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fenago f3b24b4b7f added
2021-02-07 15:16:01 +05:00

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{
"cells": [
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"metadata": {
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"colab_type": "code",
"id": "HEiOAwQPW0qb"
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "j7whidfaYjns"
},
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"source": [
"file_url = '../Dataset/Consumer_Complaints.csv'"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
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},
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"status": "ok",
"timestamp": 1574650648591,
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},
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"outputId": "6b73edfd-944a-4e99-bd4e-47d3ac2fcfc2"
},
"outputs": [],
"source": [
"df = pd.read_csv(file_url)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 442
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"status": "ok",
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"user": {
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"id": "Lp9Bk6AWlK0n",
"outputId": "9a40e910-db36-4fab-fad0-233b35d89711"
},
"outputs": [],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 272
},
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"status": "ok",
"timestamp": 1574650648593,
"user": {
"displayName": "Anthony So",
"photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mCYY-iGjUIqBSnlLoszfZTN7rU7FRNg05Rdt9Ii3A=s64",
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},
"id": "hM9cgvPzRVPG",
"outputId": "d12cecc1-2fb7-4ec6-cab5-155b1779995c"
},
"outputs": [],
"source": [
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "eVzF48N25VHN"
},
"outputs": [],
"source": [
"df['Date received'] = pd.to_datetime(df['Date received'])\n",
"df['Date sent to company'] = pd.to_datetime(df['Date sent to company'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
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"status": "ok",
"timestamp": 1574650648594,
"user": {
"displayName": "Anthony So",
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"outputId": "0317099c-63ec-4b5d-e40c-e2de701d7a3d"
},
"outputs": [],
"source": [
"df.dtypes"
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},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "ncFHpgqP5r53"
},
"outputs": [],
"source": [
"df['YearReceived'] = df['Date received'].dt.year"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "TLlkJRSh5r_4"
},
"outputs": [],
"source": [
"df['MonthReceived'] = df['Date received'].dt.month"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "qJT6m__I5VNZ"
},
"outputs": [],
"source": [
"df['DomReceived'] = df['Date received'].dt.day"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "ZSUq-9-cRVZ1"
},
"outputs": [],
"source": [
"df['DowReceived'] = df['Date received'].dt.dayofweek"
]
},
{
"cell_type": "code",
"execution_count": null,
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"base_uri": "https://localhost:8080/",
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"df.head()"
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{
"cell_type": "code",
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"metadata": {
"colab": {},
"colab_type": "code",
"id": "Vw31m8n77cGi"
},
"outputs": [],
"source": [
"df['IsWeekendReceived'] = df['DowReceived'] >= 5"
]
},
{
"cell_type": "code",
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"base_uri": "https://localhost:8080/",
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"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
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"id": "L4rg5BlH7yuF"
},
"outputs": [],
"source": [
"df['RoutingDays'] = df['Date sent to company'] - df['Date received']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
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},
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"status": "ok",
"timestamp": 1574650648872,
"user": {
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"outputId": "44118d25-a966-41cc-df96-d1864eaecd3a"
},
"outputs": [],
"source": [
"df['RoutingDays'].dtype"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "zIkuLI1o8YNx"
},
"outputs": [],
"source": [
"df['RoutingDays'] = df['RoutingDays'].dt.days"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
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},
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"timestamp": 1574650648873,
"user": {
"displayName": "Anthony So",
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"id": "M_cyl9349U6j",
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},
"outputs": [],
"source": [
"df.head()\n"
]
}
],
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