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Miki :rstats:<p><a href="https://techhub.social/tags/30DayChartChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>30DayChartChallenge</span></a> Día 28: Inclusion! 🤝 O... la falta de ella a nivel territorial en España 🇪🇸. Hoy comparamos la evolución de la tasa de paro trimestral (EPA/INE, 2005-2024) en varias CC.AA. vs la media nacional (rojo). <a href="https://techhub.social/tags/UncertaintiesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UncertaintiesWeek</span></a> <a href="https://techhub.social/tags/SocialData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SocialData</span></a></p><p>¡El gráfico habla por sí solo! Mirad la enorme brecha que se abre, sobre todo tras 2008, entre regiones como Andalucía y otras como País Vasco o Navarra. Madrid, más cerca de la media. Refleja mercados laborales muy diferentes y retos de cohesión enormes. La "inclusión" territorial en el empleo sigue siendo una asignatura pendiente.</p><p>Una visualización para reflexionar sobre las desigualdades estructurales.</p><p>🛠 <a href="https://techhub.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/data_table" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>data_table</span></a> | Data: INE (EPA) | Theme: <a href="https://techhub.social/tags/theme_week5_uncertainty" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>theme_week5_uncertainty</span></a><br>📂 Código/Viz: <a href="https://t.ly/UwPQG" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">t.ly/UwPQG</span><span class="invisible"></span></a></p><p><a href="https://techhub.social/tags/Day28" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Day28</span></a> <a href="https://techhub.social/tags/Inclusion" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Inclusion</span></a> <a href="https://techhub.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dataviz</span></a> <a href="https://techhub.social/tags/DataVisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataVisualization</span></a> <a href="https://techhub.social/tags/Paro" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Paro</span></a> <a href="https://techhub.social/tags/Unemployment" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Unemployment</span></a> <a href="https://techhub.social/tags/EPA" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EPA</span></a> <a href="https://techhub.social/tags/INE" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>INE</span></a> <a href="https://techhub.social/tags/Espa%C3%B1a" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>España</span></a> <a href="https://techhub.social/tags/Desigualdad" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Desigualdad</span></a> <a href="https://techhub.social/tags/Territorio" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Territorio</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://techhub.social/tags/TimeseriesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeseriesWeek</span></a></p>
Miki :rstats:<p><a href="https://techhub.social/tags/30DayChartChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>30DayChartChallenge</span></a> Día 27: ¡Ruido! 📉 Analizando los residuos (el "ruido" inexplicable) del modelo CAPM para Telefónica (TEF.MC) vs IBEX 35. <a href="https://techhub.social/tags/UncertaintiesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UncertaintiesWeek</span></a> <a href="https://techhub.social/tags/Finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Finance</span></a></p><p>Este gráfico muestra la serie temporal del error diario del modelo (~18 años). ¿Es solo ruido blanco o algo más? 🤔 Para comprobarlo, ¡test de Dickey-Fuller Aumentado (ADF)!</p><p>Resultado ADF: p=0.01. ¡Rechazamos la raíz unitaria! 🎉 Esto sugiere que los residuos son estacionarios, fluctúan alrededor de cero como un "ruido" bien comportado (aunque su volatilidad cambia). ¡Buena señal para el modelo! (R²≈0.66).</p><p>Visualizando el componente idiosincrático y su (falta de) tendencia.</p><p>🛠 <a href="https://techhub.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/quantmod" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>quantmod</span></a> <a href="https://techhub.social/tags/tseries" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>tseries</span></a> | Data: Yahoo/Investing | Theme: <a href="https://techhub.social/tags/theme_week5_uncertainty" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>theme_week5_uncertainty</span></a><br>📂 Código/Viz: <a href="https://t.ly/nr0nm" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">t.ly/nr0nm</span><span class="invisible"></span></a></p><p><a href="https://techhub.social/tags/Day27" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Day27</span></a> <a href="https://techhub.social/tags/Noise" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Noise</span></a> <a href="https://techhub.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dataviz</span></a> <a href="https://techhub.social/tags/DataVisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataVisualization</span></a> <a href="https://techhub.social/tags/CAPM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>CAPM</span></a> <a href="https://techhub.social/tags/Residuals" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Residuals</span></a> <a href="https://techhub.social/tags/Stationarity" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Stationarity</span></a> <a href="https://techhub.social/tags/ADFtest" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ADFtest</span></a> <a href="https://techhub.social/tags/Econometrics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Econometrics</span></a> <a href="https://techhub.social/tags/RiskManagement" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RiskManagement</span></a> <a href="https://techhub.social/tags/TEF" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TEF</span></a> <a href="https://techhub.social/tags/IBEX35" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>IBEX35</span></a> <a href="https://techhub.social/tags/Bolsa" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Bolsa</span></a> <a href="https://techhub.social/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/TimeseriesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeseriesWeek</span></a></p>
Miki :rstats:<p><a href="https://techhub.social/tags/30DayChartChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>30DayChartChallenge</span></a> Día 24: ¡Usando datos de la @WHO! 🌐 Hoy comparamos la cobertura de vacunación DTP3 (% niños 1 año) entre países agrupados por nivel de ingresos (Banco Mundial, 2000-2022). <a href="https://techhub.social/tags/TimeseriesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeseriesWeek</span></a> <a href="https://techhub.social/tags/SocialData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SocialData</span></a> <a href="https://techhub.social/tags/GlobalHealth" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GlobalHealth</span></a></p><p>El gráfico muestra:<br>✅ ¡Gran mejora en todos los grupos hasta ~2019!<br>⚠️ ¡Pero una brecha enorme persiste! Los países de ingresos altos (amarillo 🟡) cerca del objetivo 95% (línea rosa).<br>📉 Los países de ingresos bajos (azul índigo 🔵), aunque mejoraron mucho desde el 2000, se quedaron sobre el 70% y sufrieron un retroceso post-pandemia.</p><p>Un reflejo claro de la <a href="https://techhub.social/tags/EquidadEnSalud" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EquidadEnSalud</span></a> (o la falta de ella) a nivel global. ¡El acceso a vacunas básicas no es igual para todos!</p><p>🛠 <a href="https://techhub.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/data_table" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>data_table</span></a> | Data: WHO GHO | Theme: <a href="https://techhub.social/tags/theme_week4_social" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>theme_week4_social</span></a><br>📂 Código/Viz: <a href="https://t.ly/fRi1m" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">t.ly/fRi1m</span><span class="invisible"></span></a></p><p><a href="https://techhub.social/tags/Day24" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Day24</span></a> <a href="https://techhub.social/tags/WHO" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WHO</span></a> <a href="https://techhub.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dataviz</span></a> <a href="https://techhub.social/tags/DataVisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataVisualization</span></a> <a href="https://techhub.social/tags/Vaccination" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Vaccination</span></a> <a href="https://techhub.social/tags/Immunization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Immunization</span></a> <a href="https://techhub.social/tags/HealthEquity" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>HealthEquity</span></a> <a href="https://techhub.social/tags/PublicHealth" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PublicHealth</span></a> <a href="https://techhub.social/tags/SDGs" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SDGs</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://techhub.social/tags/DataForGood" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataForGood</span></a></p>
Miki :rstats:<p><a href="https://techhub.social/tags/30DayChartChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>30DayChartChallenge</span></a> Día 23: ¡El poder de la Escala Logarítmica! 🪵📐 Hoy vemos el PIB per cápita de España 🇪🇸 (1990-2023, PPA $const) de otra manera. <a href="https://techhub.social/tags/TimeseriesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeseriesWeek</span></a> <a href="https://techhub.social/tags/SocialData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SocialData</span></a></p><p>¿La clave? scale_y_log10(). En esta escala, la *pendiente* de la línea azul representa la tasa de crecimiento porcentual. ¡Ideal para comparar el ritmo económico a lo largo del tiempo!</p><p>Se ven clarísimas las diferentes fases:<br>* Crecimiento fuerte pre-2008.<br>* El largo estancamiento post-Gran Recesión (zona rosa 08-13).<br>* El bache del COVID (zona rosa 20-21).<br>* La crisis de los 90 (zona rosa 92-94).</p><p>Una herramienta básica pero potente del análisis de series temporales económicas.</p><p>🛠 <a href="https://techhub.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/WDI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WDI</span></a> | Data: World Bank | Theme: <a href="https://techhub.social/tags/theme_week4_social" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>theme_week4_social</span></a><br>📂 Código/Viz: <a href="https://t.ly/e3_cv" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">t.ly/e3_cv</span><span class="invisible"></span></a></p><p><a href="https://techhub.social/tags/Day23" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Day23</span></a> <a href="https://techhub.social/tags/LogScale" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LogScale</span></a> <a href="https://techhub.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dataviz</span></a> <a href="https://techhub.social/tags/DataVisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataVisualization</span></a> <a href="https://techhub.social/tags/EconomicGrowth" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EconomicGrowth</span></a> <a href="https://techhub.social/tags/GDP" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GDP</span></a> <a href="https://techhub.social/tags/PIB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PIB</span></a> <a href="https://techhub.social/tags/Espa%C3%B1a" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>España</span></a> <a href="https://techhub.social/tags/Economia" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Economia</span></a> <a href="https://techhub.social/tags/Macroeconomia" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Macroeconomia</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://techhub.social/tags/WorldBank" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WorldBank</span></a></p>
Miki :rstats:<p><a href="https://techhub.social/tags/30DayChartChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>30DayChartChallenge</span></a> Día 22: Stars! ✨ Planetas, planetas por todas partes! 🪐 Gráfico del nº acumulado de exoplanetas confirmados (NASA Exoplanet Archive). <a href="https://techhub.social/tags/TimeseriesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeseriesWeek</span></a> <a href="https://techhub.social/tags/Astronomy" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Astronomy</span></a></p><p>La curva muestra la explosión de descubrimientos desde los 90, ¡especialmente con Kepler &amp; TESS! Ya superamos los miles de mundos conocidos. 🤯</p><p>*(Aclaración: El último punto de 2025 es el acumulado hasta hoy, 22 de Abril, no el año completo).*</p><p>Impresionante cómo avanza la ciencia que estudia los planetas de otras estrellas.</p><p>🛠️ <a href="https://techhub.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> | Data: NASA Exoplanet Archive | Theme: <a href="https://techhub.social/tags/theme_week4_social" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>theme_week4_social</span></a><br>📂 Código: <a href="https://t.ly/bCzwJ" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">t.ly/bCzwJ</span><span class="invisible"></span></a></p><p><a href="https://techhub.social/tags/Day22" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Day22</span></a> <a href="https://techhub.social/tags/Stars" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Stars</span></a> <a href="https://techhub.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dataviz</span></a> <a href="https://techhub.social/tags/DataVisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataVisualization</span></a> <a href="https://techhub.social/tags/Exoplanets" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Exoplanets</span></a> <a href="https://techhub.social/tags/Space" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Space</span></a> <a href="https://techhub.social/tags/NASA" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NASA</span></a> <a href="https://techhub.social/tags/Astronomy" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Astronomy</span></a> <a href="https://techhub.social/tags/Astrophysics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Astrophysics</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://techhub.social/tags/Science" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Science</span></a></p>
Miki :rstats:<p><a href="https://techhub.social/tags/30DayChartChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>30DayChartChallenge</span></a> Día 21: Fossils! 🦖➡️☀️💨 Evolución del mix eléctrico peninsular en España (2015-2025). <a href="https://techhub.social/tags/TimeseriesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeseriesWeek</span></a> <a href="https://techhub.social/tags/SocialData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SocialData</span></a></p><p>Gráfico de áreas apiladas con la proporción (%) de cada fuente (Fósiles/Térmica No Ren., Nuclear, Hidro, Eólica, Solar, Otras Renov.), usando datos diarios de @REDElectrica **suavizados con media móvil de 30 días** (`frollmean`).</p><p>¡La <a href="https://techhub.social/tags/TransicionEnergetica" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TransicionEnergetica</span></a> en tendencia!<br>⚫ Fósiles: Pierden peso relativo.<br>☢️ Nuclear: Base estable.<br>💧 Hidro: Variable pero importante.<br>💨 Eólica: Crecimiento sólido.<br>☀️ Solar: ¡El boom!</p><p>La media móvil ayuda a ver la señal principal sobre el ruido diario.</p><p>🛠️ <a href="https://techhub.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/data_table" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>data_table</span></a> <a href="https://techhub.social/tags/qs" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>qs</span></a> | Data: REE | Theme: <a href="https://techhub.social/tags/theme_week4_social" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>theme_week4_social</span></a><br>📂 Código/Viz: <a href="https://t.ly/v3lz_" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">t.ly/v3lz_</span><span class="invisible"></span></a></p><p><a href="https://techhub.social/tags/Day21" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Day21</span></a> <a href="https://techhub.social/tags/Fossils" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Fossils</span></a> <a href="https://techhub.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dataviz</span></a> <a href="https://techhub.social/tags/DataVisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataVisualization</span></a> <a href="https://techhub.social/tags/EnergyTransition" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EnergyTransition</span></a> <a href="https://techhub.social/tags/RenewableEnergy" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RenewableEnergy</span></a> <a href="https://techhub.social/tags/EnergiasRenovables" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EnergiasRenovables</span></a> <a href="https://techhub.social/tags/Espa%C3%B1a" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>España</span></a> <a href="https://techhub.social/tags/REE" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>REE</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://techhub.social/tags/ClimateAction" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ClimateAction</span></a> <a href="https://techhub.social/tags/MovingAverage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MovingAverage</span></a></p>
Miki :rstats:<p><a href="https://techhub.social/tags/30DayChartChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>30DayChartChallenge</span></a> Día 20: Urbanización 🏙➡️🏘 ¿Cómo ha cambiado la distribución de la población española por tamaño de municipio entre 2003 y 2022? <a href="https://techhub.social/tags/TimeseriesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeseriesWeek</span></a> <a href="https://techhub.social/tags/SocialData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SocialData</span></a></p><p>Este gráfico de áreas apiladas (geom_area) lo visualiza usando datos del Padrón del INE. Cada color representa un tramo de tamaño municipal.</p><p>Observaciones clave:<br>* La España rural (&lt;5k hab.) pierde peso porcentual (~14% -&gt; 12%).<br>* Los municipios medianos (especialmente 20k-50k y 50k-100k) ganan algo de proporción.<br>* Las grandes ciudades (&gt;100k) mantienen su cuota bastante estable (~40%).</p><p>Parece que en estas dos décadas, más que un éxodo masivo a las grandes urbes, ha habido una consolidación en ciudades intermedias. ¿Reflejo de la "España Vaciada" y crecimiento periurbano?</p><p>🛠 <a href="https://techhub.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/data_table" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>data_table</span></a> | Data: INE | Theme: <a href="https://techhub.social/tags/theme_week4_social" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>theme_week4_social</span></a><br>📂 Código/Viz: <a href="https://t.ly/AN1-q" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">t.ly/AN1-q</span><span class="invisible"></span></a></p><p><a href="https://techhub.social/tags/Day20" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Day20</span></a> <a href="https://techhub.social/tags/Urbanization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Urbanization</span></a> <a href="https://techhub.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dataviz</span></a> <a href="https://techhub.social/tags/DataVisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataVisualization</span></a> <a href="https://techhub.social/tags/Demografia" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Demografia</span></a> <a href="https://techhub.social/tags/Espa%C3%B1a" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>España</span></a> <a href="https://techhub.social/tags/INE" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>INE</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://techhub.social/tags/Poblacion" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Poblacion</span></a></p>
Miki :rstats:<p><a href="https://techhub.social/tags/30DayChartChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>30DayChartChallenge</span></a> Día 19: Smooth! 〰️🇵🇱 Hoy aplicamos suavizado (geom_smooth) a las encuestas presidenciales de Polonia (Ene-Abr 2025) para ver las tendencias más allá del ruido. <a href="https://techhub.social/tags/TimeseriesWeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeseriesWeek</span></a> <a href="https://techhub.social/tags/SocialData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SocialData</span></a></p><p>El gráfico muestra la evolución estimada para los 6 candidatos principales (según apoyo medio). Los puntos tenues son las encuestas individuales. La leyenda incluye orientación política para contexto.</p><p>Observaciones rápidas:<br>* Trzaskowski (PO, centro) lidera ~34%.<br>* Nawrocki (PiS, ext-der) y Mentzen (Konf, ext-der) compiten por el 2º/3º puesto (~16-23%).<br>* ¡Bastante estabilidad en estos primeros meses!</p><p>Una forma útil de seguir la "foto" general de la carrera electoral.</p><p>🛠 <a href="https://techhub.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/data_table" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>data_table</span></a> | Data: CSV propio | Theme: <a href="https://techhub.social/tags/theme_week4_social" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>theme_week4_social</span></a><br>📂 Código/Viz: <a href="https://t.ly/FxTJa" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">t.ly/FxTJa</span><span class="invisible"></span></a></p><p><a href="https://techhub.social/tags/Day19" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Day19</span></a> <a href="https://techhub.social/tags/Smooth" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Smooth</span></a> <a href="https://techhub.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dataviz</span></a> <a href="https://techhub.social/tags/DataVisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataVisualization</span></a> <a href="https://techhub.social/tags/Poland" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Poland</span></a> <a href="https://techhub.social/tags/Wybory" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Wybory</span></a> <a href="https://techhub.social/tags/Elections" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Elections</span></a> <a href="https://techhub.social/tags/Polling" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Polling</span></a> <a href="https://techhub.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a> <a href="https://techhub.social/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://techhub.social/tags/PoliticalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PoliticalScience</span></a></p>