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July 28, 2021 18:03
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Takes data from https://data.stackexchange.com/stackoverflow/query/675441/popular-programming-languages-per-over-time-eversql-com as .csv & analyses the popularity of various programming languages based on questions asked on Stack-overflow with that language tag.
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{ | |
"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.ipynb", | |
"provenance": [], | |
"collapsed_sections": [], | |
"include_colab_link": true | |
}, | |
"accelerator": "GPU" | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/sujantkumarkv/a9f08ec6918efbaa9779a2f8be158000/programming_languages.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "MAAKxOwsGxuj" | |
}, | |
"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", | |
"<code>\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", | |
"</code>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "u5KcSXt1Gxuk" | |
}, | |
"source": [ | |
"## Import Statements" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Ru4Wq-pXGxuk" | |
}, | |
"source": [ | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "xEP6beuEGxun" | |
}, | |
"source": [ | |
"## Data Exploration" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "w3Q75B4CGxun" | |
}, | |
"source": [ | |
"**Challenge**: Read the .csv file and store it in a Pandas dataframe" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Bm7hQtEGIiri" | |
}, | |
"source": [ | |
"data= pd.read_csv(\"QueryResults.csv\", names=['DATE', 'TAG', 'POSTS'], header=0)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "x2WnDM75Gxup" | |
}, | |
"source": [ | |
"**Challenge**: Examine the first 5 rows and the last 5 rows of the of the dataframe" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "50oqpUxVIiJf", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 306 | |
}, | |
"outputId": "bef177a2-3cf1-48cb-9e85-86027a7a5b18" | |
}, | |
"source": [ | |
"print(data.head())\n", | |
"data.tail()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
" 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 163\n", | |
"3 2008-08-01 00:00:00 c 85\n", | |
"4 2008-08-01 00:00:00 python 124\n" | |
], | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>DATE</th>\n", | |
" <th>TAG</th>\n", | |
" <th>POSTS</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2141</th>\n", | |
" <td>2021-06-01 00:00:00</td>\n", | |
" <td>java</td>\n", | |
" <td>9486</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2142</th>\n", | |
" <td>2021-06-01 00:00:00</td>\n", | |
" <td>ruby</td>\n", | |
" <td>477</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2143</th>\n", | |
" <td>2021-06-01 00:00:00</td>\n", | |
" <td>perl</td>\n", | |
" <td>161</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2144</th>\n", | |
" <td>2021-06-01 00:00:00</td>\n", | |
" <td>swift</td>\n", | |
" <td>2150</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2145</th>\n", | |
" <td>2021-06-01 00:00:00</td>\n", | |
" <td>r</td>\n", | |
" <td>5022</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" DATE TAG POSTS\n", | |
"2141 2021-06-01 00:00:00 java 9486\n", | |
"2142 2021-06-01 00:00:00 ruby 477\n", | |
"2143 2021-06-01 00:00:00 perl 161\n", | |
"2144 2021-06-01 00:00:00 swift 2150\n", | |
"2145 2021-06-01 00:00:00 r 5022" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 3 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "0o9hvVgyGxus" | |
}, | |
"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": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "cde431c7-4d5f-4e03-a460-167292c7084c" | |
}, | |
"source": [ | |
"data.shape" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(2146, 3)" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 4 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "ybZkNLmxGxuu" | |
}, | |
"source": [ | |
"**Challenge**: Count the number of entries in each column of the dataframe" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Sc1dmmOoIg2g", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "c69da3f7-22cf-45a6-8312-962675d4dfe0" | |
}, | |
"source": [ | |
"data.count()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"DATE 2146\n", | |
"TAG 2146\n", | |
"POSTS 2146\n", | |
"dtype: int64" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 5 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "hlnfFsscGxuw" | |
}, | |
"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": { | |
"base_uri": "https://localhost:8080/", | |
"height": 514 | |
}, | |
"outputId": "6f1b4b83-04b9-42e6-cea4-ad72f13e5351" | |
}, | |
"source": [ | |
"#If we .sum() the number of posts then we can see how many posts each programming language has.\n", | |
"data.groupby(\"TAG\").sum()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>POSTS</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>TAG</th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>assembly</th>\n", | |
" <td>38089</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>c</th>\n", | |
" <td>360626</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>c#</th>\n", | |
" <td>1484025</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>c++</th>\n", | |
" <td>728606</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>delphi</th>\n", | |
" <td>48190</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>go</th>\n", | |
" <td>54351</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>java</th>\n", | |
" <td>1781069</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>javascript</th>\n", | |
" <td>2231483</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>perl</th>\n", | |
" <td>65619</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>php</th>\n", | |
" <td>1404712</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>python</th>\n", | |
" <td>1741978</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>r</th>\n", | |
" <td>408188</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>ruby</th>\n", | |
" <td>219814</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>swift</th>\n", | |
" <td>297323</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" POSTS\n", | |
"TAG \n", | |
"assembly 38089\n", | |
"c 360626\n", | |
"c# 1484025\n", | |
"c++ 728606\n", | |
"delphi 48190\n", | |
"go 54351\n", | |
"java 1781069\n", | |
"javascript 2231483\n", | |
"perl 65619\n", | |
"php 1404712\n", | |
"python 1741978\n", | |
"r 408188\n", | |
"ruby 219814\n", | |
"swift 297323" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 6 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "iVCesB49Gxuz" | |
}, | |
"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": { | |
"base_uri": "https://localhost:8080/", | |
"height": 514 | |
}, | |
"outputId": "638bbf0a-3175-4e31-8c9b-40d5df43afb3" | |
}, | |
"source": [ | |
"#If we .count() the entries in each column, we can see how many months of entries exist per programming language.\n", | |
"data.groupby(\"TAG\").count()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>DATE</th>\n", | |
" <th>POSTS</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>TAG</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>assembly</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>c</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>c#</th>\n", | |
" <td>156</td>\n", | |
" <td>156</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>c++</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>delphi</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>go</th>\n", | |
" <td>140</td>\n", | |
" <td>140</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>java</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>javascript</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>perl</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>php</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>python</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>r</th>\n", | |
" <td>153</td>\n", | |
" <td>153</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>ruby</th>\n", | |
" <td>155</td>\n", | |
" <td>155</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>swift</th>\n", | |
" <td>147</td>\n", | |
" <td>147</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" DATE POSTS\n", | |
"TAG \n", | |
"assembly 155 155\n", | |
"c 155 155\n", | |
"c# 156 156\n", | |
"c++ 155 155\n", | |
"delphi 155 155\n", | |
"go 140 140\n", | |
"java 155 155\n", | |
"javascript 155 155\n", | |
"perl 155 155\n", | |
"php 155 155\n", | |
"python 155 155\n", | |
"r 153 153\n", | |
"ruby 155 155\n", | |
"swift 147 147" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 7 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "arguGp3ZGxu1" | |
}, | |
"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": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "49aa2289-3e32-421a-99c6-15af980fe08c" | |
}, | |
"source": [ | |
"type(data[\"DATE\"][0])" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"str" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 8 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "016H-Fy4Gxu3", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 204 | |
}, | |
"outputId": "c9eec64c-223e-482d-bf45-08dad73c84d4" | |
}, | |
"source": [ | |
"data[\"DATE\"]= pd.to_datetime(data[\"DATE\"])\n", | |
"data.head()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>DATE</th>\n", | |
" <th>TAG</th>\n", | |
" <th>POSTS</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2008-07-01</td>\n", | |
" <td>c#</td>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2008-08-01</td>\n", | |
" <td>assembly</td>\n", | |
" <td>8</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2008-08-01</td>\n", | |
" <td>javascript</td>\n", | |
" <td>163</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2008-08-01</td>\n", | |
" <td>c</td>\n", | |
" <td>85</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2008-08-01</td>\n", | |
" <td>python</td>\n", | |
" <td>124</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"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 163\n", | |
"3 2008-08-01 c 85\n", | |
"4 2008-08-01 python 124" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 9 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "rWAV6tuzGxu6" | |
}, | |
"source": [ | |
"## Data Manipulation\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "UEcr53556RAa" | |
}, | |
"source": [ | |
"reshaping it with .pivot() so that each programming language has its own column (easy to read & work on data)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "4EiSd7pdGxu5", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 235 | |
}, | |
"outputId": "2dcaac80-c29e-4a98-a53c-4eb64881b7d8" | |
}, | |
"source": [ | |
"reshaped_data= data.pivot(index=\"DATE\", columns=\"TAG\", values=\"POSTS\")\n", | |
"reshaped_data.head()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th>TAG</th>\n", | |
" <th>assembly</th>\n", | |
" <th>c</th>\n", | |
" <th>c#</th>\n", | |
" <th>c++</th>\n", | |
" <th>delphi</th>\n", | |
" <th>go</th>\n", | |
" <th>java</th>\n", | |
" <th>javascript</th>\n", | |
" <th>perl</th>\n", | |
" <th>php</th>\n", | |
" <th>python</th>\n", | |
" <th>r</th>\n", | |
" <th>ruby</th>\n", | |
" <th>swift</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>DATE</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2008-07-01</th>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>3.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008-08-01</th>\n", | |
" <td>8.0</td>\n", | |
" <td>85.0</td>\n", | |
" <td>509.0</td>\n", | |
" <td>164.0</td>\n", | |
" <td>14.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>222.0</td>\n", | |
" <td>163.0</td>\n", | |
" <td>28.0</td>\n", | |
" <td>161.0</td>\n", | |
" <td>124.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>72.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008-09-01</th>\n", | |
" <td>28.0</td>\n", | |
" <td>320.0</td>\n", | |
" <td>1650.0</td>\n", | |
" <td>754.0</td>\n", | |
" <td>105.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1136.0</td>\n", | |
" <td>639.0</td>\n", | |
" <td>131.0</td>\n", | |
" <td>481.0</td>\n", | |
" <td>540.0</td>\n", | |
" <td>6.0</td>\n", | |
" <td>289.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008-10-01</th>\n", | |
" <td>15.0</td>\n", | |
" <td>303.0</td>\n", | |
" <td>1989.0</td>\n", | |
" <td>810.0</td>\n", | |
" <td>112.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1153.0</td>\n", | |
" <td>726.0</td>\n", | |
" <td>127.0</td>\n", | |
" <td>615.0</td>\n", | |
" <td>510.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>249.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008-11-01</th>\n", | |
" <td>17.0</td>\n", | |
" <td>259.0</td>\n", | |
" <td>1733.0</td>\n", | |
" <td>734.0</td>\n", | |
" <td>141.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>958.0</td>\n", | |
" <td>579.0</td>\n", | |
" <td>97.0</td>\n", | |
" <td>503.0</td>\n", | |
" <td>452.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>159.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"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 85.0 509.0 164.0 ... 124.0 NaN 72.0 NaN\n", | |
"2008-09-01 28.0 320.0 1650.0 754.0 ... 540.0 6.0 289.0 NaN\n", | |
"2008-10-01 15.0 303.0 1989.0 810.0 ... 510.0 NaN 249.0 NaN\n", | |
"2008-11-01 17.0 259.0 1733.0 734.0 ... 452.0 1.0 159.0 NaN\n", | |
"\n", | |
"[5 rows x 14 columns]" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 11 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "RWKcVIyFKwHM" | |
}, | |
"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": "aHhbulJaGxu7", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "4428a3af-6131-4b91-f9d0-1786d00832c3" | |
}, | |
"source": [ | |
"reshaped_data.shape" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(156, 14)" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 12 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "v-u4FcLXGxu9", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "7065a702-5a66-44f6-91af-f55ba8fb84b4" | |
}, | |
"source": [ | |
"reshaped_data.columns" | |
], | |
"execution_count": null, | |
"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": 14 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "jaBiDc8T8Eqh" | |
}, | |
"source": [ | |
"Now, many languages have Nan values in many months, obvio bcz like Swift came in 2010, so no posts in 2008. Here, we don't wanna drop those rows, for numerical purposes, we wld replace it by 0." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "LnUIOL3LGxvA" | |
}, | |
"source": [ | |
"reshaped_data= reshaped_data.fillna(0)" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "-peEFgaMGxvE", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 235 | |
}, | |
"outputId": "3060e0cd-a07b-4bcb-dcb1-e11d66a3bb0a" | |
}, | |
"source": [ | |
"reshaped_data.head()\n", | |
"#we see that we have changed values to 0." | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th>TAG</th>\n", | |
" <th>assembly</th>\n", | |
" <th>c</th>\n", | |
" <th>c#</th>\n", | |
" <th>c++</th>\n", | |
" <th>delphi</th>\n", | |
" <th>go</th>\n", | |
" <th>java</th>\n", | |
" <th>javascript</th>\n", | |
" <th>perl</th>\n", | |
" <th>php</th>\n", | |
" <th>python</th>\n", | |
" <th>r</th>\n", | |
" <th>ruby</th>\n", | |
" <th>swift</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>DATE</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2008-07-01</th>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008-08-01</th>\n", | |
" <td>8.0</td>\n", | |
" <td>85.0</td>\n", | |
" <td>509.0</td>\n", | |
" <td>164.0</td>\n", | |
" <td>14.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>222.0</td>\n", | |
" <td>163.0</td>\n", | |
" <td>28.0</td>\n", | |
" <td>161.0</td>\n", | |
" <td>124.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>72.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008-09-01</th>\n", | |
" <td>28.0</td>\n", | |
" <td>320.0</td>\n", | |
" <td>1650.0</td>\n", | |
" <td>754.0</td>\n", | |
" <td>105.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1136.0</td>\n", | |
" <td>639.0</td>\n", | |
" <td>131.0</td>\n", | |
" <td>481.0</td>\n", | |
" <td>540.0</td>\n", | |
" <td>6.0</td>\n", | |
" <td>289.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008-10-01</th>\n", | |
" <td>15.0</td>\n", | |
" <td>303.0</td>\n", | |
" <td>1989.0</td>\n", | |
" <td>810.0</td>\n", | |
" <td>112.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1153.0</td>\n", | |
" <td>726.0</td>\n", | |
" <td>127.0</td>\n", | |
" <td>615.0</td>\n", | |
" <td>510.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>249.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008-11-01</th>\n", | |
" <td>17.0</td>\n", | |
" <td>259.0</td>\n", | |
" <td>1733.0</td>\n", | |
" <td>734.0</td>\n", | |
" <td>141.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>958.0</td>\n", | |
" <td>579.0</td>\n", | |
" <td>97.0</td>\n", | |
" <td>503.0</td>\n", | |
" <td>452.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>159.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"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 85.0 509.0 164.0 ... 124.0 0.0 72.0 0.0\n", | |
"2008-09-01 28.0 320.0 1650.0 754.0 ... 540.0 6.0 289.0 0.0\n", | |
"2008-10-01 15.0 303.0 1989.0 810.0 ... 510.0 0.0 249.0 0.0\n", | |
"2008-11-01 17.0 259.0 1733.0 734.0 ... 452.0 1.0 159.0 0.0\n", | |
"\n", | |
"[5 rows x 14 columns]" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 16 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "01f2BCF8GxvG", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "8cc9a366-dc7a-4091-ff17-1753d4d380b2" | |
}, | |
"source": [ | |
"reshaped_data.isna().any()\n", | |
"#checking for Nan Values:: so, cool." | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"TAG\n", | |
"assembly False\n", | |
"c False\n", | |
"c# False\n", | |
"c++ False\n", | |
"delphi False\n", | |
"go False\n", | |
"java False\n", | |
"javascript False\n", | |
"perl False\n", | |
"php False\n", | |
"python False\n", | |
"r False\n", | |
"ruby False\n", | |
"swift False\n", | |
"dtype: bool" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 19 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "8xU7l_f4GxvK" | |
}, | |
"source": [ | |
"## Data Visualisaton with with Matplotlib\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "njnNXTlhGxvK" | |
}, | |
"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" | |
}, | |
"source": [ | |
"#matplotlib import done top-most" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "EU6AV1l9GxvM", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 445 | |
}, | |
"outputId": "4073d0bc-e574-4cfa-a8ae-e9c9dccdac93" | |
}, | |
"source": [ | |
"plt.figure(figsize=[11, 7])\n", | |
"plt.plot(reshaped_data.index, reshaped_data[\"java\"], \"b\")" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f416c6e7390>]" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 31 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 792x504 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "_Qzzg6b_GxvO", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 463 | |
}, | |
"outputId": "85c73d06-e3e9-4fa5-9e96-a365fde55617" | |
}, | |
"source": [ | |
"plt.figure(figsize=[11, 7])\n", | |
"plt.xlabel(\"Date\")\n", | |
"plt.ylabel(\"Posts Count\")\n", | |
"plt.ylim(bottom=0, top=35000) #since we wld never get less than 0 posts.\n", | |
"plt.plot(reshaped_data.index, reshaped_data[\"python\"], \"b\")" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f416c14ff10>]" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 41 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 792x504 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "Sm2DL5tZGxvQ" | |
}, | |
"source": [ | |
"**Challenge**: Show two line (e.g. for Java and Python) on the same chart." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "T-0vClQSGxvQ", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 459 | |
}, | |
"outputId": "52e530bc-e76b-413f-9737-896231bd2d64" | |
}, | |
"source": [ | |
"#plotting two langs together for visualising, here C vs PYTHON\n", | |
"plt.figure(figsize=[11, 7])\n", | |
"plt.xlabel(\"Date\")\n", | |
"plt.ylabel(\"Posts Count\")\n", | |
"plt.plot(reshaped_data.index, reshaped_data[\"c\"], \"g\", label=\"C language\")\n", | |
"plt.plot(reshaped_data.index, reshaped_data[\"python\"], \"b\", label=\"Python\")\n", | |
"plt.legend()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7f416bfd2dd0>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 44 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 792x504 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "eG24l_6OF-Yr" | |
}, | |
"source": [ | |
"Now, plotting all of the data for all the languages:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 632 | |
}, | |
"id": "OSBMyOD4GEg9", | |
"outputId": "bfb48649-2b53-4a49-f6d6-88d5eb909d68" | |
}, | |
"source": [ | |
"plt.figure(figsize=[21, 11])\n", | |
"plt.xlabel(\"Date\")\n", | |
"plt.ylabel(\"Posts Count\")\n", | |
"for column in reshaped_data.columns:\n", | |
" plt.plot(reshaped_data.index, reshaped_data[column], label=column)\n", | |
"plt.legend(fontsize=21)" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7f416c2e8d90>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 49 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1512x792 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "3jSjfPy7GxvY" | |
}, | |
"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" | |
}, | |
"source": [ | |
"rolled_data= reshaped_data.rolling(window=7).mean()" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "WMJOX8Y2Gxvd", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 552 | |
}, | |
"outputId": "604e0943-a4f6-422a-815b-3dfa2ddd8c5b" | |
}, | |
"source": [ | |
"plt.figure(figsize=[21, 11])\n", | |
"plt.xlabel(\"Date\")\n", | |
"plt.ylabel(\"Posts Count\")\n", | |
"for column in rolled_data.columns:\n", | |
" plt.plot(rolled_data.index, rolled_data[column], label=column)\n", | |
"plt.legend(fontsize=21)" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7f416bf4b9d0>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 65 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1512x792 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "xohbslhXK07m" | |
}, | |
"source": [ | |
"changing the window size= 3,5,7,11,15,21 shows that larger values take mean over that range thus smoothing out too much so 7 I see is optimum :)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "fAvvarA7Gxvf" | |
}, | |
"source": [ | |
"" | |
], | |
"execution_count": null, | |
"outputs": [] | |
} | |
] | |
} |
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