wk05-foundational-analsysis-BLANK.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c5bd80b7",
   "metadata": {
    "id": "c5bd80b7"
   },
   "source": [
    "# A Foundational Analysis – **Data Aggregation**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1de909d1",
   "metadata": {
    "id": "1de909d1"
   },
   "source": [
    "Data aggregation is the process by which we take data across rows or down columns and express it in a summary statistical form.\n",
    "\n",
    "![summary.png](data:image/png;base64,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)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58185b3c",
   "metadata": {
    "id": "58185b3c"
   },
   "source": [
    "### Education loans data\n",
    "\n",
    "Let's analyze a few years of Federal direct loans <a href=\"https://studentaid.gov/data-center/student/title-iv\">taken from here</a>.\n",
    "\n",
    "The file we're working on is an excerpt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ab0d68b",
   "metadata": {
    "id": "2ab0d68b"
   },
   "outputs": [],
   "source": [
    "## import library\n",
    "import pandas as pd\n",
    "from google.colab import files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "kBLaNxpLzEHT",
   "metadata": {
    "id": "kBLaNxpLzEHT"
   },
   "outputs": [],
   "source": [
    "## upload data\n",
    "files.upload()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4f25fe3",
   "metadata": {
    "id": "c4f25fe3"
   },
   "outputs": [],
   "source": [
    "## read data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f959248",
   "metadata": {
    "id": "4f959248"
   },
   "outputs": [],
   "source": [
    "## get info about data types\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "YTmXvVumcIJj",
   "metadata": {
    "id": "YTmXvVumcIJj"
   },
   "source": [
    "### Note: The same data file, ingested from a different source, can present the exact same data in different formats."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "J_nPg-G34ZHC",
   "metadata": {
    "id": "J_nPg-G34ZHC"
   },
   "outputs": [],
   "source": [
    "## run this cell\n",
    "dfx = pd.read_csv(\"https://raw.githubusercontent.com/sandeepmj/datasets/main/student_loans.csv\")\n",
    "dfx.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "_rXRJipsb7Rq",
   "metadata": {
    "id": "_rXRJipsb7Rq"
   },
   "outputs": [],
   "source": [
    "## get the info \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70a58860",
   "metadata": {
    "id": "70a58860"
   },
   "source": [
    "## ```dataframe.describe()``` \n",
    "\n",
    "Returns summary data for all columns with numerical values.\n",
    "\n",
    "- count\n",
    "- mean\n",
    "- standard deviation\n",
    "- minimum value\n",
    "- 25th, 50th and 75th percentiles\n",
    "- maximum value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c16be050",
   "metadata": {
    "id": "c16be050"
   },
   "outputs": [],
   "source": [
    "## describe our dataframe\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97ef93a0",
   "metadata": {
    "id": "97ef93a0"
   },
   "source": [
    "## Turning string \"numbers\" into actual numbers\n",
    "\n",
    "### One column at a time\n",
    "\n",
    "```pd.to_numeric(df['column'], errors='coerce')```\n",
    "\n",
    "```errors='coerce'``` turns any blanks, letters, missing values into ```NaN``` values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0708c9c",
   "metadata": {
    "id": "a0708c9c"
   },
   "outputs": [],
   "source": [
    "## turn a column into float\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d4151803",
   "metadata": {
    "id": "d4151803"
   },
   "outputs": [],
   "source": [
    "## check if it worked\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff64b85d",
   "metadata": {
    "id": "ff64b85d"
   },
   "source": [
    "## Multiple columns at one time\n",
    "\n",
    "```dataframe[list of columns].apply(pd.to_numeric, errors='coerce')```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cac9ccf4",
   "metadata": {
    "id": "cac9ccf4"
   },
   "outputs": [],
   "source": [
    "## get pandas array of columns names from df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b04357de",
   "metadata": {
    "id": "b04357de"
   },
   "outputs": [],
   "source": [
    "## actually turn that into a list\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ayAtuOQk6Isx",
   "metadata": {
    "id": "ayAtuOQk6Isx"
   },
   "outputs": [],
   "source": [
    "## slice columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "trB84MyD7CPr",
   "metadata": {
    "id": "trB84MyD7CPr"
   },
   "outputs": [],
   "source": [
    "## see those columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec850e16",
   "metadata": {
    "id": "ec850e16"
   },
   "outputs": [],
   "source": [
    "## instead of doing individual columns one at a time, here's how we do it all at once\n",
    "## turn objects/strings that should be numbers into floats\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "39270cfc",
   "metadata": {
    "id": "39270cfc"
   },
   "outputs": [],
   "source": [
    "## get info about data types\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa0d4194",
   "metadata": {
    "id": "aa0d4194"
   },
   "outputs": [],
   "source": [
    "## describe our dataframe\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f18b04e",
   "metadata": {
    "id": "6f18b04e"
   },
   "source": [
    "### Formatting aggregated data\n",
    "\n",
    "### Method 1 - Rounding\n",
    "### Method 2 - f-string literals\n",
    "### Method 3 - Reformatting the dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b09af882",
   "metadata": {
    "id": "b09af882"
   },
   "source": [
    "## Method 1 - Rounding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dadbf4c1",
   "metadata": {
    "id": "dadbf4c1"
   },
   "outputs": [],
   "source": [
    "## round it\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7QviZHlC9Evr",
   "metadata": {
    "id": "7QviZHlC9Evr"
   },
   "outputs": [],
   "source": [
    "## get info\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed0e6251",
   "metadata": {
    "id": "ed0e6251"
   },
   "source": [
    "## Target single column for specific statistical summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b55ca04",
   "metadata": {
    "id": "6b55ca04"
   },
   "outputs": [],
   "source": [
    "## what is the total $ for ALL direct subsidized loans \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8727e973",
   "metadata": {
    "id": "8727e973"
   },
   "source": [
    "## Method 2 - f-string literals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10fc2aa1",
   "metadata": {
    "id": "10fc2aa1"
   },
   "outputs": [],
   "source": [
    "## what is the total $ for ALL direct subsidized loans \n",
    "## format with dollar sign and thousands separators\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35d_-Hfp-rpt",
   "metadata": {
    "id": "35d_-Hfp-rpt"
   },
   "outputs": [],
   "source": [
    "## store in variable\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "qYPUBZW7-voG",
   "metadata": {
    "id": "qYPUBZW7-voG"
   },
   "outputs": [],
   "source": [
    "## f string format that variable to 2 decimal places\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4bc5fce",
   "metadata": {
    "id": "c4bc5fce"
   },
   "outputs": [],
   "source": [
    "## what is the mean loan amount for ALL direct subsidized loans \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fd37107a",
   "metadata": {
    "id": "fd37107a"
   },
   "outputs": [],
   "source": [
    "## same with formatting to one place\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3282244b",
   "metadata": {
    "id": "3282244b"
   },
   "outputs": [],
   "source": [
    "## what is the median loan amount for ALL direct subsidized loans \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3adc845",
   "metadata": {
    "id": "c3adc845"
   },
   "source": [
    "## Target multiple columns for specific statistical summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "85f40afa",
   "metadata": {
    "id": "85f40afa"
   },
   "outputs": [],
   "source": [
    "## return the median for subsidized loans, unsubsidized loans and total loan amounts\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3cd03551",
   "metadata": {
    "id": "3cd03551"
   },
   "outputs": [],
   "source": [
    "## round it to zero places\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "-rOW7jmQfs6u",
   "metadata": {
    "id": "-rOW7jmQfs6u"
   },
   "source": [
    "### ```series.to_frame()``` \n",
    "\n",
    "Return data in an easier to read format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "agAgZitYf6ZP",
   "metadata": {
    "id": "agAgZitYf6ZP"
   },
   "outputs": [],
   "source": [
    "## to frame\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb5989e8",
   "metadata": {
    "id": "fb5989e8"
   },
   "source": [
    "## Mutiple (or single) columns with multiple statistical summaries\n",
    "\n",
    "```dataframe[[\"col_1\", \"col_2\"]].agg([\"mean\",\"sum\"])```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "p0HYa70bDO7j",
   "metadata": {
    "id": "p0HYa70bDO7j"
   },
   "outputs": [],
   "source": [
    "## call the dl_sub_$ as a series\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0c26aa08",
   "metadata": {
    "id": "0c26aa08"
   },
   "outputs": [],
   "source": [
    "## multiple aggregation single column\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6Bv65KLlBzll",
   "metadata": {
    "id": "6Bv65KLlBzll"
   },
   "outputs": [],
   "source": [
    "## multiple aggreation to frame\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e350c71d",
   "metadata": {
    "id": "e350c71d"
   },
   "outputs": [],
   "source": [
    "# multiple columns\n",
    "## note the double brackets because we are passing a list of columns - Automatic to frame\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ff44fca",
   "metadata": {
    "id": "8ff44fca"
   },
   "source": [
    "## Method 3 - Reformatting the dataframe \n",
    "\n",
    "The number are returned as scientific notation or big numbers with many decimal places. To change the default display, we can use:\n",
    "\n",
    "```pd.options.display.float_format = '{:,.0f}'.format```\n",
    "\n",
    "More on dispaly options in the <a href=\"https://pandas.pydata.org/pandas-docs/stable/user_guide/options.html?highlight=options%20display\">Pandas documentation</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d1a3141",
   "metadata": {
    "id": "6d1a3141"
   },
   "outputs": [],
   "source": [
    "## run the display code here\n",
    "pd.options.display.float_format = '{:,.0f}'.format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "882da980",
   "metadata": {
    "id": "882da980"
   },
   "outputs": [],
   "source": [
    "## multiple columns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89c5286f",
   "metadata": {
    "id": "89c5286f"
   },
   "source": [
    "# Grouping summary data\n",
    "\n",
    "## ungrouped\n",
    "\n",
    "\n",
    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)\n",
    "\n",
    "## grouped by province or quality\n",
    "\n",
    "\n",
    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)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ce60bc6",
   "metadata": {
    "id": "4ce60bc6"
   },
   "source": [
    "## Pandas' ```groupby``` \n",
    "\n",
    "```dataframe.groupby(\"col_name_1\")``` creates an object that has grouped all the values by a chosen column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "_8BFw-YTEaT0",
   "metadata": {
    "id": "_8BFw-YTEaT0"
   },
   "outputs": [],
   "source": [
    "## call our df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b17891c9",
   "metadata": {
    "id": "b17891c9"
   },
   "outputs": [],
   "source": [
    "## group our dataframe by school names\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29dfa6d9",
   "metadata": {
    "id": "29dfa6d9"
   },
   "outputs": [],
   "source": [
    "## what type of object was created\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "RpMjeG-dE4Dt",
   "metadata": {
    "id": "RpMjeG-dE4Dt"
   },
   "outputs": [],
   "source": [
    "## Alabama state U describe\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eZhHMlyFihCp",
   "metadata": {
    "id": "eZhHMlyFihCp"
   },
   "source": [
    "## Totals by school type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5-jl7hING1Oy",
   "metadata": {
    "id": "5-jl7hING1Oy"
   },
   "outputs": [],
   "source": [
    "## number of unique types of schools\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f160c367",
   "metadata": {
    "id": "f160c367"
   },
   "outputs": [],
   "source": [
    "## What are the unique types of schools\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "kemujL4cir9z",
   "metadata": {
    "id": "kemujL4cir9z"
   },
   "source": [
    "## Groupby results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "UY6p-PKtHX-n",
   "metadata": {
    "id": "UY6p-PKtHX-n"
   },
   "outputs": [],
   "source": [
    "## group by school type\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "DfRGcwokHjLr",
   "metadata": {
    "id": "DfRGcwokHjLr"
   },
   "outputs": [],
   "source": [
    "## total amount of loans by school type\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "wwCB8U2SHsFO",
   "metadata": {
    "id": "wwCB8U2SHsFO"
   },
   "outputs": [],
   "source": [
    "## average amount per type of school \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "701432e0",
   "metadata": {
    "id": "701432e0"
   },
   "outputs": [],
   "source": [
    "## describe by school type\n",
    "## describe() returns a dataframe\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d227c103",
   "metadata": {
    "id": "d227c103"
   },
   "outputs": [],
   "source": [
    "## individual aggregation return a series\n",
    "## What is the total loan sum by school type\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eyirY9_Yh8eE",
   "metadata": {
    "id": "eyirY9_Yh8eE"
   },
   "source": [
    "### Double-brackets on the calculated column return a dataframe (which can be easier visually to read)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a235949",
   "metadata": {
    "id": "0a235949"
   },
   "outputs": [],
   "source": [
    "## What is the total loan sum by school type\n",
    "## RETURN AS A DATAFRAME\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8a8aaca",
   "metadata": {
    "id": "d8a8aaca"
   },
   "source": [
    "## Your turn:\n",
    "1. What is the average total loan amount by state?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "efvPBBLZKFat",
   "metadata": {
    "id": "efvPBBLZKFat"
   },
   "outputs": [],
   "source": [
    "## write code here\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f901cb9",
   "metadata": {
    "id": "2f901cb9"
   },
   "outputs": [],
   "source": [
    "## USE TO FRAME\n",
    "##  average total loan amount by state\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "kzK7eY1VhdK1",
   "metadata": {
    "id": "kzK7eY1VhdK1"
   },
   "outputs": [],
   "source": [
    "## double bracket total by state\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "DtE7o33UJzyZ",
   "metadata": {
    "id": "DtE7o33UJzyZ"
   },
   "outputs": [],
   "source": [
    "## total by state\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "978de949",
   "metadata": {
    "id": "978de949"
   },
   "source": [
    "## Top and Bottom n values\n",
    "\n",
    "```dataframe.nlargest(n)``` returns the top n number of values\n",
    "\n",
    "```dataframe.nsmallest(n)``` returns the lowest n number of values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06019fe8",
   "metadata": {
    "id": "06019fe8"
   },
   "outputs": [],
   "source": [
    "## 5 states with the highest mean loan totals\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bbccf9dd",
   "metadata": {
    "id": "bbccf9dd"
   },
   "outputs": [],
   "source": [
    "## 5 states with the lowest mean loan totals\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d76de01d",
   "metadata": {
    "id": "d76de01d"
   },
   "outputs": [],
   "source": []
  }
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