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Taylor #13

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6d55d08
README.md Formatted and variables defined
tpeterz Mar 4, 2024
e898a72
Approach taken to acheive our goals added to README. Modified CSV fil…
tpeterz Mar 4, 2024
3abbf04
ReadMe progress, Regional_correlation finalized
tpeterz Mar 5, 2024
aefe8e0
Final README.md
tpeterz Mar 5, 2024
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356 changes: 28 additions & 328 deletions Pulling from 2005_2023.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,7 @@
"cells": [
{
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"id": "c35a6843",
"metadata": {},
"outputs": [],
Expand All @@ -22,7 +22,7 @@
},
{
"cell_type": "code",
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"id": "8002ccac",
"metadata": {},
"outputs": [
Expand Down Expand Up @@ -143,348 +143,48 @@
" <td>0.267919</td>\n",
" <td>0.435440</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Afghanistan</td>\n",
" <td>South Asia</td>\n",
" <td>2013</td>\n",
" <td>3.572100</td>\n",
" <td>7.680333</td>\n",
" <td>0.483552</td>\n",
" <td>52.000000</td>\n",
" <td>0.577955</td>\n",
" <td>0.062666</td>\n",
" <td>0.823204</td>\n",
" <td>0.547417</td>\n",
" <td>0.273328</td>\n",
" <td>0.482847</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Afghanistan</td>\n",
" <td>South Asia</td>\n",
" <td>2014</td>\n",
" <td>3.130896</td>\n",
" <td>7.670638</td>\n",
" <td>0.525568</td>\n",
" <td>52.299999</td>\n",
" <td>0.508514</td>\n",
" <td>0.105755</td>\n",
" <td>0.871242</td>\n",
" <td>0.491641</td>\n",
" <td>0.374861</td>\n",
" <td>0.409048</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Afghanistan</td>\n",
" <td>South Asia</td>\n",
" <td>2015</td>\n",
" <td>3.982855</td>\n",
" <td>7.653833</td>\n",
" <td>0.528597</td>\n",
" <td>52.599998</td>\n",
" <td>0.388928</td>\n",
" <td>0.081652</td>\n",
" <td>0.880638</td>\n",
" <td>0.491410</td>\n",
" <td>0.339276</td>\n",
" <td>0.260557</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Afghanistan</td>\n",
" <td>South Asia</td>\n",
" <td>2016</td>\n",
" <td>4.220169</td>\n",
" <td>7.650370</td>\n",
" <td>0.559072</td>\n",
" <td>52.924999</td>\n",
" <td>0.522566</td>\n",
" <td>0.043916</td>\n",
" <td>0.793246</td>\n",
" <td>0.501409</td>\n",
" <td>0.348332</td>\n",
" <td>0.324990</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Afghanistan</td>\n",
" <td>South Asia</td>\n",
" <td>2017</td>\n",
" <td>2.661718</td>\n",
" <td>7.647830</td>\n",
" <td>0.490880</td>\n",
" <td>53.250000</td>\n",
" <td>0.427011</td>\n",
" <td>-0.119410</td>\n",
" <td>0.954393</td>\n",
" <td>0.435270</td>\n",
" <td>0.371326</td>\n",
" <td>0.261179</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Afghanistan</td>\n",
" <td>South Asia</td>\n",
" <td>2018</td>\n",
" <td>2.694303</td>\n",
" <td>7.630801</td>\n",
" <td>0.507516</td>\n",
" <td>53.575001</td>\n",
" <td>0.373536</td>\n",
" <td>-0.091106</td>\n",
" <td>0.927606</td>\n",
" <td>0.384561</td>\n",
" <td>0.404904</td>\n",
" <td>0.364666</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Afghanistan</td>\n",
" <td>South Asia</td>\n",
" <td>2019</td>\n",
" <td>2.375092</td>\n",
" <td>7.640086</td>\n",
" <td>0.419973</td>\n",
" <td>53.900002</td>\n",
" <td>0.393656</td>\n",
" <td>-0.106016</td>\n",
" <td>0.923849</td>\n",
" <td>0.324108</td>\n",
" <td>0.502474</td>\n",
" <td>0.341482</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Afghanistan</td>\n",
" <td>South Asia</td>\n",
" <td>2021</td>\n",
" <td>2.436034</td>\n",
" <td>7.324032</td>\n",
" <td>0.454175</td>\n",
" <td>54.549999</td>\n",
" <td>0.394306</td>\n",
" <td>-0.081011</td>\n",
" <td>0.946299</td>\n",
" <td>0.178886</td>\n",
" <td>0.606713</td>\n",
" <td>0.255620</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Afghanistan</td>\n",
" <td>South Asia</td>\n",
" <td>2022</td>\n",
" <td>1.281271</td>\n",
" <td>NaN</td>\n",
" <td>0.228217</td>\n",
" <td>54.875000</td>\n",
" <td>0.368377</td>\n",
" <td>NaN</td>\n",
" <td>0.733198</td>\n",
" <td>0.205868</td>\n",
" <td>0.575512</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Albania</td>\n",
" <td>Central and Eastern Europe</td>\n",
" <td>2007</td>\n",
" <td>4.634252</td>\n",
" <td>9.121704</td>\n",
" <td>0.821372</td>\n",
" <td>66.760002</td>\n",
" <td>0.528605</td>\n",
" <td>-0.010429</td>\n",
" <td>0.874700</td>\n",
" <td>0.488819</td>\n",
" <td>0.246335</td>\n",
" <td>0.300681</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Albania</td>\n",
" <td>Central and Eastern Europe</td>\n",
" <td>2009</td>\n",
" <td>5.485470</td>\n",
" <td>9.241429</td>\n",
" <td>0.833047</td>\n",
" <td>67.320000</td>\n",
" <td>0.525223</td>\n",
" <td>-0.159259</td>\n",
" <td>0.863665</td>\n",
" <td>0.564474</td>\n",
" <td>0.279257</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Albania</td>\n",
" <td>Central and Eastern Europe</td>\n",
" <td>2010</td>\n",
" <td>5.268937</td>\n",
" <td>9.282793</td>\n",
" <td>0.733152</td>\n",
" <td>67.599998</td>\n",
" <td>0.568958</td>\n",
" <td>-0.173675</td>\n",
" <td>0.726262</td>\n",
" <td>0.576077</td>\n",
" <td>0.300060</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Albania</td>\n",
" <td>Central and Eastern Europe</td>\n",
" <td>2011</td>\n",
" <td>5.867422</td>\n",
" <td>9.310619</td>\n",
" <td>0.759434</td>\n",
" <td>67.879997</td>\n",
" <td>0.487496</td>\n",
" <td>-0.206186</td>\n",
" <td>0.877003</td>\n",
" <td>0.565759</td>\n",
" <td>0.256577</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Albania</td>\n",
" <td>Central and Eastern Europe</td>\n",
" <td>2012</td>\n",
" <td>5.510124</td>\n",
" <td>9.326344</td>\n",
" <td>0.784502</td>\n",
" <td>68.160004</td>\n",
" <td>0.601512</td>\n",
" <td>-0.170467</td>\n",
" <td>0.847675</td>\n",
" <td>0.553473</td>\n",
" <td>0.271393</td>\n",
" <td>0.364894</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Albania</td>\n",
" <td>Central and Eastern Europe</td>\n",
" <td>2013</td>\n",
" <td>4.550648</td>\n",
" <td>9.338146</td>\n",
" <td>0.759477</td>\n",
" <td>68.440002</td>\n",
" <td>0.631830</td>\n",
" <td>-0.128825</td>\n",
" <td>0.862905</td>\n",
" <td>0.540751</td>\n",
" <td>0.338379</td>\n",
" <td>0.338095</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Country Name Regional Indicator Year Life Ladder \\\n",
"0 Afghanistan South Asia 2008 3.723590 \n",
"1 Afghanistan South Asia 2009 4.401778 \n",
"2 Afghanistan South Asia 2010 4.758381 \n",
"3 Afghanistan South Asia 2011 3.831719 \n",
"4 Afghanistan South Asia 2012 3.782938 \n",
"5 Afghanistan South Asia 2013 3.572100 \n",
"6 Afghanistan South Asia 2014 3.130896 \n",
"7 Afghanistan South Asia 2015 3.982855 \n",
"8 Afghanistan South Asia 2016 4.220169 \n",
"9 Afghanistan South Asia 2017 2.661718 \n",
"10 Afghanistan South Asia 2018 2.694303 \n",
"11 Afghanistan South Asia 2019 2.375092 \n",
"12 Afghanistan South Asia 2021 2.436034 \n",
"13 Afghanistan South Asia 2022 1.281271 \n",
"14 Albania Central and Eastern Europe 2007 4.634252 \n",
"15 Albania Central and Eastern Europe 2009 5.485470 \n",
"16 Albania Central and Eastern Europe 2010 5.268937 \n",
"17 Albania Central and Eastern Europe 2011 5.867422 \n",
"18 Albania Central and Eastern Europe 2012 5.510124 \n",
"19 Albania Central and Eastern Europe 2013 4.550648 \n",
" Country Name Regional Indicator Year Life Ladder Log GDP Per Capita \\\n",
"0 Afghanistan South Asia 2008 3.723590 7.350416 \n",
"1 Afghanistan South Asia 2009 4.401778 7.508646 \n",
"2 Afghanistan South Asia 2010 4.758381 7.613900 \n",
"3 Afghanistan South Asia 2011 3.831719 7.581259 \n",
"4 Afghanistan South Asia 2012 3.782938 7.660506 \n",
"\n",
" Log GDP Per Capita Social Support Healthy Life Expectancy At Birth \\\n",
"0 7.350416 0.450662 50.500000 \n",
"1 7.508646 0.552308 50.799999 \n",
"2 7.613900 0.539075 51.099998 \n",
"3 7.581259 0.521104 51.400002 \n",
"4 7.660506 0.520637 51.700001 \n",
"5 7.680333 0.483552 52.000000 \n",
"6 7.670638 0.525568 52.299999 \n",
"7 7.653833 0.528597 52.599998 \n",
"8 7.650370 0.559072 52.924999 \n",
"9 7.647830 0.490880 53.250000 \n",
"10 7.630801 0.507516 53.575001 \n",
"11 7.640086 0.419973 53.900002 \n",
"12 7.324032 0.454175 54.549999 \n",
"13 NaN 0.228217 54.875000 \n",
"14 9.121704 0.821372 66.760002 \n",
"15 9.241429 0.833047 67.320000 \n",
"16 9.282793 0.733152 67.599998 \n",
"17 9.310619 0.759434 67.879997 \n",
"18 9.326344 0.784502 68.160004 \n",
"19 9.338146 0.759477 68.440002 \n",
" Social Support Healthy Life Expectancy At Birth \\\n",
"0 0.450662 50.500000 \n",
"1 0.552308 50.799999 \n",
"2 0.539075 51.099998 \n",
"3 0.521104 51.400002 \n",
"4 0.520637 51.700001 \n",
"\n",
" Freedom To Make Life Choices Generosity Perceptions Of Corruption \\\n",
"0 0.718114 0.167652 0.881686 \n",
"1 0.678896 0.190809 0.850035 \n",
"2 0.600127 0.121316 0.706766 \n",
"3 0.495901 0.163571 0.731109 \n",
"4 0.530935 0.237588 0.775620 \n",
"5 0.577955 0.062666 0.823204 \n",
"6 0.508514 0.105755 0.871242 \n",
"7 0.388928 0.081652 0.880638 \n",
"8 0.522566 0.043916 0.793246 \n",
"9 0.427011 -0.119410 0.954393 \n",
"10 0.373536 -0.091106 0.927606 \n",
"11 0.393656 -0.106016 0.923849 \n",
"12 0.394306 -0.081011 0.946299 \n",
"13 0.368377 NaN 0.733198 \n",
"14 0.528605 -0.010429 0.874700 \n",
"15 0.525223 -0.159259 0.863665 \n",
"16 0.568958 -0.173675 0.726262 \n",
"17 0.487496 -0.206186 0.877003 \n",
"18 0.601512 -0.170467 0.847675 \n",
"19 0.631830 -0.128825 0.862905 \n",
" Freedom To Make Life Choices Generosity Perceptions Of Corruption \\\n",
"0 0.718114 0.167652 0.881686 \n",
"1 0.678896 0.190809 0.850035 \n",
"2 0.600127 0.121316 0.706766 \n",
"3 0.495901 0.163571 0.731109 \n",
"4 0.530935 0.237588 0.775620 \n",
"\n",
" Positive Affect Negative Affect Confidence In National Government \n",
"0 0.414297 0.258195 0.612072 \n",
"1 0.481421 0.237092 0.611545 \n",
"2 0.516907 0.275324 0.299357 \n",
"3 0.479835 0.267175 0.307386 \n",
"4 0.613513 0.267919 0.435440 \n",
"5 0.547417 0.273328 0.482847 \n",
"6 0.491641 0.374861 0.409048 \n",
"7 0.491410 0.339276 0.260557 \n",
"8 0.501409 0.348332 0.324990 \n",
"9 0.435270 0.371326 0.261179 \n",
"10 0.384561 0.404904 0.364666 \n",
"11 0.324108 0.502474 0.341482 \n",
"12 0.178886 0.606713 0.255620 \n",
"13 0.205868 0.575512 NaN \n",
"14 0.488819 0.246335 0.300681 \n",
"15 0.564474 0.279257 NaN \n",
"16 0.576077 0.300060 NaN \n",
"17 0.565759 0.256577 NaN \n",
"18 0.553473 0.271393 0.364894 \n",
"19 0.540751 0.338379 0.338095 "
" Positive Affect Negative Affect Confidence In National Government \n",
"0 0.414297 0.258195 0.612072 \n",
"1 0.481421 0.237092 0.611545 \n",
"2 0.516907 0.275324 0.299357 \n",
"3 0.479835 0.267175 0.307386 \n",
"4 0.613513 0.267919 0.435440 "
]
},
"execution_count": 2,
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"happiness = pd.read_csv(\"Resources/World Happiness Report 2005 to 2023.csv\")\n",
"happiness.head(20)"
"happiness.head()"
]
},
{
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