George
Observed: 7.25
Prediction: 9.44
Residual: -2.19",
"Index: Stead, Mr. William Thomas
Observed: 26.55
Prediction: 44.84
Residual: -18.29",
"Index: Thorne, Mrs. Gertrude Maybelle
Observed: 79.20
Prediction: 119.07
Residual: -39.87",
"Index: Parrish, Mrs. (Lutie Davis)
Observed: 26.00
Prediction: 31.56
Residual: -5.56",
"Index: Smith, Mr. Thomas
Observed: 7.75
Prediction: 9.30
Residual: -1.55",
"Index: Asplund, Master. Edvin Rojj Felix
Observed: 31.39
Prediction: 28.09
Residual: 3.30",
"Index: Healy, Miss. Hanora \"Nora\"
Observed: 7.75
Prediction: 11.46
Residual: -3.71",
"Index: Andrews, Miss. Kornelia Theodosia
Observed: 77.96
Prediction: 61.94
Residual: 16.02",
"Index: Abbott, Mrs. Stanton (Rosa Hunt)
Observed: 20.25
Prediction: 19.11
Residual: 1.14",
"Index: Smith, Mr. Richard William
Observed: 26.00
Prediction: 39.90
Residual: -13.90",
"Index: Connolly, Miss. Kate
Observed: 7.75
Prediction: 10.96
Residual: -3.21",
"Index: Bishop, Mrs. Dickinson H (Helen Walton)
Observed: 91.08
Prediction: 107.12
Residual: -16.04",
"Index: Levy, Mr. Rene Jacques
Observed: 12.88
Prediction: 14.14
Residual: -1.27",
"Index: Lewy, Mr. Ervin G
Observed: 27.72
Prediction: 65.42
Residual: -37.70",
"Index: Williams, Mr. Howard Hugh \"Harry\"
Observed: 8.05
Prediction: 9.44
Residual: -1.39",
"Index: Sage, Mr. George John Jr
Observed: 69.55
Prediction: 69.32
Residual: 0.23",
"Index: Nysveen, Mr. Johan Hansen
Observed: 6.24
Prediction: 9.07
Residual: -2.83",
"Index: Frauenthal, Mrs. Henry William (Clara Heinsheimer)
Observed: 133.65
Prediction: 84.92
Residual: 48.73",
"Index: Denkoff, Mr. Mitto
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: Burns, Miss. Elizabeth Margaret
Observed: 134.50
Prediction: 101.93
Residual: 32.57",
"Index: Dimic, Mr. Jovan
Observed: 8.66
Prediction: 9.07
Residual: -0.41",
"Index: del Carlo, Mr. Sebastiano
Observed: 27.72
Prediction: 24.72
Residual: 3.00",
"Index: Beavan, Mr. William Thomas
Observed: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Meyer, Mrs. Edgar Joseph (Leila Saks)
Observed: 82.17
Prediction: 111.31
Residual: -29.14",
"Index: Widener, Mr. Harry Elkins
Observed: 211.50
Prediction: 122.54
Residual: 88.96",
"Index: Gustafsson, Mr. Karl Gideon
Observed: 7.78
Prediction: 9.01
Residual: -1.23",
"Index: Plotcharsky, Mr. Vasil
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: Goodwin, Master. Sidney Leonard
Observed: 46.90
Prediction: 42.47
Residual: 4.43",
"Index: Sadlier, Mr. Matthew
Observed: 7.73
Prediction: 9.30
Residual: -1.57",
"Index: Gustafsson, Mr. Johan Birger
Observed: 7.92
Prediction: 19.24
Residual: -11.31",
"Index: Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Observed: 16.70
Prediction: 18.57
Residual: -1.87",
"Index: Niskanen, Mr. Juha
Observed: 7.92
Prediction: 13.02
Residual: -5.10",
"Index: Minahan, Miss. Daisy E
Observed: 90.00
Prediction: 97.22
Residual: -7.22",
"Index: Matthews, Mr. William John
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Charters, Mr. David
Observed: 7.73
Prediction: 9.01
Residual: -1.27",
"Index: Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Observed: 26.00
Prediction: 14.20
Residual: 11.80",
"Index: Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Observed: 26.25
Prediction: 27.89
Residual: -1.64",
"Index: Johannesen-Bratthammer, Mr. Bernt
Observed: 8.11
Prediction: 12.55
Residual: -4.43",
"Index: Peuchen, Major. Arthur Godfrey
Observed: 30.50
Prediction: 45.07
Residual: -14.57",
"Index: Anderson, Mr. Harry
Observed: 26.55
Prediction: 39.01
Residual: -12.46",
"Index: Milling, Mr. Jacob Christian
Observed: 13.00
Prediction: 14.20
Residual: -1.20",
"Index: West, Mrs. Edwy Arthur (Ada Mary Worth)
Observed: 27.75
Prediction: 29.99
Residual: -2.24",
"Index: Karlsson, Mr. Nils August
Observed: 7.52
Prediction: 9.01
Residual: -1.49",
"Index: Frost, Mr. Anthony Wood \"Archie\"
Observed: 0.00
Prediction: 13.26
Residual: -13.26",
"Index: Bishop, Mr. Dickinson H
Observed: 91.08
Prediction: 146.18
Residual: -55.10",
"Index: Windelov, Mr. Einar
Observed: 7.25
Prediction: 9.01
Residual: -1.76",
"Index: Shellard, Mr. Frederick William
Observed: 15.10
Prediction: 9.44
Residual: 5.66",
"Index: Svensson, Mr. Olof
Observed: 7.80
Prediction: 9.01
Residual: -1.21",
"Index: O'Sullivan, Miss. Bridget Mary
Observed: 7.63
Prediction: 9.30
Residual: -1.67",
"Index: Laitinen, Miss. Kristina Sofia
Observed: 9.59
Prediction: 9.07
Residual: 0.52",
"Index: Penasco y Castellana, Mr. Victor de Satode
Observed: 108.90
Prediction: 77.01
Residual: 31.89",
"Index: Bradley, Mr. George (\"George Arthur Brayton\")
Observed: 26.55
Prediction: 46.34
Residual: -19.79",
"Index: Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Observed: 26.00
Prediction: 24.73
Residual: 1.27",
"Index: Kassem, Mr. Fared
Observed: 7.23
Prediction: 9.30
Residual: -2.07",
"Index: Cacic, Miss. Marija
Observed: 8.66
Prediction: 9.09
Residual: -0.43",
"Index: Hart, Miss. Eva Miriam
Observed: 26.25
Prediction: 25.60
Residual: 0.65",
"Index: Butt, Major. Archibald Willingham
Observed: 26.55
Prediction: 35.44
Residual: -8.89",
"Index: Beane, Mr. Edward
Observed: 26.00
Prediction: 25.23
Residual: 0.77",
"Index: Goldsmith, Mr. Frank John
Observed: 20.52
Prediction: 19.61
Residual: 0.92",
"Index: Ohman, Miss. Velin
Observed: 7.78
Prediction: 11.60
Residual: -3.83",
"Index: Taussig, Mrs. Emil (Tillie Mandelbaum)
Observed: 79.65
Prediction: 96.58
Residual: -16.93",
"Index: Morrow, Mr. Thomas Rowan
Observed: 7.75
Prediction: 9.30
Residual: -1.55",
"Index: Harris, Mr. George
Observed: 10.50
Prediction: 15.21
Residual: -4.71",
"Index: Appleton, Mrs. Edward Dale (Charlotte Lamson)
Observed: 51.48
Prediction: 107.98
Residual: -56.50",
"Index: Patchett, Mr. George
Observed: 14.50
Prediction: 9.01
Residual: 5.49",
"Index: Ross, Mr. John Hugo
Observed: 40.12
Prediction: 82.43
Residual: -42.30",
"Index: Murdlin, Mr. Joseph
Observed: 8.05
Prediction: 9.44
Residual: -1.39",
"Index: Bourke, Miss. Mary
Observed: 7.75
Prediction: 19.99
Residual: -12.24",
"Index: Boulos, Mr. Hanna
Observed: 7.22
Prediction: 9.30
Residual: -2.07",
"Index: Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Observed: 56.93
Prediction: 74.41
Residual: -17.48",
"Index: Homer, Mr. Harry (\"Mr E Haven\")
Observed: 26.55
Prediction: 132.87
Residual: -106.32",
"Index: Lindell, Mr. Edvard Bengtsson
Observed: 15.55
Prediction: 13.06
Residual: 2.49",
"Index: Daniel, Mr. Robert Williams
Observed: 30.50
Prediction: 44.05
Residual: -13.55",
"Index: Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Observed: 41.58
Prediction: 30.66
Residual: 10.92",
"Index: Shutes, Miss. Elizabeth W
Observed: 153.46
Prediction: 78.64
Residual: 74.82",
"Index: Jardin, Mr. Jose Neto
Observed: 7.05
Prediction: 9.44
Residual: -2.39",
"Index: Horgan, Mr. John
Observed: 7.75
Prediction: 9.30
Residual: -1.55",
"Index: Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Observed: 16.10
Prediction: 13.12
Residual: 2.98",
"Index: Yasbeck, Mr. Antoni
Observed: 14.45
Prediction: 13.12
Residual: 1.33",
"Index: Bostandyeff, Mr. Guentcho
Observed: 7.90
Prediction: 9.13
Residual: -1.23",
"Index: Lundahl, Mr. Johan Svensson
Observed: 7.05
Prediction: 9.07
Residual: -2.01",
"Index: Stahelin-Maeglin, Dr. Max
Observed: 30.50
Prediction: 167.14
Residual: -136.64",
"Index: Willey, Mr. Edward
Observed: 7.55
Prediction: 9.44
Residual: -1.89",
"Index: Stanley, Miss. Amy Zillah Elsie
Observed: 7.55
Prediction: 11.60
Residual: -4.05",
"Index: Hegarty, Miss. Hanora \"Nora\"
Observed: 6.75
Prediction: 9.01
Residual: -2.26",
"Index: Eitemiller, Mr. George Floyd
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Colley, Mr. Edward Pomeroy
Observed: 25.59
Prediction: 36.25
Residual: -10.66",
"Index: Coleff, Mr. Peju
Observed: 7.50
Prediction: 9.07
Residual: -1.57",
"Index: Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Observed: 39.00
Prediction: 26.92
Residual: 12.08",
"Index: Davidson, Mr. Thornton
Observed: 52.00
Prediction: 46.49
Residual: 5.51",
"Index: Turja, Miss. Anna Sofia
Observed: 9.84
Prediction: 11.60
Residual: -1.76",
"Index: Hassab, Mr. Hammad
Observed: 76.73
Prediction: 61.45
Residual: 15.28",
"Index: Goodwin, Mr. Charles Edward
Observed: 46.90
Prediction: 42.47
Residual: 4.43",
"Index: Panula, Mr. Jaako Arnold
Observed: 39.69
Prediction: 27.31
Residual: 12.38",
"Index: Fischer, Mr. Eberhard Thelander
Observed: 7.80
Prediction: 9.01
Residual: -1.21",
"Index: Humblen, Mr. Adolf Mathias Nicolai Olsen
Observed: 7.65
Prediction: 9.07
Residual: -1.42",
"Index: Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Observed: 227.53
Prediction: 90.87
Residual: 136.65",
"Index: Hansen, Mr. Henrik Juul
Observed: 7.85
Prediction: 13.12
Residual: -5.27",
"Index: Calderhead, Mr. Edward Pennington
Observed: 26.29
Prediction: 39.01
Residual: -12.72",
"Index: Klaber, Mr. Herman
Observed: 26.55
Prediction: 58.88
Residual: -32.33",
"Index: Taylor, Mr. Elmer Zebley
Observed: 52.00
Prediction: 59.95
Residual: -7.95",
"Index: Larsson, Mr. August Viktor
Observed: 9.48
Prediction: 9.09
Residual: 0.39",
"Index: Greenberg, Mr. Samuel
Observed: 13.00
Prediction: 14.20
Residual: -1.20",
"Index: Troutt, Miss. Edwina Celia \"Winnie\"
Observed: 10.50
Prediction: 14.20
Residual: -3.70",
"Index: McEvoy, Mr. Michael
Observed: 15.50
Prediction: 9.30
Residual: 6.20",
"Index: Johnson, Mr. Malkolm Joackim
Observed: 7.78
Prediction: 9.16
Residual: -1.38",
"Index: Gillespie, Mr. William Henry
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Allen, Miss. Elisabeth Walton
Observed: 211.34
Prediction: 77.13
Residual: 134.21",
"Index: Berriman, Mr. William John
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Troupiansky, Mr. Moses Aaron
Observed: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Williams, Mr. Leslie
Observed: 16.10
Prediction: 9.56
Residual: 6.54",
"Index: Ivanoff, Mr. Kanio
Observed: 7.90
Prediction: 9.44
Residual: -1.54",
"Index: McNamee, Mr. Neal
Observed: 16.10
Prediction: 13.12
Residual: 2.98",
"Index: Connaghton, Mr. Michael
Observed: 7.75
Prediction: 9.09
Residual: -1.34",
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Observed: 7.80
Prediction: 9.56
Residual: -1.76",
"Index: Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Observed: 86.50
Prediction: 76.42
Residual: 10.08",
"Index: Eklund, Mr. Hans Linus
Observed: 7.78
Prediction: 9.01
Residual: -1.23",
"Index: Hogeboom, Mrs. John C (Anna Andrews)
Observed: 77.96
Prediction: 61.93
Residual: 16.03",
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Observed: 24.15
Prediction: 13.77
Residual: 10.38",
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Observed: 9.50
Prediction: 9.01
Residual: 0.49",
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Observed: 211.34
Prediction: 104.14
Residual: 107.20",
"Index: Ayoub, Miss. Banoura
Observed: 7.23
Prediction: 11.14
Residual: -3.91",
"Index: Dick, Mrs. Albert Adrian (Vera Gillespie)
Observed: 57.00
Prediction: 76.64
Residual: -19.64",
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Observed: 23.45
Prediction: 22.47
Residual: 0.98",
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Observed: 7.05
Prediction: 9.01
Residual: -1.96",
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Observed: 7.50
Prediction: 11.60
Residual: -4.11",
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Observed: 79.20
Prediction: 120.52
Residual: -41.32",
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Observed: 25.93
Prediction: 60.75
Residual: -34.82",
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Observed: 26.25
Prediction: 26.92
Residual: -0.67",
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Observed: 120.00
Prediction: 151.12
Residual: -31.12",
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Observed: 10.50
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Residual: -3.64",
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Prediction: 9.09
Residual: -1.04",
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Observed: 7.75
Prediction: 11.77
Residual: -4.02",
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Observed: 18.75
Prediction: 26.93
Residual: -8.18",
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Observed: 10.50
Prediction: 15.78
Residual: -5.28",
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Observed: 6.44
Prediction: 9.07
Residual: -2.63",
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Observed: 69.55
Prediction: 69.32
Residual: 0.23",
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Observed: 15.25
Prediction: 19.61
Residual: -4.36",
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Observed: 9.35
Prediction: 17.75
Residual: -8.40",
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Observed: 7.23
Prediction: 9.30
Residual: -2.07",
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Observed: 11.13
Prediction: 19.11
Residual: -7.98",
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Observed: 5.00
Prediction: 36.55
Residual: -31.55",
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Observed: 9.85
Prediction: 9.01
Residual: 0.84",
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Observed: 13.00
Prediction: 14.14
Residual: -1.14"
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"text": "Residuals vs observed Fare"
},
"xaxis": {
"title": {
"text": "Observed Fare ($)"
}
},
"yaxis": {
"title": {
"text": "residuals log ratio
(log(y/preds))"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"explainer.plot_residuals(vs_actual=True, residuals=\"log-ratio\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### residuals vs specific feature"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:04:22.196679Z",
"start_time": "2021-01-20T16:04:22.179131Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hoverinfo": "text",
"mode": "markers",
"name": "residuals (y-preds)",
"text": [
"Index: Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Actual: 71.28
Prediction: 111.90
Residual: -40.62",
"Index: Futrelle, Mrs. Jacques Heath (Lily May Peel)
Actual: 53.10
Prediction: 84.10
Residual: -31.00",
"Index: Palsson, Master. Gosta Leonard
Actual: 21.07
Prediction: 24.37
Residual: -3.29",
"Index: Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Actual: 11.13
Prediction: 18.78
Residual: -7.64",
"Index: Nasser, Mrs. Nicholas (Adele Achem)
Actual: 30.07
Prediction: 24.13
Residual: 5.94",
"Index: Saundercock, Mr. William Henry
Actual: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Vestrom, Miss. Hulda Amanda Adolfina
Actual: 7.85
Prediction: 9.29
Residual: -1.43",
"Index: Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Actual: 31.39
Prediction: 25.49
Residual: 5.90",
"Index: Meyer, Mr. Edgar Joseph
Actual: 82.17
Prediction: 69.22
Residual: 12.95",
"Index: Devaney, Miss. Margaret Delia
Actual: 7.88
Prediction: 10.96
Residual: -3.09",
"Index: Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Actual: 17.80
Prediction: 13.12
Residual: 4.68",
"Index: Rugg, Miss. Emily
Actual: 10.50
Prediction: 14.20
Residual: -3.70",
"Index: Harris, Mr. Henry Birkhardt
Actual: 83.47
Prediction: 59.72
Residual: 23.75",
"Index: Skoog, Master. Harald
Actual: 27.90
Prediction: 25.98
Residual: 1.92",
"Index: Kink, Mr. Vincenz
Actual: 8.66
Prediction: 18.96
Residual: -10.29",
"Index: Hood, Mr. Ambrose Jr
Actual: 73.50
Prediction: 14.14
Residual: 59.36",
"Index: Ilett, Miss. Bertha
Actual: 10.50
Prediction: 15.84
Residual: -5.34",
"Index: Ford, Mr. William Neal
Actual: 34.38
Prediction: 23.08
Residual: 11.30",
"Index: Christmann, Mr. Emil
Actual: 8.05
Prediction: 9.09
Residual: -1.04",
"Index: Andreasson, Mr. Paul Edvin
Actual: 7.85
Prediction: 9.01
Residual: -1.15",
"Index: Chaffee, Mr. Herbert Fuller
Actual: 61.17
Prediction: 50.89
Residual: 10.28",
"Index: White, Mr. Richard Frasar
Actual: 77.29
Prediction: 88.47
Residual: -11.18",
"Index: Rekic, Mr. Tido
Actual: 7.90
Prediction: 9.07
Residual: -1.17",
"Index: Barton, Mr. David John
Actual: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Jussila, Miss. Katriina
Actual: 9.82
Prediction: 13.12
Residual: -3.30",
"Index: Pekoniemi, Mr. Edvard
Actual: 7.92
Prediction: 9.01
Residual: -1.08",
"Index: Turpin, Mr. William John Robert
Actual: 21.00
Prediction: 24.72
Residual: -3.72",
"Index: Osen, Mr. Olaf Elon
Actual: 9.22
Prediction: 9.01
Residual: 0.21",
"Index: Ford, Miss. Robina Maggie \"Ruby\"
Actual: 34.38
Prediction: 24.43
Residual: 9.95",
"Index: Navratil, Mr. Michel (\"Louis M Hoffman\")
Actual: 26.00
Prediction: 26.44
Residual: -0.44",
"Index: Bateman, Rev. Robert James
Actual: 12.53
Prediction: 14.20
Residual: -1.68",
"Index: Meo, Mr. Alfonzo
Actual: 8.05
Prediction: 9.07
Residual: -1.02",
"Index: Cribb, Mr. John Hatfield
Actual: 16.10
Prediction: 18.64
Residual: -2.54",
"Index: Van der hoef, Mr. Wyckoff
Actual: 33.50
Prediction: 35.44
Residual: -1.94",
"Index: Sivola, Mr. Antti Wilhelm
Actual: 7.92
Prediction: 9.01
Residual: -1.08",
"Index: Klasen, Mr. Klas Albin
Actual: 7.85
Prediction: 19.61
Residual: -11.75",
"Index: Andersen-Jensen, Miss. Carla Christine Nielsine
Actual: 7.85
Prediction: 14.43
Residual: -6.58",
"Index: Brown, Mrs. James Joseph (Margaret Tobin)
Actual: 27.72
Prediction: 135.58
Residual: -107.86",
"Index: Vande Walle, Mr. Nestor Cyriel
Actual: 9.50
Prediction: 9.56
Residual: -0.06",
"Index: Backstrom, Mr. Karl Alfred
Actual: 15.85
Prediction: 13.06
Residual: 2.79",
"Index: Blank, Mr. Henry
Actual: 31.00
Prediction: 74.74
Residual: -43.74",
"Index: Ali, Mr. Ahmed
Actual: 7.05
Prediction: 9.01
Residual: -1.96",
"Index: Green, Mr. George Henry
Actual: 8.05
Prediction: 9.07
Residual: -1.02",
"Index: Asplund, Miss. Lillian Gertrud
Actual: 31.39
Prediction: 27.81
Residual: 3.58",
"Index: Hunt, Mr. George Henry
Actual: 12.28
Prediction: 14.14
Residual: -1.87",
"Index: Stead, Mr. William Thomas
Actual: 26.55
Prediction: 44.84
Residual: -18.29",
"Index: Parrish, Mrs. (Lutie Davis)
Actual: 26.00
Prediction: 31.56
Residual: -5.56",
"Index: Asplund, Master. Edvin Rojj Felix
Actual: 31.39
Prediction: 28.09
Residual: 3.30",
"Index: Andrews, Miss. Kornelia Theodosia
Actual: 77.96
Prediction: 61.94
Residual: 16.02",
"Index: Abbott, Mrs. Stanton (Rosa Hunt)
Actual: 20.25
Prediction: 19.11
Residual: 1.14",
"Index: Connolly, Miss. Kate
Actual: 7.75
Prediction: 10.96
Residual: -3.21",
"Index: Bishop, Mrs. Dickinson H (Helen Walton)
Actual: 91.08
Prediction: 107.12
Residual: -16.04",
"Index: Levy, Mr. Rene Jacques
Actual: 12.88
Prediction: 14.14
Residual: -1.27",
"Index: Nysveen, Mr. Johan Hansen
Actual: 6.24
Prediction: 9.07
Residual: -2.83",
"Index: Burns, Miss. Elizabeth Margaret
Actual: 134.50
Prediction: 101.93
Residual: 32.57",
"Index: Dimic, Mr. Jovan
Actual: 8.66
Prediction: 9.07
Residual: -0.41",
"Index: del Carlo, Mr. Sebastiano
Actual: 27.72
Prediction: 24.72
Residual: 3.00",
"Index: Beavan, Mr. William Thomas
Actual: 8.05
Prediction: 9.01
Residual: -0.96",
"Index: Widener, Mr. Harry Elkins
Actual: 211.50
Prediction: 122.54
Residual: 88.96",
"Index: Gustafsson, Mr. Karl Gideon
Actual: 7.78
Prediction: 9.01
Residual: -1.23",
"Index: Goodwin, Master. Sidney Leonard
Actual: 46.90
Prediction: 42.47
Residual: 4.43",
"Index: Gustafsson, Mr. Johan Birger
Actual: 7.92
Prediction: 19.24
Residual: -11.31",
"Index: Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Actual: 16.70
Prediction: 18.57
Residual: -1.87",
"Index: Niskanen, Mr. Juha
Actual: 7.92
Prediction: 13.02
Residual: -5.10",
"Index: Minahan, Miss. Daisy E
Actual: 90.00
Prediction: 97.22
Residual: -7.22",
"Index: Matthews, Mr. William John
Actual: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Charters, Mr. David
Actual: 7.73
Prediction: 9.01
Residual: -1.27",
"Index: Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Actual: 26.00
Prediction: 14.20
Residual: 11.80",
"Index: Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Actual: 26.25
Prediction: 27.89
Residual: -1.64",
"Index: Peuchen, Major. Arthur Godfrey
Actual: 30.50
Prediction: 45.07
Residual: -14.57",
"Index: Anderson, Mr. Harry
Actual: 26.55
Prediction: 39.01
Residual: -12.46",
"Index: Milling, Mr. Jacob Christian
Actual: 13.00
Prediction: 14.20
Residual: -1.20",
"Index: West, Mrs. Edwy Arthur (Ada Mary Worth)
Actual: 27.75
Prediction: 29.99
Residual: -2.24",
"Index: Karlsson, Mr. Nils August
Actual: 7.52
Prediction: 9.01
Residual: -1.49",
"Index: Bishop, Mr. Dickinson H
Actual: 91.08
Prediction: 146.18
Residual: -55.10",
"Index: Windelov, Mr. Einar
Actual: 7.25
Prediction: 9.01
Residual: -1.76",
"Index: Svensson, Mr. Olof
Actual: 7.80
Prediction: 9.01
Residual: -1.21",
"Index: Laitinen, Miss. Kristina Sofia
Actual: 9.59
Prediction: 9.07
Residual: 0.52",
"Index: Penasco y Castellana, Mr. Victor de Satode
Actual: 108.90
Prediction: 77.01
Residual: 31.89",
"Index: Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Actual: 26.00
Prediction: 24.73
Residual: 1.27",
"Index: Cacic, Miss. Marija
Actual: 8.66
Prediction: 9.09
Residual: -0.43",
"Index: Hart, Miss. Eva Miriam
Actual: 26.25
Prediction: 25.60
Residual: 0.65",
"Index: Butt, Major. Archibald Willingham
Actual: 26.55
Prediction: 35.44
Residual: -8.89",
"Index: Beane, Mr. Edward
Actual: 26.00
Prediction: 25.23
Residual: 0.77",
"Index: Goldsmith, Mr. Frank John
Actual: 20.52
Prediction: 19.61
Residual: 0.92",
"Index: Ohman, Miss. Velin
Actual: 7.78
Prediction: 11.60
Residual: -3.83",
"Index: Taussig, Mrs. Emil (Tillie Mandelbaum)
Actual: 79.65
Prediction: 96.58
Residual: -16.93",
"Index: Harris, Mr. George
Actual: 10.50
Prediction: 15.21
Residual: -4.71",
"Index: Appleton, Mrs. Edward Dale (Charlotte Lamson)
Actual: 51.48
Prediction: 107.98
Residual: -56.50",
"Index: Patchett, Mr. George
Actual: 14.50
Prediction: 9.01
Residual: 5.49",
"Index: Ross, Mr. John Hugo
Actual: 40.12
Prediction: 82.43
Residual: -42.30",
"Index: Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Actual: 56.93
Prediction: 74.41
Residual: -17.48",
"Index: Homer, Mr. Harry (\"Mr E Haven\")
Actual: 26.55
Prediction: 132.87
Residual: -106.32",
"Index: Lindell, Mr. Edvard Bengtsson
Actual: 15.55
Prediction: 13.06
Residual: 2.49",
"Index: Daniel, Mr. Robert Williams
Actual: 30.50
Prediction: 44.05
Residual: -13.55",
"Index: Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Actual: 41.58
Prediction: 30.66
Residual: 10.92",
"Index: Shutes, Miss. Elizabeth W
Actual: 153.46
Prediction: 78.64
Residual: 74.82",
"Index: Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Actual: 16.10
Prediction: 13.12
Residual: 2.98",
"Index: Yasbeck, Mr. Antoni
Actual: 14.45
Prediction: 13.12
Residual: 1.33",
"Index: Bostandyeff, Mr. Guentcho
Actual: 7.90
Prediction: 9.13
Residual: -1.23",
"Index: Lundahl, Mr. Johan Svensson
Actual: 7.05
Prediction: 9.07
Residual: -2.01",
"Index: Stahelin-Maeglin, Dr. Max
Actual: 30.50
Prediction: 167.14
Residual: -136.64",
"Index: Stanley, Miss. Amy Zillah Elsie
Actual: 7.55
Prediction: 11.60
Residual: -4.05",
"Index: Hegarty, Miss. Hanora \"Nora\"
Actual: 6.75
Prediction: 9.01
Residual: -2.26",
"Index: Eitemiller, Mr. George Floyd
Actual: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Colley, Mr. Edward Pomeroy
Actual: 25.59
Prediction: 36.25
Residual: -10.66",
"Index: Coleff, Mr. Peju
Actual: 7.50
Prediction: 9.07
Residual: -1.57",
"Index: Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Actual: 39.00
Prediction: 26.92
Residual: 12.08",
"Index: Davidson, Mr. Thornton
Actual: 52.00
Prediction: 46.49
Residual: 5.51",
"Index: Turja, Miss. Anna Sofia
Actual: 9.84
Prediction: 11.60
Residual: -1.76",
"Index: Hassab, Mr. Hammad
Actual: 76.73
Prediction: 61.45
Residual: 15.28",
"Index: Goodwin, Mr. Charles Edward
Actual: 46.90
Prediction: 42.47
Residual: 4.43",
"Index: Panula, Mr. Jaako Arnold
Actual: 39.69
Prediction: 27.31
Residual: 12.38",
"Index: Fischer, Mr. Eberhard Thelander
Actual: 7.80
Prediction: 9.01
Residual: -1.21",
"Index: Humblen, Mr. Adolf Mathias Nicolai Olsen
Actual: 7.65
Prediction: 9.07
Residual: -1.42",
"Index: Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Actual: 227.53
Prediction: 90.87
Residual: 136.65",
"Index: Hansen, Mr. Henrik Juul
Actual: 7.85
Prediction: 13.12
Residual: -5.27",
"Index: Calderhead, Mr. Edward Pennington
Actual: 26.29
Prediction: 39.01
Residual: -12.72",
"Index: Taylor, Mr. Elmer Zebley
Actual: 52.00
Prediction: 59.95
Residual: -7.95",
"Index: Larsson, Mr. August Viktor
Actual: 9.48
Prediction: 9.09
Residual: 0.39",
"Index: Greenberg, Mr. Samuel
Actual: 13.00
Prediction: 14.20
Residual: -1.20",
"Index: Troutt, Miss. Edwina Celia \"Winnie\"
Actual: 10.50
Prediction: 14.20
Residual: -3.70",
"Index: Johnson, Mr. Malkolm Joackim
Actual: 7.78
Prediction: 9.16
Residual: -1.38",
"Index: Gillespie, Mr. William Henry
Actual: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Allen, Miss. Elisabeth Walton
Actual: 211.34
Prediction: 77.13
Residual: 134.21",
"Index: Berriman, Mr. William John
Actual: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Troupiansky, Mr. Moses Aaron
Actual: 13.00
Prediction: 14.14
Residual: -1.14",
"Index: Williams, Mr. Leslie
Actual: 16.10
Prediction: 9.56
Residual: 6.54",
"Index: McNamee, Mr. Neal
Actual: 16.10
Prediction: 13.12
Residual: 2.98",
"Index: Connaghton, Mr. Michael
Actual: 7.75
Prediction: 9.09
Residual: -1.34",
"Index: Carlsson, Mr. August Sigfrid
Actual: 7.80
Prediction: 9.56
Residual: -1.76",
"Index: Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Actual: 86.50
Prediction: 76.42
Residual: 10.08",
"Index: Eklund, Mr. Hans Linus
Actual: 7.78
Prediction: 9.01
Residual: -1.23",
"Index: Hogeboom, Mrs. John C (Anna Andrews)
Actual: 77.96
Prediction: 61.93
Residual: 16.03",
"Index: Lievens, Mr. Rene Aime
Actual: 9.50
Prediction: 9.01
Residual: 0.49",
"Index: Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Actual: 211.34
Prediction: 104.14
Residual: 107.20",
"Index: Ayoub, Miss. Banoura
Actual: 7.23
Prediction: 11.14
Residual: -3.91",
"Index: Dick, Mrs. Albert Adrian (Vera Gillespie)
Actual: 57.00
Prediction: 76.64
Residual: -19.64",
"Index: Ali, Mr. William
Actual: 7.05
Prediction: 9.01
Residual: -1.96",
"Index: Sjoblom, Miss. Anna Sofia
Actual: 7.50
Prediction: 11.60
Residual: -4.11",
"Index: Guggenheim, Mr. Benjamin
Actual: 79.20
Prediction: 120.52
Residual: -41.32",
"Index: Leader, Dr. Alice (Farnham)
Actual: 25.93
Prediction: 60.75
Residual: -34.82",
"Index: Collyer, Mrs. Harvey (Charlotte Annie Tate)
Actual: 26.25
Prediction: 26.92
Residual: -0.67",
"Index: Carter, Master. William Thornton II
Actual: 120.00
Prediction: 151.12
Residual: -31.12",
"Index: Thomas, Master. Assad Alexander
Actual: 8.52
Prediction: 17.56
Residual: -9.04",
"Index: Johansson, Mr. Karl Johan
Actual: 7.78
Prediction: 9.09
Residual: -1.32",
"Index: Slemen, Mr. Richard James
Actual: 10.50
Prediction: 14.14
Residual: -3.64",
"Index: Tomlin, Mr. Ernest Portage
Actual: 8.05
Prediction: 9.09
Residual: -1.04",
"Index: Richards, Master. George Sibley
Actual: 18.75
Prediction: 26.93
Residual: -8.18",
"Index: Mudd, Mr. Thomas Charles
Actual: 10.50
Prediction: 15.78
Residual: -5.28",
"Index: Lemberopolous, Mr. Peter L
Actual: 6.44
Prediction: 9.07
Residual: -2.63",
"Index: Boulos, Miss. Nourelain
Actual: 15.25
Prediction: 19.61
Residual: -4.36",
"Index: Aks, Mrs. Sam (Leah Rosen)
Actual: 9.35
Prediction: 17.75
Residual: -8.40",
"Index: Johnson, Master. Harold Theodor
Actual: 11.13
Prediction: 19.11
Residual: -7.98",
"Index: Carlsson, Mr. Frans Olof
Actual: 5.00
Prediction: 36.55
Residual: -31.55",
"Index: Gustafsson, Mr. Alfred Ossian
Actual: 9.85
Prediction: 9.01
Residual: 0.84",
"Index: Montvila, Rev. Juozas
Actual: 13.00
Prediction: 14.14
Residual: -1.14"
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"# RandomForestExplainer\n",
"\n",
"For RandomForest models, the class type gets recast to either a `RandomForestClassifierExplainer` or a `RandomForestRegressionExplainer`, which provide some additional functionality to visualize the individual trees in the RandomForest."
]
},
{
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"execution_count": 80,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:04:34.673145Z",
"start_time": "2021-01-20T16:04:34.573604Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"RandomForestClassifier(max_depth=5, n_estimators=50)"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Note: shap=='guess' so guessing for RandomForestClassifier shap='tree'...\n",
"Detected RandomForestClassifier model: Changing class type to RandomForestClassifierExplainer...\n",
"Note: model_output=='probability', so assuming that raw shap output of RandomForestClassifier is in probability space...\n",
"Generating self.shap_explainer = shap.TreeExplainer(model)\n"
]
}
],
"source": [
"from sklearn.ensemble import RandomForestClassifier\n",
"from explainerdashboard.datasets import (\n",
" titanic_survive,\n",
" titanic_names,\n",
" feature_descriptions,\n",
")\n",
"\n",
"X_train, y_train, X_test, y_test = titanic_survive()\n",
"train_names, test_names = titanic_names()\n",
"\n",
"model = RandomForestClassifier(n_estimators=50, max_depth=5)\n",
"model.fit(X_train, y_train)\n",
"\n",
"explainer = ClassifierExplainer(\n",
" model, X_test, y_test, cats=[\"Sex\", \"Deck\", \"Embarked\"], idxs=test_names\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:04:36.041327Z",
"start_time": "2021-01-20T16:04:35.950900Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Christmann, Mr. Emil\n"
]
},
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"tree no 22:
prediction=3.37
click for detailed info",
"tree no 35:
prediction=4.05
click for detailed info",
"tree no 1:
prediction=7.45
click for detailed info",
"tree no 37:
prediction=8.05
click for detailed info",
"tree no 15:
prediction=8.53
click for detailed info",
"tree no 43:
prediction=9.85
click for detailed info",
"tree no 5:
prediction=10.19
click for detailed info",
"tree no 17:
prediction=10.59
click for detailed info",
"tree no 31:
prediction=11.15
click for detailed info",
"tree no 6:
prediction=11.43
click for detailed info",
"tree no 47:
prediction=11.48
click for detailed info",
"tree no 32:
prediction=11.51
click for detailed info",
"tree no 0:
prediction=11.88
click for detailed info",
"tree no 3:
prediction=12.08
click for detailed info",
"tree no 16:
prediction=12.23
click for detailed info",
"tree no 21:
prediction=12.33
click for detailed info",
"tree no 11:
prediction=12.44
click for detailed info",
"tree no 2:
prediction=12.94
click for detailed info",
"tree no 39:
prediction=13.25
click for detailed info",
"tree no 14:
prediction=13.29
click for detailed info",
"tree no 27:
prediction=13.4
click for detailed info",
"tree no 44:
prediction=13.5
click for detailed info",
"tree no 12:
prediction=13.72
click for detailed info",
"tree no 33:
prediction=13.74
click for detailed info",
"tree no 24:
prediction=13.82
click for detailed info",
"tree no 36:
prediction=13.89
click for detailed info",
"tree no 18:
prediction=14.02
click for detailed info",
"tree no 10:
prediction=14.09
click for detailed info",
"tree no 49:
prediction=14.49
click for detailed info",
"tree no 45:
prediction=14.59
click for detailed info",
"tree no 13:
prediction=14.62
click for detailed info",
"tree no 29:
prediction=14.81
click for detailed info",
"tree no 38:
prediction=14.81
click for detailed info",
"tree no 46:
prediction=15.02
click for detailed info",
"tree no 26:
prediction=15.99
click for detailed info",
"tree no 25:
prediction=16.28
click for detailed info",
"tree no 28:
prediction=16.48
click for detailed info",
"tree no 4:
prediction=16.54
click for detailed info",
"tree no 20:
prediction=16.78
click for detailed info",
"tree no 41:
prediction=16.88
click for detailed info",
"tree no 9:
prediction=16.96
click for detailed info",
"tree no 48:
prediction=17.82
click for detailed info",
"tree no 7:
prediction=19.12
click for detailed info",
"tree no 23:
prediction=20.0
click for detailed info",
"tree no 42:
prediction=20.55
click for detailed info",
"tree no 40:
prediction=21.59
click for detailed info",
"tree no 8:
prediction=22.09
click for detailed info",
"tree no 19:
prediction=23.15
click for detailed info",
"tree no 34:
prediction=23.36
click for detailed info",
"tree no 30:
prediction=34.93
click for detailed info"
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{
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"x": 19.6,
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},
"title": {
"text": "Individual RandomForest decision trees predicting Survival"
},
"xaxis": {
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"text": "decision trees (sorted by prediction"
}
},
"yaxis": {
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"text": "Predicted Survival "
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"text/html": [
""
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],
"source": [
"name = test_names[20]\n",
"print(name) # first row of X_test\n",
"explainer.plot_trees(name, highlight_tree=20)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:04:41.062189Z",
"start_time": "2021-01-20T16:04:41.009613Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating ShadowDecTree for each individual decision tree...\n"
]
},
{
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" left | \n",
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" 0.407407 | \n",
" -0.013708 | \n",
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" 25 | \n",
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" left | \n",
" 0.179361 | \n",
" 0.500000 | \n",
" -0.004658 | \n",
"
\n",
" \n",
" | 3 | \n",
" 26 | \n",
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" 45.5 | \n",
" left | \n",
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\n",
" \n",
" | 4 | \n",
" 27 | \n",
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" node_id average feature value split \\\n",
"0 0 0.380608 Sex_male 1.0 0.5 \n",
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"2 25 0.184019 Deck_A 0.0 0.5 \n",
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],
"source": [
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]
},
{
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"execution_count": 83,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:04:51.167119Z",
"start_time": "2021-01-20T16:04:51.102873Z"
}
},
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{
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\n",
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\n",
" \n",
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\n",
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\n",
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\n",
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\n",
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" \n",
"
\n",
"
"
],
"text/plain": [
" Feature Condition \\\n",
"0 \n",
"1 Sex_female 0.0 < 0.5 \n",
"2 No_of_siblings_plus_spouses_on_board 0.0 < 3.0 \n",
"3 Fare 8.05 < 26.268750190734863 \n",
"4 Deck_Unkown 1.0 >= 0.5 \n",
"5 Embarked_Cherbourg 0.0 < 0.5 \n",
"6 \n",
"\n",
" Adjustment New Prediction \n",
"0 Starting average 37.48% \n",
"1 -18.06% 19.43% \n",
"2 +0.8% 20.23% \n",
"3 -7.34% 12.89% \n",
"4 -0.47% 12.42% \n",
"5 -2.23% 10.19% \n",
"6 Final Prediction 10.19% "
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"explainer.get_decisionpath_summary_df(tree_idx=5, index=name)"
]
},
{
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"metadata": {},
"source": [
"## decision_path\n",
"- this graphic is generated by dtreeviz\n",
"- See https://explained.ai/decision-tree-viz/index.html for more of the thinking behind this visualization\n",
"- dtreeviz generates an SVG gile that gets saved to disk\n",
"- but you need a working installation of graphviz for this to work\n",
"- Would be nice to turn this into a react component!\n"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"ExecuteTime": {
"end_time": "2021-01-20T16:05:48.378662Z",
"start_time": "2021-01-20T16:05:48.298578Z"
}
},
"outputs": [
{
"ename": "IndexError",
"evalue": "only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mexplainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecisiontree\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtree_idx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/projects/explainerdashboard/explainerdashboard/explainers.py\u001b[0m in \u001b[0;36mdecisiontree\u001b[0;34m(self, tree_idx, index, show_just_path)\u001b[0m\n\u001b[1;32m 2740\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2741\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mIPython\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplay\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mSVG\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2742\u001b[0;31m \u001b[0msvg_file\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecisiontree_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtree_idx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshow_just_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2743\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mSVG\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msvg_file\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2744\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/projects/explainerdashboard/explainerdashboard/explainers.py\u001b[0m in \u001b[0;36mdecisiontree_file\u001b[0;34m(self, tree_idx, index, show_just_path)\u001b[0m\n\u001b[1;32m 2715\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2716\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2717\u001b[0;31m viz = dtreeviz(self.shadow_trees[tree_idx], \n\u001b[0m\u001b[1;32m 2718\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_X_row\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqueeze\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2719\u001b[0m \u001b[0mfancy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/projects/explainerdashboard/venv/lib/python3.8/site-packages/dtreeviz/trees.py\u001b[0m in \u001b[0;36mdtreeviz\u001b[0;34m(tree_model, x_data, y_data, feature_names, target_name, class_names, tree_index, precision, orientation, instance_orientation, show_root_edge_labels, show_node_labels, show_just_path, fancy, histtype, highlight_path, X, max_X_features_LR, max_X_features_TD, label_fontsize, ticks_fontsize, fontname, colors, scale)\u001b[0m\n\u001b[1;32m 780\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mshadow_tree\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_classifier\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 781\u001b[0m \u001b[0mnbins\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_num_bins\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhisttype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_classes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 782\u001b[0;31m \u001b[0mnode_heights\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mshadow_tree\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_split_node_heights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnbins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnbins\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 783\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 784\u001b[0m \u001b[0minternal\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/projects/explainerdashboard/venv/lib/python3.8/site-packages/dtreeviz/models/shadow_decision_tree.py\u001b[0m in \u001b[0;36mget_split_node_heights\u001b[0;34m(self, X_train, y_train, nbins)\u001b[0m\n\u001b[1;32m 278\u001b[0m \u001b[0;31m# print(f\"\\tlen(bins)={len(bins):2d} bins={bins}\")\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 279\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mX_feature\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msamples\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msamples\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 280\u001b[0;31m \u001b[0mX_hist\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mcl\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mcl\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mclass_values\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 281\u001b[0m \u001b[0mheight_of_bins\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbins\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 282\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclass_values\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/projects/explainerdashboard/venv/lib/python3.8/site-packages/dtreeviz/models/shadow_decision_tree.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 278\u001b[0m \u001b[0;31m# print(f\"\\tlen(bins)={len(bins):2d} bins={bins}\")\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 279\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mX_feature\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msamples\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msamples\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 280\u001b[0;31m \u001b[0mX_hist\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mcl\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mcl\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mclass_values\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 281\u001b[0m \u001b[0mheight_of_bins\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbins\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 282\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclass_values\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mIndexError\u001b[0m: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices"
]
}
],
"source": [
"explainer.decisiontree(tree_idx=5, index=name)"
]
},
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