{
"cells": [
{
"cell_type": "markdown",
"id": "b5eb20c3",
"metadata": {},
"source": [
"# Introduction to Pandas"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "28fa507e",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from pprint import pprint"
]
},
{
"cell_type": "markdown",
"id": "7c199397",
"metadata": {},
"source": [
"## What is a pandas DataFrame"
]
},
{
"cell_type": "markdown",
"id": "001f954e",
"metadata": {},
"source": [
"* Pandas is a library \n",
" * (import it, has a documentation website https://pandas.pydata.org/)\n",
" \n",
"* DataFrame is a datatype/datastructure/object\n",
" * the main offering of the pandas library\n",
" "
]
},
{
"cell_type": "markdown",
"id": "11a923ac",
"metadata": {},
"source": [
"## Why use pandas DataFrames"
]
},
{
"cell_type": "markdown",
"id": "bbca97bb",
"metadata": {},
"source": [
"* Pandas DataFrame Description/Motivation\n",
" * Robust tool for data wrangling and data analysis\n",
" * Exceptionally good documentation\n",
" * Synergizes with other libraries\n",
" * More powerful than excel\n",
" \n",
"* Use-case\n",
" * In-memory amount of data\n",
" * Millions of rows "
]
},
{
"cell_type": "markdown",
"id": "150718fe",
"metadata": {},
"source": [
"## Clear example of DataFrame"
]
},
{
"attachments": {
"day_3_lecture_1_image_1.png": {
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"
}
},
"cell_type": "markdown",
"id": "8ecc5ded",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"id": "ea1277c1",
"metadata": {},
"source": [
"* Attributes\n",
" * Column Indexes\n",
" * Row Indexes\n",
" * Multiple datatypes\n",
" * Datatypes function of column\n",
" * List of strings in the entry at [4,'column_three']"
]
},
{
"cell_type": "markdown",
"id": "b93588b8",
"metadata": {},
"source": [
"## How are they made?"
]
},
{
"cell_type": "markdown",
"id": "77fdb7e2",
"metadata": {},
"source": [
"* They are declared\n",
"* The information comes from\n",
" * read in a .csv file\n",
" * from a python dictionary\n",
" * from a pickle (special binary file)\n",
" * from .json file\n",
" * and more\n"
]
},
{
"cell_type": "markdown",
"id": "8a730267",
"metadata": {},
"source": [
"## Making the above DataFrame"
]
},
{
"cell_type": "markdown",
"id": "da88e956",
"metadata": {},
"source": [
"* Strategy\n",
" * DataFrame from a python dictionary (less common, but helpful for now)\n",
"\n",
"* If we were unsure\n",
" * https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.from_dict.html\n",
" \n",
"* We make a dictionary where \n",
" * the keys are column names\n",
" * the values are lists of actual data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d5a23295",
"metadata": {},
"outputs": [],
"source": [
"#make the values\n",
"first_list=[1,2,3,4,5]\n",
"second_list=['a','b','c','d','e']\n",
"third_list=['lets','mix','it','up',['ok']]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "31651431",
"metadata": {},
"outputs": [],
"source": [
"#assign the values to keys in a dictionary\n",
"my_dict={\n",
" 'column_one':first_list,\n",
" 'column_two':second_list,\n",
" 'column_three':third_list\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ceb6dd33",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'column_one': [1, 2, 3, 4, 5],\n",
" 'column_three': ['lets', 'mix', 'it', 'up', ['ok']],\n",
" 'column_two': ['a', 'b', 'c', 'd', 'e']}\n"
]
}
],
"source": [
"#print the whole dictionary to see what it looks like\n",
"#note that the keys are ordered alphabetically when we use pprint (pretty print)\n",
"pprint(my_dict)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "38653119",
"metadata": {},
"outputs": [],
"source": [
"#declare our dataframe using the \"from dictionary approach\"\n",
"#get our \"information\" from our dictionary\n",
"my_DataFrame=pd.DataFrame.from_dict(my_dict)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "bc44fe96",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
column_one
\n",
"
column_two
\n",
"
column_three
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
1
\n",
"
a
\n",
"
lets
\n",
"
\n",
"
\n",
"
1
\n",
"
2
\n",
"
b
\n",
"
mix
\n",
"
\n",
"
\n",
"
2
\n",
"
3
\n",
"
c
\n",
"
it
\n",
"
\n",
"
\n",
"
3
\n",
"
4
\n",
"
d
\n",
"
up
\n",
"
\n",
"
\n",
"
4
\n",
"
5
\n",
"
e
\n",
"
[ok]
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" column_one column_two column_three\n",
"0 1 a lets\n",
"1 2 b mix\n",
"2 3 c it\n",
"3 4 d up\n",
"4 5 e [ok]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#see our dataframe\n",
"my_DataFrame"
]
},
{
"cell_type": "markdown",
"id": "b3961b56",
"metadata": {},
"source": [
"## Accessing Values in a DataFrame"
]
},
{
"cell_type": "markdown",
"id": "b04194e1",
"metadata": {},
"source": [
"### Accesing the Indices (indexes)"
]
},
{
"cell_type": "markdown",
"id": "087db8f9",
"metadata": {},
"source": [
"The indices are accessible and mutable (changeable)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "263ffd45",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"RangeIndex(start=0, stop=5, step=1)\n"
]
}
],
"source": [
"print(my_DataFrame.index)\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c3ca479a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['column_one', 'column_two', 'column_three'], dtype='object')\n"
]
}
],
"source": [
"print(my_DataFrame.columns)"
]
},
{
"cell_type": "markdown",
"id": "2ffb5255",
"metadata": {},
"source": [
"### Accesing cells by numeric location"
]
},
{
"cell_type": "markdown",
"id": "745083d6",
"metadata": {},
"source": [
"Values DataFrames can be accessed \"like\" traditional lists (according to numerical position)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "e68a7100",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'c'"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_DataFrame.iloc[2,1]"
]
},
{
"cell_type": "markdown",
"id": "cfb255f5",
"metadata": {},
"source": [
"This can be a mildly dangerous approach if you are writing for long-term projects. But can be convenient for some quick-scripts."
]
},
{
"cell_type": "markdown",
"id": "e0b5de3b",
"metadata": {},
"source": [
"### Accessing cells by index/column-names"
]
},
{
"cell_type": "markdown",
"id": "646c8aca",
"metadata": {},
"source": [
"\"at\" is a good choice for single-value access"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "1b12d97e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'it'"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_DataFrame.at[2,'column_three']"
]
},
{
"cell_type": "markdown",
"id": "4c24f1ae",
"metadata": {},
"source": [
"\"loc\" is a good choice for \"slicing\" a dataframe\n",
"(provide a list of row-indices and a list of column-indices)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "d40c09f6",
"metadata": {},
"outputs": [
{
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"1 b mix\n",
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"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_DataFrame.loc[0:2,['column_two','column_three']]"
]
},
{
"cell_type": "markdown",
"id": "e908079a",
"metadata": {},
"source": [
"### Accessing cells by condition"
]
},
{
"cell_type": "markdown",
"id": "1e554cd7",
"metadata": {},
"source": [
"We can write conditions \"inside loc\" in order to get slices where the condition is true\n",
"(fyi: under the hood, python turns the condition into a list of True/False)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "0fd24994",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" column_one column_two column_three\n",
"2 3 c it\n",
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"4 5 e [ok]"
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"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_DataFrame.loc[\n",
" my_DataFrame['column_one'] > 2\n",
"]"
]
},
{
"cell_type": "markdown",
"id": "b21f07d6",
"metadata": {},
"source": [
"## Operations on a DF"
]
},
{
"cell_type": "markdown",
"id": "6ca0d154",
"metadata": {},
"source": [
"We can loosely classify operations on a DF into \"simple\" and \"complicated\". The general strategy for each type of operation is shown below."
]
},
{
"cell_type": "markdown",
"id": "82dfd642",
"metadata": {},
"source": [
"### Simple Operations"
]
},
{
"cell_type": "markdown",
"id": "22496ddf",
"metadata": {},
"source": [
"* Rule of thumb definition\n",
" * If the operation feels \"common\", then see (google) if there is a built-in function\n",
"\n",
"* Examples\n",
" * Taking the average of a column\n",
" * Adding a constant to a column\n",
" * Stripping the whitespace from the ends of strings in a column\n",
"\n",
"* Advice \n",
" * Use the built in function.\n",
" * Fast\n",
" * Error-free"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "633fed62",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.0"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#taking the average value of a column\n",
"#same thing as my_DataFrame['column_one'].mean()\n",
"my_DataFrame.column_one.mean()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "32e1b6ec",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 6\n",
"1 7\n",
"2 8\n",
"3 9\n",
"4 10\n",
"Name: column_one, dtype: int64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#adding a constant value to a column\n",
"my_DataFrame.column_one+5"
]
},
{
"cell_type": "markdown",
"id": "ce7f564f",
"metadata": {},
"source": [
"*A Caveat*"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "d39e499d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" column_one column_two column_three\n",
"0 1 a lets\n",
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"3 4 d up\n",
"4 5 e [ok]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#notice in the above we did not assign the output of \"my_DataFrame.column_one+5\" to anything.\n",
"#so the original dataframe remains unchanged\n",
"my_DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "ca025fae",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 a\n",
"1 b\n",
"2 c\n",
"3 d\n",
"4 e\n",
"Name: column_two, dtype: object"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#removing the whitespace from a column\n",
"my_DataFrame.column_two.str.strip()"
]
},
{
"cell_type": "markdown",
"id": "a8bb5f94",
"metadata": {},
"source": [
"Notice that we needed to \"access\" the \"string representation\" of a column in order to \"do an operation\" that \"acts on strings\". With a little practice you will get used to these things."
]
},
{
"cell_type": "markdown",
"id": "41ba9efa",
"metadata": {},
"source": [
"### More Complicated Operations"
]
},
{
"cell_type": "markdown",
"id": "875b089b",
"metadata": {},
"source": [
"* Rule of thumb definition\n",
" * As the \"customness\" of an operation increases, so do the chances that you will have to write the operation yourself.\n",
"\n",
"* Advice\n",
" * If the project does not call for it, do not break your back to force the use of fast functions.\n",
" * Instead, consider \"operating\" \"element-wise\" \"in a for-loop\"\n",
"\n",
"* Examples\n",
" * Each element in a column is searched against a database\n",
" * Each list in a column has some complicated math done on it\n",
" \n",
"One approach is iterrows"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "01f48c3f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2\n",
"******************************\n",
"column_one 3\n",
"column_two c\n",
"column_three it\n",
"Name: 2, dtype: object\n",
"******************************\n",
"c\n"
]
}
],
"source": [
"#iterrows gives us two things that we iterate over simultaneously, much like enumerate() on a\n",
"#\"normal\" list\n",
"for temporary_index,temporary_row in my_DataFrame.iterrows():\n",
" #COMPLICATED CODE HERE\n",
" #printing example:\n",
" if temporary_index==2:\n",
" print(temporary_index)\n",
" print('*'*30)\n",
" print(temporary_row)\n",
" print('*'*30)\n",
" print(temporary_row['column_two'])"
]
},
{
"cell_type": "markdown",
"id": "b7489638",
"metadata": {},
"source": [
"## Synergies with other libraries"
]
},
{
"cell_type": "markdown",
"id": "a1c5e46b",
"metadata": {},
"source": [
"### Getting a larger dataset"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "d34e5cf4",
"metadata": {},
"outputs": [],
"source": [
"#the penguins dataset is a \"classic\"\n",
"my_dataset=sns.load_dataset('penguins')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "28517804",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
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"
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"
species
\n",
"
island
\n",
"
bill_length_mm
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"
bill_depth_mm
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"
flipper_length_mm
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"
body_mass_g
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"
sex
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"
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" \n",
" \n",
"
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0
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"
Adelie
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"
Torgersen
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"
39.1
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18.7
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181.0
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3750.0
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"
Male
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"
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"
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1
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"
Adelie
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"
Torgersen
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"
39.5
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17.4
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186.0
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"
3800.0
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"
Female
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"
\n",
"
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"
2
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"
Adelie
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"
Torgersen
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"
40.3
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"
18.0
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"
195.0
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"
3250.0
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"
Female
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"
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"
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3
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"
Adelie
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"
Torgersen
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NaN
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NaN
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NaN
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NaN
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4
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Adelie
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Torgersen
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36.7
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"
19.3
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193.0
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3450.0
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"
Female
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...
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339
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Biscoe
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NaN
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340
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Gentoo
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Biscoe
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46.8
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14.3
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215.0
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4850.0
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Female
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341
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Gentoo
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Biscoe
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50.4
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15.7
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222.0
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5750.0
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"
Male
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"
\n",
"
\n",
"
342
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"
Gentoo
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Biscoe
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45.2
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14.8
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212.0
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5200.0
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Female
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\n",
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343
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Gentoo
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Biscoe
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49.9
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16.1
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213.0
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5400.0
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"
Male
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"
\n",
" \n",
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"
344 rows × 7 columns
\n",
"
"
],
"text/plain": [
" species island bill_length_mm bill_depth_mm flipper_length_mm \\\n",
"0 Adelie Torgersen 39.1 18.7 181.0 \n",
"1 Adelie Torgersen 39.5 17.4 186.0 \n",
"2 Adelie Torgersen 40.3 18.0 195.0 \n",
"3 Adelie Torgersen NaN NaN NaN \n",
"4 Adelie Torgersen 36.7 19.3 193.0 \n",
".. ... ... ... ... ... \n",
"339 Gentoo Biscoe NaN NaN NaN \n",
"340 Gentoo Biscoe 46.8 14.3 215.0 \n",
"341 Gentoo Biscoe 50.4 15.7 222.0 \n",
"342 Gentoo Biscoe 45.2 14.8 212.0 \n",
"343 Gentoo Biscoe 49.9 16.1 213.0 \n",
"\n",
" body_mass_g sex \n",
"0 3750.0 Male \n",
"1 3800.0 Female \n",
"2 3250.0 Female \n",
"3 NaN NaN \n",
"4 3450.0 Female \n",
".. ... ... \n",
"339 NaN NaN \n",
"340 4850.0 Female \n",
"341 5750.0 Male \n",
"342 5200.0 Female \n",
"343 5400.0 Male \n",
"\n",
"[344 rows x 7 columns]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_dataset"
]
},
{
"cell_type": "markdown",
"id": "dd7d385d",
"metadata": {},
"source": [
"Note that we can no longer see every row and every column. This will be especially true in datasets with thousands (of thousands) of rows. We want to be able to interrogate the dataset as a whole."
]
},
{
"cell_type": "markdown",
"id": "bf7d8197",
"metadata": {},
"source": [
"### Basic inspection - Some handy functions"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "ef531db7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 344 entries, 0 to 343\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 species 344 non-null object \n",
" 1 island 344 non-null object \n",
" 2 bill_length_mm 342 non-null float64\n",
" 3 bill_depth_mm 342 non-null float64\n",
" 4 flipper_length_mm 342 non-null float64\n",
" 5 body_mass_g 342 non-null float64\n",
" 6 sex 333 non-null object \n",
"dtypes: float64(4), object(3)\n",
"memory usage: 18.9+ KB\n"
]
}
],
"source": [
"my_dataset.info()"
]
},
{
"cell_type": "markdown",
"id": "354f304d",
"metadata": {},
"source": [
"* info() shows us\n",
" * column names\n",
" * non-null counts\n",
" * datatypes\n",
" * memory usage"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "dd1e114d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
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342.000000
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"
342.000000
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"
342.000000
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"
342.000000
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"
\n",
"
\n",
"
mean
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"
43.921930
\n",
"
17.151170
\n",
"
200.915205
\n",
"
4201.754386
\n",
"
\n",
"
\n",
"
std
\n",
"
5.459584
\n",
"
1.974793
\n",
"
14.061714
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"
801.954536
\n",
"
\n",
"
\n",
"
min
\n",
"
32.100000
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"
13.100000
\n",
"
172.000000
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"
2700.000000
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"
\n",
"
\n",
"
25%
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"
39.225000
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"
15.600000
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"
190.000000
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"
3550.000000
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"
\n",
"
\n",
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50%
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"
44.450000
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"
17.300000
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"
197.000000
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"
4050.000000
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"
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75%
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"
48.500000
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"
18.700000
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"
213.000000
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"
4750.000000
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"
\n",
"
\n",
"
max
\n",
"
59.600000
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"
21.500000
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"
231.000000
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"
6300.000000
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"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" bill_length_mm bill_depth_mm flipper_length_mm body_mass_g\n",
"count 342.000000 342.000000 342.000000 342.000000\n",
"mean 43.921930 17.151170 200.915205 4201.754386\n",
"std 5.459584 1.974793 14.061714 801.954536\n",
"min 32.100000 13.100000 172.000000 2700.000000\n",
"25% 39.225000 15.600000 190.000000 3550.000000\n",
"50% 44.450000 17.300000 197.000000 4050.000000\n",
"75% 48.500000 18.700000 213.000000 4750.000000\n",
"max 59.600000 21.500000 231.000000 6300.000000"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_dataset.describe()"
]
},
{
"cell_type": "markdown",
"id": "5eea277a",
"metadata": {},
"source": [
"* describe() gives us some descriptive statistics of numeric columns\n",
" * look at these values together (dont assume normality, etc)"
]
},
{
"cell_type": "markdown",
"id": "4f7318ea",
"metadata": {},
"source": [
"### Visualizing our Dataset"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "ed313671",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#seaborn's pairplot very conveniently accepts a dataframe as input \n",
"#and makes a scatter/histogram figure\n",
"sns.pairplot(\n",
" my_dataset\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "67a0a6ba",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#we could send a smaller dataframe using a list of columns if we wanted\n",
"sns.pairplot(\n",
" my_dataset[['bill_length_mm','bill_depth_mm']]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "599565e1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(\n",
" my_dataset,\n",
" #seaborn is built \"on top of matplotlib\", which means that it does a lot of things\n",
" #more easily for you\n",
" #however, some of the stuff in matplotlib is still accessible if you can express\n",
" #what you want the same way.\n",
" #if we had millions of datapoints, we could visualize density by making the points\n",
" #somewhat transparent\n",
" plot_kws={'alpha':0.1}\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "e2d35aaa",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#coloring based on a categorical variable is very natural\n",
"sns.pairplot(\n",
" my_dataset,\n",
" hue='species'\n",
")"
]
},
{
"cell_type": "markdown",
"id": "9a4ceaf6",
"metadata": {},
"source": [
"Our histograms have been transformed into (normalized?) densities."
]
},
{
"cell_type": "markdown",
"id": "c3fd5c84",
"metadata": {},
"source": [
"There are way more types of plots where that came from "
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "1cd5892a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(\n",
" x=my_dataset.bill_depth_mm\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "05a2df94",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.stripplot(\n",
" x='species',\n",
" y='bill_depth_mm',\n",
" data=my_dataset\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d324b2bb",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "df097d33",
"metadata": {},
"outputs": [],
"source": [
"day_1_file_parsed=pd.read_csv('./Day1CountryInfo2018.txt')\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}