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SandroLuck/BarChartRace.ipynb

Created February 2, 2022 20:35
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BarChartRace.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "2ff11639-3c6c-42dc-a001-268bc23d204f",
"metadata": {},
"source": [
"# 3 Ways to Make A Racing Bar Chart/Graph/Plot"
]
},
{
"cell_type": "markdown",
"id": "07801402-0187-41ef-b494-7d39671dc67c",
"metadata": {},
"source": [
"# Install "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3a9f6e0a-445b-421e-bc44-6fb696b90c64",
"metadata": {},
"outputs": [],
"source": [
"!pip install raceplotly\n",
"!pip install requests-html\n",
"!pip install beautifulsoup4\n",
"!conda install -c conda-forge ffmpeg -y\n",
"!pip install git+https://github.com/dexplo/bar_chart_race"
]
},
{
"cell_type": "markdown",
"id": "7ac5a235-f210-411e-a473-9846f569a6e8",
"metadata": {},
"source": [
"# Download Data From\n",
"## https://www.kaggle.com/muhammadkhalid/most-popular-programming-languages-since-2004"
]
},
{
"cell_type": "markdown",
"id": "de5d2308-637d-44a2-bbfa-01095d525f2b",
"metadata": {},
"source": [
"# Transform Data For 1) Flourish"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "78906761-664d-49a4-a528-6cdc035a4f0d",
"metadata": {},
"outputs": [
{
"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>Abap</th>\n",
" <th>Ada</th>\n",
" <th>C/C++</th>\n",
" <th>C#</th>\n",
" <th>Cobol</th>\n",
" <th>Dart</th>\n",
" <th>Delphi/Pascal</th>\n",
" <th>Go</th>\n",
" <th>Groovy</th>\n",
" <th>...</th>\n",
" <th>PHP</th>\n",
" <th>Python</th>\n",
" <th>R</th>\n",
" <th>Ruby</th>\n",
" <th>Rust</th>\n",
" <th>Scala</th>\n",
" <th>Swift</th>\n",
" <th>TypeScript</th>\n",
" <th>VBA</th>\n",
" <th>Visual Basic</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>July 2004</td>\n",
" <td>0.34</td>\n",
" <td>0.36</td>\n",
" <td>10.08</td>\n",
" <td>4.71</td>\n",
" <td>0.43</td>\n",
" <td>0.00</td>\n",
" <td>2.82</td>\n",
" <td>0.00</td>\n",
" <td>0.03</td>\n",
" <td>...</td>\n",
" <td>18.75</td>\n",
" <td>2.53</td>\n",
" <td>0.39</td>\n",
" <td>0.33</td>\n",
" <td>0.08</td>\n",
" <td>0.03</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.44</td>\n",
" <td>8.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>August 2004</td>\n",
" <td>0.36</td>\n",
" <td>0.36</td>\n",
" <td>9.81</td>\n",
" <td>4.99</td>\n",
" <td>0.46</td>\n",
" <td>0.00</td>\n",
" <td>2.67</td>\n",
" <td>0.00</td>\n",
" <td>0.07</td>\n",
" <td>...</td>\n",
" <td>19.26</td>\n",
" <td>2.64</td>\n",
" <td>0.41</td>\n",
" <td>0.40</td>\n",
" <td>0.09</td>\n",
" <td>0.03</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.46</td>\n",
" <td>8.57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>September 2004</td>\n",
" <td>0.41</td>\n",
" <td>0.41</td>\n",
" <td>9.63</td>\n",
" <td>5.06</td>\n",
" <td>0.51</td>\n",
" <td>0.00</td>\n",
" <td>2.65</td>\n",
" <td>0.00</td>\n",
" <td>0.08</td>\n",
" <td>...</td>\n",
" <td>19.49</td>\n",
" <td>2.72</td>\n",
" <td>0.40</td>\n",
" <td>0.41</td>\n",
" <td>0.10</td>\n",
" <td>0.03</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.55</td>\n",
" <td>8.41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>October 2004</td>\n",
" <td>0.40</td>\n",
" <td>0.38</td>\n",
" <td>9.50</td>\n",
" <td>5.31</td>\n",
" <td>0.53</td>\n",
" <td>0.00</td>\n",
" <td>2.77</td>\n",
" <td>0.00</td>\n",
" <td>0.09</td>\n",
" <td>...</td>\n",
" <td>19.34</td>\n",
" <td>2.92</td>\n",
" <td>0.42</td>\n",
" <td>0.46</td>\n",
" <td>0.11</td>\n",
" <td>0.04</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.61</td>\n",
" <td>8.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>November 2004</td>\n",
" <td>0.38</td>\n",
" <td>0.38</td>\n",
" <td>9.52</td>\n",
" <td>5.24</td>\n",
" <td>0.55</td>\n",
" <td>0.00</td>\n",
" <td>2.76</td>\n",
" <td>0.00</td>\n",
" <td>0.07</td>\n",
" <td>...</td>\n",
" <td>19.43</td>\n",
" <td>2.84</td>\n",
" <td>0.41</td>\n",
" <td>0.45</td>\n",
" <td>0.13</td>\n",
" <td>0.04</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.50</td>\n",
" <td>8.24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>206</th>\n",
" <td>September 2021</td>\n",
" <td>0.50</td>\n",
" <td>0.55</td>\n",
" <td>6.68</td>\n",
" <td>7.17</td>\n",
" <td>0.35</td>\n",
" <td>0.58</td>\n",
" <td>0.00</td>\n",
" <td>1.57</td>\n",
" <td>0.47</td>\n",
" <td>...</td>\n",
" <td>6.37</td>\n",
" <td>30.11</td>\n",
" <td>3.93</td>\n",
" <td>1.01</td>\n",
" <td>0.77</td>\n",
" <td>0.49</td>\n",
" <td>1.64</td>\n",
" <td>1.59</td>\n",
" <td>1.27</td>\n",
" <td>0.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>207</th>\n",
" <td>October 2021</td>\n",
" <td>0.53</td>\n",
" <td>0.57</td>\n",
" <td>6.99</td>\n",
" <td>7.38</td>\n",
" <td>0.33</td>\n",
" <td>0.55</td>\n",
" <td>0.00</td>\n",
" <td>1.54</td>\n",
" <td>0.52</td>\n",
" <td>...</td>\n",
" <td>6.28</td>\n",
" <td>30.14</td>\n",
" <td>3.73</td>\n",
" <td>0.98</td>\n",
" <td>0.74</td>\n",
" <td>0.49</td>\n",
" <td>1.61</td>\n",
" <td>1.59</td>\n",
" <td>1.28</td>\n",
" <td>0.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>208</th>\n",
" <td>November 2021</td>\n",
" <td>0.61</td>\n",
" <td>0.70</td>\n",
" <td>6.99</td>\n",
" <td>7.31</td>\n",
" <td>0.35</td>\n",
" <td>0.61</td>\n",
" <td>0.00</td>\n",
" <td>1.42</td>\n",
" <td>0.52</td>\n",
" <td>...</td>\n",
" <td>6.19</td>\n",
" <td>30.05</td>\n",
" <td>3.80</td>\n",
" <td>1.00</td>\n",
" <td>0.82</td>\n",
" <td>0.54</td>\n",
" <td>1.70</td>\n",
" <td>1.63</td>\n",
" <td>1.37</td>\n",
" <td>0.76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>209</th>\n",
" <td>December 2021</td>\n",
" <td>0.70</td>\n",
" <td>0.67</td>\n",
" <td>7.01</td>\n",
" <td>7.26</td>\n",
" <td>0.33</td>\n",
" <td>0.65</td>\n",
" <td>0.00</td>\n",
" <td>1.35</td>\n",
" <td>0.49</td>\n",
" <td>...</td>\n",
" <td>6.24</td>\n",
" <td>29.60</td>\n",
" <td>4.11</td>\n",
" <td>1.03</td>\n",
" <td>0.84</td>\n",
" <td>0.55</td>\n",
" <td>1.64</td>\n",
" <td>1.66</td>\n",
" <td>1.25</td>\n",
" <td>0.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>210</th>\n",
" <td>January 2022</td>\n",
" <td>0.66</td>\n",
" <td>0.75</td>\n",
" <td>7.40</td>\n",
" <td>7.27</td>\n",
" <td>0.30</td>\n",
" <td>0.72</td>\n",
" <td>0.00</td>\n",
" <td>1.19</td>\n",
" <td>0.48</td>\n",
" <td>...</td>\n",
" <td>6.06</td>\n",
" <td>28.74</td>\n",
" <td>4.19</td>\n",
" <td>1.07</td>\n",
" <td>0.98</td>\n",
" <td>0.48</td>\n",
" <td>1.91</td>\n",
" <td>1.74</td>\n",
" <td>1.14</td>\n",
" <td>0.64</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>211 rows × 29 columns</p>\n",
"</div>"
],
"text/plain": [
" Date Abap Ada C/C++ C# Cobol Dart Delphi/Pascal \\\n",
"0 July 2004 0.34 0.36 10.08 4.71 0.43 0.00 2.82 \n",
"1 August 2004 0.36 0.36 9.81 4.99 0.46 0.00 2.67 \n",
"2 September 2004 0.41 0.41 9.63 5.06 0.51 0.00 2.65 \n",
"3 October 2004 0.40 0.38 9.50 5.31 0.53 0.00 2.77 \n",
"4 November 2004 0.38 0.38 9.52 5.24 0.55 0.00 2.76 \n",
".. ... ... ... ... ... ... ... ... \n",
"206 September 2021 0.50 0.55 6.68 7.17 0.35 0.58 0.00 \n",
"207 October 2021 0.53 0.57 6.99 7.38 0.33 0.55 0.00 \n",
"208 November 2021 0.61 0.70 6.99 7.31 0.35 0.61 0.00 \n",
"209 December 2021 0.70 0.67 7.01 7.26 0.33 0.65 0.00 \n",
"210 January 2022 0.66 0.75 7.40 7.27 0.30 0.72 0.00 \n",
"\n",
" Go Groovy ... PHP Python R Ruby Rust Scala Swift \\\n",
"0 0.00 0.03 ... 18.75 2.53 0.39 0.33 0.08 0.03 0.00 \n",
"1 0.00 0.07 ... 19.26 2.64 0.41 0.40 0.09 0.03 0.00 \n",
"2 0.00 0.08 ... 19.49 2.72 0.40 0.41 0.10 0.03 0.00 \n",
"3 0.00 0.09 ... 19.34 2.92 0.42 0.46 0.11 0.04 0.00 \n",
"4 0.00 0.07 ... 19.43 2.84 0.41 0.45 0.13 0.04 0.00 \n",
".. ... ... ... ... ... ... ... ... ... ... \n",
"206 1.57 0.47 ... 6.37 30.11 3.93 1.01 0.77 0.49 1.64 \n",
"207 1.54 0.52 ... 6.28 30.14 3.73 0.98 0.74 0.49 1.61 \n",
"208 1.42 0.52 ... 6.19 30.05 3.80 1.00 0.82 0.54 1.70 \n",
"209 1.35 0.49 ... 6.24 29.60 4.11 1.03 0.84 0.55 1.64 \n",
"210 1.19 0.48 ... 6.06 28.74 4.19 1.07 0.98 0.48 1.91 \n",
"\n",
" TypeScript VBA Visual Basic \n",
"0 0.00 1.44 8.56 \n",
"1 0.00 1.46 8.57 \n",
"2 0.00 1.55 8.41 \n",
"3 0.00 1.61 8.49 \n",
"4 0.00 1.50 8.24 \n",
".. ... ... ... \n",
"206 1.59 1.27 0.72 \n",
"207 1.59 1.28 0.75 \n",
"208 1.63 1.37 0.76 \n",
"209 1.66 1.25 0.71 \n",
"210 1.74 1.14 0.64 \n",
"\n",
"[211 rows x 29 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"df=pd.read_csv('Most Popular Programming Languages from 2004 to 2022.csv')\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3df73b1d-7e45-437c-b77e-c846759a1e4a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Date</th>\n",
" <th>Lannguage</th>\n",
" <th>2004-07-01</th>\n",
" <th>2004-08-01</th>\n",
" <th>2004-09-01</th>\n",
" <th>2004-10-01</th>\n",
" <th>2004-11-01</th>\n",
" <th>2004-12-01</th>\n",
" <th>2005-01-01</th>\n",
" <th>2005-02-01</th>\n",
" <th>2005-03-01</th>\n",
" <th>...</th>\n",
" <th>2021-04-01</th>\n",
" <th>2021-05-01</th>\n",
" <th>2021-06-01</th>\n",
" <th>2021-07-01</th>\n",
" <th>2021-08-01</th>\n",
" <th>2021-09-01</th>\n",
" <th>2021-10-01</th>\n",
" <th>2021-11-01</th>\n",
" <th>2021-12-01</th>\n",
" <th>2022-01-01</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Ada</td>\n",
" <td>0.36</td>\n",
" <td>0.36</td>\n",
" <td>0.41</td>\n",
" <td>0.38</td>\n",
" <td>0.38</td>\n",
" <td>0.37</td>\n",
" <td>0.38</td>\n",
" <td>0.39</td>\n",
" <td>0.37</td>\n",
" <td>...</td>\n",
" <td>0.68</td>\n",
" <td>0.60</td>\n",
" <td>0.58</td>\n",
" <td>0.57</td>\n",
" <td>0.54</td>\n",
" <td>0.55</td>\n",
" <td>0.57</td>\n",
" <td>0.70</td>\n",
" <td>0.67</td>\n",
" <td>0.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>C/C++</td>\n",
" <td>10.08</td>\n",
" <td>9.81</td>\n",
" <td>9.63</td>\n",
" <td>9.50</td>\n",
" <td>9.52</td>\n",
" <td>9.56</td>\n",
" <td>9.70</td>\n",
" <td>9.88</td>\n",
" <td>9.88</td>\n",
" <td>...</td>\n",
" <td>6.68</td>\n",
" <td>6.65</td>\n",
" <td>6.64</td>\n",
" <td>6.60</td>\n",
" <td>6.50</td>\n",
" <td>6.68</td>\n",
" <td>6.99</td>\n",
" <td>6.99</td>\n",
" <td>7.01</td>\n",
" <td>7.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>C#</td>\n",
" <td>4.71</td>\n",
" <td>4.99</td>\n",
" <td>5.06</td>\n",
" <td>5.31</td>\n",
" <td>5.24</td>\n",
" <td>5.23</td>\n",
" <td>5.23</td>\n",
" <td>5.21</td>\n",
" <td>5.38</td>\n",
" <td>...</td>\n",
" <td>6.93</td>\n",
" <td>6.97</td>\n",
" <td>7.04</td>\n",
" <td>7.16</td>\n",
" <td>6.99</td>\n",
" <td>7.17</td>\n",
" <td>7.38</td>\n",
" <td>7.31</td>\n",
" <td>7.26</td>\n",
" <td>7.27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Cobol</td>\n",
" <td>0.43</td>\n",
" <td>0.46</td>\n",
" <td>0.51</td>\n",
" <td>0.53</td>\n",
" <td>0.55</td>\n",
" <td>0.53</td>\n",
" <td>0.56</td>\n",
" <td>0.49</td>\n",
" <td>0.45</td>\n",
" <td>...</td>\n",
" <td>0.35</td>\n",
" <td>0.30</td>\n",
" <td>0.30</td>\n",
" <td>0.34</td>\n",
" <td>0.31</td>\n",
" <td>0.35</td>\n",
" <td>0.33</td>\n",
" <td>0.35</td>\n",
" <td>0.33</td>\n",
" <td>0.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Dart</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>0.57</td>\n",
" <td>0.53</td>\n",
" <td>0.53</td>\n",
" <td>0.55</td>\n",
" <td>0.57</td>\n",
" <td>0.58</td>\n",
" <td>0.55</td>\n",
" <td>0.61</td>\n",
" <td>0.65</td>\n",
" <td>0.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Delphi/Pascal</td>\n",
" <td>2.82</td>\n",
" <td>2.67</td>\n",
" <td>2.65</td>\n",
" <td>2.77</td>\n",
" <td>2.76</td>\n",
" <td>2.77</td>\n",
" <td>2.65</td>\n",
" <td>2.66</td>\n",
" <td>2.65</td>\n",
" <td>...</td>\n",
" <td>0.14</td>\n",
" <td>0.11</td>\n",
" <td>0.04</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Go</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>1.34</td>\n",
" <td>1.46</td>\n",
" <td>1.48</td>\n",
" <td>1.46</td>\n",
" <td>1.50</td>\n",
" <td>1.57</td>\n",
" <td>1.54</td>\n",
" <td>1.42</td>\n",
" <td>1.35</td>\n",
" <td>1.19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Groovy</td>\n",
" <td>0.03</td>\n",
" <td>0.07</td>\n",
" <td>0.08</td>\n",
" <td>0.09</td>\n",
" <td>0.07</td>\n",
" <td>0.09</td>\n",
" <td>0.11</td>\n",
" <td>0.07</td>\n",
" <td>0.08</td>\n",
" <td>...</td>\n",
" <td>0.36</td>\n",
" <td>0.39</td>\n",
" <td>0.40</td>\n",
" <td>0.43</td>\n",
" <td>0.47</td>\n",
" <td>0.47</td>\n",
" <td>0.52</td>\n",
" <td>0.52</td>\n",
" <td>0.49</td>\n",
" <td>0.48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Haskell</td>\n",
" <td>0.22</td>\n",
" <td>0.20</td>\n",
" <td>0.21</td>\n",
" <td>0.20</td>\n",
" <td>0.24</td>\n",
" <td>0.22</td>\n",
" <td>0.21</td>\n",
" <td>0.21</td>\n",
" <td>0.23</td>\n",
" <td>...</td>\n",
" <td>0.23</td>\n",
" <td>0.23</td>\n",
" <td>0.24</td>\n",
" <td>0.21</td>\n",
" <td>0.22</td>\n",
" <td>0.20</td>\n",
" <td>0.29</td>\n",
" <td>0.32</td>\n",
" <td>0.33</td>\n",
" <td>0.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Java</td>\n",
" <td>30.37</td>\n",
" <td>29.99</td>\n",
" <td>29.71</td>\n",
" <td>29.12</td>\n",
" <td>29.59</td>\n",
" <td>29.76</td>\n",
" <td>29.68</td>\n",
" <td>30.29</td>\n",
" <td>30.20</td>\n",
" <td>...</td>\n",
" <td>17.53</td>\n",
" <td>18.02</td>\n",
" <td>18.35</td>\n",
" <td>18.25</td>\n",
" <td>18.27</td>\n",
" <td>18.04</td>\n",
" <td>18.11</td>\n",
" <td>17.56</td>\n",
" <td>17.82</td>\n",
" <td>18.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>JavaScript</td>\n",
" <td>8.65</td>\n",
" <td>8.78</td>\n",
" <td>8.70</td>\n",
" <td>8.47</td>\n",
" <td>8.51</td>\n",
" <td>8.55</td>\n",
" <td>8.37</td>\n",
" <td>8.12</td>\n",
" <td>8.28</td>\n",
" <td>...</td>\n",
" <td>8.59</td>\n",
" <td>8.78</td>\n",
" <td>8.87</td>\n",
" <td>9.17</td>\n",
" <td>9.30</td>\n",
" <td>9.54</td>\n",
" <td>9.34</td>\n",
" <td>9.31</td>\n",
" <td>9.10</td>\n",
" <td>9.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Julia</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>0.37</td>\n",
" <td>0.35</td>\n",
" <td>0.34</td>\n",
" <td>0.31</td>\n",
" <td>0.31</td>\n",
" <td>0.36</td>\n",
" <td>0.34</td>\n",
" <td>0.37</td>\n",
" <td>0.36</td>\n",
" <td>0.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Kotlin</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>1.75</td>\n",
" <td>1.79</td>\n",
" <td>1.77</td>\n",
" <td>1.73</td>\n",
" <td>1.82</td>\n",
" <td>1.86</td>\n",
" <td>1.76</td>\n",
" <td>1.72</td>\n",
" <td>1.77</td>\n",
" <td>1.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Lua</td>\n",
" <td>0.16</td>\n",
" <td>0.15</td>\n",
" <td>0.19</td>\n",
" <td>0.22</td>\n",
" <td>0.23</td>\n",
" <td>0.21</td>\n",
" <td>0.24</td>\n",
" <td>0.25</td>\n",
" <td>0.23</td>\n",
" <td>...</td>\n",
" <td>0.59</td>\n",
" <td>0.50</td>\n",
" <td>0.54</td>\n",
" <td>0.45</td>\n",
" <td>0.52</td>\n",
" <td>0.43</td>\n",
" <td>0.38</td>\n",
" <td>0.42</td>\n",
" <td>0.41</td>\n",
" <td>0.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Matlab</td>\n",
" <td>2.11</td>\n",
" <td>2.05</td>\n",
" <td>2.11</td>\n",
" <td>2.24</td>\n",
" <td>2.21</td>\n",
" <td>2.14</td>\n",
" <td>2.22</td>\n",
" <td>2.31</td>\n",
" <td>2.36</td>\n",
" <td>...</td>\n",
" <td>1.73</td>\n",
" <td>1.62</td>\n",
" <td>1.46</td>\n",
" <td>1.47</td>\n",
" <td>1.46</td>\n",
" <td>1.44</td>\n",
" <td>1.40</td>\n",
" <td>1.43</td>\n",
" <td>1.60</td>\n",
" <td>1.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Objective-C</td>\n",
" <td>0.19</td>\n",
" <td>0.18</td>\n",
" <td>0.19</td>\n",
" <td>0.20</td>\n",
" <td>0.22</td>\n",
" <td>0.21</td>\n",
" <td>0.19</td>\n",
" <td>0.18</td>\n",
" <td>0.15</td>\n",
" <td>...</td>\n",
" <td>2.55</td>\n",
" <td>2.23</td>\n",
" <td>2.09</td>\n",
" <td>1.84</td>\n",
" <td>1.85</td>\n",
" <td>1.98</td>\n",
" <td>2.01</td>\n",
" <td>2.12</td>\n",
" <td>2.16</td>\n",
" <td>2.27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Perl</td>\n",
" <td>7.38</td>\n",
" <td>7.11</td>\n",
" <td>7.03</td>\n",
" <td>7.17</td>\n",
" <td>7.06</td>\n",
" <td>7.05</td>\n",
" <td>7.00</td>\n",
" <td>6.92</td>\n",
" <td>6.87</td>\n",
" <td>...</td>\n",
" <td>0.44</td>\n",
" <td>0.41</td>\n",
" <td>0.41</td>\n",
" <td>0.37</td>\n",
" <td>0.40</td>\n",
" <td>0.35</td>\n",
" <td>0.38</td>\n",
" <td>0.36</td>\n",
" <td>0.36</td>\n",
" <td>0.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>PHP</td>\n",
" <td>18.75</td>\n",
" <td>19.26</td>\n",
" <td>19.49</td>\n",
" <td>19.34</td>\n",
" <td>19.43</td>\n",
" <td>19.73</td>\n",
" <td>19.81</td>\n",
" <td>19.63</td>\n",
" <td>19.54</td>\n",
" <td>...</td>\n",
" <td>6.40</td>\n",
" <td>6.39</td>\n",
" <td>6.33</td>\n",
" <td>6.35</td>\n",
" <td>6.31</td>\n",
" <td>6.37</td>\n",
" <td>6.28</td>\n",
" <td>6.19</td>\n",
" <td>6.24</td>\n",
" <td>6.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Python</td>\n",
" <td>2.53</td>\n",
" <td>2.64</td>\n",
" <td>2.72</td>\n",
" <td>2.92</td>\n",
" <td>2.84</td>\n",
" <td>2.71</td>\n",
" <td>2.91</td>\n",
" <td>2.87</td>\n",
" <td>2.81</td>\n",
" <td>...</td>\n",
" <td>30.18</td>\n",
" <td>30.44</td>\n",
" <td>30.46</td>\n",
" <td>30.74</td>\n",
" <td>30.74</td>\n",
" <td>30.11</td>\n",
" <td>30.14</td>\n",
" <td>30.05</td>\n",
" <td>29.60</td>\n",
" <td>28.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>R</td>\n",
" <td>0.39</td>\n",
" <td>0.41</td>\n",
" <td>0.40</td>\n",
" <td>0.42</td>\n",
" <td>0.41</td>\n",
" <td>0.40</td>\n",
" <td>0.39</td>\n",
" <td>0.38</td>\n",
" <td>0.42</td>\n",
" <td>...</td>\n",
" <td>3.86</td>\n",
" <td>3.90</td>\n",
" <td>3.74</td>\n",
" <td>3.74</td>\n",
" <td>3.76</td>\n",
" <td>3.93</td>\n",
" <td>3.73</td>\n",
" <td>3.80</td>\n",
" <td>4.11</td>\n",
" <td>4.19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Ruby</td>\n",
" <td>0.33</td>\n",
" <td>0.40</td>\n",
" <td>0.41</td>\n",
" <td>0.46</td>\n",
" <td>0.45</td>\n",
" <td>0.42</td>\n",
" <td>0.47</td>\n",
" <td>0.45</td>\n",
" <td>0.46</td>\n",
" <td>...</td>\n",
" <td>1.20</td>\n",
" <td>1.10</td>\n",
" <td>1.14</td>\n",
" <td>1.11</td>\n",
" <td>1.03</td>\n",
" <td>1.01</td>\n",
" <td>0.98</td>\n",
" <td>1.00</td>\n",
" <td>1.03</td>\n",
" <td>1.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Rust</td>\n",
" <td>0.08</td>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" <td>0.11</td>\n",
" <td>0.13</td>\n",
" <td>0.13</td>\n",
" <td>0.15</td>\n",
" <td>0.15</td>\n",
" <td>0.13</td>\n",
" <td>...</td>\n",
" <td>0.90</td>\n",
" <td>0.90</td>\n",
" <td>0.89</td>\n",
" <td>0.81</td>\n",
" <td>0.78</td>\n",
" <td>0.77</td>\n",
" <td>0.74</td>\n",
" <td>0.82</td>\n",
" <td>0.84</td>\n",
" <td>0.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Scala</td>\n",
" <td>0.03</td>\n",
" <td>0.03</td>\n",
" <td>0.03</td>\n",
" <td>0.04</td>\n",
" <td>0.04</td>\n",
" <td>0.04</td>\n",
" <td>0.03</td>\n",
" <td>0.03</td>\n",
" <td>0.03</td>\n",
" <td>...</td>\n",
" <td>0.55</td>\n",
" <td>0.49</td>\n",
" <td>0.50</td>\n",
" <td>0.51</td>\n",
" <td>0.53</td>\n",
" <td>0.49</td>\n",
" <td>0.49</td>\n",
" <td>0.54</td>\n",
" <td>0.55</td>\n",
" <td>0.48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Swift</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>1.81</td>\n",
" <td>1.75</td>\n",
" <td>1.82</td>\n",
" <td>1.66</td>\n",
" <td>1.63</td>\n",
" <td>1.64</td>\n",
" <td>1.61</td>\n",
" <td>1.70</td>\n",
" <td>1.64</td>\n",
" <td>1.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>TypeScript</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>1.75</td>\n",
" <td>1.70</td>\n",
" <td>1.73</td>\n",
" <td>1.72</td>\n",
" <td>1.71</td>\n",
" <td>1.59</td>\n",
" <td>1.59</td>\n",
" <td>1.63</td>\n",
" <td>1.66</td>\n",
" <td>1.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>VBA</td>\n",
" <td>1.44</td>\n",
" <td>1.46</td>\n",
" <td>1.55</td>\n",
" <td>1.61</td>\n",
" <td>1.50</td>\n",
" <td>1.46</td>\n",
" <td>1.51</td>\n",
" <td>1.45</td>\n",
" <td>1.44</td>\n",
" <td>...</td>\n",
" <td>1.28</td>\n",
" <td>1.26</td>\n",
" <td>1.23</td>\n",
" <td>1.26</td>\n",
" <td>1.27</td>\n",
" <td>1.27</td>\n",
" <td>1.28</td>\n",
" <td>1.37</td>\n",
" <td>1.25</td>\n",
" <td>1.14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Visual Basic</td>\n",
" <td>8.56</td>\n",
" <td>8.57</td>\n",
" <td>8.41</td>\n",
" <td>8.49</td>\n",
" <td>8.24</td>\n",
" <td>8.08</td>\n",
" <td>7.79</td>\n",
" <td>7.67</td>\n",
" <td>7.68</td>\n",
" <td>...</td>\n",
" <td>0.70</td>\n",
" <td>0.61</td>\n",
" <td>0.61</td>\n",
" <td>0.69</td>\n",
" <td>0.73</td>\n",
" <td>0.72</td>\n",
" <td>0.75</td>\n",
" <td>0.76</td>\n",
" <td>0.71</td>\n",
" <td>0.64</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>27 rows × 212 columns</p>\n",
"</div>"
],
"text/plain": [
"Date Lannguage 2004-07-01 2004-08-01 2004-09-01 2004-10-01 \\\n",
"1 Ada 0.36 0.36 0.41 0.38 \n",
"2 C/C++ 10.08 9.81 9.63 9.50 \n",
"3 C# 4.71 4.99 5.06 5.31 \n",
"4 Cobol 0.43 0.46 0.51 0.53 \n",
"5 Dart 0.00 0.00 0.00 0.00 \n",
"6 Delphi/Pascal 2.82 2.67 2.65 2.77 \n",
"7 Go 0.00 0.00 0.00 0.00 \n",
"8 Groovy 0.03 0.07 0.08 0.09 \n",
"9 Haskell 0.22 0.20 0.21 0.20 \n",
"10 Java 30.37 29.99 29.71 29.12 \n",
"11 JavaScript 8.65 8.78 8.70 8.47 \n",
"12 Julia 0.00 0.00 0.00 0.00 \n",
"13 Kotlin 0.00 0.00 0.00 0.00 \n",
"14 Lua 0.16 0.15 0.19 0.22 \n",
"15 Matlab 2.11 2.05 2.11 2.24 \n",
"16 Objective-C 0.19 0.18 0.19 0.20 \n",
"17 Perl 7.38 7.11 7.03 7.17 \n",
"18 PHP 18.75 19.26 19.49 19.34 \n",
"19 Python 2.53 2.64 2.72 2.92 \n",
"20 R 0.39 0.41 0.40 0.42 \n",
"21 Ruby 0.33 0.40 0.41 0.46 \n",
"22 Rust 0.08 0.09 0.10 0.11 \n",
"23 Scala 0.03 0.03 0.03 0.04 \n",
"24 Swift 0.00 0.00 0.00 0.00 \n",
"25 TypeScript 0.00 0.00 0.00 0.00 \n",
"26 VBA 1.44 1.46 1.55 1.61 \n",
"27 Visual Basic 8.56 8.57 8.41 8.49 \n",
"\n",
"Date 2004-11-01 2004-12-01 2005-01-01 2005-02-01 2005-03-01 ... \\\n",
"1 0.38 0.37 0.38 0.39 0.37 ... \n",
"2 9.52 9.56 9.70 9.88 9.88 ... \n",
"3 5.24 5.23 5.23 5.21 5.38 ... \n",
"4 0.55 0.53 0.56 0.49 0.45 ... \n",
"5 0.00 0.00 0.00 0.00 0.00 ... \n",
"6 2.76 2.77 2.65 2.66 2.65 ... \n",
"7 0.00 0.00 0.00 0.00 0.00 ... \n",
"8 0.07 0.09 0.11 0.07 0.08 ... \n",
"9 0.24 0.22 0.21 0.21 0.23 ... \n",
"10 29.59 29.76 29.68 30.29 30.20 ... \n",
"11 8.51 8.55 8.37 8.12 8.28 ... \n",
"12 0.00 0.00 0.00 0.00 0.00 ... \n",
"13 0.00 0.00 0.00 0.00 0.00 ... \n",
"14 0.23 0.21 0.24 0.25 0.23 ... \n",
"15 2.21 2.14 2.22 2.31 2.36 ... \n",
"16 0.22 0.21 0.19 0.18 0.15 ... \n",
"17 7.06 7.05 7.00 6.92 6.87 ... \n",
"18 19.43 19.73 19.81 19.63 19.54 ... \n",
"19 2.84 2.71 2.91 2.87 2.81 ... \n",
"20 0.41 0.40 0.39 0.38 0.42 ... \n",
"21 0.45 0.42 0.47 0.45 0.46 ... \n",
"22 0.13 0.13 0.15 0.15 0.13 ... \n",
"23 0.04 0.04 0.03 0.03 0.03 ... \n",
"24 0.00 0.00 0.00 0.00 0.00 ... \n",
"25 0.00 0.00 0.00 0.00 0.00 ... \n",
"26 1.50 1.46 1.51 1.45 1.44 ... \n",
"27 8.24 8.08 7.79 7.67 7.68 ... \n",
"\n",
"Date 2021-04-01 2021-05-01 2021-06-01 2021-07-01 2021-08-01 2021-09-01 \\\n",
"1 0.68 0.60 0.58 0.57 0.54 0.55 \n",
"2 6.68 6.65 6.64 6.60 6.50 6.68 \n",
"3 6.93 6.97 7.04 7.16 6.99 7.17 \n",
"4 0.35 0.30 0.30 0.34 0.31 0.35 \n",
"5 0.57 0.53 0.53 0.55 0.57 0.58 \n",
"6 0.14 0.11 0.04 0.00 0.00 0.00 \n",
"7 1.34 1.46 1.48 1.46 1.50 1.57 \n",
"8 0.36 0.39 0.40 0.43 0.47 0.47 \n",
"9 0.23 0.23 0.24 0.21 0.22 0.20 \n",
"10 17.53 18.02 18.35 18.25 18.27 18.04 \n",
"11 8.59 8.78 8.87 9.17 9.30 9.54 \n",
"12 0.37 0.35 0.34 0.31 0.31 0.36 \n",
"13 1.75 1.79 1.77 1.73 1.82 1.86 \n",
"14 0.59 0.50 0.54 0.45 0.52 0.43 \n",
"15 1.73 1.62 1.46 1.47 1.46 1.44 \n",
"16 2.55 2.23 2.09 1.84 1.85 1.98 \n",
"17 0.44 0.41 0.41 0.37 0.40 0.35 \n",
"18 6.40 6.39 6.33 6.35 6.31 6.37 \n",
"19 30.18 30.44 30.46 30.74 30.74 30.11 \n",
"20 3.86 3.90 3.74 3.74 3.76 3.93 \n",
"21 1.20 1.10 1.14 1.11 1.03 1.01 \n",
"22 0.90 0.90 0.89 0.81 0.78 0.77 \n",
"23 0.55 0.49 0.50 0.51 0.53 0.49 \n",
"24 1.81 1.75 1.82 1.66 1.63 1.64 \n",
"25 1.75 1.70 1.73 1.72 1.71 1.59 \n",
"26 1.28 1.26 1.23 1.26 1.27 1.27 \n",
"27 0.70 0.61 0.61 0.69 0.73 0.72 \n",
"\n",
"Date 2021-10-01 2021-11-01 2021-12-01 2022-01-01 \n",
"1 0.57 0.70 0.67 0.75 \n",
"2 6.99 6.99 7.01 7.40 \n",
"3 7.38 7.31 7.26 7.27 \n",
"4 0.33 0.35 0.33 0.30 \n",
"5 0.55 0.61 0.65 0.72 \n",
"6 0.00 0.00 0.00 0.00 \n",
"7 1.54 1.42 1.35 1.19 \n",
"8 0.52 0.52 0.49 0.48 \n",
"9 0.29 0.32 0.33 0.34 \n",
"10 18.11 17.56 17.82 18.01 \n",
"11 9.34 9.31 9.10 9.07 \n",
"12 0.34 0.37 0.36 0.34 \n",
"13 1.76 1.72 1.77 1.71 \n",
"14 0.38 0.42 0.41 0.42 \n",
"15 1.40 1.43 1.60 1.74 \n",
"16 2.01 2.12 2.16 2.27 \n",
"17 0.38 0.36 0.36 0.38 \n",
"18 6.28 6.19 6.24 6.06 \n",
"19 30.14 30.05 29.60 28.74 \n",
"20 3.73 3.80 4.11 4.19 \n",
"21 0.98 1.00 1.03 1.07 \n",
"22 0.74 0.82 0.84 0.98 \n",
"23 0.49 0.54 0.55 0.48 \n",
"24 1.61 1.70 1.64 1.91 \n",
"25 1.59 1.63 1.66 1.74 \n",
"26 1.28 1.37 1.25 1.14 \n",
"27 0.75 0.76 0.71 0.64 \n",
"\n",
"[27 rows x 212 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Date']=pd.to_datetime(df['Date'])\n",
"df.index=df['Date'].astype(str)\n",
"df=df.drop(columns='Date')\n",
"df=df.T\n",
"df=df.reset_index()\n",
"df=df.rename(columns={\"index\": \"Lannguage\"})\n",
"df = df.iloc[1: , :]\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c261f0d9-f270-4f17-aa6d-aedf81591f5e",
"metadata": {},
"outputs": [],
"source": [
"df.to_csv(\"ProgrammingOverTime.csv\")"
]
},
{
"cell_type": "markdown",
"id": "53c193bb-980e-4863-bcd2-2ea81daf6bca",
"metadata": {},
"source": [
"# (Optional) Get An Image Link for Each Programming Language\n",
"## Careful if this does not run in the future:\n",
"## It Probably is because of the \"image = soup.find(\"img\",{\"class\":\"yWs4tf\"})\"\n",
"## Google Changes this class name from time to time, just look through the HTML to find a new one"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "18fd8ccb-bd23-4107-a84e-84a3af5d1ad4",
"metadata": {},
"outputs": [],
"source": [
"import urllib\n",
"import requests\n",
"from bs4 import BeautifulSoup\n",
"def google_image(query):\n",
" url = \"https://www.google.com/search?q=\" + str(query) + \"&source=lnms&tbm=isch\"\n",
" headers={'User-Agent':\"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/43.0.2357.134 Safari/537.36\"}\n",
"\n",
" html = requests.get(url, headers=headers).text\n",
"\n",
" soup = BeautifulSoup(html, 'html.parser')\n",
" # if fails change this image class\n",
" image = soup.find(\"img\",{\"class\":\"yWs4tf\"})\n",
" if not image:\n",
" return \n",
" return image['src']\n",
"df['ImageUrl']=df['Lannguage'].apply(lambda x:google_image(x+\" Programming Language Logo\"))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "8f5cfde4-f325-4b4c-aa31-7c0c08d696bc",
"metadata": {},
"outputs": [
{
"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>Date</th>\n",
" <th>Lannguage</th>\n",
" <th>2004-07-01</th>\n",
" <th>2004-08-01</th>\n",
" <th>2004-09-01</th>\n",
" <th>2004-10-01</th>\n",
" <th>2004-11-01</th>\n",
" <th>2004-12-01</th>\n",
" <th>2005-01-01</th>\n",
" <th>2005-02-01</th>\n",
" <th>2005-03-01</th>\n",
" <th>...</th>\n",
" <th>2021-05-01</th>\n",
" <th>2021-06-01</th>\n",
" <th>2021-07-01</th>\n",
" <th>2021-08-01</th>\n",
" <th>2021-09-01</th>\n",
" <th>2021-10-01</th>\n",
" <th>2021-11-01</th>\n",
" <th>2021-12-01</th>\n",
" <th>2022-01-01</th>\n",
" <th>ImageUrl</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Ada</td>\n",
" <td>0.36</td>\n",
" <td>0.36</td>\n",
" <td>0.41</td>\n",
" <td>0.38</td>\n",
" <td>0.38</td>\n",
" <td>0.37</td>\n",
" <td>0.38</td>\n",
" <td>0.39</td>\n",
" <td>0.37</td>\n",
" <td>...</td>\n",
" <td>0.60</td>\n",
" <td>0.58</td>\n",
" <td>0.57</td>\n",
" <td>0.54</td>\n",
" <td>0.55</td>\n",
" <td>0.57</td>\n",
" <td>0.70</td>\n",
" <td>0.67</td>\n",
" <td>0.75</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>C/C++</td>\n",
" <td>10.08</td>\n",
" <td>9.81</td>\n",
" <td>9.63</td>\n",
" <td>9.50</td>\n",
" <td>9.52</td>\n",
" <td>9.56</td>\n",
" <td>9.70</td>\n",
" <td>9.88</td>\n",
" <td>9.88</td>\n",
" <td>...</td>\n",
" <td>6.65</td>\n",
" <td>6.64</td>\n",
" <td>6.60</td>\n",
" <td>6.50</td>\n",
" <td>6.68</td>\n",
" <td>6.99</td>\n",
" <td>6.99</td>\n",
" <td>7.01</td>\n",
" <td>7.40</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>C#</td>\n",
" <td>4.71</td>\n",
" <td>4.99</td>\n",
" <td>5.06</td>\n",
" <td>5.31</td>\n",
" <td>5.24</td>\n",
" <td>5.23</td>\n",
" <td>5.23</td>\n",
" <td>5.21</td>\n",
" <td>5.38</td>\n",
" <td>...</td>\n",
" <td>6.97</td>\n",
" <td>7.04</td>\n",
" <td>7.16</td>\n",
" <td>6.99</td>\n",
" <td>7.17</td>\n",
" <td>7.38</td>\n",
" <td>7.31</td>\n",
" <td>7.26</td>\n",
" <td>7.27</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Cobol</td>\n",
" <td>0.43</td>\n",
" <td>0.46</td>\n",
" <td>0.51</td>\n",
" <td>0.53</td>\n",
" <td>0.55</td>\n",
" <td>0.53</td>\n",
" <td>0.56</td>\n",
" <td>0.49</td>\n",
" <td>0.45</td>\n",
" <td>...</td>\n",
" <td>0.30</td>\n",
" <td>0.30</td>\n",
" <td>0.34</td>\n",
" <td>0.31</td>\n",
" <td>0.35</td>\n",
" <td>0.33</td>\n",
" <td>0.35</td>\n",
" <td>0.33</td>\n",
" <td>0.30</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Dart</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>0.53</td>\n",
" <td>0.53</td>\n",
" <td>0.55</td>\n",
" <td>0.57</td>\n",
" <td>0.58</td>\n",
" <td>0.55</td>\n",
" <td>0.61</td>\n",
" <td>0.65</td>\n",
" <td>0.72</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Delphi/Pascal</td>\n",
" <td>2.82</td>\n",
" <td>2.67</td>\n",
" <td>2.65</td>\n",
" <td>2.77</td>\n",
" <td>2.76</td>\n",
" <td>2.77</td>\n",
" <td>2.65</td>\n",
" <td>2.66</td>\n",
" <td>2.65</td>\n",
" <td>...</td>\n",
" <td>0.11</td>\n",
" <td>0.04</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Go</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>1.46</td>\n",
" <td>1.48</td>\n",
" <td>1.46</td>\n",
" <td>1.50</td>\n",
" <td>1.57</td>\n",
" <td>1.54</td>\n",
" <td>1.42</td>\n",
" <td>1.35</td>\n",
" <td>1.19</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Groovy</td>\n",
" <td>0.03</td>\n",
" <td>0.07</td>\n",
" <td>0.08</td>\n",
" <td>0.09</td>\n",
" <td>0.07</td>\n",
" <td>0.09</td>\n",
" <td>0.11</td>\n",
" <td>0.07</td>\n",
" <td>0.08</td>\n",
" <td>...</td>\n",
" <td>0.39</td>\n",
" <td>0.40</td>\n",
" <td>0.43</td>\n",
" <td>0.47</td>\n",
" <td>0.47</td>\n",
" <td>0.52</td>\n",
" <td>0.52</td>\n",
" <td>0.49</td>\n",
" <td>0.48</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Haskell</td>\n",
" <td>0.22</td>\n",
" <td>0.20</td>\n",
" <td>0.21</td>\n",
" <td>0.20</td>\n",
" <td>0.24</td>\n",
" <td>0.22</td>\n",
" <td>0.21</td>\n",
" <td>0.21</td>\n",
" <td>0.23</td>\n",
" <td>...</td>\n",
" <td>0.23</td>\n",
" <td>0.24</td>\n",
" <td>0.21</td>\n",
" <td>0.22</td>\n",
" <td>0.20</td>\n",
" <td>0.29</td>\n",
" <td>0.32</td>\n",
" <td>0.33</td>\n",
" <td>0.34</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Java</td>\n",
" <td>30.37</td>\n",
" <td>29.99</td>\n",
" <td>29.71</td>\n",
" <td>29.12</td>\n",
" <td>29.59</td>\n",
" <td>29.76</td>\n",
" <td>29.68</td>\n",
" <td>30.29</td>\n",
" <td>30.20</td>\n",
" <td>...</td>\n",
" <td>18.02</td>\n",
" <td>18.35</td>\n",
" <td>18.25</td>\n",
" <td>18.27</td>\n",
" <td>18.04</td>\n",
" <td>18.11</td>\n",
" <td>17.56</td>\n",
" <td>17.82</td>\n",
" <td>18.01</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>JavaScript</td>\n",
" <td>8.65</td>\n",
" <td>8.78</td>\n",
" <td>8.70</td>\n",
" <td>8.47</td>\n",
" <td>8.51</td>\n",
" <td>8.55</td>\n",
" <td>8.37</td>\n",
" <td>8.12</td>\n",
" <td>8.28</td>\n",
" <td>...</td>\n",
" <td>8.78</td>\n",
" <td>8.87</td>\n",
" <td>9.17</td>\n",
" <td>9.30</td>\n",
" <td>9.54</td>\n",
" <td>9.34</td>\n",
" <td>9.31</td>\n",
" <td>9.10</td>\n",
" <td>9.07</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Julia</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>0.35</td>\n",
" <td>0.34</td>\n",
" <td>0.31</td>\n",
" <td>0.31</td>\n",
" <td>0.36</td>\n",
" <td>0.34</td>\n",
" <td>0.37</td>\n",
" <td>0.36</td>\n",
" <td>0.34</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Kotlin</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>1.79</td>\n",
" <td>1.77</td>\n",
" <td>1.73</td>\n",
" <td>1.82</td>\n",
" <td>1.86</td>\n",
" <td>1.76</td>\n",
" <td>1.72</td>\n",
" <td>1.77</td>\n",
" <td>1.71</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Lua</td>\n",
" <td>0.16</td>\n",
" <td>0.15</td>\n",
" <td>0.19</td>\n",
" <td>0.22</td>\n",
" <td>0.23</td>\n",
" <td>0.21</td>\n",
" <td>0.24</td>\n",
" <td>0.25</td>\n",
" <td>0.23</td>\n",
" <td>...</td>\n",
" <td>0.50</td>\n",
" <td>0.54</td>\n",
" <td>0.45</td>\n",
" <td>0.52</td>\n",
" <td>0.43</td>\n",
" <td>0.38</td>\n",
" <td>0.42</td>\n",
" <td>0.41</td>\n",
" <td>0.42</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Matlab</td>\n",
" <td>2.11</td>\n",
" <td>2.05</td>\n",
" <td>2.11</td>\n",
" <td>2.24</td>\n",
" <td>2.21</td>\n",
" <td>2.14</td>\n",
" <td>2.22</td>\n",
" <td>2.31</td>\n",
" <td>2.36</td>\n",
" <td>...</td>\n",
" <td>1.62</td>\n",
" <td>1.46</td>\n",
" <td>1.47</td>\n",
" <td>1.46</td>\n",
" <td>1.44</td>\n",
" <td>1.40</td>\n",
" <td>1.43</td>\n",
" <td>1.60</td>\n",
" <td>1.74</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Objective-C</td>\n",
" <td>0.19</td>\n",
" <td>0.18</td>\n",
" <td>0.19</td>\n",
" <td>0.20</td>\n",
" <td>0.22</td>\n",
" <td>0.21</td>\n",
" <td>0.19</td>\n",
" <td>0.18</td>\n",
" <td>0.15</td>\n",
" <td>...</td>\n",
" <td>2.23</td>\n",
" <td>2.09</td>\n",
" <td>1.84</td>\n",
" <td>1.85</td>\n",
" <td>1.98</td>\n",
" <td>2.01</td>\n",
" <td>2.12</td>\n",
" <td>2.16</td>\n",
" <td>2.27</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Perl</td>\n",
" <td>7.38</td>\n",
" <td>7.11</td>\n",
" <td>7.03</td>\n",
" <td>7.17</td>\n",
" <td>7.06</td>\n",
" <td>7.05</td>\n",
" <td>7.00</td>\n",
" <td>6.92</td>\n",
" <td>6.87</td>\n",
" <td>...</td>\n",
" <td>0.41</td>\n",
" <td>0.41</td>\n",
" <td>0.37</td>\n",
" <td>0.40</td>\n",
" <td>0.35</td>\n",
" <td>0.38</td>\n",
" <td>0.36</td>\n",
" <td>0.36</td>\n",
" <td>0.38</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>PHP</td>\n",
" <td>18.75</td>\n",
" <td>19.26</td>\n",
" <td>19.49</td>\n",
" <td>19.34</td>\n",
" <td>19.43</td>\n",
" <td>19.73</td>\n",
" <td>19.81</td>\n",
" <td>19.63</td>\n",
" <td>19.54</td>\n",
" <td>...</td>\n",
" <td>6.39</td>\n",
" <td>6.33</td>\n",
" <td>6.35</td>\n",
" <td>6.31</td>\n",
" <td>6.37</td>\n",
" <td>6.28</td>\n",
" <td>6.19</td>\n",
" <td>6.24</td>\n",
" <td>6.06</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Python</td>\n",
" <td>2.53</td>\n",
" <td>2.64</td>\n",
" <td>2.72</td>\n",
" <td>2.92</td>\n",
" <td>2.84</td>\n",
" <td>2.71</td>\n",
" <td>2.91</td>\n",
" <td>2.87</td>\n",
" <td>2.81</td>\n",
" <td>...</td>\n",
" <td>30.44</td>\n",
" <td>30.46</td>\n",
" <td>30.74</td>\n",
" <td>30.74</td>\n",
" <td>30.11</td>\n",
" <td>30.14</td>\n",
" <td>30.05</td>\n",
" <td>29.60</td>\n",
" <td>28.74</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>R</td>\n",
" <td>0.39</td>\n",
" <td>0.41</td>\n",
" <td>0.40</td>\n",
" <td>0.42</td>\n",
" <td>0.41</td>\n",
" <td>0.40</td>\n",
" <td>0.39</td>\n",
" <td>0.38</td>\n",
" <td>0.42</td>\n",
" <td>...</td>\n",
" <td>3.90</td>\n",
" <td>3.74</td>\n",
" <td>3.74</td>\n",
" <td>3.76</td>\n",
" <td>3.93</td>\n",
" <td>3.73</td>\n",
" <td>3.80</td>\n",
" <td>4.11</td>\n",
" <td>4.19</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Ruby</td>\n",
" <td>0.33</td>\n",
" <td>0.40</td>\n",
" <td>0.41</td>\n",
" <td>0.46</td>\n",
" <td>0.45</td>\n",
" <td>0.42</td>\n",
" <td>0.47</td>\n",
" <td>0.45</td>\n",
" <td>0.46</td>\n",
" <td>...</td>\n",
" <td>1.10</td>\n",
" <td>1.14</td>\n",
" <td>1.11</td>\n",
" <td>1.03</td>\n",
" <td>1.01</td>\n",
" <td>0.98</td>\n",
" <td>1.00</td>\n",
" <td>1.03</td>\n",
" <td>1.07</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Rust</td>\n",
" <td>0.08</td>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" <td>0.11</td>\n",
" <td>0.13</td>\n",
" <td>0.13</td>\n",
" <td>0.15</td>\n",
" <td>0.15</td>\n",
" <td>0.13</td>\n",
" <td>...</td>\n",
" <td>0.90</td>\n",
" <td>0.89</td>\n",
" <td>0.81</td>\n",
" <td>0.78</td>\n",
" <td>0.77</td>\n",
" <td>0.74</td>\n",
" <td>0.82</td>\n",
" <td>0.84</td>\n",
" <td>0.98</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Scala</td>\n",
" <td>0.03</td>\n",
" <td>0.03</td>\n",
" <td>0.03</td>\n",
" <td>0.04</td>\n",
" <td>0.04</td>\n",
" <td>0.04</td>\n",
" <td>0.03</td>\n",
" <td>0.03</td>\n",
" <td>0.03</td>\n",
" <td>...</td>\n",
" <td>0.49</td>\n",
" <td>0.50</td>\n",
" <td>0.51</td>\n",
" <td>0.53</td>\n",
" <td>0.49</td>\n",
" <td>0.49</td>\n",
" <td>0.54</td>\n",
" <td>0.55</td>\n",
" <td>0.48</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Swift</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>1.75</td>\n",
" <td>1.82</td>\n",
" <td>1.66</td>\n",
" <td>1.63</td>\n",
" <td>1.64</td>\n",
" <td>1.61</td>\n",
" <td>1.70</td>\n",
" <td>1.64</td>\n",
" <td>1.91</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>TypeScript</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>...</td>\n",
" <td>1.70</td>\n",
" <td>1.73</td>\n",
" <td>1.72</td>\n",
" <td>1.71</td>\n",
" <td>1.59</td>\n",
" <td>1.59</td>\n",
" <td>1.63</td>\n",
" <td>1.66</td>\n",
" <td>1.74</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>VBA</td>\n",
" <td>1.44</td>\n",
" <td>1.46</td>\n",
" <td>1.55</td>\n",
" <td>1.61</td>\n",
" <td>1.50</td>\n",
" <td>1.46</td>\n",
" <td>1.51</td>\n",
" <td>1.45</td>\n",
" <td>1.44</td>\n",
" <td>...</td>\n",
" <td>1.26</td>\n",
" <td>1.23</td>\n",
" <td>1.26</td>\n",
" <td>1.27</td>\n",
" <td>1.27</td>\n",
" <td>1.28</td>\n",
" <td>1.37</td>\n",
" <td>1.25</td>\n",
" <td>1.14</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Visual Basic</td>\n",
" <td>8.56</td>\n",
" <td>8.57</td>\n",
" <td>8.41</td>\n",
" <td>8.49</td>\n",
" <td>8.24</td>\n",
" <td>8.08</td>\n",
" <td>7.79</td>\n",
" <td>7.67</td>\n",
" <td>7.68</td>\n",
" <td>...</td>\n",
" <td>0.61</td>\n",
" <td>0.61</td>\n",
" <td>0.69</td>\n",
" <td>0.73</td>\n",
" <td>0.72</td>\n",
" <td>0.75</td>\n",
" <td>0.76</td>\n",
" <td>0.71</td>\n",
" <td>0.64</td>\n",
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>27 rows × 213 columns</p>\n",
"</div>"
],
"text/plain": [
"Date Lannguage 2004-07-01 2004-08-01 2004-09-01 2004-10-01 \\\n",
"1 Ada 0.36 0.36 0.41 0.38 \n",
"2 C/C++ 10.08 9.81 9.63 9.50 \n",
"3 C# 4.71 4.99 5.06 5.31 \n",
"4 Cobol 0.43 0.46 0.51 0.53 \n",
"5 Dart 0.00 0.00 0.00 0.00 \n",
"6 Delphi/Pascal 2.82 2.67 2.65 2.77 \n",
"7 Go 0.00 0.00 0.00 0.00 \n",
"8 Groovy 0.03 0.07 0.08 0.09 \n",
"9 Haskell 0.22 0.20 0.21 0.20 \n",
"10 Java 30.37 29.99 29.71 29.12 \n",
"11 JavaScript 8.65 8.78 8.70 8.47 \n",
"12 Julia 0.00 0.00 0.00 0.00 \n",
"13 Kotlin 0.00 0.00 0.00 0.00 \n",
"14 Lua 0.16 0.15 0.19 0.22 \n",
"15 Matlab 2.11 2.05 2.11 2.24 \n",
"16 Objective-C 0.19 0.18 0.19 0.20 \n",
"17 Perl 7.38 7.11 7.03 7.17 \n",
"18 PHP 18.75 19.26 19.49 19.34 \n",
"19 Python 2.53 2.64 2.72 2.92 \n",
"20 R 0.39 0.41 0.40 0.42 \n",
"21 Ruby 0.33 0.40 0.41 0.46 \n",
"22 Rust 0.08 0.09 0.10 0.11 \n",
"23 Scala 0.03 0.03 0.03 0.04 \n",
"24 Swift 0.00 0.00 0.00 0.00 \n",
"25 TypeScript 0.00 0.00 0.00 0.00 \n",
"26 VBA 1.44 1.46 1.55 1.61 \n",
"27 Visual Basic 8.56 8.57 8.41 8.49 \n",
"\n",
"Date 2004-11-01 2004-12-01 2005-01-01 2005-02-01 2005-03-01 ... \\\n",
"1 0.38 0.37 0.38 0.39 0.37 ... \n",
"2 9.52 9.56 9.70 9.88 9.88 ... \n",
"3 5.24 5.23 5.23 5.21 5.38 ... \n",
"4 0.55 0.53 0.56 0.49 0.45 ... \n",
"5 0.00 0.00 0.00 0.00 0.00 ... \n",
"6 2.76 2.77 2.65 2.66 2.65 ... \n",
"7 0.00 0.00 0.00 0.00 0.00 ... \n",
"8 0.07 0.09 0.11 0.07 0.08 ... \n",
"9 0.24 0.22 0.21 0.21 0.23 ... \n",
"10 29.59 29.76 29.68 30.29 30.20 ... \n",
"11 8.51 8.55 8.37 8.12 8.28 ... \n",
"12 0.00 0.00 0.00 0.00 0.00 ... \n",
"13 0.00 0.00 0.00 0.00 0.00 ... \n",
"14 0.23 0.21 0.24 0.25 0.23 ... \n",
"15 2.21 2.14 2.22 2.31 2.36 ... \n",
"16 0.22 0.21 0.19 0.18 0.15 ... \n",
"17 7.06 7.05 7.00 6.92 6.87 ... \n",
"18 19.43 19.73 19.81 19.63 19.54 ... \n",
"19 2.84 2.71 2.91 2.87 2.81 ... \n",
"20 0.41 0.40 0.39 0.38 0.42 ... \n",
"21 0.45 0.42 0.47 0.45 0.46 ... \n",
"22 0.13 0.13 0.15 0.15 0.13 ... \n",
"23 0.04 0.04 0.03 0.03 0.03 ... \n",
"24 0.00 0.00 0.00 0.00 0.00 ... \n",
"25 0.00 0.00 0.00 0.00 0.00 ... \n",
"26 1.50 1.46 1.51 1.45 1.44 ... \n",
"27 8.24 8.08 7.79 7.67 7.68 ... \n",
"\n",
"Date 2021-05-01 2021-06-01 2021-07-01 2021-08-01 2021-09-01 2021-10-01 \\\n",
"1 0.60 0.58 0.57 0.54 0.55 0.57 \n",
"2 6.65 6.64 6.60 6.50 6.68 6.99 \n",
"3 6.97 7.04 7.16 6.99 7.17 7.38 \n",
"4 0.30 0.30 0.34 0.31 0.35 0.33 \n",
"5 0.53 0.53 0.55 0.57 0.58 0.55 \n",
"6 0.11 0.04 0.00 0.00 0.00 0.00 \n",
"7 1.46 1.48 1.46 1.50 1.57 1.54 \n",
"8 0.39 0.40 0.43 0.47 0.47 0.52 \n",
"9 0.23 0.24 0.21 0.22 0.20 0.29 \n",
"10 18.02 18.35 18.25 18.27 18.04 18.11 \n",
"11 8.78 8.87 9.17 9.30 9.54 9.34 \n",
"12 0.35 0.34 0.31 0.31 0.36 0.34 \n",
"13 1.79 1.77 1.73 1.82 1.86 1.76 \n",
"14 0.50 0.54 0.45 0.52 0.43 0.38 \n",
"15 1.62 1.46 1.47 1.46 1.44 1.40 \n",
"16 2.23 2.09 1.84 1.85 1.98 2.01 \n",
"17 0.41 0.41 0.37 0.40 0.35 0.38 \n",
"18 6.39 6.33 6.35 6.31 6.37 6.28 \n",
"19 30.44 30.46 30.74 30.74 30.11 30.14 \n",
"20 3.90 3.74 3.74 3.76 3.93 3.73 \n",
"21 1.10 1.14 1.11 1.03 1.01 0.98 \n",
"22 0.90 0.89 0.81 0.78 0.77 0.74 \n",
"23 0.49 0.50 0.51 0.53 0.49 0.49 \n",
"24 1.75 1.82 1.66 1.63 1.64 1.61 \n",
"25 1.70 1.73 1.72 1.71 1.59 1.59 \n",
"26 1.26 1.23 1.26 1.27 1.27 1.28 \n",
"27 0.61 0.61 0.69 0.73 0.72 0.75 \n",
"\n",
"Date 2021-11-01 2021-12-01 2022-01-01 \\\n",
"1 0.70 0.67 0.75 \n",
"2 6.99 7.01 7.40 \n",
"3 7.31 7.26 7.27 \n",
"4 0.35 0.33 0.30 \n",
"5 0.61 0.65 0.72 \n",
"6 0.00 0.00 0.00 \n",
"7 1.42 1.35 1.19 \n",
"8 0.52 0.49 0.48 \n",
"9 0.32 0.33 0.34 \n",
"10 17.56 17.82 18.01 \n",
"11 9.31 9.10 9.07 \n",
"12 0.37 0.36 0.34 \n",
"13 1.72 1.77 1.71 \n",
"14 0.42 0.41 0.42 \n",
"15 1.43 1.60 1.74 \n",
"16 2.12 2.16 2.27 \n",
"17 0.36 0.36 0.38 \n",
"18 6.19 6.24 6.06 \n",
"19 30.05 29.60 28.74 \n",
"20 3.80 4.11 4.19 \n",
"21 1.00 1.03 1.07 \n",
"22 0.82 0.84 0.98 \n",
"23 0.54 0.55 0.48 \n",
"24 1.70 1.64 1.91 \n",
"25 1.63 1.66 1.74 \n",
"26 1.37 1.25 1.14 \n",
"27 0.76 0.71 0.64 \n",
"\n",
"Date ImageUrl \n",
"1 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"2 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"3 None \n",
"4 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"5 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"6 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"7 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"8 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"9 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"10 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"11 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"12 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"13 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"14 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"15 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"16 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"17 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"18 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"19 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"20 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"21 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"22 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"23 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"24 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"25 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"26 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"27 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
"\n",
"[27 rows x 213 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.to_csv(\"ProgrammingOverTime.csv\")\n",
"df"
]
},
{
"cell_type": "markdown",
"id": "5b51b9c4-5cc0-4284-aafa-06f92da3176a",
"metadata": {},
"source": [
"# Finally Go to https://app.flourish.studio/projects"
]
},
{
"cell_type": "markdown",
"id": "38da088f-cdb7-4a46-9a38-6cba7bc72102",
"metadata": {},
"source": [
"# Alternative Do it with Matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "17007406-cdfb-4576-8f9b-0f7d9f0f644c",
"metadata": {},
"outputs": [],
"source": [
"import bar_chart_race as bcr"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "cc34fc17-fe04-4209-b467-8ec4a6651b1a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Abap</th>\n",
" <th>Ada</th>\n",
" <th>C/C++</th>\n",
" <th>C#</th>\n",
" <th>Cobol</th>\n",
" <th>Dart</th>\n",
" <th>Delphi/Pascal</th>\n",
" <th>Go</th>\n",
" <th>Groovy</th>\n",
" <th>Haskell</th>\n",
" <th>...</th>\n",
" <th>PHP</th>\n",
" <th>Python</th>\n",
" <th>R</th>\n",
" <th>Ruby</th>\n",
" <th>Rust</th>\n",
" <th>Scala</th>\n",
" <th>Swift</th>\n",
" <th>TypeScript</th>\n",
" <th>VBA</th>\n",
" <th>Visual Basic</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",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>July 2004</th>\n",
" <td>0.34</td>\n",
" <td>0.36</td>\n",
" <td>10.08</td>\n",
" <td>4.71</td>\n",
" <td>0.43</td>\n",
" <td>0.00</td>\n",
" <td>2.82</td>\n",
" <td>0.00</td>\n",
" <td>0.03</td>\n",
" <td>0.22</td>\n",
" <td>...</td>\n",
" <td>18.75</td>\n",
" <td>2.53</td>\n",
" <td>0.39</td>\n",
" <td>0.33</td>\n",
" <td>0.08</td>\n",
" <td>0.03</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.44</td>\n",
" <td>8.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>August 2004</th>\n",
" <td>0.36</td>\n",
" <td>0.36</td>\n",
" <td>9.81</td>\n",
" <td>4.99</td>\n",
" <td>0.46</td>\n",
" <td>0.00</td>\n",
" <td>2.67</td>\n",
" <td>0.00</td>\n",
" <td>0.07</td>\n",
" <td>0.20</td>\n",
" <td>...</td>\n",
" <td>19.26</td>\n",
" <td>2.64</td>\n",
" <td>0.41</td>\n",
" <td>0.40</td>\n",
" <td>0.09</td>\n",
" <td>0.03</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.46</td>\n",
" <td>8.57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>September 2004</th>\n",
" <td>0.41</td>\n",
" <td>0.41</td>\n",
" <td>9.63</td>\n",
" <td>5.06</td>\n",
" <td>0.51</td>\n",
" <td>0.00</td>\n",
" <td>2.65</td>\n",
" <td>0.00</td>\n",
" <td>0.08</td>\n",
" <td>0.21</td>\n",
" <td>...</td>\n",
" <td>19.49</td>\n",
" <td>2.72</td>\n",
" <td>0.40</td>\n",
" <td>0.41</td>\n",
" <td>0.10</td>\n",
" <td>0.03</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.55</td>\n",
" <td>8.41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>October 2004</th>\n",
" <td>0.40</td>\n",
" <td>0.38</td>\n",
" <td>9.50</td>\n",
" <td>5.31</td>\n",
" <td>0.53</td>\n",
" <td>0.00</td>\n",
" <td>2.77</td>\n",
" <td>0.00</td>\n",
" <td>0.09</td>\n",
" <td>0.20</td>\n",
" <td>...</td>\n",
" <td>19.34</td>\n",
" <td>2.92</td>\n",
" <td>0.42</td>\n",
" <td>0.46</td>\n",
" <td>0.11</td>\n",
" <td>0.04</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.61</td>\n",
" <td>8.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>November 2004</th>\n",
" <td>0.38</td>\n",
" <td>0.38</td>\n",
" <td>9.52</td>\n",
" <td>5.24</td>\n",
" <td>0.55</td>\n",
" <td>0.00</td>\n",
" <td>2.76</td>\n",
" <td>0.00</td>\n",
" <td>0.07</td>\n",
" <td>0.24</td>\n",
" <td>...</td>\n",
" <td>19.43</td>\n",
" <td>2.84</td>\n",
" <td>0.41</td>\n",
" <td>0.45</td>\n",
" <td>0.13</td>\n",
" <td>0.04</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.50</td>\n",
" <td>8.24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>September 2021</th>\n",
" <td>0.50</td>\n",
" <td>0.55</td>\n",
" <td>6.68</td>\n",
" <td>7.17</td>\n",
" <td>0.35</td>\n",
" <td>0.58</td>\n",
" <td>0.00</td>\n",
" <td>1.57</td>\n",
" <td>0.47</td>\n",
" <td>0.20</td>\n",
" <td>...</td>\n",
" <td>6.37</td>\n",
" <td>30.11</td>\n",
" <td>3.93</td>\n",
" <td>1.01</td>\n",
" <td>0.77</td>\n",
" <td>0.49</td>\n",
" <td>1.64</td>\n",
" <td>1.59</td>\n",
" <td>1.27</td>\n",
" <td>0.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>October 2021</th>\n",
" <td>0.53</td>\n",
" <td>0.57</td>\n",
" <td>6.99</td>\n",
" <td>7.38</td>\n",
" <td>0.33</td>\n",
" <td>0.55</td>\n",
" <td>0.00</td>\n",
" <td>1.54</td>\n",
" <td>0.52</td>\n",
" <td>0.29</td>\n",
" <td>...</td>\n",
" <td>6.28</td>\n",
" <td>30.14</td>\n",
" <td>3.73</td>\n",
" <td>0.98</td>\n",
" <td>0.74</td>\n",
" <td>0.49</td>\n",
" <td>1.61</td>\n",
" <td>1.59</td>\n",
" <td>1.28</td>\n",
" <td>0.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>November 2021</th>\n",
" <td>0.61</td>\n",
" <td>0.70</td>\n",
" <td>6.99</td>\n",
" <td>7.31</td>\n",
" <td>0.35</td>\n",
" <td>0.61</td>\n",
" <td>0.00</td>\n",
" <td>1.42</td>\n",
" <td>0.52</td>\n",
" <td>0.32</td>\n",
" <td>...</td>\n",
" <td>6.19</td>\n",
" <td>30.05</td>\n",
" <td>3.80</td>\n",
" <td>1.00</td>\n",
" <td>0.82</td>\n",
" <td>0.54</td>\n",
" <td>1.70</td>\n",
" <td>1.63</td>\n",
" <td>1.37</td>\n",
" <td>0.76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>December 2021</th>\n",
" <td>0.70</td>\n",
" <td>0.67</td>\n",
" <td>7.01</td>\n",
" <td>7.26</td>\n",
" <td>0.33</td>\n",
" <td>0.65</td>\n",
" <td>0.00</td>\n",
" <td>1.35</td>\n",
" <td>0.49</td>\n",
" <td>0.33</td>\n",
" <td>...</td>\n",
" <td>6.24</td>\n",
" <td>29.60</td>\n",
" <td>4.11</td>\n",
" <td>1.03</td>\n",
" <td>0.84</td>\n",
" <td>0.55</td>\n",
" <td>1.64</td>\n",
" <td>1.66</td>\n",
" <td>1.25</td>\n",
" <td>0.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>January 2022</th>\n",
" <td>0.66</td>\n",
" <td>0.75</td>\n",
" <td>7.40</td>\n",
" <td>7.27</td>\n",
" <td>0.30</td>\n",
" <td>0.72</td>\n",
" <td>0.00</td>\n",
" <td>1.19</td>\n",
" <td>0.48</td>\n",
" <td>0.34</td>\n",
" <td>...</td>\n",
" <td>6.06</td>\n",
" <td>28.74</td>\n",
" <td>4.19</td>\n",
" <td>1.07</td>\n",
" <td>0.98</td>\n",
" <td>0.48</td>\n",
" <td>1.91</td>\n",
" <td>1.74</td>\n",
" <td>1.14</td>\n",
" <td>0.64</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>211 rows × 28 columns</p>\n",
"</div>"
],
"text/plain": [
" Abap Ada C/C++ C# Cobol Dart Delphi/Pascal Go \\\n",
"Date \n",
"July 2004 0.34 0.36 10.08 4.71 0.43 0.00 2.82 0.00 \n",
"August 2004 0.36 0.36 9.81 4.99 0.46 0.00 2.67 0.00 \n",
"September 2004 0.41 0.41 9.63 5.06 0.51 0.00 2.65 0.00 \n",
"October 2004 0.40 0.38 9.50 5.31 0.53 0.00 2.77 0.00 \n",
"November 2004 0.38 0.38 9.52 5.24 0.55 0.00 2.76 0.00 \n",
"... ... ... ... ... ... ... ... ... \n",
"September 2021 0.50 0.55 6.68 7.17 0.35 0.58 0.00 1.57 \n",
"October 2021 0.53 0.57 6.99 7.38 0.33 0.55 0.00 1.54 \n",
"November 2021 0.61 0.70 6.99 7.31 0.35 0.61 0.00 1.42 \n",
"December 2021 0.70 0.67 7.01 7.26 0.33 0.65 0.00 1.35 \n",
"January 2022 0.66 0.75 7.40 7.27 0.30 0.72 0.00 1.19 \n",
"\n",
" Groovy Haskell ... PHP Python R Ruby Rust Scala \\\n",
"Date ... \n",
"July 2004 0.03 0.22 ... 18.75 2.53 0.39 0.33 0.08 0.03 \n",
"August 2004 0.07 0.20 ... 19.26 2.64 0.41 0.40 0.09 0.03 \n",
"September 2004 0.08 0.21 ... 19.49 2.72 0.40 0.41 0.10 0.03 \n",
"October 2004 0.09 0.20 ... 19.34 2.92 0.42 0.46 0.11 0.04 \n",
"November 2004 0.07 0.24 ... 19.43 2.84 0.41 0.45 0.13 0.04 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"September 2021 0.47 0.20 ... 6.37 30.11 3.93 1.01 0.77 0.49 \n",
"October 2021 0.52 0.29 ... 6.28 30.14 3.73 0.98 0.74 0.49 \n",
"November 2021 0.52 0.32 ... 6.19 30.05 3.80 1.00 0.82 0.54 \n",
"December 2021 0.49 0.33 ... 6.24 29.60 4.11 1.03 0.84 0.55 \n",
"January 2022 0.48 0.34 ... 6.06 28.74 4.19 1.07 0.98 0.48 \n",
"\n",
" Swift TypeScript VBA Visual Basic \n",
"Date \n",
"July 2004 0.00 0.00 1.44 8.56 \n",
"August 2004 0.00 0.00 1.46 8.57 \n",
"September 2004 0.00 0.00 1.55 8.41 \n",
"October 2004 0.00 0.00 1.61 8.49 \n",
"November 2004 0.00 0.00 1.50 8.24 \n",
"... ... ... ... ... \n",
"September 2021 1.64 1.59 1.27 0.72 \n",
"October 2021 1.61 1.59 1.28 0.75 \n",
"November 2021 1.70 1.63 1.37 0.76 \n",
"December 2021 1.64 1.66 1.25 0.71 \n",
"January 2022 1.91 1.74 1.14 0.64 \n",
"\n",
"[211 rows x 28 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"df=pd.read_csv('Most Popular Programming Languages from 2004 to 2022.csv')\n",
"df=df.set_index('Date')\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "dee851fc-c8c1-4d45-944a-acf410112663",
"metadata": {},
"outputs": [
{
"data": {
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"\">\n",
" Your browser does not support the video tag.\n",
"</video>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# a lot more options for arguments and customization https://github.com/dexplo/bar_chart_race\n",
"bcr.bar_chart_race(\n",
" df=df.head(40),\n",
" filter_column_colors=False) "
]
},
{
"cell_type": "markdown",
"id": "e63f4f5a-8b1d-4306-a83e-3d8b7405b1ce",
"metadata": {},
"source": [
"# Alternative Make a Racing Bar Chart with Plotly\n",
"## Let's use diffrent Data: https://raw.githubusercontent.com/lc5415/raceplotly/main/example/FAOSTAT_data.csv"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "bd3b9c4c-caeb-418c-9498-5e53134af73a",
"metadata": {},
"outputs": [
{
"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>Domain Code</th>\n",
" <th>Domain</th>\n",
" <th>Area Code</th>\n",
" <th>Area</th>\n",
" <th>Element Code</th>\n",
" <th>Element</th>\n",
" <th>Item Code</th>\n",
" <th>Item</th>\n",
" <th>Year Code</th>\n",
" <th>Year</th>\n",
" <th>Unit</th>\n",
" <th>Value</th>\n",
" <th>Flag</th>\n",
" <th>Flag Description</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>800</td>\n",
" <td>Agave fibres nes</td>\n",
" <td>1961</td>\n",
" <td>1961</td>\n",
" <td>tonnes</td>\n",
" <td>34600.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>800</td>\n",
" <td>Agave fibres nes</td>\n",
" <td>1962</td>\n",
" <td>1962</td>\n",
" <td>tonnes</td>\n",
" <td>32950.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>800</td>\n",
" <td>Agave fibres nes</td>\n",
" <td>1963</td>\n",
" <td>1963</td>\n",
" <td>tonnes</td>\n",
" <td>35000.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>800</td>\n",
" <td>Agave fibres nes</td>\n",
" <td>1964</td>\n",
" <td>1964</td>\n",
" <td>tonnes</td>\n",
" <td>35124.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>800</td>\n",
" <td>Agave fibres nes</td>\n",
" <td>1965</td>\n",
" <td>1965</td>\n",
" <td>tonnes</td>\n",
" <td>35721.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9390</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>135</td>\n",
" <td>Yautia (cocoyam)</td>\n",
" <td>2014</td>\n",
" <td>2014</td>\n",
" <td>tonnes</td>\n",
" <td>548968.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9391</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>135</td>\n",
" <td>Yautia (cocoyam)</td>\n",
" <td>2015</td>\n",
" <td>2015</td>\n",
" <td>tonnes</td>\n",
" <td>515236.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9392</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>135</td>\n",
" <td>Yautia (cocoyam)</td>\n",
" <td>2016</td>\n",
" <td>2016</td>\n",
" <td>tonnes</td>\n",
" <td>485076.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9393</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>135</td>\n",
" <td>Yautia (cocoyam)</td>\n",
" <td>2017</td>\n",
" <td>2017</td>\n",
" <td>tonnes</td>\n",
" <td>442831.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9394</th>\n",
" <td>QC</td>\n",
" <td>Crops</td>\n",
" <td>5000</td>\n",
" <td>World</td>\n",
" <td>5510</td>\n",
" <td>Production</td>\n",
" <td>135</td>\n",
" <td>Yautia (cocoyam)</td>\n",
" <td>2018</td>\n",
" <td>2018</td>\n",
" <td>tonnes</td>\n",
" <td>457416.0</td>\n",
" <td>A</td>\n",
" <td>Aggregate, may include official, semi-official...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>9395 rows × 14 columns</p>\n",
"</div>"
],
"text/plain": [
" Domain Code Domain Area Code Area Element Code Element \\\n",
"0 QC Crops 5000 World 5510 Production \n",
"1 QC Crops 5000 World 5510 Production \n",
"2 QC Crops 5000 World 5510 Production \n",
"3 QC Crops 5000 World 5510 Production \n",
"4 QC Crops 5000 World 5510 Production \n",
"... ... ... ... ... ... ... \n",
"9390 QC Crops 5000 World 5510 Production \n",
"9391 QC Crops 5000 World 5510 Production \n",
"9392 QC Crops 5000 World 5510 Production \n",
"9393 QC Crops 5000 World 5510 Production \n",
"9394 QC Crops 5000 World 5510 Production \n",
"\n",
" Item Code Item Year Code Year Unit Value Flag \\\n",
"0 800 Agave fibres nes 1961 1961 tonnes 34600.0 A \n",
"1 800 Agave fibres nes 1962 1962 tonnes 32950.0 A \n",
"2 800 Agave fibres nes 1963 1963 tonnes 35000.0 A \n",
"3 800 Agave fibres nes 1964 1964 tonnes 35124.0 A \n",
"4 800 Agave fibres nes 1965 1965 tonnes 35721.0 A \n",
"... ... ... ... ... ... ... ... \n",
"9390 135 Yautia (cocoyam) 2014 2014 tonnes 548968.0 A \n",
"9391 135 Yautia (cocoyam) 2015 2015 tonnes 515236.0 A \n",
"9392 135 Yautia (cocoyam) 2016 2016 tonnes 485076.0 A \n",
"9393 135 Yautia (cocoyam) 2017 2017 tonnes 442831.0 A \n",
"9394 135 Yautia (cocoyam) 2018 2018 tonnes 457416.0 A \n",
"\n",
" Flag Description \n",
"0 Aggregate, may include official, semi-official... \n",
"1 Aggregate, may include official, semi-official... \n",
"2 Aggregate, may include official, semi-official... \n",
"3 Aggregate, may include official, semi-official... \n",
"4 Aggregate, may include official, semi-official... \n",
"... ... \n",
"9390 Aggregate, may include official, semi-official... \n",
"9391 Aggregate, may include official, semi-official... \n",
"9392 Aggregate, may include official, semi-official... \n",
"9393 Aggregate, may include official, semi-official... \n",
"9394 Aggregate, may include official, semi-official... \n",
"\n",
"[9395 rows x 14 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('https://raw.githubusercontent.com/lc5415/raceplotly/main/example/FAOSTAT_data.csv')\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "027afc35-affe-4e8e-adab-22e87504dbef",
"metadata": {},
"outputs": [],
"source": [
"from raceplotly.plots import barplot\n",
"my_raceplot = barplot(df, item_column='Item', value_column='Value', time_column='Year')\n",
"fig=my_raceplot.plot(\n",
"\titem_label = 'Top 10 crops',\n",
"\tvalue_label = 'Production quantity (tonnes)',\n",
"\ttime_label = 'Year: ',\n",
"\t## overwrites default `Date: `\n",
"\tframe_duration = 800,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "67a4c2b5-152c-4645-8566-c56663f4002b",
"metadata": {},
"outputs": [
{
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r=L(8/(3*y)),i=e/r;return[t/(r*(1-n(i)/y)),i]},mt.invert=function(t,e){var r=2-n(e)/L(2*y/3);return[t*L(6*y)/(2*r),d(e)*S((4-r*r)/3)]},gt.invert=function(t,e){var r=L(y*(4+y))/2;return[t*r/(1+L(1-e*e*(4+y)/(4*y))),e*r/2]},vt.invert=function(t,e){var r=e*L((4+y)/y)/2,n=S(r),i=o(n);return[t/(2/L(y*(4+y))*(1+i)),S((n+r*(i+2))/(2+x))]},yt.invert=function(t,e){var r=L(2+y),n=e*r/2;return[r*t/(1+o(n)),n]},xt.invert=function(t,e){var r=1+x,n=L(r/2);return[2*t*n/(1+o(e*=n)),S((e+m(e))/r)]};var bt=3+2*w;function _t(t,e){var r=m(t/=2),n=o(t),a=L(o(e)),s=o(e/=2),l=m(e)/(s+w*n*a),u=L(2/(1+l*l)),f=L((w*s+(n+r)*a)/(w*s+(n-r)*a));return[bt*(u*(f-1/f)-2*c(f)),bt*(u*l*(f+1/f)-2*i(l))]}_t.invert=function(t,e){if(!(r=D.invert(t/1.2,1.065*e)))return null;var r,a=r[0],s=r[1],l=20;t/=bt,e/=bt;do{var 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a=V(s,i);return[r/n*(t+e/o(a)),a]},a}function Mt(t){return[t[0]/2,S(g(t[1]/2*M))*A]}function St(t){return[2*t[0],2*i(m(t[1]*M))*A]}function Et(t,r){var i=2*y/r,s=t*t;function l(r,l){var c=e.geoAzimuthalEquidistantRaw(r,l),u=c[0],f=c[1],h=u*u+f*f;if(h>s){var d=L(h),g=a(f,u),b=i*p(g/i),_=g-b,w=t*o(_),T=(t*m(_)-_*m(w))/(x-w),k=Lt(_,T),A=(y-t)/Ct(k,w,y);u=d;var M,S=50;do{u-=M=(t+Ct(k,w,u)*A-d)/(k(u)*A)}while(n(M)>v&&--S>0);f=_*m(u),u<x&&(f-=T*(u-x));var E=m(b),C=o(b);c[0]=u*C-f*E,c[1]=u*E+f*C}return c}return l.invert=function(r,l){var c=r*r+l*l;if(c>s){var u=L(c),f=a(l,r),h=i*p(f/i),d=f-h;r=u*o(d),l=u*m(d);for(var g=r-x,v=m(r),b=l/v,_=r<x?1/0:0,w=10;;){var T=t*m(b),k=t*o(b),A=m(k),M=x-k,S=(T-b*A)/M,E=Lt(b,S);if(n(_)<1e-12||!--w)break;b-=_=(b*v-S*g-l)/(v-2*g*(M*(k+b*T*o(k)-A)-T*(T-b*A))/(M*M))}r=(u=t+Ct(E,k,r)*(y-t)/Ct(E,k,y))*o(f=h+b),l=u*m(f)}return e.geoAzimuthalEquidistantRaw.invert(r,l)},l}function Lt(t,e){return function(r){var n=t*o(r);return r<x&&(n-=e),L(1+n*n)}}function 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