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Análisis de tenencias en desarrolladores de software.ipynb
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"name": "Análisis de tenencias en desarrolladores de software.ipynb",
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"<a href=\"https://colab.research.google.com/gist/seagomezar/4e8f15cda9e26c6cf36d12365e03d863/smbd_trabajofinal.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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},
{
"cell_type": "markdown",
"metadata": {
"id": "u2D5cS88fyKn",
"colab_type": "text"
},
"source": [
"# Análisis de tenencias en desarrolladores de software"
]
},
{
"cell_type": "code",
"metadata": {
"id": "9RakPpmofRUN",
"colab_type": "code",
"colab": {}
},
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sb\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from matplotlib import cm\n",
"plt.rcParams['figure.figsize'] = (16, 9)\n",
"plt.style.use('ggplot')\n",
"from sklearn import linear_model\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"from enum import Enum"
],
"execution_count": 33,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "uGNUTMb-7WDP",
"colab_type": "text"
},
"source": [
"## **Lenguajes de programación**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "fz6pyFAbf_Ez",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 502
},
"outputId": "94c67d56-41e2-421d-f719-b7cbfe90d8a4"
},
"source": [
"# Cargando los datos\n",
"data = pd.read_csv('consolidado_lenguajes.csv') # Asegurate de tenerlo en tu entorno local\n",
"# Solo escogeremos los primeros 9 lenguajes que son los que más consistencia han tenido a través de los años.\n",
"data = data.drop(['Go','R','Objective-C','Scala','Clojure','F#'],1)\n",
"data['Lenguaje'][0,1,2,3,4,5,6,7,8] = 2011,2012,2013,2014,2015,2016,2017,2018,2019\n",
"data"
],
"execution_count": 34,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \"\"\"\n",
"/usr/local/lib/python3.6/dist-packages/pandas/core/indexing.py:671: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" self._setitem_with_indexer(indexer, value)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" 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>Lenguaje</th>\n",
" <th>JavaScript</th>\n",
" <th>SQL</th>\n",
" <th>Python</th>\n",
" <th>Java</th>\n",
" <th>C#</th>\n",
" <th>PHP</th>\n",
" <th>C++</th>\n",
" <th>C</th>\n",
" <th>Ruby</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2011</td>\n",
" <td>1420</td>\n",
" <td>1613</td>\n",
" <td>575</td>\n",
" <td>897</td>\n",
" <td>1352</td>\n",
" <td>788</td>\n",
" <td>740</td>\n",
" <td>741</td>\n",
" <td>285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2012</td>\n",
" <td>3127</td>\n",
" <td>3294</td>\n",
" <td>1210</td>\n",
" <td>2348</td>\n",
" <td>2468</td>\n",
" <td>1925</td>\n",
" <td>1526</td>\n",
" <td>1484</td>\n",
" <td>577</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2013</td>\n",
" <td>4737</td>\n",
" <td>4594</td>\n",
" <td>1881</td>\n",
" <td>3020</td>\n",
" <td>3027</td>\n",
" <td>2327</td>\n",
" <td>1696</td>\n",
" <td>1436</td>\n",
" <td>794</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014</td>\n",
" <td>3783</td>\n",
" <td>3467</td>\n",
" <td>1476</td>\n",
" <td>2479</td>\n",
" <td>2378</td>\n",
" <td>1710</td>\n",
" <td>1418</td>\n",
" <td>1174</td>\n",
" <td>593</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2015</td>\n",
" <td>11962</td>\n",
" <td>9439</td>\n",
" <td>5238</td>\n",
" <td>8219</td>\n",
" <td>6949</td>\n",
" <td>6529</td>\n",
" <td>4529</td>\n",
" <td>3612</td>\n",
" <td>1765</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2016</td>\n",
" <td>27385</td>\n",
" <td>21976</td>\n",
" <td>12282</td>\n",
" <td>17942</td>\n",
" <td>15283</td>\n",
" <td>12780</td>\n",
" <td>9589</td>\n",
" <td>7678</td>\n",
" <td>4383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2017</td>\n",
" <td>22875</td>\n",
" <td>18754</td>\n",
" <td>11704</td>\n",
" <td>14524</td>\n",
" <td>12476</td>\n",
" <td>10290</td>\n",
" <td>8155</td>\n",
" <td>6974</td>\n",
" <td>3324</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2018</td>\n",
" <td>54686</td>\n",
" <td>44670</td>\n",
" <td>30359</td>\n",
" <td>35521</td>\n",
" <td>26954</td>\n",
" <td>24071</td>\n",
" <td>19872</td>\n",
" <td>18042</td>\n",
" <td>7911</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2019</td>\n",
" <td>59219</td>\n",
" <td>47544</td>\n",
" <td>36443</td>\n",
" <td>35917</td>\n",
" <td>27097</td>\n",
" <td>23030</td>\n",
" <td>20524</td>\n",
" <td>18017</td>\n",
" <td>7331</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Lenguaje JavaScript SQL Python Java C# PHP C++ C Ruby\n",
"0 2011 1420 1613 575 897 1352 788 740 741 285\n",
"1 2012 3127 3294 1210 2348 2468 1925 1526 1484 577\n",
"2 2013 4737 4594 1881 3020 3027 2327 1696 1436 794\n",
"3 2014 3783 3467 1476 2479 2378 1710 1418 1174 593\n",
"4 2015 11962 9439 5238 8219 6949 6529 4529 3612 1765\n",
"5 2016 27385 21976 12282 17942 15283 12780 9589 7678 4383\n",
"6 2017 22875 18754 11704 14524 12476 10290 8155 6974 3324\n",
"7 2018 54686 44670 30359 35521 26954 24071 19872 18042 7911\n",
"8 2019 59219 47544 36443 35917 27097 23030 20524 18017 7331"
]
},
"metadata": {
"tags": []
},
"execution_count": 34
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "1kCvqIcmhbeQ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "3c9c5c5f-ebcb-42ff-9902-7e9fd50057e4"
},
"source": [
"#Revisamos la forma de nuestros datos\n",
"data.shape"
],
"execution_count": 35,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(9, 10)"
]
},
"metadata": {
"tags": []
},
"execution_count": 35
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "LyF9ckz3iMCu",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 284
},
"outputId": "a6244eba-f5fa-45a8-8268-81177c825658"
},
"source": [
"#Obtenemos estadísticos descriptivos de nuestros datos\n",
"data.describe()"
],
"execution_count": 36,
"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>Lenguaje</th>\n",
" <th>JavaScript</th>\n",
" <th>SQL</th>\n",
" <th>Python</th>\n",
" <th>Java</th>\n",
" <th>C#</th>\n",
" <th>PHP</th>\n",
" <th>C++</th>\n",
" <th>C</th>\n",
" <th>Ruby</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>2015.000000</td>\n",
" <td>21021.555556</td>\n",
" <td>17261.222222</td>\n",
" <td>11240.888889</td>\n",
" <td>13429.666667</td>\n",
" <td>10887.111111</td>\n",
" <td>9272.222222</td>\n",
" <td>7561.000000</td>\n",
" <td>6573.111111</td>\n",
" <td>2995.888889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.738613</td>\n",
" <td>22319.090641</td>\n",
" <td>17834.733127</td>\n",
" <td>13394.598393</td>\n",
" <td>13921.953275</td>\n",
" <td>10333.493098</td>\n",
" <td>9086.617464</td>\n",
" <td>7812.975378</td>\n",
" <td>6965.096544</td>\n",
" <td>2964.803090</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>2011.000000</td>\n",
" <td>1420.000000</td>\n",
" <td>1613.000000</td>\n",
" <td>575.000000</td>\n",
" <td>897.000000</td>\n",
" <td>1352.000000</td>\n",
" <td>788.000000</td>\n",
" <td>740.000000</td>\n",
" <td>741.000000</td>\n",
" <td>285.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>2013.000000</td>\n",
" <td>3783.000000</td>\n",
" <td>3467.000000</td>\n",
" <td>1476.000000</td>\n",
" <td>2479.000000</td>\n",
" <td>2468.000000</td>\n",
" <td>1925.000000</td>\n",
" <td>1526.000000</td>\n",
" <td>1436.000000</td>\n",
" <td>593.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>2015.000000</td>\n",
" <td>11962.000000</td>\n",
" <td>9439.000000</td>\n",
" <td>5238.000000</td>\n",
" <td>8219.000000</td>\n",
" <td>6949.000000</td>\n",
" <td>6529.000000</td>\n",
" <td>4529.000000</td>\n",
" <td>3612.000000</td>\n",
" <td>1765.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2017.000000</td>\n",
" <td>27385.000000</td>\n",
" <td>21976.000000</td>\n",
" <td>12282.000000</td>\n",
" <td>17942.000000</td>\n",
" <td>15283.000000</td>\n",
" <td>12780.000000</td>\n",
" <td>9589.000000</td>\n",
" <td>7678.000000</td>\n",
" <td>4383.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>2019.000000</td>\n",
" <td>59219.000000</td>\n",
" <td>47544.000000</td>\n",
" <td>36443.000000</td>\n",
" <td>35917.000000</td>\n",
" <td>27097.000000</td>\n",
" <td>24071.000000</td>\n",
" <td>20524.000000</td>\n",
" <td>18042.000000</td>\n",
" <td>7911.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Lenguaje JavaScript ... C Ruby\n",
"count 9.000000 9.000000 ... 9.000000 9.000000\n",
"mean 2015.000000 21021.555556 ... 6573.111111 2995.888889\n",
"std 2.738613 22319.090641 ... 6965.096544 2964.803090\n",
"min 2011.000000 1420.000000 ... 741.000000 285.000000\n",
"25% 2013.000000 3783.000000 ... 1436.000000 593.000000\n",
"50% 2015.000000 11962.000000 ... 3612.000000 1765.000000\n",
"75% 2017.000000 27385.000000 ... 7678.000000 4383.000000\n",
"max 2019.000000 59219.000000 ... 18042.000000 7911.000000\n",
"\n",
"[8 rows x 10 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 36
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r0vp0Y8zvGMe",
"colab_type": "text"
},
"source": [
"### **Análisis de Series de Tiempo**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "ModL7w70q2vK",
"colab_type": "code",
"colab": {}
},
"source": [
"import statsmodels.api as sm\n",
"import statsmodels.formula.api as smf"
],
"execution_count": 37,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Os7ExuXjY6GM",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 486
},
"outputId": "871b89f5-137f-4237-c412-d03b299076ea"
},
"source": [
"data.drop(['Lenguaje'],1).plot(figsize=(10, 8), fontsize=12)\n",
"legend = plt.legend()\n",
"legend.prop.set_size(14)"
],
"execution_count": 38,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "RC6hLM-oziyA",
"colab_type": "text"
},
"source": [
"### **Utilizando Medias Moviles**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Bx7aEu_3nC6D",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 334
},
"outputId": "4025a87c-b43b-44e7-b264-5553a3099a4a"
},
"source": [
"for i in data:\n",
"\n",
" contador = 0\n",
"\n",
" for j in data[i].values:\n",
" data[i][contador] = float(j)\n",
" contador = contador + 1\n",
"\n",
"contador = 0 #para que no siga iterando sobre las nuevas columnas\n",
"\n",
"for i in data:\n",
"\n",
" if contador > 0 and contador < 10:\n",
" serie = pd.Series(data[i].values)\n",
"\n",
" nombre = 'mm' + i\n",
"\n",
" data[nombre] = pd.Series(serie).rolling(window=2).mean()\n",
" elif contador == 0:\n",
" contador = contador + 1\n",
"\n",
"data"
],
"execution_count": 39,
"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>Lenguaje</th>\n",
" <th>JavaScript</th>\n",
" <th>SQL</th>\n",
" <th>Python</th>\n",
" <th>Java</th>\n",
" <th>C#</th>\n",
" <th>PHP</th>\n",
" <th>C++</th>\n",
" <th>C</th>\n",
" <th>Ruby</th>\n",
" <th>mmJavaScript</th>\n",
" <th>mmSQL</th>\n",
" <th>mmPython</th>\n",
" <th>mmJava</th>\n",
" <th>mmC#</th>\n",
" <th>mmPHP</th>\n",
" <th>mmC++</th>\n",
" <th>mmC</th>\n",
" <th>mmRuby</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2011</td>\n",
" <td>1420</td>\n",
" <td>1613</td>\n",
" <td>575</td>\n",
" <td>897</td>\n",
" <td>1352</td>\n",
" <td>788</td>\n",
" <td>740</td>\n",
" <td>741</td>\n",
" <td>285</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>1</th>\n",
" <td>2012</td>\n",
" <td>3127</td>\n",
" <td>3294</td>\n",
" <td>1210</td>\n",
" <td>2348</td>\n",
" <td>2468</td>\n",
" <td>1925</td>\n",
" <td>1526</td>\n",
" <td>1484</td>\n",
" <td>577</td>\n",
" <td>2273.5</td>\n",
" <td>2453.5</td>\n",
" <td>892.5</td>\n",
" <td>1622.5</td>\n",
" <td>1910.0</td>\n",
" <td>1356.5</td>\n",
" <td>1133.0</td>\n",
" <td>1112.5</td>\n",
" <td>431.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2013</td>\n",
" <td>4737</td>\n",
" <td>4594</td>\n",
" <td>1881</td>\n",
" <td>3020</td>\n",
" <td>3027</td>\n",
" <td>2327</td>\n",
" <td>1696</td>\n",
" <td>1436</td>\n",
" <td>794</td>\n",
" <td>3932.0</td>\n",
" <td>3944.0</td>\n",
" <td>1545.5</td>\n",
" <td>2684.0</td>\n",
" <td>2747.5</td>\n",
" <td>2126.0</td>\n",
" <td>1611.0</td>\n",
" <td>1460.0</td>\n",
" <td>685.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014</td>\n",
" <td>3783</td>\n",
" <td>3467</td>\n",
" <td>1476</td>\n",
" <td>2479</td>\n",
" <td>2378</td>\n",
" <td>1710</td>\n",
" <td>1418</td>\n",
" <td>1174</td>\n",
" <td>593</td>\n",
" <td>4260.0</td>\n",
" <td>4030.5</td>\n",
" <td>1678.5</td>\n",
" <td>2749.5</td>\n",
" <td>2702.5</td>\n",
" <td>2018.5</td>\n",
" <td>1557.0</td>\n",
" <td>1305.0</td>\n",
" <td>693.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2015</td>\n",
" <td>11962</td>\n",
" <td>9439</td>\n",
" <td>5238</td>\n",
" <td>8219</td>\n",
" <td>6949</td>\n",
" <td>6529</td>\n",
" <td>4529</td>\n",
" <td>3612</td>\n",
" <td>1765</td>\n",
" <td>7872.5</td>\n",
" <td>6453.0</td>\n",
" <td>3357.0</td>\n",
" <td>5349.0</td>\n",
" <td>4663.5</td>\n",
" <td>4119.5</td>\n",
" <td>2973.5</td>\n",
" <td>2393.0</td>\n",
" <td>1179.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2016</td>\n",
" <td>27385</td>\n",
" <td>21976</td>\n",
" <td>12282</td>\n",
" <td>17942</td>\n",
" <td>15283</td>\n",
" <td>12780</td>\n",
" <td>9589</td>\n",
" <td>7678</td>\n",
" <td>4383</td>\n",
" <td>19673.5</td>\n",
" <td>15707.5</td>\n",
" <td>8760.0</td>\n",
" <td>13080.5</td>\n",
" <td>11116.0</td>\n",
" <td>9654.5</td>\n",
" <td>7059.0</td>\n",
" <td>5645.0</td>\n",
" <td>3074.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2017</td>\n",
" <td>22875</td>\n",
" <td>18754</td>\n",
" <td>11704</td>\n",
" <td>14524</td>\n",
" <td>12476</td>\n",
" <td>10290</td>\n",
" <td>8155</td>\n",
" <td>6974</td>\n",
" <td>3324</td>\n",
" <td>25130.0</td>\n",
" <td>20365.0</td>\n",
" <td>11993.0</td>\n",
" <td>16233.0</td>\n",
" <td>13879.5</td>\n",
" <td>11535.0</td>\n",
" <td>8872.0</td>\n",
" <td>7326.0</td>\n",
" <td>3853.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2018</td>\n",
" <td>54686</td>\n",
" <td>44670</td>\n",
" <td>30359</td>\n",
" <td>35521</td>\n",
" <td>26954</td>\n",
" <td>24071</td>\n",
" <td>19872</td>\n",
" <td>18042</td>\n",
" <td>7911</td>\n",
" <td>38780.5</td>\n",
" <td>31712.0</td>\n",
" <td>21031.5</td>\n",
" <td>25022.5</td>\n",
" <td>19715.0</td>\n",
" <td>17180.5</td>\n",
" <td>14013.5</td>\n",
" <td>12508.0</td>\n",
" <td>5617.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2019</td>\n",
" <td>59219</td>\n",
" <td>47544</td>\n",
" <td>36443</td>\n",
" <td>35917</td>\n",
" <td>27097</td>\n",
" <td>23030</td>\n",
" <td>20524</td>\n",
" <td>18017</td>\n",
" <td>7331</td>\n",
" <td>56952.5</td>\n",
" <td>46107.0</td>\n",
" <td>33401.0</td>\n",
" <td>35719.0</td>\n",
" <td>27025.5</td>\n",
" <td>23550.5</td>\n",
" <td>20198.0</td>\n",
" <td>18029.5</td>\n",
" <td>7621.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Lenguaje JavaScript SQL Python ... mmPHP mmC++ mmC mmRuby\n",
"0 2011 1420 1613 575 ... NaN NaN NaN NaN\n",
"1 2012 3127 3294 1210 ... 1356.5 1133.0 1112.5 431.0\n",
"2 2013 4737 4594 1881 ... 2126.0 1611.0 1460.0 685.5\n",
"3 2014 3783 3467 1476 ... 2018.5 1557.0 1305.0 693.5\n",
"4 2015 11962 9439 5238 ... 4119.5 2973.5 2393.0 1179.0\n",
"5 2016 27385 21976 12282 ... 9654.5 7059.0 5645.0 3074.0\n",
"6 2017 22875 18754 11704 ... 11535.0 8872.0 7326.0 3853.5\n",
"7 2018 54686 44670 30359 ... 17180.5 14013.5 12508.0 5617.5\n",
"8 2019 59219 47544 36443 ... 23550.5 20198.0 18029.5 7621.0\n",
"\n",
"[9 rows x 19 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 39
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ccE4Y6-tjZna",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"outputId": "e4e84bf1-8110-4f57-a5ba-360566c14b33"
},
"source": [
"data_mm = data.iloc[:,10:]\n",
"data_mm.plot(figsize=(10, 8), fontsize=12)"
],
"execution_count": 40,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fcb162a7860>"
]
},
"metadata": {
"tags": []
},
"execution_count": 40
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BFNVqdMY1RdW",
"colab_type": "text"
},
"source": [
"### **ARIMA**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "IA6WFfC33cfU",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 537
},
"outputId": "e8b97762-531c-4cfc-ad03-7440df5f5b7d"
},
"source": [
"contador = 0\n",
"\n",
"for i in data:\n",
" if contador>0 and contador<=9:\n",
" modelo = sm.tsa.ARIMA(data[i].iloc[1:], order=(1, 0, 0))\n",
" resultados = modelo.fit(disp=0)\n",
" predicted = resultados.predict(start=1,end=9)\n",
" plt.plot(predicted, label=i)\n",
" \n",
" contador = contador + 1\n",
"\n",
"legend = plt.legend()\n",
"legend.prop.set_size(14)\n",
"plt.show()"
],
"execution_count": 41,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KkqDY8HLIrAX",
"colab_type": "text"
},
"source": [
"### **Datos porcentuales**"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MMav7phB7u5J",
"colab_type": "text"
},
"source": [
"Ahora hagamos el análisis sobre tendencias en Lenguajes de Programación pero esta vez con datos porcentuales, es decir, el porcentaje de personas encuestadas que han trabajado determinado lenguaje\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Age41WhKERqq",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 314
},
"outputId": "a98ee644-5ee8-461b-b59e-f741281c3617"
},
"source": [
"# Cargando los datos\n",
"porc = pd.read_csv('LenguajesPorcentual.csv')\n",
"# Solo escogeremos los primeros 9 lenguajes que son los que más consistencia han tenido a través de los años.\n",
"porc = porc.drop(['Go','R','Objective-C','Scala','Clojure','F#'],1)\n",
"porc"
],
"execution_count": 42,
"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>Lenguaje</th>\n",
" <th>JavaScript</th>\n",
" <th>SQL</th>\n",
" <th>Python</th>\n",
" <th>Java</th>\n",
" <th>C#</th>\n",
" <th>PHP</th>\n",
" <th>C++</th>\n",
" <th>C</th>\n",
" <th>Ruby</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2011</td>\n",
" <td>0.50</td>\n",
" <td>0.57</td>\n",
" <td>0.20</td>\n",
" <td>0.32</td>\n",
" <td>0.48</td>\n",
" <td>0.28</td>\n",
" <td>0.26</td>\n",
" <td>0.26</td>\n",
" <td>0.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2012</td>\n",
" <td>0.50</td>\n",
" <td>0.53</td>\n",
" <td>0.19</td>\n",
" <td>0.38</td>\n",
" <td>0.40</td>\n",
" <td>0.31</td>\n",
" <td>0.24</td>\n",
" <td>0.24</td>\n",
" <td>0.09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2013</td>\n",
" <td>0.49</td>\n",
" <td>0.47</td>\n",
" <td>0.19</td>\n",
" <td>0.31</td>\n",
" <td>0.31</td>\n",
" <td>0.24</td>\n",
" <td>0.17</td>\n",
" <td>0.15</td>\n",
" <td>0.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014</td>\n",
" <td>0.49</td>\n",
" <td>0.45</td>\n",
" <td>0.19</td>\n",
" <td>0.32</td>\n",
" <td>0.31</td>\n",
" <td>0.22</td>\n",
" <td>0.19</td>\n",
" <td>0.15</td>\n",
" <td>0.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2015</td>\n",
" <td>0.46</td>\n",
" <td>0.36</td>\n",
" <td>0.20</td>\n",
" <td>0.32</td>\n",
" <td>0.27</td>\n",
" <td>0.25</td>\n",
" <td>0.17</td>\n",
" <td>0.14</td>\n",
" <td>0.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2016</td>\n",
" <td>0.49</td>\n",
" <td>0.39</td>\n",
" <td>0.22</td>\n",
" <td>0.32</td>\n",
" <td>0.27</td>\n",
" <td>0.23</td>\n",
" <td>0.17</td>\n",
" <td>0.14</td>\n",
" <td>0.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2017</td>\n",
" <td>0.45</td>\n",
" <td>0.36</td>\n",
" <td>0.23</td>\n",
" <td>0.28</td>\n",
" <td>0.24</td>\n",
" <td>0.20</td>\n",
" <td>0.16</td>\n",
" <td>0.14</td>\n",
" <td>0.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2018</td>\n",
" <td>0.55</td>\n",
" <td>0.45</td>\n",
" <td>0.31</td>\n",
" <td>0.36</td>\n",
" <td>0.27</td>\n",
" <td>0.24</td>\n",
" <td>0.20</td>\n",
" <td>0.18</td>\n",
" <td>0.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2019</td>\n",
" <td>0.67</td>\n",
" <td>0.53</td>\n",
" <td>0.41</td>\n",
" <td>0.40</td>\n",
" <td>0.30</td>\n",
" <td>0.26</td>\n",
" <td>0.23</td>\n",
" <td>0.20</td>\n",
" <td>0.08</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Lenguaje JavaScript SQL Python Java C# PHP C++ C Ruby\n",
"0 2011 0.50 0.57 0.20 0.32 0.48 0.28 0.26 0.26 0.10\n",
"1 2012 0.50 0.53 0.19 0.38 0.40 0.31 0.24 0.24 0.09\n",
"2 2013 0.49 0.47 0.19 0.31 0.31 0.24 0.17 0.15 0.08\n",
"3 2014 0.49 0.45 0.19 0.32 0.31 0.22 0.19 0.15 0.08\n",
"4 2015 0.46 0.36 0.20 0.32 0.27 0.25 0.17 0.14 0.07\n",
"5 2016 0.49 0.39 0.22 0.32 0.27 0.23 0.17 0.14 0.08\n",
"6 2017 0.45 0.36 0.23 0.28 0.24 0.20 0.16 0.14 0.06\n",
"7 2018 0.55 0.45 0.31 0.36 0.27 0.24 0.20 0.18 0.08\n",
"8 2019 0.67 0.53 0.41 0.40 0.30 0.26 0.23 0.20 0.08"
]
},
"metadata": {
"tags": []
},
"execution_count": 42
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "cbQ5OC5ZEd_z",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "75046516-74fb-4a0e-fa5f-8f2853689e91"
},
"source": [
"#Revisamos la forma de nuestros datos\n",
"porc.shape"
],
"execution_count": 43,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(9, 10)"
]
},
"metadata": {
"tags": []
},
"execution_count": 43
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "4uezuQixFg7n",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 284
},
"outputId": "56f8d4a6-ca9c-4e7f-cc38-8eb08941e967"
},
"source": [
"#Obtenemos estadísticos descriptivos de nuestros datos\n",
"porc.describe()"
],
"execution_count": 44,
"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>Lenguaje</th>\n",
" <th>JavaScript</th>\n",
" <th>SQL</th>\n",
" <th>Python</th>\n",
" <th>Java</th>\n",
" <th>C#</th>\n",
" <th>PHP</th>\n",
" <th>C++</th>\n",
" <th>C</th>\n",
" <th>Ruby</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.00000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>2015.000000</td>\n",
" <td>0.511111</td>\n",
" <td>0.456667</td>\n",
" <td>0.237778</td>\n",
" <td>0.334444</td>\n",
" <td>0.316667</td>\n",
" <td>0.247778</td>\n",
" <td>0.198889</td>\n",
" <td>0.177778</td>\n",
" <td>0.08000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.738613</td>\n",
" <td>0.065849</td>\n",
" <td>0.076649</td>\n",
" <td>0.074963</td>\n",
" <td>0.037786</td>\n",
" <td>0.076158</td>\n",
" <td>0.032702</td>\n",
" <td>0.036209</td>\n",
" <td>0.046037</td>\n",
" <td>0.01118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>2011.000000</td>\n",
" <td>0.450000</td>\n",
" <td>0.360000</td>\n",
" <td>0.190000</td>\n",
" <td>0.280000</td>\n",
" <td>0.240000</td>\n",
" <td>0.200000</td>\n",
" <td>0.160000</td>\n",
" <td>0.140000</td>\n",
" <td>0.06000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>2013.000000</td>\n",
" <td>0.490000</td>\n",
" <td>0.390000</td>\n",
" <td>0.190000</td>\n",
" <td>0.320000</td>\n",
" <td>0.270000</td>\n",
" <td>0.230000</td>\n",
" <td>0.170000</td>\n",
" <td>0.140000</td>\n",
" <td>0.08000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>2015.000000</td>\n",
" <td>0.490000</td>\n",
" <td>0.450000</td>\n",
" <td>0.200000</td>\n",
" <td>0.320000</td>\n",
" <td>0.300000</td>\n",
" <td>0.240000</td>\n",
" <td>0.190000</td>\n",
" <td>0.150000</td>\n",
" <td>0.08000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2017.000000</td>\n",
" <td>0.500000</td>\n",
" <td>0.530000</td>\n",
" <td>0.230000</td>\n",
" <td>0.360000</td>\n",
" <td>0.310000</td>\n",
" <td>0.260000</td>\n",
" <td>0.230000</td>\n",
" <td>0.200000</td>\n",
" <td>0.08000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>2019.000000</td>\n",
" <td>0.670000</td>\n",
" <td>0.570000</td>\n",
" <td>0.410000</td>\n",
" <td>0.400000</td>\n",
" <td>0.480000</td>\n",
" <td>0.310000</td>\n",
" <td>0.260000</td>\n",
" <td>0.260000</td>\n",
" <td>0.10000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Lenguaje JavaScript SQL ... C++ C Ruby\n",
"count 9.000000 9.000000 9.000000 ... 9.000000 9.000000 9.00000\n",
"mean 2015.000000 0.511111 0.456667 ... 0.198889 0.177778 0.08000\n",
"std 2.738613 0.065849 0.076649 ... 0.036209 0.046037 0.01118\n",
"min 2011.000000 0.450000 0.360000 ... 0.160000 0.140000 0.06000\n",
"25% 2013.000000 0.490000 0.390000 ... 0.170000 0.140000 0.08000\n",
"50% 2015.000000 0.490000 0.450000 ... 0.190000 0.150000 0.08000\n",
"75% 2017.000000 0.500000 0.530000 ... 0.230000 0.200000 0.08000\n",
"max 2019.000000 0.670000 0.570000 ... 0.260000 0.260000 0.10000\n",
"\n",
"[8 rows x 10 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 44
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "tYj11104FnN5",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 490
},
"outputId": "159a949a-9687-4f55-ff11-7361afcbe187"
},
"source": [
"porc.drop(['Lenguaje'],1).plot(figsize=(10, 8), fontsize=12)\n",
"legend = plt.legend()\n",
"legend.prop.set_size(14)"
],
"execution_count": 45,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "QqLx2Q4BFtFH",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 418
},
"outputId": "1cff304a-a733-4aef-f061-fdeb3e110839"
},
"source": [
"for i in porc:\n",
"\n",
" contador = 0\n",
"\n",
" for j in porc[i].values:\n",
" porc[i][contador] = float(j)\n",
" contador = contador + 1\n",
"\n",
"contador = 0 #para que no siga iterando sobre las nuevas columnas\n",
"\n",
"for i in porc:\n",
"\n",
" if contador > 0 and contador < 10:\n",
" serie = pd.Series(porc[i].values)\n",
"\n",
" nombre = 'mm' + i\n",
"\n",
" porc[nombre] = pd.Series(serie).rolling(window=2).mean()\n",
" elif contador == 0:\n",
" contador = contador + 1\n",
"\n",
"porc"
],
"execution_count": 46,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \n"
],
"name": "stderr"
},
{
"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>Lenguaje</th>\n",
" <th>JavaScript</th>\n",
" <th>SQL</th>\n",
" <th>Python</th>\n",
" <th>Java</th>\n",
" <th>C#</th>\n",
" <th>PHP</th>\n",
" <th>C++</th>\n",
" <th>C</th>\n",
" <th>Ruby</th>\n",
" <th>mmJavaScript</th>\n",
" <th>mmSQL</th>\n",
" <th>mmPython</th>\n",
" <th>mmJava</th>\n",
" <th>mmC#</th>\n",
" <th>mmPHP</th>\n",
" <th>mmC++</th>\n",
" <th>mmC</th>\n",
" <th>mmRuby</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2011</td>\n",
" <td>0.50</td>\n",
" <td>0.57</td>\n",
" <td>0.20</td>\n",
" <td>0.32</td>\n",
" <td>0.48</td>\n",
" <td>0.28</td>\n",
" <td>0.26</td>\n",
" <td>0.26</td>\n",
" <td>0.10</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>1</th>\n",
" <td>2012</td>\n",
" <td>0.50</td>\n",
" <td>0.53</td>\n",
" <td>0.19</td>\n",
" <td>0.38</td>\n",
" <td>0.40</td>\n",
" <td>0.31</td>\n",
" <td>0.24</td>\n",
" <td>0.24</td>\n",
" <td>0.09</td>\n",
" <td>0.500</td>\n",
" <td>0.550</td>\n",
" <td>0.195</td>\n",
" <td>0.350</td>\n",
" <td>0.440</td>\n",
" <td>0.295</td>\n",
" <td>0.250</td>\n",
" <td>0.250</td>\n",
" <td>0.095</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2013</td>\n",
" <td>0.49</td>\n",
" <td>0.47</td>\n",
" <td>0.19</td>\n",
" <td>0.31</td>\n",
" <td>0.31</td>\n",
" <td>0.24</td>\n",
" <td>0.17</td>\n",
" <td>0.15</td>\n",
" <td>0.08</td>\n",
" <td>0.495</td>\n",
" <td>0.500</td>\n",
" <td>0.190</td>\n",
" <td>0.345</td>\n",
" <td>0.355</td>\n",
" <td>0.275</td>\n",
" <td>0.205</td>\n",
" <td>0.195</td>\n",
" <td>0.085</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014</td>\n",
" <td>0.49</td>\n",
" <td>0.45</td>\n",
" <td>0.19</td>\n",
" <td>0.32</td>\n",
" <td>0.31</td>\n",
" <td>0.22</td>\n",
" <td>0.19</td>\n",
" <td>0.15</td>\n",
" <td>0.08</td>\n",
" <td>0.490</td>\n",
" <td>0.460</td>\n",
" <td>0.190</td>\n",
" <td>0.315</td>\n",
" <td>0.310</td>\n",
" <td>0.230</td>\n",
" <td>0.180</td>\n",
" <td>0.150</td>\n",
" <td>0.080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2015</td>\n",
" <td>0.46</td>\n",
" <td>0.36</td>\n",
" <td>0.20</td>\n",
" <td>0.32</td>\n",
" <td>0.27</td>\n",
" <td>0.25</td>\n",
" <td>0.17</td>\n",
" <td>0.14</td>\n",
" <td>0.07</td>\n",
" <td>0.475</td>\n",
" <td>0.405</td>\n",
" <td>0.195</td>\n",
" <td>0.320</td>\n",
" <td>0.290</td>\n",
" <td>0.235</td>\n",
" <td>0.180</td>\n",
" <td>0.145</td>\n",
" <td>0.075</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2016</td>\n",
" <td>0.49</td>\n",
" <td>0.39</td>\n",
" <td>0.22</td>\n",
" <td>0.32</td>\n",
" <td>0.27</td>\n",
" <td>0.23</td>\n",
" <td>0.17</td>\n",
" <td>0.14</td>\n",
" <td>0.08</td>\n",
" <td>0.475</td>\n",
" <td>0.375</td>\n",
" <td>0.210</td>\n",
" <td>0.320</td>\n",
" <td>0.270</td>\n",
" <td>0.240</td>\n",
" <td>0.170</td>\n",
" <td>0.140</td>\n",
" <td>0.075</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2017</td>\n",
" <td>0.45</td>\n",
" <td>0.36</td>\n",
" <td>0.23</td>\n",
" <td>0.28</td>\n",
" <td>0.24</td>\n",
" <td>0.20</td>\n",
" <td>0.16</td>\n",
" <td>0.14</td>\n",
" <td>0.06</td>\n",
" <td>0.470</td>\n",
" <td>0.375</td>\n",
" <td>0.225</td>\n",
" <td>0.300</td>\n",
" <td>0.255</td>\n",
" <td>0.215</td>\n",
" <td>0.165</td>\n",
" <td>0.140</td>\n",
" <td>0.070</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2018</td>\n",
" <td>0.55</td>\n",
" <td>0.45</td>\n",
" <td>0.31</td>\n",
" <td>0.36</td>\n",
" <td>0.27</td>\n",
" <td>0.24</td>\n",
" <td>0.20</td>\n",
" <td>0.18</td>\n",
" <td>0.08</td>\n",
" <td>0.500</td>\n",
" <td>0.405</td>\n",
" <td>0.270</td>\n",
" <td>0.320</td>\n",
" <td>0.255</td>\n",
" <td>0.220</td>\n",
" <td>0.180</td>\n",
" <td>0.160</td>\n",
" <td>0.070</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2019</td>\n",
" <td>0.67</td>\n",
" <td>0.53</td>\n",
" <td>0.41</td>\n",
" <td>0.40</td>\n",
" <td>0.30</td>\n",
" <td>0.26</td>\n",
" <td>0.23</td>\n",
" <td>0.20</td>\n",
" <td>0.08</td>\n",
" <td>0.610</td>\n",
" <td>0.490</td>\n",
" <td>0.360</td>\n",
" <td>0.380</td>\n",
" <td>0.285</td>\n",
" <td>0.250</td>\n"</