analisi-dati-covid19-campania/notebooks/06-analisi-6-mesi.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analisi ultimi 6 mesi - analisi-dati-covid19-campania\n",
"Dataset:\n",
"[Link dataset - COVID-19 Monitoraggio situazione: Dati di dettaglio relativi alla Regione Campania](https://dati.regione.campania.it/catalogo/datasetdetail/covid-19-monitoraggio-situazione-dati-di-dettaglio-relativi-alla-regione-campania) \n",
"\n",
"**Grafici presenti**: \n",
"- Andamento positivi\n",
"- Andamento nuovi positivi giornalieri\n",
"- Andamento % Positivi/Tamponi\n",
"- Andamento tamponi giornalieri\n",
"- Andamento ospedalizzati e terapia intensiva\n",
"- Andamento % letalità"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Caricamento dati da notebook di pre-elaborazione dati\n",
"%run pre_elaborazione_dati.ipynb\n",
"analisi_giorni = dati_selezionati.tail(180)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento positivi"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento positivi (ultimi 6 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"Totale positivi\"], grid=True, title='Andamento positivi (ultimi 6 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento nuovi positivi giornalieri"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento nuovi positivi giornalieri (ultimi 6 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"Nuovi positivi\"], grid=True, title='Andamento nuovi positivi giornalieri (ultimi 6 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento % Positivi/Tamponi"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento % Positivi/Tamponi (ultimi 6 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=\"% Positivi/Tamponi\", grid=True, title='Andamento % Positivi/Tamponi (ultimi 6 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento tamponi giornalieri"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento tamponi giornalieri (ultimi 6 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"Tamponi giornalieri\"], grid=True, title='Andamento tamponi giornalieri (ultimi 6 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento ospedalizzati e terapia intensiva"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento ospedalizzati e terapia intensiva (ultimi 6 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"Totale ospedalizzati\", \"Terapia Intensiva\"], grid=True, title='Andamento ospedalizzati e terapia intensiva (ultimi 6 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento % letalità"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento % letalità (ultimi 6 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"% Letalità\"], grid=True, title='Andamento % letalità (ultimi 6 mesi)', figsize=(12,6))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}