EDA_Current_Prices.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#1. Exploratory Data analyis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import openpyxl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>Agriculture</th>\n",
       "      <th>Mining and quarrying</th>\n",
       "      <th>Manufacturing</th>\n",
       "      <th>Electricity and water supply</th>\n",
       "      <th>Construction</th>\n",
       "      <th>Wholesale and retail trade</th>\n",
       "      <th>Accomodation, Food and Services</th>\n",
       "      <th>Transport and storage</th>\n",
       "      <th>Information and Communication</th>\n",
       "      <th>Financial &amp; insurance</th>\n",
       "      <th>...</th>\n",
       "      <th>Education</th>\n",
       "      <th>Health</th>\n",
       "      <th>Other services</th>\n",
       "      <th>FISIM</th>\n",
       "      <th>All indust. at basic prices</th>\n",
       "      <th>Taxes on products</th>\n",
       "      <th>GDP at market prices</th>\n",
       "      <th>GDP,\\nseasonally adjusted</th>\n",
       "      <th>Filled_Year</th>\n",
       "      <th>Quarters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>490237</td>\n",
       "      <td>18903</td>\n",
       "      <td>199902</td>\n",
       "      <td>53780</td>\n",
       "      <td>128305</td>\n",
       "      <td>189364</td>\n",
       "      <td>24266</td>\n",
       "      <td>249125</td>\n",
       "      <td>56499</td>\n",
       "      <td>147452</td>\n",
       "      <td>...</td>\n",
       "      <td>101752</td>\n",
       "      <td>42764</td>\n",
       "      <td>54548</td>\n",
       "      <td>-53058</td>\n",
       "      <td>2091678</td>\n",
       "      <td>193552</td>\n",
       "      <td>2285230</td>\n",
       "      <td>2262853</td>\n",
       "      <td>2018</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>553221</td>\n",
       "      <td>17210</td>\n",
       "      <td>189065</td>\n",
       "      <td>55318</td>\n",
       "      <td>130708</td>\n",
       "      <td>186473</td>\n",
       "      <td>23254</td>\n",
       "      <td>260081</td>\n",
       "      <td>55110</td>\n",
       "      <td>149766</td>\n",
       "      <td>...</td>\n",
       "      <td>101607</td>\n",
       "      <td>46240</td>\n",
       "      <td>54978</td>\n",
       "      <td>-51893</td>\n",
       "      <td>2182434</td>\n",
       "      <td>199461</td>\n",
       "      <td>2381895</td>\n",
       "      <td>2316982</td>\n",
       "      <td>2018</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>447489</td>\n",
       "      <td>15751</td>\n",
       "      <td>189071</td>\n",
       "      <td>53864</td>\n",
       "      <td>141169</td>\n",
       "      <td>194297</td>\n",
       "      <td>24069</td>\n",
       "      <td>274585</td>\n",
       "      <td>62650</td>\n",
       "      <td>154836</td>\n",
       "      <td>...</td>\n",
       "      <td>99962</td>\n",
       "      <td>47842</td>\n",
       "      <td>57589</td>\n",
       "      <td>-53278</td>\n",
       "      <td>2123734</td>\n",
       "      <td>200580</td>\n",
       "      <td>2324314</td>\n",
       "      <td>2361766</td>\n",
       "      <td>2018</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>406528</td>\n",
       "      <td>17045</td>\n",
       "      <td>207331</td>\n",
       "      <td>54207</td>\n",
       "      <td>145472</td>\n",
       "      <td>192834</td>\n",
       "      <td>28431</td>\n",
       "      <td>272473</td>\n",
       "      <td>65861</td>\n",
       "      <td>170571</td>\n",
       "      <td>...</td>\n",
       "      <td>96194</td>\n",
       "      <td>51931</td>\n",
       "      <td>58675</td>\n",
       "      <td>-57185</td>\n",
       "      <td>2133656</td>\n",
       "      <td>215212</td>\n",
       "      <td>2348868</td>\n",
       "      <td>2403465</td>\n",
       "      <td>2018</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>543176</td>\n",
       "      <td>18402</td>\n",
       "      <td>207415</td>\n",
       "      <td>54487</td>\n",
       "      <td>152755</td>\n",
       "      <td>202261</td>\n",
       "      <td>28733</td>\n",
       "      <td>294080</td>\n",
       "      <td>61936</td>\n",
       "      <td>153577</td>\n",
       "      <td>...</td>\n",
       "      <td>95684</td>\n",
       "      <td>45109</td>\n",
       "      <td>59909</td>\n",
       "      <td>-54015</td>\n",
       "      <td>2286245</td>\n",
       "      <td>196866</td>\n",
       "      <td>2483110</td>\n",
       "      <td>2453826</td>\n",
       "      <td>2019</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>589054</td>\n",
       "      <td>18048</td>\n",
       "      <td>200283</td>\n",
       "      <td>55866</td>\n",
       "      <td>155731</td>\n",
       "      <td>202674</td>\n",
       "      <td>25842</td>\n",
       "      <td>311451</td>\n",
       "      <td>58629</td>\n",
       "      <td>160324</td>\n",
       "      <td>...</td>\n",
       "      <td>97226</td>\n",
       "      <td>48600</td>\n",
       "      <td>59834</td>\n",
       "      <td>-53135</td>\n",
       "      <td>2377975</td>\n",
       "      <td>218351</td>\n",
       "      <td>2596326</td>\n",
       "      <td>2526682</td>\n",
       "      <td>2019</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>515988</td>\n",
       "      <td>16637</td>\n",
       "      <td>195306</td>\n",
       "      <td>57061</td>\n",
       "      <td>165404</td>\n",
       "      <td>213780</td>\n",
       "      <td>27734</td>\n",
       "      <td>306673</td>\n",
       "      <td>67245</td>\n",
       "      <td>170504</td>\n",
       "      <td>...</td>\n",
       "      <td>110441</td>\n",
       "      <td>49953</td>\n",
       "      <td>61233</td>\n",
       "      <td>-56051</td>\n",
       "      <td>2347655</td>\n",
       "      <td>215061</td>\n",
       "      <td>2562716</td>\n",
       "      <td>2612888</td>\n",
       "      <td>2019</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>487491</td>\n",
       "      <td>19682</td>\n",
       "      <td>206250</td>\n",
       "      <td>53214</td>\n",
       "      <td>156764</td>\n",
       "      <td>219202</td>\n",
       "      <td>37271</td>\n",
       "      <td>290626</td>\n",
       "      <td>69609</td>\n",
       "      <td>183296</td>\n",
       "      <td>...</td>\n",
       "      <td>128524</td>\n",
       "      <td>54306</td>\n",
       "      <td>59891</td>\n",
       "      <td>-63430</td>\n",
       "      <td>2359523</td>\n",
       "      <td>236052</td>\n",
       "      <td>2595574</td>\n",
       "      <td>2649996</td>\n",
       "      <td>2019</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>672188</td>\n",
       "      <td>19864</td>\n",
       "      <td>209401</td>\n",
       "      <td>54814</td>\n",
       "      <td>178341</td>\n",
       "      <td>211630</td>\n",
       "      <td>32165</td>\n",
       "      <td>290038</td>\n",
       "      <td>67291</td>\n",
       "      <td>168877</td>\n",
       "      <td>...</td>\n",
       "      <td>118079</td>\n",
       "      <td>46334</td>\n",
       "      <td>60215</td>\n",
       "      <td>-51415</td>\n",
       "      <td>2524048</td>\n",
       "      <td>224990</td>\n",
       "      <td>2749038</td>\n",
       "      <td>2709693</td>\n",
       "      <td>2020</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>679888</td>\n",
       "      <td>20033</td>\n",
       "      <td>196652</td>\n",
       "      <td>52575</td>\n",
       "      <td>181003</td>\n",
       "      <td>209179</td>\n",
       "      <td>14506</td>\n",
       "      <td>261909</td>\n",
       "      <td>61780</td>\n",
       "      <td>168060</td>\n",
       "      <td>...</td>\n",
       "      <td>84979</td>\n",
       "      <td>54217</td>\n",
       "      <td>48561</td>\n",
       "      <td>-51267</td>\n",
       "      <td>2433527</td>\n",
       "      <td>185519</td>\n",
       "      <td>2619046</td>\n",
       "      <td>2552181</td>\n",
       "      <td>2020</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>494552</td>\n",
       "      <td>17004</td>\n",
       "      <td>189196</td>\n",
       "      <td>57096</td>\n",
       "      <td>191261</td>\n",
       "      <td>206014</td>\n",
       "      <td>12582</td>\n",
       "      <td>297855</td>\n",
       "      <td>70942</td>\n",
       "      <td>179792</td>\n",
       "      <td>...</td>\n",
       "      <td>95713</td>\n",
       "      <td>54370</td>\n",
       "      <td>55714</td>\n",
       "      <td>-53221</td>\n",
       "      <td>2330061</td>\n",
       "      <td>206861</td>\n",
       "      <td>2536922</td>\n",
       "      <td>2598165</td>\n",
       "      <td>2020</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>585985</td>\n",
       "      <td>19501</td>\n",
       "      <td>219078</td>\n",
       "      <td>59085</td>\n",
       "      <td>199548</td>\n",
       "      <td>240751</td>\n",
       "      <td>18590</td>\n",
       "      <td>307118</td>\n",
       "      <td>74808</td>\n",
       "      <td>206329</td>\n",
       "      <td>...</td>\n",
       "      <td>114319</td>\n",
       "      <td>58044</td>\n",
       "      <td>51895</td>\n",
       "      <td>-62737</td>\n",
       "      <td>2574511</td>\n",
       "      <td>235553</td>\n",
       "      <td>2810064</td>\n",
       "      <td>2859337</td>\n",
       "      <td>2020</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>668391</td>\n",
       "      <td>21178</td>\n",
       "      <td>219496</td>\n",
       "      <td>57910</td>\n",
       "      <td>197445</td>\n",
       "      <td>240068</td>\n",
       "      <td>26074</td>\n",
       "      <td>318296</td>\n",
       "      <td>70597</td>\n",
       "      <td>195419</td>\n",
       "      <td>...</td>\n",
       "      <td>136439</td>\n",
       "      <td>50688</td>\n",
       "      <td>56031</td>\n",
       "      <td>-55874</td>\n",
       "      <td>2672533</td>\n",
       "      <td>242256</td>\n",
       "      <td>2914789</td>\n",
       "      <td>2865041</td>\n",
       "      <td>2021</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>700208</td>\n",
       "      <td>21809</td>\n",
       "      <td>212215</td>\n",
       "      <td>55755</td>\n",
       "      <td>210061</td>\n",
       "      <td>225959</td>\n",
       "      <td>25560</td>\n",
       "      <td>339777</td>\n",
       "      <td>69787</td>\n",
       "      <td>205898</td>\n",
       "      <td>...</td>\n",
       "      <td>120529</td>\n",
       "      <td>63779</td>\n",
       "      <td>61803</td>\n",
       "      <td>-56740</td>\n",
       "      <td>2756561</td>\n",
       "      <td>237746</td>\n",
       "      <td>2994307</td>\n",
       "      <td>2923405</td>\n",
       "      <td>2021</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>564786</td>\n",
       "      <td>20629</td>\n",
       "      <td>214751</td>\n",
       "      <td>60600</td>\n",
       "      <td>218233</td>\n",
       "      <td>226908</td>\n",
       "      <td>35185</td>\n",
       "      <td>373092</td>\n",
       "      <td>72148</td>\n",
       "      <td>215178</td>\n",
       "      <td>...</td>\n",
       "      <td>129397</td>\n",
       "      <td>59193</td>\n",
       "      <td>64772</td>\n",
       "      <td>-60003</td>\n",
       "      <td>2699722</td>\n",
       "      <td>243109</td>\n",
       "      <td>2942831</td>\n",
       "      <td>3025630</td>\n",
       "      <td>2021</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>649805</td>\n",
       "      <td>28428</td>\n",
       "      <td>239172</td>\n",
       "      <td>61717</td>\n",
       "      <td>223638</td>\n",
       "      <td>259967</td>\n",
       "      <td>46859</td>\n",
       "      <td>360448</td>\n",
       "      <td>78905</td>\n",
       "      <td>244131</td>\n",
       "      <td>...</td>\n",
       "      <td>135580</td>\n",
       "      <td>64884</td>\n",
       "      <td>59971</td>\n",
       "      <td>-71975</td>\n",
       "      <td>2902640</td>\n",
       "      <td>273095</td>\n",
       "      <td>3175735</td>\n",
       "      <td>3223069</td>\n",
       "      <td>2021</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>754191</td>\n",
       "      <td>31617</td>\n",
       "      <td>251520</td>\n",
       "      <td>57555</td>\n",
       "      <td>243353</td>\n",
       "      <td>274206</td>\n",
       "      <td>34383</td>\n",
       "      <td>407764</td>\n",
       "      <td>76673</td>\n",
       "      <td>236707</td>\n",
       "      <td>...</td>\n",
       "      <td>141417</td>\n",
       "      <td>51693</td>\n",
       "      <td>61941</td>\n",
       "      <td>-61273</td>\n",
       "      <td>3074937</td>\n",
       "      <td>252041</td>\n",
       "      <td>3326978</td>\n",
       "      <td>3261862</td>\n",
       "      <td>2022</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>783036</td>\n",
       "      <td>32491</td>\n",
       "      <td>260668</td>\n",
       "      <td>56660</td>\n",
       "      <td>226026</td>\n",
       "      <td>251583</td>\n",
       "      <td>33289</td>\n",
       "      <td>443468</td>\n",
       "      <td>76736</td>\n",
       "      <td>245652</td>\n",
       "      <td>...</td>\n",
       "      <td>121933</td>\n",
       "      <td>61723</td>\n",
       "      <td>66062</td>\n",
       "      <td>-57167</td>\n",
       "      <td>3139491</td>\n",
       "      <td>270678</td>\n",
       "      <td>3410169</td>\n",
       "      <td>3333189</td>\n",
       "      <td>2022</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>595765</td>\n",
       "      <td>24323</td>\n",
       "      <td>253192</td>\n",
       "      <td>60569</td>\n",
       "      <td>245657</td>\n",
       "      <td>254145</td>\n",
       "      <td>34756</td>\n",
       "      <td>489191</td>\n",
       "      <td>80218</td>\n",
       "      <td>245281</td>\n",
       "      <td>...</td>\n",
       "      <td>134453</td>\n",
       "      <td>70871</td>\n",
       "      <td>70651</td>\n",
       "      <td>-70306</td>\n",
       "      <td>3027195</td>\n",
       "      <td>273734</td>\n",
       "      <td>3300930</td>\n",
       "      <td>3404579</td>\n",
       "      <td>2022</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>696513</td>\n",
       "      <td>31870</td>\n",
       "      <td>280909</td>\n",
       "      <td>65199</td>\n",
       "      <td>238738</td>\n",
       "      <td>262171</td>\n",
       "      <td>44914</td>\n",
       "      <td>427797</td>\n",
       "      <td>84677</td>\n",
       "      <td>281793</td>\n",
       "      <td>...</td>\n",
       "      <td>144901</td>\n",
       "      <td>60049</td>\n",
       "      <td>64466</td>\n",
       "      <td>-76035</td>\n",
       "      <td>3158466</td>\n",
       "      <td>286461</td>\n",
       "      <td>3444927</td>\n",
       "      <td>3490715</td>\n",
       "      <td>2022</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>889860</td>\n",
       "      <td>34724</td>\n",
       "      <td>281937</td>\n",
       "      <td>61753</td>\n",
       "      <td>246682</td>\n",
       "      <td>306684</td>\n",
       "      <td>40021</td>\n",
       "      <td>462460</td>\n",
       "      <td>83653</td>\n",
       "      <td>256645</td>\n",
       "      <td>...</td>\n",
       "      <td>145270</td>\n",
       "      <td>51247</td>\n",
       "      <td>64979</td>\n",
       "      <td>-65874</td>\n",
       "      <td>3400295</td>\n",
       "      <td>288300</td>\n",
       "      <td>3688595</td>\n",
       "      <td>3609866</td>\n",
       "      <td>2023</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Agriculture  Mining and quarrying  Manufacturing  \\\n",
       "0        490237                 18903         199902   \n",
       "1        553221                 17210         189065   \n",
       "2        447489                 15751         189071   \n",
       "3        406528                 17045         207331   \n",
       "4        543176                 18402         207415   \n",
       "5        589054                 18048         200283   \n",
       "6        515988                 16637         195306   \n",
       "7        487491                 19682         206250   \n",
       "8        672188                 19864         209401   \n",
       "9        679888                 20033         196652   \n",
       "10       494552                 17004         189196   \n",
       "11       585985                 19501         219078   \n",
       "12       668391                 21178         219496   \n",
       "13       700208                 21809         212215   \n",
       "14       564786                 20629         214751   \n",
       "15       649805                 28428         239172   \n",
       "16       754191                 31617         251520   \n",
       "17       783036                 32491         260668   \n",
       "18       595765                 24323         253192   \n",
       "19       696513                 31870         280909   \n",
       "20       889860                 34724         281937   \n",
       "\n",
       "    Electricity and water supply  Construction  Wholesale and retail trade  \\\n",
       "0                          53780        128305                      189364   \n",
       "1                          55318        130708                      186473   \n",
       "2                          53864        141169                      194297   \n",
       "3                          54207        145472                      192834   \n",
       "4                          54487        152755                      202261   \n",
       "5                          55866        155731                      202674   \n",
       "6                          57061        165404                      213780   \n",
       "7                          53214        156764                      219202   \n",
       "8                          54814        178341                      211630   \n",
       "9                          52575        181003                      209179   \n",
       "10                         57096        191261                      206014   \n",
       "11                         59085        199548                      240751   \n",
       "12                         57910        197445                      240068   \n",
       "13                         55755        210061                      225959   \n",
       "14                         60600        218233                      226908   \n",
       "15                         61717        223638                      259967   \n",
       "16                         57555        243353                      274206   \n",
       "17                         56660        226026                      251583   \n",
       "18                         60569        245657                      254145   \n",
       "19                         65199        238738                      262171   \n",
       "20                         61753        246682                      306684   \n",
       "\n",
       "    Accomodation, Food and Services  Transport and storage  \\\n",
       "0                             24266                 249125   \n",
       "1                             23254                 260081   \n",
       "2                             24069                 274585   \n",
       "3                             28431                 272473   \n",
       "4                             28733                 294080   \n",
       "5                             25842                 311451   \n",
       "6                             27734                 306673   \n",
       "7                             37271                 290626   \n",
       "8                             32165                 290038   \n",
       "9                             14506                 261909   \n",
       "10                            12582                 297855   \n",
       "11                            18590                 307118   \n",
       "12                            26074                 318296   \n",
       "13                            25560                 339777   \n",
       "14                            35185                 373092   \n",
       "15                            46859                 360448   \n",
       "16                            34383                 407764   \n",
       "17                            33289                 443468   \n",
       "18                            34756                 489191   \n",
       "19                            44914                 427797   \n",
       "20                            40021                 462460   \n",
       "\n",
       "    Information and Communication  Financial & insurance  ...  Education  \\\n",
       "0                           56499                 147452  ...     101752   \n",
       "1                           55110                 149766  ...     101607   \n",
       "2                           62650                 154836  ...      99962   \n",
       "3                           65861                 170571  ...      96194   \n",
       "4                           61936                 153577  ...      95684   \n",
       "5                           58629                 160324  ...      97226   \n",
       "6                           67245                 170504  ...     110441   \n",
       "7                           69609                 183296  ...     128524   \n",
       "8                           67291                 168877  ...     118079   \n",
       "9                           61780                 168060  ...      84979   \n",
       "10                          70942                 179792  ...      95713   \n",
       "11                          74808                 206329  ...     114319   \n",
       "12                          70597                 195419  ...     136439   \n",
       "13                          69787                 205898  ...     120529   \n",
       "14                          72148                 215178  ...     129397   \n",
       "15                          78905                 244131  ...     135580   \n",
       "16                          76673                 236707  ...     141417   \n",
       "17                          76736                 245652  ...     121933   \n",
       "18                          80218                 245281  ...     134453   \n",
       "19                          84677                 281793  ...     144901   \n",
       "20                          83653                 256645  ...     145270   \n",
       "\n",
       "    Health  Other services  FISIM  All indust. at basic prices  \\\n",
       "0    42764           54548 -53058                      2091678   \n",
       "1    46240           54978 -51893                      2182434   \n",
       "2    47842           57589 -53278                      2123734   \n",
       "3    51931           58675 -57185                      2133656   \n",
       "4    45109           59909 -54015                      2286245   \n",
       "5    48600           59834 -53135                      2377975   \n",
       "6    49953           61233 -56051                      2347655   \n",
       "7    54306           59891 -63430                      2359523   \n",
       "8    46334           60215 -51415                      2524048   \n",
       "9    54217           48561 -51267                      2433527   \n",
       "10   54370           55714 -53221                      2330061   \n",
       "11   58044           51895 -62737                      2574511   \n",
       "12   50688           56031 -55874                      2672533   \n",
       "13   63779           61803 -56740                      2756561   \n",
       "14   59193           64772 -60003                      2699722   \n",
       "15   64884           59971 -71975                      2902640   \n",
       "16   51693           61941 -61273                      3074937   \n",
       "17   61723           66062 -57167                      3139491   \n",
       "18   70871           70651 -70306                      3027195   \n",
       "19   60049           64466 -76035                      3158466   \n",
       "20   51247           64979 -65874                      3400295   \n",
       "\n",
       "    Taxes on products  GDP at market prices  GDP,\\nseasonally adjusted  \\\n",
       "0              193552               2285230                    2262853   \n",
       "1              199461               2381895                    2316982   \n",
       "2              200580               2324314                    2361766   \n",
       "3              215212               2348868                    2403465   \n",
       "4              196866               2483110                    2453826   \n",
       "5              218351               2596326                    2526682   \n",
       "6              215061               2562716                    2612888   \n",
       "7              236052               2595574                    2649996   \n",
       "8              224990               2749038                    2709693   \n",
       "9              185519               2619046                    2552181   \n",
       "10             206861               2536922                    2598165   \n",
       "11             235553               2810064                    2859337   \n",
       "12             242256               2914789                    2865041   \n",
       "13             237746               2994307                    2923405   \n",
       "14             243109               2942831                    3025630   \n",
       "15             273095               3175735                    3223069   \n",
       "16             252041               3326978                    3261862   \n",
       "17             270678               3410169                    3333189   \n",
       "18             273734               3300930                    3404579   \n",
       "19             286461               3444927                    3490715   \n",
       "20             288300               3688595                    3609866   \n",
       "\n",
       "    Filled_Year  Quarters  \n",
       "0          2018       1.0  \n",
       "1          2018       2.0  \n",
       "2          2018       3.0  \n",
       "3          2018       4.0  \n",
       "4          2019       1.0  \n",
       "5          2019       2.0  \n",
       "6          2019       3.0  \n",
       "7          2019       4.0  \n",
       "8          2020       1.0  \n",
       "9          2020       2.0  \n",
       "10         2020       3.0  \n",
       "11         2020       4.0  \n",
       "12         2021       1.0  \n",
       "13         2021       2.0  \n",
       "14         2021       3.0  \n",
       "15         2021       4.0  \n",
       "16         2022       1.0  \n",
       "17         2022       2.0  \n",
       "18         2022       3.0  \n",
       "19         2022       4.0  \n",
       "20         2023       1.0  \n",
       "\n",
       "[21 rows x 23 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Current_Prices_df=pd.read_csv(\"KenyaGDP_quarterly_values_2018-2023.csv\")\n",
    "\n",
    "Current_Prices_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Agriculture', 'Mining and quarrying', 'Manufacturing',\n",
       "       'Electricity and water supply', 'Construction',\n",
       "       'Wholesale and retail trade', 'Accomodation, Food and Services',\n",
       "       'Transport and storage', 'Information and Communication',\n",
       "       'Financial & insurance', 'Public Adminsitration',\n",
       "       'Professional,Admin and Support Services', 'Real estate', 'Education',\n",
       "       'Health', 'Other services', 'FISIM', 'All indust. at basic prices',\n",
       "       'Taxes on products', 'GDP at market prices',\n",
       "       'GDP,\\nseasonally adjusted', 'Filled_Year', 'Quarters'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dropping GDP Seasonally Ajusted Columns\n",
    "    #Retrieve Column Names\n",
    "\n",
    "Current_Prices_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Agriculture</th>\n",
       "      <th>Mining and quarrying</th>\n",
       "      <th>Manufacturing</th>\n",
       "      <th>Electricity and water supply</th>\n",
       "      <th>Construction</th>\n",
       "      <th>Wholesale and retail trade</th>\n",
       "      <th>Accomodation, Food and Services</th>\n",
       "      <th>Transport and storage</th>\n",
       "      <th>Information and Communication</th>\n",
       "      <th>Financial &amp; insurance</th>\n",
       "      <th>...</th>\n",
       "      <th>Real estate</th>\n",
       "      <th>Education</th>\n",
       "      <th>Health</th>\n",
       "      <th>Other services</th>\n",
       "      <th>FISIM</th>\n",
       "      <th>All indust. at basic prices</th>\n",
       "      <th>Taxes on products</th>\n",
       "      <th>GDP at market prices</th>\n",
       "      <th>Filled_Year</th>\n",
       "      <th>Quarters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>490237</td>\n",
       "      <td>18903</td>\n",
       "      <td>199902</td>\n",
       "      <td>53780</td>\n",
       "      <td>128305</td>\n",
       "      <td>189364</td>\n",
       "      <td>24266</td>\n",
       "      <td>249125</td>\n",
       "      <td>56499</td>\n",
       "      <td>147452</td>\n",
       "      <td>...</td>\n",
       "      <td>212776</td>\n",
       "      <td>101752</td>\n",
       "      <td>42764</td>\n",
       "      <td>54548</td>\n",
       "      <td>-53058</td>\n",
       "      <td>2091678</td>\n",
       "      <td>193552</td>\n",
       "      <td>2285230</td>\n",
       "      <td>2018</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>553221</td>\n",
       "      <td>17210</td>\n",
       "      <td>189065</td>\n",
       "      <td>55318</td>\n",
       "      <td>130708</td>\n",
       "      <td>186473</td>\n",
       "      <td>23254</td>\n",
       "      <td>260081</td>\n",
       "      <td>55110</td>\n",
       "      <td>149766</td>\n",
       "      <td>...</td>\n",
       "      <td>218249</td>\n",
       "      <td>101607</td>\n",
       "      <td>46240</td>\n",
       "      <td>54978</td>\n",
       "      <td>-51893</td>\n",
       "      <td>2182434</td>\n",
       "      <td>199461</td>\n",
       "      <td>2381895</td>\n",
       "      <td>2018</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>447489</td>\n",
       "      <td>15751</td>\n",
       "      <td>189071</td>\n",
       "      <td>53864</td>\n",
       "      <td>141169</td>\n",
       "      <td>194297</td>\n",
       "      <td>24069</td>\n",
       "      <td>274585</td>\n",
       "      <td>62650</td>\n",
       "      <td>154836</td>\n",
       "      <td>...</td>\n",
       "      <td>223142</td>\n",
       "      <td>99962</td>\n",
       "      <td>47842</td>\n",
       "      <td>57589</td>\n",
       "      <td>-53278</td>\n",
       "      <td>2123734</td>\n",
       "      <td>200580</td>\n",
       "      <td>2324314</td>\n",
       "      <td>2018</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>406528</td>\n",
       "      <td>17045</td>\n",
       "      <td>207331</td>\n",
       "      <td>54207</td>\n",
       "      <td>145472</td>\n",
       "      <td>192834</td>\n",
       "      <td>28431</td>\n",
       "      <td>272473</td>\n",
       "      <td>65861</td>\n",
       "      <td>170571</td>\n",
       "      <td>...</td>\n",
       "      <td>227454</td>\n",
       "      <td>96194</td>\n",
       "      <td>51931</td>\n",
       "      <td>58675</td>\n",
       "      <td>-57185</td>\n",
       "      <td>2133656</td>\n",
       "      <td>215212</td>\n",
       "      <td>2348868</td>\n",
       "      <td>2018</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>543176</td>\n",
       "      <td>18402</td>\n",
       "      <td>207415</td>\n",
       "      <td>54487</td>\n",
       "      <td>152755</td>\n",
       "      <td>202261</td>\n",
       "      <td>28733</td>\n",
       "      <td>294080</td>\n",
       "      <td>61936</td>\n",
       "      <td>153577</td>\n",
       "      <td>...</td>\n",
       "      <td>231811</td>\n",
       "      <td>95684</td>\n",
       "      <td>45109</td>\n",
       "      <td>59909</td>\n",
       "      <td>-54015</td>\n",
       "      <td>2286245</td>\n",
       "      <td>196866</td>\n",
       "      <td>2483110</td>\n",
       "      <td>2019</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>589054</td>\n",
       "      <td>18048</td>\n",
       "      <td>200283</td>\n",
       "      <td>55866</td>\n",
       "      <td>155731</td>\n",
       "      <td>202674</td>\n",
       "      <td>25842</td>\n",
       "      <td>311451</td>\n",
       "      <td>58629</td>\n",
       "      <td>160324</td>\n",
       "      <td>...</td>\n",
       "      <td>235397</td>\n",
       "      <td>97226</td>\n",
       "      <td>48600</td>\n",
       "      <td>59834</td>\n",
       "      <td>-53135</td>\n",
       "      <td>2377975</td>\n",
       "      <td>218351</td>\n",
       "      <td>2596326</td>\n",
       "      <td>2019</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>515988</td>\n",
       "      <td>16637</td>\n",
       "      <td>195306</td>\n",
       "      <td>57061</td>\n",
       "      <td>165404</td>\n",
       "      <td>213780</td>\n",
       "      <td>27734</td>\n",
       "      <td>306673</td>\n",
       "      <td>67245</td>\n",
       "      <td>170504</td>\n",
       "      <td>...</td>\n",
       "      <td>238476</td>\n",
       "      <td>110441</td>\n",
       "      <td>49953</td>\n",
       "      <td>61233</td>\n",
       "      <td>-56051</td>\n",
       "      <td>2347655</td>\n",
       "      <td>215061</td>\n",
       "      <td>2562716</td>\n",
       "      <td>2019</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>487491</td>\n",
       "      <td>19682</td>\n",
       "      <td>206250</td>\n",
       "      <td>53214</td>\n",
       "      <td>156764</td>\n",
       "      <td>219202</td>\n",
       "      <td>37271</td>\n",
       "      <td>290626</td>\n",
       "      <td>69609</td>\n",
       "      <td>183296</td>\n",
       "      <td>...</td>\n",
       "      <td>241047</td>\n",
       "      <td>128524</td>\n",
       "      <td>54306</td>\n",
       "      <td>59891</td>\n",
       "      <td>-63430</td>\n",
       "      <td>2359523</td>\n",
       "      <td>236052</td>\n",
       "      <td>2595574</td>\n",
       "      <td>2019</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>672188</td>\n",
       "      <td>19864</td>\n",
       "      <td>209401</td>\n",
       "      <td>54814</td>\n",
       "      <td>178341</td>\n",
       "      <td>211630</td>\n",
       "      <td>32165</td>\n",
       "      <td>290038</td>\n",
       "      <td>67291</td>\n",
       "      <td>168877</td>\n",
       "      <td>...</td>\n",
       "      <td>243543</td>\n",
       "      <td>118079</td>\n",
       "      <td>46334</td>\n",
       "      <td>60215</td>\n",
       "      <td>-51415</td>\n",
       "      <td>2524048</td>\n",
       "      <td>224990</td>\n",
       "      <td>2749038</td>\n",
       "      <td>2020</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>679888</td>\n",
       "      <td>20033</td>\n",
       "      <td>196652</td>\n",
       "      <td>52575</td>\n",
       "      <td>181003</td>\n",
       "      <td>209179</td>\n",
       "      <td>14506</td>\n",
       "      <td>261909</td>\n",
       "      <td>61780</td>\n",
       "      <td>168060</td>\n",
       "      <td>...</td>\n",
       "      <td>246671</td>\n",
       "      <td>84979</td>\n",
       "      <td>54217</td>\n",
       "      <td>48561</td>\n",
       "      <td>-51267</td>\n",
       "      <td>2433527</td>\n",
       "      <td>185519</td>\n",
       "      <td>2619046</td>\n",
       "      <td>2020</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>494552</td>\n",
       "      <td>17004</td>\n",
       "      <td>189196</td>\n",
       "      <td>57096</td>\n",
       "      <td>191261</td>\n",
       "      <td>206014</td>\n",
       "      <td>12582</td>\n",
       "      <td>297855</td>\n",
       "      <td>70942</td>\n",
       "      <td>179792</td>\n",
       "      <td>...</td>\n",
       "      <td>250615</td>\n",
       "      <td>95713</td>\n",
       "      <td>54370</td>\n",
       "      <td>55714</td>\n",
       "      <td>-53221</td>\n",
       "      <td>2330061</td>\n",
       "      <td>206861</td>\n",
       "      <td>2536922</td>\n",
       "      <td>2020</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>585985</td>\n",
       "      <td>19501</td>\n",
       "      <td>219078</td>\n",
       "      <td>59085</td>\n",
       "      <td>199548</td>\n",
       "      <td>240751</td>\n",
       "      <td>18590</td>\n",
       "      <td>307118</td>\n",
       "      <td>74808</td>\n",
       "      <td>206329</td>\n",
       "      <td>...</td>\n",
       "      <td>255374</td>\n",
       "      <td>114319</td>\n",
       "      <td>58044</td>\n",
       "      <td>51895</td>\n",
       "      <td>-62737</td>\n",
       "      <td>2574511</td>\n",
       "      <td>235553</td>\n",
       "      <td>2810064</td>\n",
       "      <td>2020</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>668391</td>\n",
       "      <td>21178</td>\n",
       "      <td>219496</td>\n",
       "      <td>57910</td>\n",
       "      <td>197445</td>\n",
       "      <td>240068</td>\n",
       "      <td>26074</td>\n",
       "      <td>318296</td>\n",
       "      <td>70597</td>\n",
       "      <td>195419</td>\n",
       "      <td>...</td>\n",
       "      <td>260947</td>\n",
       "      <td>136439</td>\n",
       "      <td>50688</td>\n",
       "      <td>56031</td>\n",
       "      <td>-55874</td>\n",
       "      <td>2672533</td>\n",
       "      <td>242256</td>\n",
       "      <td>2914789</td>\n",
       "      <td>2021</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>700208</td>\n",
       "      <td>21809</td>\n",
       "      <td>212215</td>\n",
       "      <td>55755</td>\n",
       "      <td>210061</td>\n",
       "      <td>225959</td>\n",
       "      <td>25560</td>\n",
       "      <td>339777</td>\n",
       "      <td>69787</td>\n",
       "      <td>205898</td>\n",
       "      <td>...</td>\n",
       "      <td>266457</td>\n",
       "      <td>120529</td>\n",
       "      <td>63779</td>\n",
       "      <td>61803</td>\n",
       "      <td>-56740</td>\n",
       "      <td>2756561</td>\n",
       "      <td>237746</td>\n",
       "      <td>2994307</td>\n",
       "      <td>2021</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>564786</td>\n",
       "      <td>20629</td>\n",
       "      <td>214751</td>\n",
       "      <td>60600</td>\n",
       "      <td>218233</td>\n",
       "      <td>226908</td>\n",
       "      <td>35185</td>\n",
       "      <td>373092</td>\n",
       "      <td>72148</td>\n",
       "      <td>215178</td>\n",
       "      <td>...</td>\n",
       "      <td>271904</td>\n",
       "      <td>129397</td>\n",
       "      <td>59193</td>\n",
       "      <td>64772</td>\n",
       "      <td>-60003</td>\n",
       "      <td>2699722</td>\n",
       "      <td>243109</td>\n",
       "      <td>2942831</td>\n",
       "      <td>2021</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>649805</td>\n",
       "      <td>28428</td>\n",
       "      <td>239172</td>\n",
       "      <td>61717</td>\n",
       "      <td>223638</td>\n",
       "      <td>259967</td>\n",
       "      <td>46859</td>\n",
       "      <td>360448</td>\n",
       "      <td>78905</td>\n",
       "      <td>244131</td>\n",
       "      <td>...</td>\n",
       "      <td>277288</td>\n",
       "      <td>135580</td>\n",
       "      <td>64884</td>\n",
       "      <td>59971</td>\n",
       "      <td>-71975</td>\n",
       "      <td>2902640</td>\n",
       "      <td>273095</td>\n",
       "      <td>3175735</td>\n",
       "      <td>2021</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>754191</td>\n",
       "      <td>31617</td>\n",
       "      <td>251520</td>\n",
       "      <td>57555</td>\n",
       "      <td>243353</td>\n",
       "      <td>274206</td>\n",
       "      <td>34383</td>\n",
       "      <td>407764</td>\n",
       "      <td>76673</td>\n",
       "      <td>236707</td>\n",
       "      <td>...</td>\n",
       "      <td>282609</td>\n",
       "      <td>141417</td>\n",
       "      <td>51693</td>\n",
       "      <td>61941</td>\n",
       "      <td>-61273</td>\n",
       "      <td>3074937</td>\n",
       "      <td>252041</td>\n",
       "      <td>3326978</td>\n",
       "      <td>2022</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>783036</td>\n",
       "      <td>32491</td>\n",
       "      <td>260668</td>\n",
       "      <td>56660</td>\n",
       "      <td>226026</td>\n",
       "      <td>251583</td>\n",
       "      <td>33289</td>\n",
       "      <td>443468</td>\n",
       "      <td>76736</td>\n",
       "      <td>245652</td>\n",
       "      <td>...</td>\n",
       "      <td>286599</td>\n",
       "      <td>121933</td>\n",
       "      <td>61723</td>\n",
       "      <td>66062</td>\n",
       "      <td>-57167</td>\n",
       "      <td>3139491</td>\n",
       "      <td>270678</td>\n",
       "      <td>3410169</td>\n",
       "      <td>2022</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>595765</td>\n",
       "      <td>24323</td>\n",
       "      <td>253192</td>\n",
       "      <td>60569</td>\n",
       "      <td>245657</td>\n",
       "      <td>254145</td>\n",
       "      <td>34756</td>\n",
       "      <td>489191</td>\n",
       "      <td>80218</td>\n",
       "      <td>245281</td>\n",
       "      <td>...</td>\n",
       "      <td>289259</td>\n",
       "      <td>134453</td>\n",
       "      <td>70871</td>\n",
       "      <td>70651</td>\n",
       "      <td>-70306</td>\n",
       "      <td>3027195</td>\n",
       "      <td>273734</td>\n",
       "      <td>3300930</td>\n",
       "      <td>2022</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>696513</td>\n",
       "      <td>31870</td>\n",
       "      <td>280909</td>\n",
       "      <td>65199</td>\n",
       "      <td>238738</td>\n",
       "      <td>262171</td>\n",
       "      <td>44914</td>\n",
       "      <td>427797</td>\n",
       "      <td>84677</td>\n",
       "      <td>281793</td>\n",
       "      <td>...</td>\n",
       "      <td>290590</td>\n",
       "      <td>144901</td>\n",
       "      <td>60049</td>\n",
       "      <td>64466</td>\n",
       "      <td>-76035</td>\n",
       "      <td>3158466</td>\n",
       "      <td>286461</td>\n",
       "      <td>3444927</td>\n",
       "      <td>2022</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>889860</td>\n",
       "      <td>34724</td>\n",
       "      <td>281937</td>\n",
       "      <td>61753</td>\n",
       "      <td>246682</td>\n",
       "      <td>306684</td>\n",
       "      <td>40021</td>\n",
       "      <td>462460</td>\n",
       "      <td>83653</td>\n",
       "      <td>256645</td>\n",
       "      <td>...</td>\n",
       "      <td>290590</td>\n",
       "      <td>145270</td>\n",
       "      <td>51247</td>\n",
       "      <td>64979</td>\n",
       "      <td>-65874</td>\n",
       "      <td>3400295</td>\n",
       "      <td>288300</td>\n",
       "      <td>3688595</td>\n",
       "      <td>2023</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Agriculture  Mining and quarrying  Manufacturing  \\\n",
       "0        490237                 18903         199902   \n",
       "1        553221                 17210         189065   \n",
       "2        447489                 15751         189071   \n",
       "3        406528                 17045         207331   \n",
       "4        543176                 18402         207415   \n",
       "5        589054                 18048         200283   \n",
       "6        515988                 16637         195306   \n",
       "7        487491                 19682         206250   \n",
       "8        672188                 19864         209401   \n",
       "9        679888                 20033         196652   \n",
       "10       494552                 17004         189196   \n",
       "11       585985                 19501         219078   \n",
       "12       668391                 21178         219496   \n",
       "13       700208                 21809         212215   \n",
       "14       564786                 20629         214751   \n",
       "15       649805                 28428         239172   \n",
       "16       754191                 31617         251520   \n",
       "17       783036                 32491         260668   \n",
       "18       595765                 24323         253192   \n",
       "19       696513                 31870         280909   \n",
       "20       889860                 34724         281937   \n",
       "\n",
       "    Electricity and water supply  Construction  Wholesale and retail trade  \\\n",
       "0                          53780        128305                      189364   \n",
       "1                          55318        130708                      186473   \n",
       "2                          53864        141169                      194297   \n",
       "3                          54207        145472                      192834   \n",
       "4                          54487        152755                      202261   \n",
       "5                          55866        155731                      202674   \n",
       "6                          57061        165404                      213780   \n",
       "7                          53214        156764                      219202   \n",
       "8                          54814        178341                      211630   \n",
       "9                          52575        181003                      209179   \n",
       "10                         57096        191261                      206014   \n",
       "11                         59085        199548                      240751   \n",
       "12                         57910        197445                      240068   \n",
       "13                         55755        210061                      225959   \n",
       "14                         60600        218233                      226908   \n",
       "15                         61717        223638                      259967   \n",
       "16                         57555        243353                      274206   \n",
       "17                         56660        226026                      251583   \n",
       "18                         60569        245657                      254145   \n",
       "19                         65199        238738                      262171   \n",
       "20                         61753        246682                      306684   \n",
       "\n",
       "    Accomodation, Food and Services  Transport and storage  \\\n",
       "0                             24266                 249125   \n",
       "1                             23254                 260081   \n",
       "2                             24069                 274585   \n",
       "3                             28431                 272473   \n",
       "4                             28733                 294080   \n",
       "5                             25842                 311451   \n",
       "6                             27734                 306673   \n",
       "7                             37271                 290626   \n",
       "8                             32165                 290038   \n",
       "9                             14506                 261909   \n",
       "10                            12582                 297855   \n",
       "11                            18590                 307118   \n",
       "12                            26074                 318296   \n",
       "13                            25560                 339777   \n",
       "14                            35185                 373092   \n",
       "15                            46859                 360448   \n",
       "16                            34383                 407764   \n",
       "17                            33289                 443468   \n",
       "18                            34756                 489191   \n",
       "19                            44914                 427797   \n",
       "20                            40021                 462460   \n",
       "\n",
       "    Information and Communication  Financial & insurance  ...  Real estate  \\\n",
       "0                           56499                 147452  ...       212776   \n",
       "1                           55110                 149766  ...       218249   \n",
       "2                           62650                 154836  ...       223142   \n",
       "3                           65861                 170571  ...       227454   \n",
       "4                           61936                 153577  ...       231811   \n",
       "5                           58629                 160324  ...       235397   \n",
       "6                           67245                 170504  ...       238476   \n",
       "7                           69609                 183296  ...       241047   \n",
       "8                           67291                 168877  ...       243543   \n",
       "9                           61780                 168060  ...       246671   \n",
       "10                          70942                 179792  ...       250615   \n",
       "11                          74808                 206329  ...       255374   \n",
       "12                          70597                 195419  ...       260947   \n",
       "13                          69787                 205898  ...       266457   \n",
       "14                          72148                 215178  ...       271904   \n",
       "15                          78905                 244131  ...       277288   \n",
       "16                          76673                 236707  ...       282609   \n",
       "17                          76736                 245652  ...       286599   \n",
       "18                          80218                 245281  ...       289259   \n",
       "19                          84677                 281793  ...       290590   \n",
       "20                          83653                 256645  ...       290590   \n",
       "\n",
       "    Education  Health  Other services  FISIM  All indust. at basic prices  \\\n",
       "0      101752   42764           54548 -53058                      2091678   \n",
       "1      101607   46240           54978 -51893                      2182434   \n",
       "2       99962   47842           57589 -53278                      2123734   \n",
       "3       96194   51931           58675 -57185                      2133656   \n",
       "4       95684   45109           59909 -54015                      2286245   \n",
       "5       97226   48600           59834 -53135                      2377975   \n",
       "6      110441   49953           61233 -56051                      2347655   \n",
       "7      128524   54306           59891 -63430                      2359523   \n",
       "8      118079   46334           60215 -51415                      2524048   \n",
       "9       84979   54217           48561 -51267                      2433527   \n",
       "10      95713   54370           55714 -53221                      2330061   \n",
       "11     114319   58044           51895 -62737                      2574511   \n",
       "12     136439   50688           56031 -55874                      2672533   \n",
       "13     120529   63779           61803 -56740                      2756561   \n",
       "14     129397   59193           64772 -60003                      2699722   \n",
       "15     135580   64884           59971 -71975                      2902640   \n",
       "16     141417   51693           61941 -61273                      3074937   \n",
       "17     121933   61723           66062 -57167                      3139491   \n",
       "18     134453   70871           70651 -70306                      3027195   \n",
       "19     144901   60049           64466 -76035                      3158466   \n",
       "20     145270   51247           64979 -65874                      3400295   \n",
       "\n",
       "    Taxes on products  GDP at market prices  Filled_Year  Quarters  \n",
       "0              193552               2285230         2018       1.0  \n",
       "1              199461               2381895         2018       2.0  \n",
       "2              200580               2324314         2018       3.0  \n",
       "3              215212               2348868         2018       4.0  \n",
       "4              196866               2483110         2019       1.0  \n",
       "5              218351               2596326         2019       2.0  \n",
       "6              215061               2562716         2019       3.0  \n",
       "7              236052               2595574         2019       4.0  \n",
       "8              224990               2749038         2020       1.0  \n",
       "9              185519               2619046         2020       2.0  \n",
       "10             206861               2536922         2020       3.0  \n",
       "11             235553               2810064         2020       4.0  \n",
       "12             242256               2914789         2021       1.0  \n",
       "13             237746               2994307         2021       2.0  \n",
       "14             243109               2942831         2021       3.0  \n",
       "15             273095               3175735         2021       4.0  \n",
       "16             252041               3326978         2022       1.0  \n",
       "17             270678               3410169         2022       2.0  \n",
       "18             273734               3300930         2022       3.0  \n",
       "19             286461               3444927         2022       4.0  \n",
       "20             288300               3688595         2023       1.0  \n",
       "\n",
       "[21 rows x 22 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Current_Prices_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Agriculture</th>\n",
       "      <th>Mining and quarrying</th>\n",
       "      <th>Manufacturing</th>\n",
       "      <th>Electricity and water supply</th>\n",
       "      <th>Construction</th>\n",
       "      <th>Wholesale and retail trade</th>\n",
       "      <th>Accomodation, Food and Services</th>\n",
       "      <th>Transport and storage</th>\n",
       "      <th>Information and Communication</th>\n",
       "      <th>Financial &amp; insurance</th>\n",
       "      <th>...</th>\n",
       "      <th>Real estate</th>\n",
       "      <th>Education</th>\n",
       "      <th>Health</th>\n",
       "      <th>Other services</th>\n",
       "      <th>FISIM</th>\n",
       "      <th>All indust. at basic prices</th>\n",
       "      <th>Taxes on products</th>\n",
       "      <th>GDP at market prices</th>\n",
       "      <th>Filled_Year</th>\n",
       "      <th>Quarters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>2.100000e+01</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>2.100000e+01</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>608016.761905</td>\n",
       "      <td>22149.952381</td>\n",
       "      <td>220133.809524</td>\n",
       "      <td>57099.285714</td>\n",
       "      <td>189347.333333</td>\n",
       "      <td>227150.000000</td>\n",
       "      <td>29451.619048</td>\n",
       "      <td>335157.476190</td>\n",
       "      <td>69797.809524</td>\n",
       "      <td>197147.047619</td>\n",
       "      <td>...</td>\n",
       "      <td>254323.714286</td>\n",
       "      <td>116876.142857</td>\n",
       "      <td>53992.238095</td>\n",
       "      <td>59700.857143</td>\n",
       "      <td>-58853.904762</td>\n",
       "      <td>2.599852e+06</td>\n",
       "      <td>233118.000000</td>\n",
       "      <td>2.832970e+06</td>\n",
       "      <td>2020.142857</td>\n",
       "      <td>2.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>120129.022032</td>\n",
       "      <td>5954.716211</td>\n",
       "      <td>29310.423782</td>\n",
       "      <td>3330.498253</td>\n",
       "      <td>39672.224527</td>\n",
       "      <td>31884.730306</td>\n",
       "      <td>8906.924101</td>\n",
       "      <td>71819.393331</td>\n",
       "      <td>8531.441752</td>\n",
       "      <td>40589.120022</td>\n",
       "      <td>...</td>\n",
       "      <td>25420.670658</td>\n",
       "      <td>18831.312409</td>\n",
       "      <td>7329.552789</td>\n",
       "      <td>5087.392311</td>\n",
       "      <td>7182.265805</td>\n",
       "      <td>3.896201e+05</td>\n",
       "      <td>31688.764522</td>\n",
       "      <td>4.189513e+05</td>\n",
       "      <td>1.558387</td>\n",
       "      <td>1.164965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>406528.000000</td>\n",
       "      <td>15751.000000</td>\n",
       "      <td>189065.000000</td>\n",
       "      <td>52575.000000</td>\n",
       "      <td>128305.000000</td>\n",
       "      <td>186473.000000</td>\n",
       "      <td>12582.000000</td>\n",
       "      <td>249125.000000</td>\n",
       "      <td>55110.000000</td>\n",
       "      <td>147452.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>212776.000000</td>\n",
       "      <td>84979.000000</td>\n",
       "      <td>42764.000000</td>\n",
       "      <td>48561.000000</td>\n",
       "      <td>-76035.000000</td>\n",
       "      <td>2.091678e+06</td>\n",
       "      <td>185519.000000</td>\n",
       "      <td>2.285230e+06</td>\n",
       "      <td>2018.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>515988.000000</td>\n",
       "      <td>18048.000000</td>\n",
       "      <td>199902.000000</td>\n",
       "      <td>54487.000000</td>\n",
       "      <td>155731.000000</td>\n",
       "      <td>202674.000000</td>\n",
       "      <td>24266.000000</td>\n",
       "      <td>290038.000000</td>\n",
       "      <td>62650.000000</td>\n",
       "      <td>168060.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>235397.000000</td>\n",
       "      <td>99962.000000</td>\n",
       "      <td>48600.000000</td>\n",
       "      <td>56031.000000</td>\n",
       "      <td>-62737.000000</td>\n",
       "      <td>2.330061e+06</td>\n",
       "      <td>206861.000000</td>\n",
       "      <td>2.536922e+06</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>589054.000000</td>\n",
       "      <td>19864.000000</td>\n",
       "      <td>209401.000000</td>\n",
       "      <td>56660.000000</td>\n",
       "      <td>191261.000000</td>\n",
       "      <td>219202.000000</td>\n",
       "      <td>28431.000000</td>\n",
       "      <td>307118.000000</td>\n",
       "      <td>69787.000000</td>\n",
       "      <td>183296.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>250615.000000</td>\n",
       "      <td>118079.000000</td>\n",
       "      <td>51931.000000</td>\n",
       "      <td>59909.000000</td>\n",
       "      <td>-56740.000000</td>\n",
       "      <td>2.524048e+06</td>\n",
       "      <td>235553.000000</td>\n",
       "      <td>2.749038e+06</td>\n",
       "      <td>2020.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>679888.000000</td>\n",
       "      <td>24323.000000</td>\n",
       "      <td>239172.000000</td>\n",
       "      <td>59085.000000</td>\n",
       "      <td>223638.000000</td>\n",
       "      <td>251583.000000</td>\n",
       "      <td>34756.000000</td>\n",
       "      <td>373092.000000</td>\n",
       "      <td>76673.000000</td>\n",
       "      <td>236707.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>277288.000000</td>\n",
       "      <td>134453.000000</td>\n",
       "      <td>59193.000000</td>\n",
       "      <td>61941.000000</td>\n",
       "      <td>-53221.000000</td>\n",
       "      <td>2.902640e+06</td>\n",
       "      <td>252041.000000</td>\n",
       "      <td>3.175735e+06</td>\n",
       "      <td>2021.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>889860.000000</td>\n",
       "      <td>34724.000000</td>\n",
       "      <td>281937.000000</td>\n",
       "      <td>65199.000000</td>\n",
       "      <td>246682.000000</td>\n",
       "      <td>306684.000000</td>\n",
       "      <td>46859.000000</td>\n",
       "      <td>489191.000000</td>\n",
       "      <td>84677.000000</td>\n",
       "      <td>281793.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>290590.000000</td>\n",
       "      <td>145270.000000</td>\n",
       "      <td>70871.000000</td>\n",
       "      <td>70651.000000</td>\n",
       "      <td>-51267.000000</td>\n",
       "      <td>3.400295e+06</td>\n",
       "      <td>288300.000000</td>\n",
       "      <td>3.688595e+06</td>\n",
       "      <td>2023.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Agriculture  Mining and quarrying  Manufacturing  \\\n",
       "count      21.000000             21.000000      21.000000   \n",
       "mean   608016.761905          22149.952381  220133.809524   \n",
       "std    120129.022032           5954.716211   29310.423782   \n",
       "min    406528.000000          15751.000000  189065.000000   \n",
       "25%    515988.000000          18048.000000  199902.000000   \n",
       "50%    589054.000000          19864.000000  209401.000000   \n",
       "75%    679888.000000          24323.000000  239172.000000   \n",
       "max    889860.000000          34724.000000  281937.000000   \n",
       "\n",
       "       Electricity and water supply   Construction  \\\n",
       "count                     21.000000      21.000000   \n",
       "mean                   57099.285714  189347.333333   \n",
       "std                     3330.498253   39672.224527   \n",
       "min                    52575.000000  128305.000000   \n",
       "25%                    54487.000000  155731.000000   \n",
       "50%                    56660.000000  191261.000000   \n",
       "75%                    59085.000000  223638.000000   \n",
       "max                    65199.000000  246682.000000   \n",
       "\n",
       "       Wholesale and retail trade  Accomodation, Food and Services  \\\n",
       "count                   21.000000                        21.000000   \n",
       "mean                227150.000000                     29451.619048   \n",
       "std                  31884.730306                      8906.924101   \n",
       "min                 186473.000000                     12582.000000   \n",
       "25%                 202674.000000                     24266.000000   \n",
       "50%                 219202.000000                     28431.000000   \n",
       "75%                 251583.000000                     34756.000000   \n",
       "max                 306684.000000                     46859.000000   \n",
       "\n",
       "       Transport and storage  Information and Communication  \\\n",
       "count              21.000000                      21.000000   \n",
       "mean           335157.476190                   69797.809524   \n",
       "std             71819.393331                    8531.441752   \n",
       "min            249125.000000                   55110.000000   \n",
       "25%            290038.000000                   62650.000000   \n",
       "50%            307118.000000                   69787.000000   \n",
       "75%            373092.000000                   76673.000000   \n",
       "max            489191.000000                   84677.000000   \n",
       "\n",
       "       Financial & insurance  ...    Real estate      Education        Health  \\\n",
       "count              21.000000  ...      21.000000      21.000000     21.000000   \n",
       "mean           197147.047619  ...  254323.714286  116876.142857  53992.238095   \n",
       "std             40589.120022  ...   25420.670658   18831.312409   7329.552789   \n",
       "min            147452.000000  ...  212776.000000   84979.000000  42764.000000   \n",
       "25%            168060.000000  ...  235397.000000   99962.000000  48600.000000   \n",
       "50%            183296.000000  ...  250615.000000  118079.000000  51931.000000   \n",
       "75%            236707.000000  ...  277288.000000  134453.000000  59193.000000   \n",
       "max            281793.000000  ...  290590.000000  145270.000000  70871.000000   \n",
       "\n",
       "       Other services         FISIM  All indust. at basic prices  \\\n",
       "count       21.000000     21.000000                 2.100000e+01   \n",
       "mean     59700.857143 -58853.904762                 2.599852e+06   \n",
       "std       5087.392311   7182.265805                 3.896201e+05   \n",
       "min      48561.000000 -76035.000000                 2.091678e+06   \n",
       "25%      56031.000000 -62737.000000                 2.330061e+06   \n",
       "50%      59909.000000 -56740.000000                 2.524048e+06   \n",
       "75%      61941.000000 -53221.000000                 2.902640e+06   \n",
       "max      70651.000000 -51267.000000                 3.400295e+06   \n",
       "\n",
       "       Taxes on products  GDP at market prices  Filled_Year   Quarters  \n",
       "count          21.000000          2.100000e+01    21.000000  21.000000  \n",
       "mean       233118.000000          2.832970e+06  2020.142857   2.428571  \n",
       "std         31688.764522          4.189513e+05     1.558387   1.164965  \n",
       "min        185519.000000          2.285230e+06  2018.000000   1.000000  \n",
       "25%        206861.000000          2.536922e+06  2019.000000   1.000000  \n",
       "50%        235553.000000          2.749038e+06  2020.000000   2.000000  \n",
       "75%        252041.000000          3.175735e+06  2021.000000   3.000000  \n",
       "max        288300.000000          3.688595e+06  2023.000000   4.000000  \n",
       "\n",
       "[8 rows x 22 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Current_Prices_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Trend Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the GDP trends for each industry\n",
    "plt.figure(figsize=(12, 8))\n",
    "for column in Current_Prices_df.columns[1:17]:  # Columns 1 to 17 correspond to industries\n",
    "    plt.plot(Current_Prices_df['Filled_Year'] + Current_Prices_df['Quarters'] * 0.25, Current_Prices_df[column], marker='o', label=column)\n",
    "\n",
    "plt.title('GDP Trends by Industry')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('GDP at market prices')\n",
    "plt.legend(loc='upper center', bbox_to_anchor=(0.5, -0.15), ncol=5)\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert the 'Filled_Year' column to integer\n",
    "Current_Prices_df['Filled_Year'] = Current_Prices_df['Filled_Year'].astype(int)\n",
    "\n",
    "# Calculate a new column for year progression including quarters\n",
    "Current_Prices_df['YearProgression'] = Current_Prices_df['Filled_Year'] + Current_Prices_df['Quarters'] * 0.25\n",
    "\n",
    "# Group the data by 'YearProgression' and sum the GDP values for each year and quarter\n",
    "yearly_sum = Current_Prices_df.groupby('YearProgression').sum()\n",
    "\n",
    "# Convert GDP values to millions for y-axis\n",
    "yearly_sum['GDP at market prices'] = yearly_sum['GDP at market prices'] / 1000000\n",
    "\n",
    "# Plot the yearly sum of GDPs\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(yearly_sum.index, yearly_sum['GDP at market prices'], marker='o')\n",
    "plt.title('Gross Domestic Product | Yearly Performance')\n",
    "plt.xlabel('Year and Quarter')\n",
    "plt.ylabel('GDP at market prices (Million KES)')\n",
    "plt.xticks(rotation=45)  # Rotate x-axis labels for better visibility\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_2022 = Current_Prices_df[Current_Prices_df['Filled_Year'] == 2022]\n",
    "\n",
    "# Plot the bar graph for GDP contribution per industry in 2022\n",
    "plt.figure(figsize=(20, 10))\n",
    "industries = data_2022.columns[1:17]  # Assuming columns 1 to 10 correspond to industries\n",
    "\n",
    "\n",
    "plt.plot(industries, data_2022[industries].sum())\n",
    "plt.title('GDP Contribution per Industry in 2022')\n",
    "plt.xlabel('Industry')\n",
    "plt.ylabel('GDP at market prices')\n",
    "plt.xticks(rotation=45)  # Rotate x-axis labels for better visibility\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>Mining and quarrying</th>\n",
       "      <th>Manufacturing</th>\n",
       "      <th>Electricity and water supply</th>\n",
       "      <th>Construction</th>\n",
       "      <th>Wholesale and retail trade</th>\n",
       "      <th>Accomodation, Food and Services</th>\n",
       "      <th>Transport and storage</th>\n",
       "      <th>Information and Communication</th>\n",
       "      <th>Financial &amp; insurance</th>\n",
       "      <th>Public Adminsitration</th>\n",
       "      <th>Professional,Admin and Support Services</th>\n",
       "      <th>Real estate</th>\n",
       "      <th>Education</th>\n",
       "      <th>Health</th>\n",
       "      <th>Other services</th>\n",
       "      <th>FISIM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-8.956250</td>\n",
       "      <td>-5.421156</td>\n",
       "      <td>2.859799</td>\n",
       "      <td>1.872881</td>\n",
       "      <td>-1.526689</td>\n",
       "      <td>-4.170444</td>\n",
       "      <td>4.397792</td>\n",
       "      <td>-2.458451</td>\n",
       "      <td>1.569324</td>\n",
       "      <td>11.376139</td>\n",
       "      <td>8.176351</td>\n",
       "      <td>2.572189</td>\n",
       "      <td>-0.142503</td>\n",
       "      <td>8.128332</td>\n",
       "      <td>0.788297</td>\n",
       "      <td>-2.195710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-8.477629</td>\n",
       "      <td>0.003174</td>\n",
       "      <td>-2.628439</td>\n",
       "      <td>8.003336</td>\n",
       "      <td>4.195782</td>\n",
       "      <td>3.504773</td>\n",
       "      <td>5.576724</td>\n",
       "      <td>13.681727</td>\n",
       "      <td>3.385281</td>\n",
       "      <td>-3.019084</td>\n",
       "      <td>2.309624</td>\n",
       "      <td>2.241935</td>\n",
       "      <td>-1.618983</td>\n",
       "      <td>3.464533</td>\n",
       "      <td>4.749172</td>\n",
       "      <td>2.668953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8.215351</td>\n",
       "      <td>9.657748</td>\n",
       "      <td>0.636789</td>\n",
       "      <td>3.048120</td>\n",
       "      <td>-0.752971</td>\n",
       "      <td>18.122897</td>\n",
       "      <td>-0.769161</td>\n",
       "      <td>5.125299</td>\n",
       "      <td>10.162365</td>\n",
       "      <td>2.362446</td>\n",
       "      <td>3.312874</td>\n",
       "      <td>1.932402</td>\n",
       "      <td>-3.769432</td>\n",
       "      <td>8.546883</td>\n",
       "      <td>1.885777</td>\n",
       "      <td>7.333233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.961279</td>\n",
       "      <td>0.040515</td>\n",
       "      <td>0.516538</td>\n",
       "      <td>5.006462</td>\n",
       "      <td>4.888661</td>\n",
       "      <td>1.062221</td>\n",
       "      <td>7.929960</td>\n",
       "      <td>-5.959521</td>\n",
       "      <td>-9.963007</td>\n",
       "      <td>-1.368038</td>\n",
       "      <td>-4.604930</td>\n",
       "      <td>1.915552</td>\n",
       "      <td>-0.530179</td>\n",
       "      <td>-13.136662</td>\n",
       "      <td>2.103110</td>\n",
       "      <td>-5.543412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-1.923704</td>\n",
       "      <td>-3.438517</td>\n",
       "      <td>2.530879</td>\n",
       "      <td>1.948218</td>\n",
       "      <td>0.204192</td>\n",
       "      <td>-10.061602</td>\n",
       "      <td>5.906896</td>\n",
       "      <td>-5.339383</td>\n",
       "      <td>4.393236</td>\n",
       "      <td>12.667781</td>\n",
       "      <td>8.173464</td>\n",
       "      <td>1.546950</td>\n",
       "      <td>1.611555</td>\n",
       "      <td>7.739032</td>\n",
       "      <td>-0.125190</td>\n",
       "      <td>-1.629177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-7.818041</td>\n",
       "      <td>-2.484984</td>\n",
       "      <td>2.139047</td>\n",
       "      <td>6.211352</td>\n",
       "      <td>5.479736</td>\n",
       "      <td>7.321415</td>\n",
       "      <td>-1.534110</td>\n",
       "      <td>14.695799</td>\n",
       "      <td>6.349642</td>\n",
       "      <td>-3.602370</td>\n",
       "      <td>0.276623</td>\n",
       "      <td>1.308003</td>\n",
       "      <td>13.592043</td>\n",
       "      <td>2.783951</td>\n",
       "      <td>2.338136</td>\n",
       "      <td>5.487908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>18.302579</td>\n",
       "      <td>5.603514</td>\n",
       "      <td>-6.741908</td>\n",
       "      <td>-5.223574</td>\n",
       "      <td>2.536252</td>\n",
       "      <td>34.387395</td>\n",
       "      <td>-5.232609</td>\n",
       "      <td>3.515503</td>\n",
       "      <td>7.502463</td>\n",
       "      <td>2.669699</td>\n",
       "      <td>6.833490</td>\n",
       "      <td>1.078096</td>\n",
       "      <td>16.373448</td>\n",
       "      <td>8.714191</td>\n",
       "      <td>-2.191629</td>\n",
       "      <td>13.164796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.924703</td>\n",
       "      <td>1.527758</td>\n",
       "      <td>3.006728</td>\n",
       "      <td>13.764002</td>\n",
       "      <td>-3.454348</td>\n",
       "      <td>-13.699659</td>\n",
       "      <td>-0.202322</td>\n",
       "      <td>-3.330029</td>\n",
       "      <td>-7.866511</td>\n",
       "      <td>-4.137362</td>\n",
       "      <td>-9.598521</td>\n",
       "      <td>1.035483</td>\n",
       "      <td>-8.126887</td>\n",
       "      <td>-14.679778</td>\n",
       "      <td>0.540983</td>\n",
       "      <td>-18.942141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.850785</td>\n",
       "      <td>-6.088319</td>\n",
       "      <td>-4.084723</td>\n",
       "      <td>1.492646</td>\n",
       "      <td>-1.158153</td>\n",
       "      <td>-54.901290</td>\n",
       "      <td>-9.698384</td>\n",
       "      <td>-8.189802</td>\n",
       "      <td>-0.483784</td>\n",
       "      <td>12.825882</td>\n",
       "      <td>-21.829781</td>\n",
       "      <td>1.284373</td>\n",
       "      <td>-28.032080</td>\n",
       "      <td>17.013424</td>\n",
       "      <td>-19.353982</td>\n",
       "      <td>-0.287854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-15.120052</td>\n",
       "      <td>-3.791469</td>\n",
       "      <td>8.599144</td>\n",
       "      <td>5.667309</td>\n",
       "      <td>-1.513058</td>\n",
       "      <td>-13.263477</td>\n",
       "      <td>13.724614</td>\n",
       "      <td>14.830042</td>\n",
       "      <td>6.980840</td>\n",
       "      <td>-0.008617</td>\n",
       "      <td>10.776422</td>\n",
       "      <td>1.598891</td>\n",
       "      <td>12.631356</td>\n",
       "      <td>0.282199</td>\n",
       "      <td>14.729927</td>\n",
       "      <td>3.811419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>14.684780</td>\n",
       "      <td>15.794203</td>\n",
       "      <td>3.483607</td>\n",
       "      <td>4.332823</td>\n",
       "      <td>16.861475</td>\n",
       "      <td>47.750755</td>\n",
       "      <td>3.109902</td>\n",
       "      <td>5.449522</td>\n",
       "      <td>14.759834</td>\n",
       "      <td>4.205474</td>\n",
       "      <td>16.584623</td>\n",
       "      <td>1.898929</td>\n",
       "      <td>19.439366</td>\n",
       "      <td>6.757403</td>\n",
       "      <td>-6.854651</td>\n",
       "      <td>17.880160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>8.599559</td>\n",
       "      <td>0.190800</td>\n",
       "      <td>-1.988660</td>\n",
       "      <td>-1.053882</td>\n",
       "      <td>-0.283696</td>\n",
       "      <td>40.258203</td>\n",
       "      <td>3.639643</td>\n",
       "      <td>-5.629077</td>\n",
       "      <td>-5.287672</td>\n",
       "      <td>-7.649098</td>\n",
       "      <td>-7.712304</td>\n",
       "      <td>2.182290</td>\n",
       "      <td>19.349364</td>\n",
       "      <td>-12.673145</td>\n",
       "      <td>7.969939</td>\n",
       "      <td>-10.939318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2.979507</td>\n",
       "      <td>-3.317145</td>\n",
       "      <td>-3.721292</td>\n",
       "      <td>6.389627</td>\n",
       "      <td>-5.877085</td>\n",
       "      <td>-1.971312</td>\n",
       "      <td>6.748750</td>\n",
       "      <td>-1.147358</td>\n",
       "      <td>5.362324</td>\n",
       "      <td>13.324287</td>\n",
       "      <td>7.670521</td>\n",
       "      <td>2.111540</td>\n",
       "      <td>-11.660889</td>\n",
       "      <td>25.826626</td>\n",
       "      <td>10.301440</td>\n",
       "      <td>1.549916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-5.410610</td>\n",
       "      <td>1.195014</td>\n",
       "      <td>8.689804</td>\n",
       "      <td>3.890299</td>\n",
       "      <td>0.419988</td>\n",
       "      <td>37.656495</td>\n",
       "      <td>9.804960</td>\n",
       "      <td>3.383152</td>\n",
       "      <td>4.507086</td>\n",
       "      <td>-2.616799</td>\n",
       "      <td>5.132393</td>\n",
       "      <td>2.044232</td>\n",
       "      <td>7.357565</td>\n",
       "      <td>-7.190455</td>\n",
       "      <td>4.803974</td>\n",
       "      <td>5.750793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>37.806001</td>\n",
       "      <td>11.371775</td>\n",
       "      <td>1.843234</td>\n",
       "      <td>2.476711</td>\n",
       "      <td>14.569341</td>\n",
       "      <td>33.178911</td>\n",
       "      <td>-3.388976</td>\n",
       "      <td>9.365471</td>\n",
       "      <td>13.455372</td>\n",
       "      <td>3.047894</td>\n",
       "      <td>8.236297</td>\n",
       "      <td>1.980111</td>\n",
       "      <td>4.778318</td>\n",
       "      <td>9.614313</td>\n",
       "      <td>-7.412153</td>\n",
       "      <td>19.952336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11.217813</td>\n",
       "      <td>5.162812</td>\n",
       "      <td>-6.743685</td>\n",
       "      <td>8.815586</td>\n",
       "      <td>5.477234</td>\n",
       "      <td>-26.624555</td>\n",
       "      <td>13.126998</td>\n",
       "      <td>-2.828718</td>\n",
       "      <td>-3.040990</td>\n",
       "      <td>-5.639886</td>\n",
       "      <td>-4.989204</td>\n",
       "      <td>1.918943</td>\n",
       "      <td>4.305207</td>\n",
       "      <td>-20.330128</td>\n",
       "      <td>3.284921</td>\n",
       "      <td>-14.869052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2.764336</td>\n",
       "      <td>3.637087</td>\n",
       "      <td>-1.555034</td>\n",
       "      <td>-7.120109</td>\n",
       "      <td>-8.250367</td>\n",
       "      <td>-3.181805</td>\n",
       "      <td>8.756045</td>\n",
       "      <td>0.082167</td>\n",
       "      <td>3.778933</td>\n",
       "      <td>11.098273</td>\n",
       "      <td>3.822090</td>\n",
       "      <td>1.411845</td>\n",
       "      <td>-13.777693</td>\n",
       "      <td>19.403014</td>\n",
       "      <td>6.653105</td>\n",
       "      <td>-6.701157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-25.139269</td>\n",
       "      <td>-2.868016</td>\n",
       "      <td>6.899047</td>\n",
       "      <td>8.685284</td>\n",
       "      <td>1.018352</td>\n",
       "      <td>4.406861</td>\n",
       "      <td>10.310327</td>\n",
       "      <td>4.537636</td>\n",
       "      <td>-0.151027</td>\n",
       "      <td>-2.881493</td>\n",
       "      <td>4.411481</td>\n",
       "      <td>0.928126</td>\n",
       "      <td>10.267934</td>\n",
       "      <td>14.821055</td>\n",
       "      <td>6.946505</td>\n",
       "      <td>22.983539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>31.028245</td>\n",
       "      <td>10.947028</td>\n",
       "      <td>7.644174</td>\n",
       "      <td>-2.816529</td>\n",
       "      <td>3.158040</td>\n",
       "      <td>29.226608</td>\n",
       "      <td>-12.550108</td>\n",
       "      <td>5.558603</td>\n",
       "      <td>14.885784</td>\n",
       "      <td>4.076557</td>\n",
       "      <td>4.802249</td>\n",
       "      <td>0.460141</td>\n",
       "      <td>7.770745</td>\n",
       "      <td>-15.269998</td>\n",
       "      <td>-8.754299</td>\n",
       "      <td>8.148664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>8.955130</td>\n",
       "      <td>0.365955</td>\n",
       "      <td>-5.285357</td>\n",
       "      <td>3.327497</td>\n",
       "      <td>16.978613</td>\n",
       "      <td>-10.894153</td>\n",
       "      <td>8.102675</td>\n",
       "      <td>-1.209301</td>\n",
       "      <td>-8.924281</td>\n",
       "      <td>-4.404493</td>\n",
       "      <td>-2.999494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.254657</td>\n",
       "      <td>-14.658029</td>\n",
       "      <td>0.795768</td>\n",
       "      <td>-13.363583</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Mining and quarrying  Manufacturing  Electricity and water supply  \\\n",
       "1              -8.956250      -5.421156                      2.859799   \n",
       "2              -8.477629       0.003174                     -2.628439   \n",
       "3               8.215351       9.657748                      0.636789   \n",
       "4               7.961279       0.040515                      0.516538   \n",
       "5              -1.923704      -3.438517                      2.530879   \n",
       "6              -7.818041      -2.484984                      2.139047   \n",
       "7              18.302579       5.603514                     -6.741908   \n",
       "8               0.924703       1.527758                      3.006728   \n",
       "9               0.850785      -6.088319                     -4.084723   \n",
       "10            -15.120052      -3.791469                      8.599144   \n",
       "11             14.684780      15.794203                      3.483607   \n",
       "12              8.599559       0.190800                     -1.988660   \n",
       "13              2.979507      -3.317145                     -3.721292   \n",
       "14             -5.410610       1.195014                      8.689804   \n",
       "15             37.806001      11.371775                      1.843234   \n",
       "16             11.217813       5.162812                     -6.743685   \n",
       "17              2.764336       3.637087                     -1.555034   \n",
       "18            -25.139269      -2.868016                      6.899047   \n",
       "19             31.028245      10.947028                      7.644174   \n",
       "20              8.955130       0.365955                     -5.285357   \n",
       "\n",
       "    Construction  Wholesale and retail trade  Accomodation, Food and Services  \\\n",
       "1       1.872881                   -1.526689                        -4.170444   \n",
       "2       8.003336                    4.195782                         3.504773   \n",
       "3       3.048120                   -0.752971                        18.122897   \n",
       "4       5.006462                    4.888661                         1.062221   \n",
       "5       1.948218                    0.204192                       -10.061602   \n",
       "6       6.211352                    5.479736                         7.321415   \n",
       "7      -5.223574                    2.536252                        34.387395   \n",
       "8      13.764002                   -3.454348                       -13.699659   \n",
       "9       1.492646                   -1.158153                       -54.901290   \n",
       "10      5.667309                   -1.513058                       -13.263477   \n",
       "11      4.332823                   16.861475                        47.750755   \n",
       "12     -1.053882                   -0.283696                        40.258203   \n",
       "13      6.389627                   -5.877085                        -1.971312   \n",
       "14      3.890299                    0.419988                        37.656495   \n",
       "15      2.476711                   14.569341                        33.178911   \n",
       "16      8.815586                    5.477234                       -26.624555   \n",
       "17     -7.120109                   -8.250367                        -3.181805   \n",
       "18      8.685284                    1.018352                         4.406861   \n",
       "19     -2.816529                    3.158040                        29.226608   \n",
       "20      3.327497                   16.978613                       -10.894153   \n",
       "\n",
       "    Transport and storage  Information and Communication  \\\n",
       "1                4.397792                      -2.458451   \n",
       "2                5.576724                      13.681727   \n",
       "3               -0.769161                       5.125299   \n",
       "4                7.929960                      -5.959521   \n",
       "5                5.906896                      -5.339383   \n",
       "6               -1.534110                      14.695799   \n",
       "7               -5.232609                       3.515503   \n",
       "8               -0.202322                      -3.330029   \n",
       "9               -9.698384                      -8.189802   \n",
       "10              13.724614                      14.830042   \n",
       "11               3.109902                       5.449522   \n",
       "12               3.639643                      -5.629077   \n",
       "13               6.748750                      -1.147358   \n",
       "14               9.804960                       3.383152   \n",
       "15              -3.388976                       9.365471   \n",
       "16              13.126998                      -2.828718   \n",
       "17               8.756045                       0.082167   \n",
       "18              10.310327                       4.537636   \n",
       "19             -12.550108                       5.558603   \n",
       "20               8.102675                      -1.209301   \n",
       "\n",
       "    Financial & insurance  Public Adminsitration  \\\n",
       "1                1.569324              11.376139   \n",
       "2                3.385281              -3.019084   \n",
       "3               10.162365               2.362446   \n",
       "4               -9.963007              -1.368038   \n",
       "5                4.393236              12.667781   \n",
       "6                6.349642              -3.602370   \n",
       "7                7.502463               2.669699   \n",
       "8               -7.866511              -4.137362   \n",
       "9               -0.483784              12.825882   \n",
       "10               6.980840              -0.008617   \n",
       "11              14.759834               4.205474   \n",
       "12              -5.287672              -7.649098   \n",
       "13               5.362324              13.324287   \n",
       "14               4.507086              -2.616799   \n",
       "15              13.455372               3.047894   \n",
       "16              -3.040990              -5.639886   \n",
       "17               3.778933              11.098273   \n",
       "18              -0.151027              -2.881493   \n",
       "19              14.885784               4.076557   \n",
       "20              -8.924281              -4.404493   \n",
       "\n",
       "    Professional,Admin and Support Services  Real estate  Education  \\\n",
       "1                                  8.176351     2.572189  -0.142503   \n",
       "2                                  2.309624     2.241935  -1.618983   \n",
       "3                                  3.312874     1.932402  -3.769432   \n",
       "4                                 -4.604930     1.915552  -0.530179   \n",
       "5                                  8.173464     1.546950   1.611555   \n",
       "6                                  0.276623     1.308003  13.592043   \n",
       "7                                  6.833490     1.078096  16.373448   \n",
       "8                                 -9.598521     1.035483  -8.126887   \n",
       "9                                -21.829781     1.284373 -28.032080   \n",
       "10                                10.776422     1.598891  12.631356   \n",
       "11                                16.584623     1.898929  19.439366   \n",
       "12                                -7.712304     2.182290  19.349364   \n",
       "13                                 7.670521     2.111540 -11.660889   \n",
       "14                                 5.132393     2.044232   7.357565   \n",
       "15                                 8.236297     1.980111   4.778318   \n",
       "16                                -4.989204     1.918943   4.305207   \n",
       "17                                 3.822090     1.411845 -13.777693   \n",
       "18                                 4.411481     0.928126  10.267934   \n",
       "19                                 4.802249     0.460141   7.770745   \n",
       "20                                -2.999494     0.000000   0.254657   \n",
       "\n",
       "       Health  Other services      FISIM  \n",
       "1    8.128332        0.788297  -2.195710  \n",
       "2    3.464533        4.749172   2.668953  \n",
       "3    8.546883        1.885777   7.333233  \n",
       "4  -13.136662        2.103110  -5.543412  \n",
       "5    7.739032       -0.125190  -1.629177  \n",
       "6    2.783951        2.338136   5.487908  \n",
       "7    8.714191       -2.191629  13.164796  \n",
       "8  -14.679778        0.540983 -18.942141  \n",
       "9   17.013424      -19.353982  -0.287854  \n",
       "10   0.282199       14.729927   3.811419  \n",
       "11   6.757403       -6.854651  17.880160  \n",
       "12 -12.673145        7.969939 -10.939318  \n",
       "13  25.826626       10.301440   1.549916  \n",
       "14  -7.190455        4.803974   5.750793  \n",
       "15   9.614313       -7.412153  19.952336  \n",
       "16 -20.330128        3.284921 -14.869052  \n",
       "17  19.403014        6.653105  -6.701157  \n",
       "18  14.821055        6.946505  22.983539  \n",
       "19 -15.269998       -8.754299   8.148664  \n",
       "20 -14.658029        0.795768 -13.363583  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the quarterly growth rates for each sector\n",
    "# Creating a new DataFrame to store the growth rates\n",
    "growth_rates_df = pd.DataFrame()\n",
    "\n",
    "# Iterate through each industry and calculate growth rates\n",
    "industries = Current_Prices_df.columns[1:17]  # Assuming columns 1 to 10 correspond to industries\n",
    "\n",
    "for industry in industries:\n",
    "    # Calculate the percentage change in GDP from one quarter to the next\n",
    "    growth_rates = Current_Prices_df[industry].pct_change() * 100\n",
    "    \n",
    "    # Store the growth rates in the new DataFrame\n",
    "    growth_rates_df[industry] = growth_rates\n",
    "\n",
    "# Drop the first row since it will have NaN values due to the percentage change calculation\n",
    "growth_rates_df = growth_rates_df.dropna()\n",
    "\n",
    "# Print the calculated growth rates\n",
    "growth_rates_df\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "GDP",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}