"
],
"text/plain": [
" Name Sex Ticket Cabin Embarked\n",
"count 891 891 891 204 889\n",
"unique 891 2 681 147 3\n",
"top Braund, Mr. Owen Harris male 347082 B96 B98 S\n",
"freq 1 577 7 4 644"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"========================================\n",
"Check the duplication rate of `Ticket` feature\n"
]
},
{
"data": {
"text/plain": ["0.2356902356902357"]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"Preview the data\")\n",
"display(train_df.head())\n",
"\n",
"print(\"\\n\" + \"=\" * 40)\n",
"print(\"Check blank, null or empty values\\n\")\n",
"print(\"\\tTrain\")\n",
"display(train_df.isnull().sum() / len(train_df))\n",
"print(\"_\" * 40)\n",
"print(\"\\tTest\")\n",
"display(test_df.isnull().sum() / len(train_df))\n",
"\n",
"print(\"\\n\" + \"=\" * 40)\n",
"print(\"Check the distribution of numerical features\")\n",
"display(train_df.describe())\n",
"\n",
"print(\"\\n\" + \"=\" * 40)\n",
"print(\"Check the distribution of categorical features\")\n",
"display(train_df.describe(include=[\"O\"]))\n",
"\n",
"print(\"\\n\" + \"=\" * 40)\n",
"print(\"Check the duplication rate of `Ticket` feature\")\n",
"train_df.Ticket.duplicated().sum() / len(train_df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"_cell_guid": "6db63a30-1d86-266e-2799-dded03c45816",
"_uuid": "946ee6ca01a3e4eecfa373ca00f88042b683e2ad",
"canvas": {
"comments": [],
"componentType": "CodeCell",
"copiedOriginId": "a1c5bc49-0e5d-4d8e-9905-e1cde23b58cf",
"diskcache": false,
"headerColor": "none",
"id": "63a48514-04ab-41d5-9b6f-263f875b4a0d",
"isComponent": false,
"name": "",
"parents": []
}
},
"source": ["## Analyzing the features"]
},
{
"cell_type": "markdown",
"metadata": {
"canvas": {
"comments": [],
"componentType": "CodeCell",
"copiedOriginId": null,
"diskcache": false,
"headerColor": "inherit",
"id": "60f9e2f3-1072-4f97-b551-f6bd11b2ead7",
"isComponent": false,
"name": "",
"parents": []
}
},
"source": [
"### **Categorical**, **ordinal** or **discrete feature** and **target**\n",
"- **`Pclass`** : Passengers with `Pclass` 1 has a higher rate of surviving than other Pclasses.\n",
"- **`Sex`** : `Female` passengers are more likely to survive than male passengers\n",
"- **`SibSp` and `Parch`** : Survival rate differs depending on whether you are alone or when you have one other family member. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"canvas": {
"comments": [],
"componentType": "CodeCell",
"copiedOriginId": null,
"diskcache": false,
"headerColor": "inherit",
"id": "7838c88c-5e5b-45e2-a1d4-3a444d920446",
"isComponent": true,
"name": "Analze by pivoting features",
"parents": [
{
"id": "aff8727c-eb19-46d4-997a-7d77acc41f3f",
"name": "Acquire Data"
}
]
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": ["
"]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pivot_features = [\"Pclass\", \"Sex\", \"SibSp\", \"Parch\"]\n",
"f, ax = plt.subplots(2, 4, figsize=(16, 10))\n",
"\n",
"for i, pivot_feature in enumerate(pivot_features):\n",
" train_df[pivot_feature].value_counts().sort_index().plot.bar(x=pivot_feature, y=\"Survived\", ax=ax[0, i])\n",
" sns.countplot(pivot_feature, hue=\"Survived\", data=train_df, ax=ax[1, i])\n",
" ax[0, i].set_title(pivot_feature)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"_cell_guid": "0d43550e-9eff-3859-3568-8856570eff76",
"_uuid": "5c6204d01f5a9040cf0bb7c678686ae48daa201f",
"canvas": {
"comments": [],
"componentType": "CodeCell",
"copiedOriginId": "92b17c0b-def7-4348-b908-c1877b085ca6",
"diskcache": false,
"headerColor": "none",
"id": "b9d9eacc-6c55-4999-a427-68f0dd6d36d3",
"isComponent": false,
"name": "",
"parents": []
}
},
"source": ["### Correlation between features"]
},
{
"cell_type": "markdown",
"metadata": {
"canvas": {
"comments": [],
"componentType": "CodeCell",
"copiedOriginId": "7f5a5c28-e299-4137-91ee-a193370d342c",
"diskcache": false,
"headerColor": "inherit",
"id": "fcef4d8d-ddc9-4746-8ec1-5b38d351558d",
"isComponent": false,
"name": "",
"parents": []
},
"tags": []
},
"source": [
"#### Fig 1 : Histogram of `Age` by `Survived`\n",
"- Infants (Age <=4) had high survival rate.\n",
"- Large number of 15-25 year olds did not survive.\n",
"- Most passengers are in 15-35 age range.\n",
"\n",
"\n",
"#### Fig 2 : Distribution of `Age` by `Pclass` x `Survived`\n",
"- The number of children increases with `Pclass`\n",
"- The survival rate for passengers below `Age` 10 looks to be good irrespective of the `Pclass`.\n",
"\n",
"\n",
"#### Fig 3 : `Survived` rate by `Embarked` x `Pclass` x `Sex`\n",
"- The survival chances are almost 1 for `Pclass` 1 & 2 irrespecitive of the `Pclass`.\n",
"- Port S looks to be very unlucky for `Pclass` 3 Passenegers as the survival rate for both men and women is very low.\n",
"- Port Q looks to be unlukiest for Men, as almost all were from Pclass 3.\n",
"\n",
"\n",
"#### Fig 4 : `Fare` by `Embarked` x `Survived`\n",
"- The survival rate is high for passengers paying higher fare had better survival.\n",
"- Port of embarkation correlates with survival rates.\n",
"\n",
"#### Decisions\n",
"- We should use `Age`, `Pclass`, `Embarked`, `Fare` feature to model training.\n",
"- Consider banding `Age`, `Fare` feature.\n",
"- Need to complete the `Age`, `Embarked`, `Fare` feature for missing values"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"canvas": {
"comments": [],
"componentType": "CodeCell",
"copiedOriginId": null,
"diskcache": false,
"headerColor": "inherit",
"id": "33159720-a7a4-403f-83f0-3e65e90c3b0c",
"isComponent": true,
"name": "Analyze by visualizing data",
"parents": [
{
"id": "aff8727c-eb19-46d4-997a-7d77acc41f3f",
"name": "Acquire Data"
}
]
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": ["