{
"nbformat": 4,
"nbformat_minor": 0,
"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": "3.7.3"
},
"colab": {
"name": "Programming Languages (complete).ipynb",
"provenance": []
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "MAAKxOwsGxuj",
"colab_type": "text"
},
"source": [
"## Get the Data\n",
"\n",
"Either use the provided .csv file or (optionally) get fresh (the freshest?) data from running an SQL query on StackExchange: \n",
"\n",
"Follow this link to run the query from [StackExchange](https://data.stackexchange.com/stackoverflow/query/675441/popular-programming-languages-per-over-time-eversql-com) to get your own .csv file\n",
"\n",
"\n",
"select dateadd(month, datediff(month, 0, q.CreationDate), 0) m, TagName, count(*)\n",
"from PostTags pt\n",
"join Posts q on q.Id=pt.PostId\n",
"join Tags t on t.Id=pt.TagId\n",
"where TagName in ('java','c','c++','python','c#','javascript','assembly','php','perl','ruby','visual basic','swift','r','object-c','scratch','go','swift','delphi')\n",
"and q.CreationDate < dateadd(month, datediff(month, 0, getdate()), 0)\n",
"group by dateadd(month, datediff(month, 0, q.CreationDate), 0), TagName\n",
"order by dateadd(month, datediff(month, 0, q.CreationDate), 0)\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "u5KcSXt1Gxuk",
"colab_type": "text"
},
"source": [
"## Import Statements"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Ru4Wq-pXGxuk",
"colab_type": "code",
"colab": {}
},
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
],
"execution_count": 30,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "xEP6beuEGxun",
"colab_type": "text"
},
"source": [
"## Data Exploration"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "w3Q75B4CGxun",
"colab_type": "text"
},
"source": [
"**Challenge**: Read the .csv file and store it in a Pandas dataframe"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Bm7hQtEGIiri",
"colab_type": "code",
"colab": {}
},
"source": [
"df = pd.read_csv('QueryResults.csv', names=['DATE', 'TAG', 'POSTS'], header=0)"
],
"execution_count": 31,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "x2WnDM75Gxup",
"colab_type": "text"
},
"source": [
"**Challenge**: Examine the first 5 rows and the last 5 rows of the of the dataframe"
]
},
{
"cell_type": "code",
"metadata": {
"id": "50oqpUxVIiJf",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 198
},
"outputId": "c78f0565-5f14-4d0a-c286-1cab57ce10a9"
},
"source": [
"df.head()"
],
"execution_count": 32,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" DATE | \n",
" TAG | \n",
" POSTS | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2008-07-01 00:00:00 | \n",
" c# | \n",
" 3 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2008-08-01 00:00:00 | \n",
" assembly | \n",
" 8 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2008-08-01 00:00:00 | \n",
" javascript | \n",
" 162 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2008-08-01 00:00:00 | \n",
" c | \n",
" 85 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2008-08-01 00:00:00 | \n",
" python | \n",
" 124 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" DATE TAG POSTS\n",
"0 2008-07-01 00:00:00 c# 3\n",
"1 2008-08-01 00:00:00 assembly 8\n",
"2 2008-08-01 00:00:00 javascript 162\n",
"3 2008-08-01 00:00:00 c 85\n",
"4 2008-08-01 00:00:00 python 124"
]
},
"metadata": {
"tags": []
},
"execution_count": 32
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "C33Iz4nUtbpM",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 198
},
"outputId": "b74430db-f4ec-45f2-edb1-b7477fceedc4"
},
"source": [
"df.tail()"
],
"execution_count": 33,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" DATE | \n",
" TAG | \n",
" POSTS | \n",
"
\n",
" \n",
" \n",
" \n",
" | 1986 | \n",
" 2020-07-01 00:00:00 | \n",
" r | \n",
" 5694 | \n",
"
\n",
" \n",
" | 1987 | \n",
" 2020-07-01 00:00:00 | \n",
" go | \n",
" 743 | \n",
"
\n",
" \n",
" | 1988 | \n",
" 2020-07-01 00:00:00 | \n",
" ruby | \n",
" 775 | \n",
"
\n",
" \n",
" | 1989 | \n",
" 2020-07-01 00:00:00 | \n",
" perl | \n",
" 182 | \n",
"
\n",
" \n",
" | 1990 | \n",
" 2020-07-01 00:00:00 | \n",
" swift | \n",
" 3607 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" DATE TAG POSTS\n",
"1986 2020-07-01 00:00:00 r 5694\n",
"1987 2020-07-01 00:00:00 go 743\n",
"1988 2020-07-01 00:00:00 ruby 775\n",
"1989 2020-07-01 00:00:00 perl 182\n",
"1990 2020-07-01 00:00:00 swift 3607"
]
},
"metadata": {
"tags": []
},
"execution_count": 33
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0o9hvVgyGxus",
"colab_type": "text"
},
"source": [
"**Challenge:** Check how many rows and how many columns there are. \n",
"What are the dimensions of the dataframe?"
]
},
{
"cell_type": "code",
"metadata": {
"id": "ZUidjCPFIho8",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "842cb331-0be5-41e1-bde4-031e2d0ff92e"
},
"source": [
"df.shape"
],
"execution_count": 34,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(1991, 3)"
]
},
"metadata": {
"tags": []
},
"execution_count": 34
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ybZkNLmxGxuu",
"colab_type": "text"
},
"source": [
"**Challenge**: Count the number of entries in each column of the dataframe"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Sc1dmmOoIg2g",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 86
},
"outputId": "0a1c4714-bb27-42bc-80a1-f4014b95e429"
},
"source": [
"df.count()"
],
"execution_count": 35,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"DATE 1991\n",
"TAG 1991\n",
"POSTS 1991\n",
"dtype: int64"
]
},
"metadata": {
"tags": []
},
"execution_count": 35
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hlnfFsscGxuw",
"colab_type": "text"
},
"source": [
"**Challenge**: Calculate the total number of post per language.\n",
"Which Programming language has had the highest total number of posts of all time?"
]
},
{
"cell_type": "code",
"metadata": {
"id": "9-NYFONcIc1X",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 498
},
"outputId": "e457a3ff-5dfd-4618-8ae2-195f023cba99"
},
"source": [
"df.groupby('TAG').sum()"
],
"execution_count": 36,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" POSTS | \n",
"
\n",
" \n",
" | TAG | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | assembly | \n",
" 34852 | \n",
"
\n",
" \n",
" | c | \n",
" 336042 | \n",
"
\n",
" \n",
" | c# | \n",
" 1423530 | \n",
"
\n",
" \n",
" | c++ | \n",
" 684210 | \n",
"
\n",
" \n",
" | delphi | \n",
" 46212 | \n",
"
\n",
" \n",
" | go | \n",
" 47499 | \n",
"
\n",
" \n",
" | java | \n",
" 1696403 | \n",
"
\n",
" \n",
" | javascript | \n",
" 2056510 | \n",
"
\n",
" \n",
" | perl | \n",
" 65286 | \n",
"
\n",
" \n",
" | php | \n",
" 1361988 | \n",
"
\n",
" \n",
" | python | \n",
" 1496210 | \n",
"
\n",
" \n",
" | r | \n",
" 356799 | \n",
"
\n",
" \n",
" | ruby | \n",
" 214582 | \n",
"
\n",
" \n",
" | swift | \n",
" 273055 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" POSTS\n",
"TAG \n",
"assembly 34852\n",
"c 336042\n",
"c# 1423530\n",
"c++ 684210\n",
"delphi 46212\n",
"go 47499\n",
"java 1696403\n",
"javascript 2056510\n",
"perl 65286\n",
"php 1361988\n",
"python 1496210\n",
"r 356799\n",
"ruby 214582\n",
"swift 273055"
]
},
"metadata": {
"tags": []
},
"execution_count": 36
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iVCesB49Gxuz",
"colab_type": "text"
},
"source": [
"Some languages are older (e.g., C) and other languages are newer (e.g., Swift). The dataset starts in September 2008.\n",
"\n",
"**Challenge**: How many months of data exist per language? Which language had the fewest months with an entry? \n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "hDT4JlJNJfgQ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 498
},
"outputId": "6fb52174-9256-4a4f-f9fe-7a09f287a193"
},
"source": [
"df.groupby('TAG').count()"
],
"execution_count": 37,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" DATE | \n",
" POSTS | \n",
"
\n",
" \n",
" | TAG | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | assembly | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | c | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | c# | \n",
" 145 | \n",
" 145 | \n",
"
\n",
" \n",
" | c++ | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | delphi | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | go | \n",
" 129 | \n",
" 129 | \n",
"
\n",
" \n",
" | java | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | javascript | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | perl | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | php | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | python | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | r | \n",
" 142 | \n",
" 142 | \n",
"
\n",
" \n",
" | ruby | \n",
" 144 | \n",
" 144 | \n",
"
\n",
" \n",
" | swift | \n",
" 135 | \n",
" 135 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" DATE POSTS\n",
"TAG \n",
"assembly 144 144\n",
"c 144 144\n",
"c# 145 145\n",
"c++ 144 144\n",
"delphi 144 144\n",
"go 129 129\n",
"java 144 144\n",
"javascript 144 144\n",
"perl 144 144\n",
"php 144 144\n",
"python 144 144\n",
"r 142 142\n",
"ruby 144 144\n",
"swift 135 135"
]
},
"metadata": {
"tags": []
},
"execution_count": 37
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "arguGp3ZGxu1",
"colab_type": "text"
},
"source": [
"## Data Cleaning\n",
"\n",
"Let's fix the date format to make it more readable. We need to use Pandas to change format from a string of \"2008-07-01 00:00:00\" to a datetime object with the format of \"2008-07-01\""
]
},
{
"cell_type": "code",
"metadata": {
"id": "5nh5a4UtGxu1",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "338b6232-f09c-446f-950c-9b41f4ba1639"
},
"source": [
"df['DATE'][1]"
],
"execution_count": 38,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'2008-08-01 00:00:00'"
]
},
"metadata": {
"tags": []
},
"execution_count": 38
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "oKMQdjbYzsx9",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "0d9973ab-0d8e-45ce-c253-5a68e1883db1"
},
"source": [
"df.DATE[1]"
],
"execution_count": 39,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'2008-08-01 00:00:00'"
]
},
"metadata": {
"tags": []
},
"execution_count": 39
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "UM2W9ZEHzmwy",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "55b664e6-078f-4087-88d6-21b3ce844bcf"
},
"source": [
"type(df['DATE'][1])"
],
"execution_count": 40,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"str"
]
},
"metadata": {
"tags": []
},
"execution_count": 40
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "016H-Fy4Gxu3",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 52
},
"outputId": "73b08c78-ab1f-4f29-a7d3-4433b67f88ab"
},
"source": [
"print(pd.to_datetime(df.DATE[1]))\n",
"type(pd.to_datetime(df.DATE[1]))"
],
"execution_count": 41,
"outputs": [
{
"output_type": "stream",
"text": [
"2008-08-01 00:00:00\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"pandas._libs.tslibs.timestamps.Timestamp"
]
},
"metadata": {
"tags": []
},
"execution_count": 41
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "4EiSd7pdGxu5",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 198
},
"outputId": "7eaca6bb-05fa-491c-c687-701499b47662"
},
"source": [
"# Convert Entire Column\n",
"df.DATE = pd.to_datetime(df.DATE)\n",
"df.head()"
],
"execution_count": 42,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" DATE | \n",
" TAG | \n",
" POSTS | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2008-07-01 | \n",
" c# | \n",
" 3 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2008-08-01 | \n",
" assembly | \n",
" 8 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2008-08-01 | \n",
" javascript | \n",
" 162 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2008-08-01 | \n",
" c | \n",
" 85 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2008-08-01 | \n",
" python | \n",
" 124 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" DATE TAG POSTS\n",
"0 2008-07-01 c# 3\n",
"1 2008-08-01 assembly 8\n",
"2 2008-08-01 javascript 162\n",
"3 2008-08-01 c 85\n",
"4 2008-08-01 python 124"
]
},
"metadata": {
"tags": []
},
"execution_count": 42
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rWAV6tuzGxu6",
"colab_type": "text"
},
"source": [
"## Data Manipulation\n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "aHhbulJaGxu7",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 258
},
"outputId": "f10e112e-72ea-4703-e825-0ce3d968f922"
},
"source": [
"test_df = pd.DataFrame({'Age': ['Young', 'Young', 'Young', 'Young', 'Old', 'Old', 'Old'],\n",
" 'Actor': ['Jack', 'Arnold', 'Keanu', 'Sylvester', 'Jack', 'Arnold', 'Keanu'],\n",
" 'Power': [100, 80, 25, 50, 99, 75, 5]})\n",
"test_df"
],
"execution_count": 43,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Age | \n",
" Actor | \n",
" Power | \n",
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" | 0 | \n",
" Young | \n",
" Jack | \n",
" 100 | \n",
"
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" Young | \n",
" Arnold | \n",
" 80 | \n",
"
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" | 2 | \n",
" Young | \n",
" Keanu | \n",
" 25 | \n",
"
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" \n",
" | 3 | \n",
" Young | \n",
" Sylvester | \n",
" 50 | \n",
"
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" \n",
" | 4 | \n",
" Old | \n",
" Jack | \n",
" 99 | \n",
"
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" \n",
" | 5 | \n",
" Old | \n",
" Arnold | \n",
" 75 | \n",
"
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" \n",
" | 6 | \n",
" Old | \n",
" Keanu | \n",
" 5 | \n",
"
\n",
" \n",
"
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"
"
],
"text/plain": [
" Age Actor Power\n",
"0 Young Jack 100\n",
"1 Young Arnold 80\n",
"2 Young Keanu 25\n",
"3 Young Sylvester 50\n",
"4 Old Jack 99\n",
"5 Old Arnold 75\n",
"6 Old Keanu 5"
]
},
"metadata": {
"tags": []
},
"execution_count": 43
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "yh8FfeT3SCLo",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 138
},
"outputId": "f892f809-d219-48f3-84e6-5b7a56044394"
},
"source": [
"pivoted_df = test_df.pivot(index='Age', columns='Actor', values='Power')\n",
"pivoted_df"
],
"execution_count": 44,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | Actor | \n",
" Arnold | \n",
" Jack | \n",
" Keanu | \n",
" Sylvester | \n",
"
\n",
" \n",
" | Age | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | Old | \n",
" 75.0 | \n",
" 99.0 | \n",
" 5.0 | \n",
" NaN | \n",
"
\n",
" \n",
" | Young | \n",
" 80.0 | \n",
" 100.0 | \n",
" 25.0 | \n",
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" \n",
"
\n",
"
"
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"text/plain": [
"Actor Arnold Jack Keanu Sylvester\n",
"Age \n",
"Old 75.0 99.0 5.0 NaN\n",
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]
},
"metadata": {
"tags": []
},
"execution_count": 44
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "lPwclko7Xa5u",
"colab_type": "code",
"colab": {}
},
"source": [
"reshaped_df = df.pivot(index='DATE', columns='TAG', values='POSTS')"
],
"execution_count": 45,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "RWKcVIyFKwHM",
"colab_type": "text"
},
"source": [
"**Challenge**: What are the dimensions of our new dataframe? How many rows and columns does it have? Print out the column names and print out the first 5 rows of the dataframe."
]
},
{
"cell_type": "code",
"metadata": {
"id": "v-u4FcLXGxu9",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "32926c23-874e-4233-f6e9-21e6878be80d"
},
"source": [
"reshaped_df.shape"
],
"execution_count": 46,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(145, 14)"
]
},
"metadata": {
"tags": []
},
"execution_count": 46
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "NUyBcaMMGxu-",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 69
},
"outputId": "f38ddb7c-2259-4dc1-b86a-b92dac2cec00"
},
"source": [
"reshaped_df.columns"
],
"execution_count": 47,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['assembly', 'c', 'c#', 'c++', 'delphi', 'go', 'java', 'javascript',\n",
" 'perl', 'php', 'python', 'r', 'ruby', 'swift'],\n",
" dtype='object', name='TAG')"
]
},
"metadata": {
"tags": []
},
"execution_count": 47
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "LnUIOL3LGxvA",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 228
},
"outputId": "b6d833bd-15c1-433f-acd8-ceca6cba23d3"
},
"source": [
"reshaped_df.head()"
],
"execution_count": 48,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | TAG | \n",
" assembly | \n",
" c | \n",
" c# | \n",
" c++ | \n",
" delphi | \n",
" go | \n",
" java | \n",
" javascript | \n",
" perl | \n",
" php | \n",
" python | \n",
" r | \n",
" ruby | \n",
" swift | \n",
"
\n",
" \n",
" | DATE | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
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" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2008-07-01 | \n",
" NaN | \n",
" NaN | \n",
" 3.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" | 2008-08-01 | \n",
" 8.0 | \n",
" 85.0 | \n",
" 511.0 | \n",
" 164.0 | \n",
" 14.0 | \n",
" NaN | \n",
" 222.0 | \n",
" 162.0 | \n",
" 28.0 | \n",
" 161.0 | \n",
" 124.0 | \n",
" NaN | \n",
" 73.0 | \n",
" NaN | \n",
"
\n",
" \n",
" | 2008-09-01 | \n",
" 28.0 | \n",
" 321.0 | \n",
" 1649.0 | \n",
" 755.0 | \n",
" 105.0 | \n",
" NaN | \n",
" 1137.0 | \n",
" 640.0 | \n",
" 131.0 | \n",
" 482.0 | \n",
" 542.0 | \n",
" 6.0 | \n",
" 290.0 | \n",
" NaN | \n",
"
\n",
" \n",
" | 2008-10-01 | \n",
" 15.0 | \n",
" 303.0 | \n",
" 1989.0 | \n",
" 811.0 | \n",
" 112.0 | \n",
" NaN | \n",
" 1153.0 | \n",
" 725.0 | \n",
" 127.0 | \n",
" 617.0 | \n",
" 510.0 | \n",
" NaN | \n",
" 249.0 | \n",
" NaN | \n",
"
\n",
" \n",
" | 2008-11-01 | \n",
" 17.0 | \n",
" 259.0 | \n",
" 1730.0 | \n",
" 735.0 | \n",
" 141.0 | \n",
" NaN | \n",
" 958.0 | \n",
" 579.0 | \n",
" 97.0 | \n",
" 504.0 | \n",
" 452.0 | \n",
" 1.0 | \n",
" 160.0 | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"TAG assembly c c# c++ ... python r ruby swift\n",
"DATE ... \n",
"2008-07-01 NaN NaN 3.0 NaN ... NaN NaN NaN NaN\n",
"2008-08-01 8.0 85.0 511.0 164.0 ... 124.0 NaN 73.0 NaN\n",
"2008-09-01 28.0 321.0 1649.0 755.0 ... 542.0 6.0 290.0 NaN\n",
"2008-10-01 15.0 303.0 1989.0 811.0 ... 510.0 NaN 249.0 NaN\n",
"2008-11-01 17.0 259.0 1730.0 735.0 ... 452.0 1.0 160.0 NaN\n",
"\n",
"[5 rows x 14 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 48
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BoDCuRU0GxvC",
"colab_type": "text"
},
"source": [
"**Challenge**: Count the number of entries per programming language. Why might the number of entries be different? "
]
},
{
"cell_type": "code",
"metadata": {
"id": "-peEFgaMGxvE",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 294
},
"outputId": "ce73aae6-037b-46b8-a47e-2acb011a5bb6"
},
"source": [
"reshaped_df.count() "
],
"execution_count": 49,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"TAG\n",
"assembly 144\n",
"c 144\n",
"c# 145\n",
"c++ 144\n",
"delphi 144\n",
"go 129\n",
"java 144\n",
"javascript 144\n",
"perl 144\n",
"php 144\n",
"python 144\n",
"r 142\n",
"ruby 144\n",
"swift 135\n",
"dtype: int64"
]
},
"metadata": {
"tags": []
},
"execution_count": 49
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "01f2BCF8GxvG",
"colab_type": "code",
"colab": {}
},
"source": [
"reshaped_df.fillna(0, inplace=True) "
],
"execution_count": 50,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "KooRRxAdGxvI",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 228
},
"outputId": "f627a62f-c140-49c6-a249-0a8394d718c4"
},
"source": [
"reshaped_df.head()"
],
"execution_count": 51,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | TAG | \n",
" assembly | \n",
" c | \n",
" c# | \n",
" c++ | \n",
" delphi | \n",
" go | \n",
" java | \n",
" javascript | \n",
" perl | \n",
" php | \n",
" python | \n",
" r | \n",
" ruby | \n",
" swift | \n",
"
\n",
" \n",
" | DATE | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2008-07-01 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 3.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2008-08-01 | \n",
" 8.0 | \n",
" 85.0 | \n",
" 511.0 | \n",
" 164.0 | \n",
" 14.0 | \n",
" 0.0 | \n",
" 222.0 | \n",
" 162.0 | \n",
" 28.0 | \n",
" 161.0 | \n",
" 124.0 | \n",
" 0.0 | \n",
" 73.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2008-09-01 | \n",
" 28.0 | \n",
" 321.0 | \n",
" 1649.0 | \n",
" 755.0 | \n",
" 105.0 | \n",
" 0.0 | \n",
" 1137.0 | \n",
" 640.0 | \n",
" 131.0 | \n",
" 482.0 | \n",
" 542.0 | \n",
" 6.0 | \n",
" 290.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2008-10-01 | \n",
" 15.0 | \n",
" 303.0 | \n",
" 1989.0 | \n",
" 811.0 | \n",
" 112.0 | \n",
" 0.0 | \n",
" 1153.0 | \n",
" 725.0 | \n",
" 127.0 | \n",
" 617.0 | \n",
" 510.0 | \n",
" 0.0 | \n",
" 249.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2008-11-01 | \n",
" 17.0 | \n",
" 259.0 | \n",
" 1730.0 | \n",
" 735.0 | \n",
" 141.0 | \n",
" 0.0 | \n",
" 958.0 | \n",
" 579.0 | \n",
" 97.0 | \n",
" 504.0 | \n",
" 452.0 | \n",
" 1.0 | \n",
" 160.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"TAG assembly c c# c++ ... python r ruby swift\n",
"DATE ... \n",
"2008-07-01 0.0 0.0 3.0 0.0 ... 0.0 0.0 0.0 0.0\n",
"2008-08-01 8.0 85.0 511.0 164.0 ... 124.0 0.0 73.0 0.0\n",
"2008-09-01 28.0 321.0 1649.0 755.0 ... 542.0 6.0 290.0 0.0\n",
"2008-10-01 15.0 303.0 1989.0 811.0 ... 510.0 0.0 249.0 0.0\n",
"2008-11-01 17.0 259.0 1730.0 735.0 ... 452.0 1.0 160.0 0.0\n",
"\n",
"[5 rows x 14 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 51
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "FM_81sHJa_TD",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "4cc9ecab-a68c-412c-c081-47b02fe9bf5e"
},
"source": [
"reshaped_df.isna().values.any()"
],
"execution_count": 52,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"False"
]
},
"metadata": {
"tags": []
},
"execution_count": 52
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8xU7l_f4GxvK",
"colab_type": "text"
},
"source": [
"## Data Visualisaton with with Matplotlib\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "njnNXTlhGxvK",
"colab_type": "text"
},
"source": [
"**Challenge**: Use the [matplotlib documentation](https://matplotlib.org/3.2.1/api/_as_gen/matplotlib.pyplot.plot.html#matplotlib.pyplot.plot) to plot a single programming language (e.g., java) on a chart."
]
},
{
"cell_type": "code",
"metadata": {
"id": "S0OS8T8iGxvL",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 282
},
"outputId": "31c24276-be44-4f6c-a111-fd706f22a2dc"
},
"source": [
"plt.plot(reshaped_df.index, reshaped_df.java)\n",
"# alternative way of selecting the column\n",
"# plt.plot(reshaped_df.index, reshaped_df['java'])"
],
"execution_count": 53,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {
"tags": []
},
"execution_count": 53
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "EU6AV1l9GxvM",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 636
},
"outputId": "d9029662-41c7-4a68-d700-bbeaa39712a3"
},
"source": [
"plt.figure(figsize=(16,10))\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.xlabel('Date', fontsize=14)\n",
"plt.ylabel('Number of Posts', fontsize=14)\n",
"plt.ylim(0, 35000)\n",
"plt.plot(reshaped_df.index, reshaped_df.java)"
],
"execution_count": 54,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {
"tags": []
},
"execution_count": 54
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Sm2DL5tZGxvQ",
"colab_type": "text"
},
"source": [
"**Challenge**: Show two line (e.g. for Java and Python) on the same chart."
]
},
{
"cell_type": "code",
"metadata": {
"id": "_Qzzg6b_GxvO",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 636
},
"outputId": "0e271943-5ee4-4dec-c455-4f2d63616122"
},
"source": [
"plt.figure(figsize=(16,10)) # make chart larger\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.xlabel('Date', fontsize=14)\n",
"plt.ylabel('Number of Posts', fontsize=14)\n",
"plt.ylim(0, 35000)\n",
"\n",
"plt.plot(reshaped_df.index, reshaped_df.java)\n",
"plt.plot(reshaped_df.index, reshaped_df.python)"
],
"execution_count": 55,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {
"tags": []
},
"execution_count": 55
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "tFgnVu5Tm8ik",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 619
},
"outputId": "e2eefb64-ffa6-41bb-bc62-86b4bc72c022"
},
"source": [
"plt.figure(figsize=(16,10))\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.xlabel('Date', fontsize=14)\n",
"plt.ylabel('Number of Posts', fontsize=14)\n",
"plt.ylim(0, 35000)\n",
"\n",
"# plot all languages using for loop\n",
"for column in reshaped_df.columns:\n",
" plt.plot(reshaped_df.index, reshaped_df[column])"
],
"execution_count": 56,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "T-0vClQSGxvQ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 422
},
"outputId": "260d2cb3-391b-491c-9488-363a7561762d"
},
"source": [
"plt.figure(figsize=(16,10))\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.xlabel('Date', fontsize=14)\n",
"plt.ylabel('Number of Posts', fontsize=14)\n",
"plt.ylim(0, 35000)\n",
"\n",
"for column in reshaped_df.columns:\n",
" plt.plot(reshaped_df.index, reshaped_df[column], \n",
" linewidth=3, label=reshaped_df[column].name)\n",
"\n",
"plt.legend(fontsize=16)"
],
"execution_count": 61,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"execution_count": 61
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3jSjfPy7GxvY",
"colab_type": "text"
},
"source": [
"# Smoothing out Time Series Data\n",
"\n",
"Time series data can be quite noisy, with a lot of up and down spikes. To better see a trend we can plot an average of, say 6 or 12 observations. This is called the rolling mean. We calculate the average in a window of time and move it forward by one overservation. Pandas has two handy methods already built in to work this out: [rolling()](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.rolling.html) and [mean()](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.core.window.rolling.Rolling.mean.html). "
]
},
{
"cell_type": "code",
"metadata": {
"id": "s3WYd3OgGxvc",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 422
},
"outputId": "677c2ecb-cb30-48ae-e828-351557081f71"
},
"source": [
"# The window is number of observations that are averaged\n",
"roll_df = reshaped_df.rolling(window=6).mean()\n",
"\n",
"plt.figure(figsize=(16,10))\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.xlabel('Date', fontsize=14)\n",
"plt.ylabel('Number of Posts', fontsize=14)\n",
"plt.ylim(0, 35000)\n",
"\n",
"# plot the roll_df instead\n",
"for column in roll_df.columns:\n",
" plt.plot(roll_df.index, roll_df[column], \n",
" linewidth=3, label=roll_df[column].name)\n",
"\n",
"plt.legend(fontsize=16)"
],
"execution_count": 62,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"execution_count": 62
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "WMJOX8Y2Gxvd",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 57,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "fAvvarA7Gxvf",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 57,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Gm0Ww0S4Gxvg",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 57,
"outputs": []
}
]
}