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timendum/italy-2021.ipynb

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italy-2021.ipynb
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"name": "italy-2021.ipynb",
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"cell_type": "code",
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"source": [
"import matplotlib\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from scipy import interpolate\n",
"import datetime\n",
"\n",
"matplotlib.style.use('fivethirtyeight')\n",
"\n",
"plt.rcParams[\"figure.figsize\"] = (15,10)\n",
"\n",
"from google.colab import data_table\n",
"data_table.enable_dataframe_formatter()\n",
"\n",
"TFORMATTER = matplotlib.ticker.StrMethodFormatter('{x:,.0f}')"
]
},
{
"cell_type": "code",
"source": [
"year_df = pd.read_csv('year-2021.csv', engine='python')\n",
"year_df.describe()"
],
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"colab": {
"base_uri": "https://localhost:8080/",
"height": 262
},
"id": "K6ewyP2Q7621",
"outputId": "cea5f854-3bf5-4148-90d3-f1f0ea4ca87d"
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],
"text/plain": [
" score created_utc ... num_comments upvote_ratio\n",
"count 6455.000000 6.455000e+03 ... 6455.000000 6455.000000\n",
"mean 187.457165 1.624133e+09 ... 194.344539 0.866480\n",
"std 649.337469 8.461381e+06 ... 405.435329 0.134066\n",
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"25% 25.000000 1.617708e+09 ... 29.000000 0.820000\n",
"50% 68.000000 1.623937e+09 ... 67.000000 0.910000\n",
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"\n",
"[8 rows x 6 columns]"
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"source": [
"# Primo e ultimo post\n",
"print(year_df.iloc[0].permalink)\n",
"print(year_df.iloc[-1].permalink)\n",
"# Numero di post per tipo (self vs link)\n",
"# pd.pivot_table(year_df, index=[\"domain\"],values=[\"num_comments\", 'score'],aggfunc=[sum, len])\n",
"print('self', len(year_df[year_df.domain == 'self.italy']))\n",
"# Numero di post NSFW\n",
"print('over_18', len(year_df[year_df.over_18 != False]))\n",
"# Statistiche sui commenti: totali e medi\n",
"print('Commenti', year_df['num_comments'].sum(), year_df['num_comments'].sum() / len(year_df['score']))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wkof0dz38P4U",
"outputId": "ed6e2ede-0272-431c-b385-9d3e836a7848"
},
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/r/italy/comments/ko1de9/why_does_the_symbol_thing_for_the_president_of/\n",
"/r/italy/comments/rt2pcd/baia_di_peter_pan_fiabilandia_rimini_ho_bisogno/\n",
"self 3008\n",
"over_18 29\n",
"Commenti 1254494 194.3445391169636\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"def re_table(d, l, t=None):\n",
" t = t or l.capitalize()\n",
" print(f\"|{t}|Post|Autore|\")\n",
" print(\"|:-:|:--|:--|\")\n",
" for i, r in d.iterrows():\n",
" print(f\"| {r[l]} | [{r['title']}](https://www.reddit.com{r['permalink']}) | u/{r['author']} |\")\n",
" return d"
],
"metadata": {
"id": "xKTWR15OYsmu"
},
"execution_count": 57,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# I top 5 post per voti\n",
"t = year_df.sort_values('score', ascending=False).head(5)\n",
"re_table(t, 'score', 'Punteggio')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 951
},
"id": "B_9nWMkT9BWF",
"outputId": "bfeb38c5-4ef0-45cf-bb11-ba993e8234f4"
},
"execution_count": 58,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"|Punteggio|Post|Autore|\n",
"|:-:|:--|:--|\n",
"| 45769 | [Abbiamo vinto, mandiamo la nostra bandiera sulla frontpage!!](https://www.reddit.com/r/italy/comments/oidg8i/abbiamo_vinto_mandiamo_la_nostra_bandiera_sulla/) | u/regian24 |\n",
"| 3670 | [Based on a fellow redditor’s photo from yesterday. ‘Etna is erupting’ 7x5” gouache.](https://www.reddit.com/r/italy/comments/lmo50s/based_on_a_fellow_redditors_photo_from_yesterday/) | u/bunkerbash |\n",
"| 3327 | [This Illustration, by a peruvian artist,of Italy as a Mario Level with landmarks is indredible](https://www.reddit.com/r/italy/comments/nlbd10/this_illustration_by_a_peruvian_artistof_italy_as/) | u/pakito6969 |\n",
"| 3273 | [Alcune cose non cambiano mai - Mancini e Vialli (2021 e 1986)](https://www.reddit.com/r/italy/comments/o8s5jr/alcune_cose_non_cambiano_mai_mancini_e_vialli/) | u/PonkiPonkiPoo |\n",
"| 2988 | [Ancient Romans compared to present-day Italians](https://www.reddit.com/r/italy/comments/n8c75p/ancient_romans_compared_to_presentday_italians/) | u/_civilised_ |\n"
]
},
{
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"text/plain": [
" id score ... over_18 title\n",
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{
"cell_type": "code",
"source": [
"# I top 5 post per numero di commenti\n",
"re_table(year_df.sort_values('num_comments', ascending=False).head(10), 'num_comments', 'Numero di commenti')"
],
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"id": "GmLBZHGW9tFS",
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"execution_count": 13,
"outputs": [
{
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"name": "stdout",
"text": [
"|Numero di commenti|Post|Autore|\n",
":-:|:--|:--|\n",
"| 7755 | [[Megathread] Eurovision Song Contest 2021 - Serata Finale](https://www.reddit.com/r/italy/comments/nio96i/megathread_eurovision_song_contest_2021_serata/) | u/Lord_TheJc |\n",
"| 5438 | [[Megathread] 71° Festival di Sanremo - Prima Serata](https://www.reddit.com/r/italy/comments/lwa6o8/megathread_71_festival_di_sanremo_prima_serata/) | u/Jockbaia |\n",
"| 5354 | [[Megathread] 71° Festival di Sanremo - Terza Serata (Cover/Duetti)](https://www.reddit.com/r/italy/comments/lxsr5d/megathread_71_festival_di_sanremo_terza_serata/) | u/Jockbaia |\n",
"| 4919 | [[MEGATHREAD] Finale EURO 2020 Italia - Inghilterra](https://www.reddit.com/r/italy/comments/oi9q73/megathread_finale_euro_2020_italia_inghilterra/) | u/nerdvana89 |\n",
"| 3336 | [[Megathread] Semifinale EURO 2020 - Italia - Spagna](https://www.reddit.com/r/italy/comments/of0rat/megathread_semifinale_euro_2020_italia_spagna/) | u/nerdvana89 |\n",
"| 3157 | [[Megathread] 71° Festival di Sanremo - Seconda Serata](https://www.reddit.com/r/italy/comments/lx1w6u/megathread_71_festival_di_sanremo_seconda_serata/) | u/Jockbaia |\n",
"| 3003 | [Megathread Coronavirus * 19/07/21 - 25/07/21](https://www.reddit.com/r/italy/comments/on2zs0/megathread_coronavirus_190721_250721/) | u/Lyrtil |\n",
"| 2899 | [Megathread Coronavirus * 08/03/21 - 14/03/21](https://www.reddit.com/r/italy/comments/m04o44/megathread_coronavirus_080321_140321/) | u/Lyrtil |\n",
"| 2566 | [Megathread Coronavirus * 19/04/21 - 25/04/21](https://www.reddit.com/r/italy/comments/mtqhlv/megathread_coronavirus_190421_250421/) | u/Lyrtil |\n",
"| 2359 | [Caffè Italia * 04/10/21](https://www.reddit.com/r/italy/comments/q0wxma/caffè_italia_041021/) | u/RedditItalyBot |\n"
]
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"text/plain": [
" id score ... over_18 title\n",
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"3609 of0rat 321 ... False [Megathread] Semifinale EURO 2020 - Italia - S...\n",
"1182 lx1w6u 52 ... False [Megathread] 71° Festival di Sanremo - Seconda...\n",
"4008 on2zs0 58 ... False Megathread Coronavirus * 19/07/21 - 25/07/21\n",
"1224 m04o44 53 ... False Megathread Coronavirus * 08/03/21 - 14/03/21\n",
"1819 mtqhlv 48 ... False Megathread Coronavirus * 19/04/21 - 25/04/21\n",
"5354 q0wxma 28 ... False Caffè Italia * 04/10/21\n",
"\n",
"[10 rows x 15 columns]"
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},
"metadata": {},
"execution_count": 13
}
]
},
{
"cell_type": "code",
"source": [
"# I top post per numero di commenti esclusi caffè/casual/coronavirus\n",
"t = year_df[~year_df.title.str.contains(r'(?:CASUAL|Casual|Caff|Coronavirus|Eurovision|Sanremo|Megathread|MEGATHREAD)')].sort_values('num_comments', ascending=False).head(6)\n",
"re_table(t, 'num_comments', 'Numero di commenti')"
],
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"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"|Numero di commenti|Post|Autore|\n",
":-:|:--|:--|\n",
"| 1999 | [Il thread delle opinioni impopolari](https://www.reddit.com/r/italy/comments/o2wrvu/il_thread_delle_opinioni_impopolari/) | u/nan |\n",
"| 1852 | [DRAGHI 🀄](https://www.reddit.com/r/italy/comments/lb5mkt/draghi/) | u/MyPendrive |\n",
"| 1515 | [AskRagazze: tutto quello che avreste voluto sapere sulle donne (ma non avete mai osato chiedere)](https://www.reddit.com/r/italy/comments/kzqz77/askragazze_tutto_quello_che_avreste_voluto_sapere/) | u/nan |\n",
"| 1490 | [Opinioni impopolari sulla musica italiana](https://www.reddit.com/r/italy/comments/pkxk5q/opinioni_impopolari_sulla_musica_italiana/) | u/Ancient_Badger5777 |\n",
"| 1419 | [No stupid questions r/Italy edition](https://www.reddit.com/r/italy/comments/nuy380/no_stupid_questions_ritaly_edition/) | u/nerdvana89 |\n",
"| 1270 | [Parole / espressioni comuni che odiate sentire senza un motivo preciso](https://www.reddit.com/r/italy/comments/pkbf3q/parole_espressioni_comuni_che_odiate_sentire/) | u/nan |\n"
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"text/plain": [
" id score ... over_18 title\n",
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{
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"source": [
"# I top 5 post per numero di premi\n",
"re_table(year_df.sort_values('total_awards_received', ascending=False).head(5), 'total_awards_received', \"Numero di premi\")"
],
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"text": [
"|Numero di premi|Post|Autore|\n",
":-:|:--|:--|\n",
"| 589 | [Abbiamo vinto, mandiamo la nostra bandiera sulla frontpage!!](https://www.reddit.com/r/italy/comments/oidg8i/abbiamo_vinto_mandiamo_la_nostra_bandiera_sulla/) | u/regian24 |\n",
"| 107 | [BEST BRAU MASTERRACE: la recensione di tutte (o quasi ) le birre dell'eurospin](https://www.reddit.com/r/italy/comments/m67cu8/best_brau_masterrace_la_recensione_di_tutte_o/) | u/shepard281 |\n",
"| 95 | [Ho abortito e non me ne pento.](https://www.reddit.com/r/italy/comments/psmrw0/ho_abortito_e_non_me_ne_pento/) | u/neroina |\n",
"| 77 | [[FantaCalcio] Statistiche Asta 2021](https://www.reddit.com/r/italy/comments/p81a4m/fantacalcio_statistiche_asta_2021/) | u/hamlet84 |\n",
"| 74 | [Dopo 13 anni come sviluppatori software io e il mio collega ci siamo dimessi e abbiamo investito tutto nel fondare un'azienda di videogiochi. Ieri abbiamo rilasciato Medievalien, un gioco in cui degli Alieni arrivano in un mondo fantasy Medievale. Chiedeteci pure qualunque cosa!](https://www.reddit.com/r/italy/comments/lihaaa/dopo_13_anni_come_sviluppatori_software_io_e_il/) | u/b4gn0 |\n"
]
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],
"text/plain": [
" id score ... over_18 title\n",
"3710 oidg8i 45769 ... False Abbiamo vinto, mandiamo la nostra bandiera sul...\n",
"1391 m67cu8 1743 ... False BEST BRAU MASTERRACE: la recensione di tutte (...\n",
"5141 psmrw0 2721 ... False Ho abortito e non me ne pento.\n",
"4532 p81a4m 185 ... False [FantaCalcio] Statistiche Asta 2021\n",
"856 lihaaa 2484 ... False Dopo 13 anni come sviluppatori software io e i...\n",
"\n",
"[5 rows x 15 columns]"
]
},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(15,10))\n",
"#ax.set_xscale('log')\n",
"#ax.set_yscale('log')\n",
"year_clean = year_df[~year_df.title.str.contains(r'(?:CASUAL|Casual|Caff|Coronavirus|Eurovision|Sanremo|Megathread|MEGATHREAD)')]\n",
"year_clean = year_clean[year_clean.score < 40000]\n",
"ax.scatter(x=year_clean.num_comments.tolist(), y=year_clean.score.tolist())\n",
"#ax.set_xlim(1-(1e-1), 1e4)\n",
"#ax.set_ylim(1-(1e-1), 1e4)\n",
"ax.set_xlabel(\"Numero di commenti\")\n",
"ax.set_ylabel(\"Punteggio\")\n",
"ax.set_title(\"Tutti i post per numero di commenti e punteggio\")\n",
"ax.get_xaxis().set_major_formatter(TFORMATTER)\n",
"ax.get_yaxis().set_major_formatter(TFORMATTER)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 675
},
"id": "w1TIcd8J-QS3",
"outputId": "4ec7df45-cd98-4334-e103-49c862927e4b"
},
"execution_count": 135,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"limit = 10\n",
"summauthor = pd.pivot_table(year_df[year_df.author != 'RedditItalyBot'], index=[\"author\"],values=[\"score\"],aggfunc=[np.sum, len])\n",
"summauthor.columns = summauthor.columns.to_series().str.join('_')\n",
"summauthor = summauthor.reset_index()\n",
"summauthor = summauthor.sort_values('len_score', ascending=False)\n",
"#summauthor.to_csv('users.csv', index = False)\n",
"summauthor = summauthor.head(limit)\n",
"summauthor['sum_score'] = summauthor['sum_score'] - summauthor['len_score']\n",
"author_graph = summauthor.plot.scatter(title=\"I 10 autori di post più attivi\", y='sum_score', x='len_score', figsize=(15,10))\n",
"for i, txt in enumerate(summauthor.author):\n",
" if txt == 'giuliomagnifico':\n",
" author_graph.annotate(txt, (summauthor.len_score.iat[i]-15, summauthor.sum_score.iat[i]))\n",
" elif txt == 'Asteroide3000':\n",
" author_graph.annotate(txt, (summauthor.len_score.iat[i]-15, summauthor.sum_score.iat[i]))\n",
" else:\n",
" author_graph.annotate(txt, (summauthor.len_score.iat[i]+1, summauthor.sum_score.iat[i]+3))\n",
"author_graph.set_xlabel(\"Numero di post\")\n",
"author_graph.set_ylabel(\"Karma totale\")\n",
"author_graph.set_xlim(left = -1)\n",
"author_graph.get_yaxis().set_major_formatter(TFORMATTER)\n",
"author_graph.set_ylim(bottom = -100)\n",
"author_graph.axhline(y = 0, color = 'black', linewidth = 1.3, alpha = .7)\n",
"author_graph.axvline(x = 0, color = 'black', linewidth = 1.3, alpha = .7)\n",
"print('Karma', summauthor['sum_score'].sum(), year_df['score'].sum(), summauthor['sum_score'].sum() / year_df['score'].sum())\n",
"print('Submissions', summauthor['len_score'].sum(), len(year_df), summauthor['len_score'].sum() / len(year_df))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 711
},
"id": "8WdOvmg7-Ype",
"outputId": "26738a6c-96c8-4455-d2f9-0c9729c8ac76"
},
"execution_count": 24,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Karma 114657 1210036 0.09475503208169013\n",
"Submissions 672 6455 0.10410534469403564\n"
]
},
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"year_df_hour = year_df[year_df.score < 40000].copy(deep=True)\n",
"year_df_hour['created_utc'] = year_df_hour['created_utc'].apply(lambda x: x+3600 if x > 1554040831 or x < 1540648831 else x)\n",
"year_df_hour['created_utc'] = year_df_hour['created_utc'].apply(lambda x: x+3600)\n",
"year_df_hour['day'] = pd.to_datetime(year_df_hour.created_utc, unit='s')\n",
"year_df_hour['hour'] = year_df_hour.day.dt.strftime('%H')\n",
"year_df_hour['ymd'] = year_df_hour.day.dt.strftime('%Y-%m-%d')\n",
"year_df_hour['yw'] = year_df_hour.day.dt.strftime('%W')"
],
"metadata": {
"id": "DyQTN6Yk-30C"
},
"execution_count": 18,
"outputs": []
},
{
"cell_type": "code",
"source": [
"%%script false --no-raise-error\n",
"pivhours = pd.pivot_table(year_df_hour, index=[\"hour\"],values=[\"score\"],aggfunc=[np.sum, len])\n",
"pivhours.columns = pivhours.columns.to_series().str.join('_')\n",
"pivhours = pivhours.reset_index()\n",
"hours_graph = pivhours.plot.scatter(title=\"Karma per ora di invio\", y='sum_score', x='len_score', figsize=(15,10))\n",
"for i, txt in enumerate(pivhours.hour):\n",
" if txt == '12':\n",
" hours_graph.annotate(txt, (pivhours.len_score.iat[i]-10, pivhours.sum_score.iat[i]+2))\n",
" else:\n",
" hours_graph.annotate(txt, (pivhours.len_score.iat[i]+1.5, pivhours.sum_score.iat[i]+1))\n",
"rx = np.linspace(0, pivhours['len_score'].max(), 10)\n",
"ry = rx * year_df['score'].sum() / len(year_df)\n",
"hours_graph.plot(rx, ry, color='orange')\n",
"hours_graph.set_xlabel(\"Numero di post\")\n",
"hours_graph.set_ylabel(\"Karma totale\")\n",
"hours_graph.get_yaxis().set_major_formatter(TFORMATTER)\n",
"#hours_graph.axhline(y = 0, color = 'black', linewidth = 1.3, alpha = .7)"
],
"metadata": {
"id": "1bpd9ep4-zEf"
},
"execution_count": 19,
"outputs": []
},
{
"cell_type": "code",
"source": [
"pivhours = pd.pivot_table(year_df_hour, index=[\"hour\"],values=[\"score\"],aggfunc=[np.mean, len])\n",
"pivhours.columns = pivhours.columns.to_series().str.join('_')\n",
"pivhours = pivhours.reset_index()\n",
"fig, ax1 = plt.subplots(figsize=(10,6))\n",
"pos = ax1.scatter(y=pivhours.len_score, x=pivhours.hour, s=100, c=pivhours.mean_score, cmap='winter')\n",
"pos.set_clim(0)\n",
"cbar = fig.colorbar(pos)\n",
"ax1.set_ylim(0)\n",
"ax1.set_title(\"Post per ora di invio\")\n",
"ax1.set_ylabel(\"Numero di post\")\n",
"ax1.set_xlabel(\"Ora di inivo\")\n",
"cbar.set_label(\"Karma medio\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
},
"id": "hK7Oz4SHMgHX",
"outputId": "b2b29591-479c-4540-b9ba-b4ed0eea4ff0"
},
"execution_count": 29,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(10,6))\n",
"# ax.set_xscale('log')\n",
"ax.set_yscale('log')\n",
"ax.get_xaxis().set_major_formatter(TFORMATTER)\n",
"ax.get_yaxis().set_major_formatter(TFORMATTER)\n",
"n, bins, patches = ax.hist(year_df[year_df.score < 40000].score.tolist(), 100, cumulative=-1)\n",
"ax.set_xlabel(\"Punteggio\")\n",
"ax.set_ylabel(\"Numero di post\")\n",
"ax.set_title(\"Quanti post hanno un punteggio\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 458
},
"id": "7-Xq0Fja_Mt4",
"outputId": "bd91cfd9-20e2-43b5-8291-5e30db257867"
},
"execution_count": 30,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Quanti post hanno un punteggio')"
]
},
"metadata": {},
"execution_count": 30
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(10,6))\n",
"#ax.set_xscale('log')\n",
"ax.set_yscale('log')\n",
"ax.get_xaxis().set_major_formatter(TFORMATTER)\n",
"ax.get_yaxis().set_major_formatter(TFORMATTER)\n",
"n, bins, patches = ax.hist(year_df.num_comments.tolist(), 100, cumulative=-1)\n",
"ax.set_xlabel(\"Numero di commenti\")\n",
"ax.set_ylabel(\"Numero di post\")\n",
"ax.set_title(\"Quanti post hanno quel numero di commenti\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 458
},
"id": "rvwjk5s6_RYM",
"outputId": "3f9ca875-dd6d-458c-e6f3-a2197470c1ae"
},
"execution_count": 32,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Quanti post hanno quel numero di commenti')"
]
},
"metadata": {},
"execution_count": 32
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"year_df_dweek = year_df[year_df.score < 40000].copy(deep=True)\n",
"year_df_dweek['created_utc'] = year_df_dweek['created_utc'].apply(lambda x: x+3600 if x > 1635645270 or x < 1616810078 else x)\n",
"year_df_dweek['created_utc'] = year_df_dweek['created_utc'].apply(lambda x: x+3600)\n",
"year_df_dweek['day'] = pd.to_datetime(year_df_dweek.created_utc, unit='s')\n",
"year_df_dweek['dweek'] = year_df_dweek.day.dt.strftime('%u')\n",
"pivdweek = pd.pivot_table(year_df_dweek, index=[\"dweek\"],values=[\"score\"],aggfunc=[np.mean, np.sum, len])\n",
"pivdweek.columns = pivdweek.columns.to_series().str.join('_')"
],
"metadata": {
"id": "-dlhenRt_eph"
},
"execution_count": 33,
"outputs": []
},
{
"cell_type": "code",
"source": [
"%%script false --no-raise-error\n",
"dweek_graph = pivdweek.plot.scatter(title=\"Karma per giorno di invio\", y='sum_score', x='len_score', figsize=(15,10))\n",
"giorni = ['Lunedì','Martedì','Mercoledì','Giovedì','Venerdì','Sabato','Domenica']\n",
"for i, txt in enumerate(pivdweek.index):\n",
" dweek_graph.annotate(giorni[i], (pivdweek.len_score.iat[i]+3, pivdweek.sum_score.iat[i]+500))\n",
"dweek_graph.set_xlabel(\"Numero di post\")\n",
"dweek_graph.set_ylabel(\"Karma totale\")\n",
"rx = np.linspace(pivdweek['len_score'].min(), pivdweek['len_score'].max(), 10)\n",
"ry = rx * year_df['score'].sum() / len(year_df)\n",
"dweek_graph.plot(rx, ry, color='orange')\n",
"# dweek_graph.set_xlim(-10, 5000)\n",
"# dweek_graph.set_ylim(-1000, 170000)\n",
"dweek_graph.get_yaxis().set_major_formatter(TFORMATTER)"
],
"metadata": {
"id": "-eCA4Y2T_h6l"
},
"execution_count": 34,
"outputs": []
},
{
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(10,6))\n",
"dweek_graph = ax.scatter(x=pivdweek.index, y=pivdweek.len_score, c=pivdweek.mean_score, s=400, cmap='winter')\n",
"dweek_graph.set_clim(0)\n",
"cbar = fig.colorbar(dweek_graph)\n",
"ax.set_xlabel(\"Giorno della settimana\")\n",
"ax.set_ylabel(\"Numero di post\")\n",
"ax.set_ylim(0, 1100)\n",
"ax.set_xticklabels(['Lunedì','Martedì','Mercoledì','Giovedì','Venerdì','Sabato','Domenica'])\n",
"cbar.set_label(\"Karma medio\")\n",
"ax.set_title(\"Post per giorno di invio\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 458
},
"id": "DgMHOcLEPMHU",
"outputId": "258a3f5d-c706-499c-e215-b45929fd1842"
},
"execution_count": 36,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Post per giorno di invio')"
]
},
"metadata": {},
"execution_count": 36
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"caffe = year_df[year_df.title.str.contains(r'^(?:CASUAL|Casual|Caffè I)')].copy(deep=True)\n",
"caffe['day'] = pd.to_datetime(caffe.created_utc, unit='s')\n",
"fig, ax = plt.subplots(figsize=(15,10))\n",
"ax.plot(caffe.day.tolist(), caffe.num_comments.tolist())\n",
"# ax.set_xlim(1-(1e-1), 1e4)\n",
"ax.set_ylim(0)\n",
"ax.set_title(\"Numero di commenti nel Caffè/Casual nell'anno\")\n",
"ax.get_yaxis().set_major_formatter(TFORMATTER)\n",
"\n",
"pfit = np.poly1d(np.polyfit(caffe.created_utc.tolist(), caffe.num_comments.tolist(), 5))\n",
"ax.plot(caffe.day.tolist(), pfit(caffe.created_utc.tolist()), '-', label='Regressione Polinomiale')\n",
"ax.legend(loc='lower right')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 670
},
"id": "t5LTYhlOeBmf",
"outputId": "997cca5d-4093-46ff-f82c-0f1bfbf4f15d"
},
"execution_count": 37,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f8c47e6b9d0>"
]
},
"metadata": {},
"execution_count": 37
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Post con il 100% di upvoti e almeno 100 voti totali\n",
"t = year_df[year_df.score > 100][year_df.upvote_ratio == 1].sort_values('score', ascending=False)\n",
"re_table(t, 'score', 'Punteggio')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1924
},
"id": "aYCsCz9DsOkJ",
"outputId": "026dda60-7479-4f38-add0-0c0659e67c7d"
},
"execution_count": 38,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"|Punteggio|Post|Autore|\n",
":-:|:--|:--|\n",
"| 1702 | [La prima volta che vedo un negozio Panini, non sapevo esistessero (trovato in Cile)](https://www.reddit.com/r/italy/comments/o3n8g0/la_prima_volta_che_vedo_un_negozio_panini_non/) | u/nicosecci |\n",
"| 956 | [Giarre after tonight Etna eruption](https://www.reddit.com/r/italy/comments/lzsdux/giarre_after_tonight_etna_eruption/) | u/Pietro1203 |\n",
"| 713 | [Due foto del celebre duello di spada tra Ungaretti e Bontempelli](https://www.reddit.com/r/italy/comments/kwrqr3/due_foto_del_celebre_duello_di_spada_tra/) | u/ViVilma |\n",
"| 708 | [Corrado Augias si lamenta su \"la Repubblica\" di un'incomprensibile comunicazione da parte di Enel, senza rendersi conto di essere incappato in un tentativo di phishing](https://www.reddit.com/r/italy/comments/l8lgxt/corrado_augias_si_lamenta_su_la_repubblica_di/) | u/mirazef |\n",
"| 607 | [Canone Rai, l’Unione Europea: rimuoverlo dalla bolletta elettrica entro il 2022](https://www.reddit.com/r/italy/comments/qrtanl/canone_rai_lunione_europea_rimuoverlo_dalla/) | u/Massimo24ore |\n",
"| 594 | [Tour de France, ricercata in tutto il Paese la spettatrice che ha esposto un cartello e provocato la caduta di 150 ciclisti](https://www.reddit.com/r/italy/comments/oa9bdv/tour_de_france_ricercata_in_tutto_il_paese_la/) | u/16F628A |\n",
"| 248 | [Il Monte Etna ha incrementato la sua altezza raggiungendo i 3357 metri. Questo grazie ai circa 50 episodi parossistici che da febbraio 2021 hanno interessato il Cratere di Sud-Est del vulcano](https://www.reddit.com/r/italy/comments/p28xdc/il_monte_etna_ha_incrementato_la_sua_altezza/) | u/giuliomagnifico |\n",
"| 245 | [Reggio Calabria, la cupola dei vigili urbani: furti di merce agli ambulanti, ricatti e auto cannibalizzate.](https://www.reddit.com/r/italy/comments/oo6fh6/reggio_calabria_la_cupola_dei_vigili_urbani_furti/) | u/ShoppingOk2838 |\n",
"| 243 | [Nicola è salvo: il bambino scomparso sul Mugello ritrovato vivo dopo due notte di ricerche](https://www.reddit.com/r/italy/comments/o68ela/nicola_è_salvo_il_bambino_scomparso_sul_mugello/) | u/n0_1d |\n",
"| 224 | [Pulcinella di mare a Taranto, avvistamento straordinario nella città dell'Ilva: \"Non succedeva da fine Ottocento\"](https://www.reddit.com/r/italy/comments/nv7y2v/pulcinella_di_mare_a_taranto_avvistamento/) | u/Nepente |\n",
"| 213 | [È stato arrestato l'ex bandito Graziano Mesina, latitante dal 2020](https://www.reddit.com/r/italy/comments/rj3cao/è_stato_arrestato_lex_bandito_graziano_mesina/) | u/MicheleCaracas |\n",
"| 176 | [Tre fermi per la strage del Mottarone](https://www.reddit.com/r/italy/comments/nl92yp/tre_fermi_per_la_strage_del_mottarone/) | u/Gillauino |\n",
"| 121 | [U-Mask, il ministero della Salute impone lo stop alla vendita: \"Non sono dispositivo medico, potenziali rischi per la salute\"](https://www.reddit.com/r/italy/comments/lnqs3m/umask_il_ministero_della_salute_impone_lo_stop/) | u/Fec31 |\n"
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" <td>https://www.ingv.it/it/stampa-e-urp/stampa/com...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>Il Monte Etna ha incrementato la sua altezza r...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4048</th>\n",
" <td>oo6fh6</td>\n",
" <td>245</td>\n",
" <td>ShoppingOk2838</td>\n",
" <td>/r/italy/comments/oo6fh6/reggio_calabria_la_cu...</td>\n",
" <td>1.626801e+09</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>19</td>\n",
" <td>self.italy</td>\n",
" <td>https://www.reddit.com/r/italy/comments/oo6fh6...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>Reggio Calabria, la cupola dei vigili urbani: ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3340</th>\n",
" <td>o68ela</td>\n",
" <td>243</td>\n",
" <td>n0_1d</td>\n",
" <td>/r/italy/comments/o68ela/nicola_è_salvo_il_bam...</td>\n",
" <td>1.624436e+09</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>133</td>\n",
" <td>firenze.repubblica.it</td>\n",
" <td>https://firenze.repubblica.it/cronaca/2021/06/...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>Nicola è salvo: il bambino scomparso sul Mugel...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3029</th>\n",
" <td>nv7y2v</td>\n",
" <td>224</td>\n",
" <td>Nepente</td>\n",
" <td>/r/italy/comments/nv7y2v/pulcinella_di_mare_a_...</td>\n",
" <td>1.623169e+09</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>44</td>\n",
" <td>bari.repubblica.it</td>\n",
" <td>https://bari.repubblica.it/cronaca/2021/06/08/...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>Pulcinella di mare a Taranto, avvistamento str...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6330</th>\n",
" <td>rj3cao</td>\n",
" <td>213</td>\n",
" <td>MicheleCaracas</td>\n",
" <td>/r/italy/comments/rj3cao/è_stato_arrestato_lex...</td>\n",
" <td>1.639817e+09</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>58</td>\n",
" <td>ilpost.it</td>\n",
" <td>https://www.ilpost.it/2021/12/18/graziano-mesi...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>È stato arrestato l'ex bandito Graziano Mesina...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2707</th>\n",
" <td>nl92yp</td>\n",
" <td>176</td>\n",
" <td>Gillauino</td>\n",
" <td>/r/italy/comments/nl92yp/tre_fermi_per_la_stra...</td>\n",
" <td>1.622006e+09</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>258</td>\n",
" <td>rainews.it</td>\n",
" <td>https://www.rainews.it/dl/rainews/articoli/Mot...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>Tre fermi per la strage del Mottarone</td>\n",
" </tr>\n",
" <tr>\n",
" <th>980</th>\n",
" <td>lnqs3m</td>\n",
" <td>121</td>\n",
" <td>Fec31</td>\n",
" <td>/r/italy/comments/lnqs3m/umask_il_ministero_de...</td>\n",
" <td>1.613770e+09</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>70</td>\n",
" <td>milano.repubblica.it</td>\n",
" <td>https://milano.repubblica.it/cronaca/2021/02/1...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>U-Mask, il ministero della Salute impone lo st...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-37e98b8f-02fd-4884-9d0c-e4f0f4a3de11')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
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" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
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" border: none;\n",
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"\n",
" .colab-df-convert:hover {\n",
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"\n",
" [theme=dark] .colab-df-convert {\n",
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" [theme=dark] .colab-df-convert:hover {\n",
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" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-37e98b8f-02fd-4884-9d0c-e4f0f4a3de11 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-37e98b8f-02fd-4884-9d0c-e4f0f4a3de11');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
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"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
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],
"text/plain": [
" id score ... over_18 title\n",
"3274 o3n8g0 1702 ... False La prima volta che vedo un negozio Panini, non...\n",
"1222 lzsdux 956 ... False Giarre after tonight Etna eruption\n",
"316 kwrqr3 713 ... False Due foto del celebre duello di spada tra Ungar...\n",
"631 l8lgxt 708 ... False Corrado Augias si lamenta su \"la Repubblica\" d...\n",
"5918 qrtanl 607 ... False Canone Rai, l’Unione Europea: rimuoverlo dalla...\n",
"3453 oa9bdv 594 ... False Tour de France, ricercata in tutto il Paese la...\n",
"4394 p28xdc 248 ... False Il Monte Etna ha incrementato la sua altezza r...\n",
"4048 oo6fh6 245 ... False Reggio Calabria, la cupola dei vigili urbani: ...\n",
"3340 o68ela 243 ... False Nicola è salvo: il bambino scomparso sul Mugel...\n",
"3029 nv7y2v 224 ... False Pulcinella di mare a Taranto, avvistamento str...\n",
"6330 rj3cao 213 ... False È stato arrestato l'ex bandito Graziano Mesina...\n",
"2707 nl92yp 176 ... False Tre fermi per la strage del Mottarone\n",
"980 lnqs3m 121 ... False U-Mask, il ministero della Salute impone lo st...\n",
"\n",
"[13 rows x 15 columns]"
]
},
"metadata": {},
"execution_count": 38
}
]
},
{
"cell_type": "code",
"source": [
"limit = 10\n",
"year_df_domain = year_df[year_df.score < 40000].copy(deep=True)\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['i.redd.it', 'v.redd.it'], 'reddit.com')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['i.imgur.com'], 'imgur.com')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace('video.lastampa.it', 'lastampa.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace('tv.fanpage.it', 'tv.fanpage.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace('auto.hwupgrade.it', 'hwupgrade.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace('amp.ilgiornale.it', 'ilgiornale.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace('m.huffingtonpost.it', 'huffingtonpost.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace('www-ilfattoquotidiano-it.cdn.ampproject.org', 'ilfattoquotidiano.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['raisport.rai.it','tg24.sky.it','tg1.rai.it'], 'rai.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['sport.sky.it','tg24.sky.it','tg24-sky-it.cdn.ampproject.org'], 'sky.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['finance.yahoo.com', 'sports.yahoo.com', 'it.notizie.yahoo.com'], 'yahoo.com')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['mattinopadova.gelocal.it','iltirreno.gelocal.it','ilpiccolo.gelocal.it','video.mattinopadova.gelocal.it'], 'gelocal.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['europa.today.it', 'romatoday.it', 'milanotoday.it'], 'today.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['innovazione.gov.it', 'italiadomani.gov.it', 'mise.gov.it'], 'gov.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['it.wikipedia.org','it.m.wikipedia.org'], 'wikipedia.org')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['video.repubblica.it','torino.repubblica.it','espresso.repubblica.it','bologna.repubblica.it','milano.repubblica.it','roma.repubblica.it','palermo.repubblica.it','napoli.repubblica.it','bari.repubblica.it'], 'repubblica.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['living.corriere.it','video.corrieredelmezzogiorno.corriere.it','meteo.corriere.it','corrieredelmezzogiorno.corriere.it','milano.corriere.it','corrieredelveneto.corriere.it','corrieredibologna.corriere.it','roma.corriere.it','milano-corriere-it.cdn.ampproject.org','corrierefiorentino.corriere.it','video.corriere.it','torino.corriere.it','brescia.corriere.it','www-corriere-it.cdn.ampproject.org'], 'corriere.it')\n",
"year_df_domain['domain'] = year_df_domain['domain'].replace(['24plus.ilsole24ore.com','amp24.ilsole24ore.com','lab24.ilsole24ore.com','sanita24.ilsole24ore.com','infodata.ilsole24ore.com','econopoly.ilsole24ore.com'], 'ilsole24ore.com')\n",
"summdomain = pd.pivot_table(year_df_domain, index=[\"domain\"],values=[\"score\"],aggfunc=[np.sum, np.mean, len])\n",
"summdomain.columns = summdomain.columns.to_series().str.join('_')\n",
"summdomain = summdomain.reset_index()\n",
"summdomain = summdomain.sort_values('sum_score', ascending=False)\n",
"summdomain.to_csv('domains.csv', index = False)"
],
"metadata": {
"id": "kfin4RZWtq7V"
},
"execution_count": 133,
"outputs": []
},
{
"cell_type": "code",
"source": [
"%%script false --no-raise-error\n",
"lessdomain = summdomain.head(limit)\n",
"lessdomain = lessdomain.append({'domain': 'Altro', 'sum_score': summdomain.tail(-limit).sum()['sum_score'], 'len_score': summdomain.tail(len(summdomain)-limit).sum()['len_score']}, ignore_index=True)\n",
"lessdomain._name =''\n",
"domain_score_pie = lessdomain.plot.pie(labels=lessdomain.domain, y='sum_score', autopct='%1.f%%', pctdistance=0.9, figsize=(8,8), fontsize=10, rotatelabels=True)\n",
"domain_score_pie.axis('equal')\n",
"domain_score_pie.legend().set_visible(False)\n",
"domain_score_pie.yaxis.label.set_visible(False)\n",
"domain_score_pie.set_title(\"Karma totale per dominio\")\n",
"domain_number_pie = lessdomain.plot.pie(labels=lessdomain.domain, y='len_score', autopct='%1.f%%', pctdistance=0.9, figsize=(8,8), fontsize=10, rotatelabels=True)\n",
"domain_number_pie.axis('equal')\n",
"domain_number_pie.legend().set_visible(False)\n",
"domain_number_pie.yaxis.label.set_visible(False)\n",
"domain_number_pie.set_title(\"Numero di post per dominio\")"
],
"metadata": {
"id": "G--elWuBoUA6"
},
"execution_count": 40,
"outputs": []
},
{
"cell_type": "code",
"source": [
"summdomain['perc_num'] = summdomain['len_score'] / summdomain.len_score.sum() * 100\n",
"summdomain['perc_kar'] = summdomain['sum_score'] / summdomain.sum_score.sum() * 100\n",
"\n",
"fig, ax1 = plt.subplots(figsize=(15,12))\n",
"x = np.arange(len(summdomain.domain.to_list()[:10])) # the label locations\n",
"width = 0.35 # the width of the bars\n",
"\n",
"ax2 = ax1.twinx()\n",
"\n",
"bar1 = ax1.bar(x - width/2, summdomain.perc_kar.to_list()[:10], width, label='% Karma')\n",
"bar2 = ax2.bar(x + width/2, summdomain.perc_num.to_list()[:10], width, color= 'red', label='% Numero di post')\n",
"ax2.grid(False)\n",
"ax1.set_xticks(x)\n",
"ax1.get_yaxis().set_major_formatter(matplotlib.ticker.PercentFormatter(decimals=0))\n",
"ax1.set_xticklabels(summdomain.domain.to_list()[:10], rotation=-44)\n",
"fig.legend(loc=\"upper right\", bbox_to_anchor=(1,1), bbox_transform=ax2.transAxes)\n",
"ax1.set_title(\"Post per dominio\")\n",
"ax1.set_ylabel(\"Karma totale di tutti i post di quel dominio\")\n",
"#ax2.get_yaxis().set_major_formatter(TFORMATTER)\n",
"ax2.get_yaxis().set_major_formatter(matplotlib.ticker.PercentFormatter(decimals=0))\n",
"ax2.set_ylabel(\"Numero di post\")\n",
"ax1.set_yticks(np.linspace(ax1.get_ybound()[0], ax1.get_ybound()[1], 7))\n",
"ax2.set_yticks(np.linspace(ax2.get_ybound()[0], ax2.get_ybound()[1], 7))\n",
"bcmap = matplotlib.cm.get_cmap('viridis', 512)\n",
"cmap = matplotlib.colors.ListedColormap(bcmap(np.linspace(0.0, 0.60, 256)))\n",
"norm = plt.Normalize(0, max(summdomain['mean_score'].to_list()[:10]))\n",
"for i in range(10):\n",
" ax1.text(x[i] - width/2, \n",
" summdomain['perc_kar'].to_list()[i] + 0.5, \n",
" \"{:.0f}\".format(summdomain['mean_score'].to_list()[i]), \n",
" color=cmap(norm(summdomain['mean_score'].to_list()[i])), weight='bold')\n",
"fig.colorbar(matplotlib.cm.ScalarMappable(norm=norm, cmap=cmap), label='Karma medio', orientation=\"horizontal\", pad = 0.18, aspect=60)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 719
},
"id": "K816HsI9R8oR",
"outputId": "4db4b36a-afc0-4883-de23-3411b24726cb"
},
"execution_count": 134,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f8c34080d10>"
]
},
"metadata": {},
"execution_count": 134
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x864 with 3 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"summdomain"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 637
},
"id": "aYJJFHn8ZtUq",
"outputId": "b0190c50-ed2f-4ce9-b060-842dfac4ef41"
},
"execution_count": 136,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.module+javascript": "\n import \"https://ssl.gstatic.com/colaboratory/data_table/a6224c040fa35dcf/data_table.js\";\n\n window.createDataTable({\n data: [[{\n 'v': 432,\n 'f': \"432\",\n },\n\"self.italy\",\n{\n 'v': 344175,\n 'f': \"344175\",\n },\n{\n 'v': 114.41988031914893,\n 'f': \"114.41988031914893\",\n },\n{\n 'v': 3008,\n 'f': \"3008\",\n },\n{\n 'v': 46.60675550046483,\n 'f': \"46.60675550046483\",\n },\n{\n 'v': 29.561518105383044,\n 'f': \"29.561518105383044\",\n }],\n [{\n 'v': 398,\n 'f': \"398\",\n },\n\"reddit.com\",\n{\n 'v': 233889,\n 'f': \"233889\",\n },\n{\n 'v': 687.9088235294117,\n 'f': \"687.9088235294117\",\n },\n{\n 'v': 340,\n 'f': \"340\",\n },\n{\n 'v': 5.268050821196157,\n 'f': \"5.268050821196157\",\n },\n{\n 'v': 20.088948668990874,\n 'f': \"20.088948668990874\",\n }],\n [{\n 'v': 77,\n 'f': \"77\",\n },\n\"corriere.it\",\n{\n 'v': 56199,\n 'f': \"56199\",\n },\n{\n 'v': 180.125,\n 'f': \"180.125\",\n },\n{\n 'v': 312,\n 'f': \"312\",\n },\n{\n 'v': 4.834211341803533,\n 'f': \"4.834211341803533\",\n },\n{\n 'v': 4.826985562590024,\n 'f': \"4.826985562590024\",\n }],\n [{\n 'v': 213,\n 'f': \"213\",\n },\n\"ilpost.it\",\n{\n 'v': 50515,\n 'f': \"50515\",\n },\n{\n 'v': 177.24561403508773,\n 'f': \"177.24561403508773\",\n },\n{\n 'v': 285,\n 'f': \"285\",\n },\n{\n 'v': 4.4158661295320725,\n 'f': \"4.4158661295320725\",\n },\n{\n 'v': 4.338781396363549,\n 'f': \"4.338781396363549\",\n }],\n [{\n 'v': 403,\n 'f': \"403\",\n },\n\"repubblica.it\",\n{\n 'v': 50196,\n 'f': \"50196\",\n },\n{\n 'v': 207.4214876033058,\n 'f': \"207.4214876033058\",\n },\n{\n 'v': 242,\n 'f': \"242\",\n },\n{\n 'v': 3.7496126433219708,\n 'f': \"3.7496126433219708\",\n },\n{\n 'v': 4.31138218295288,\n 'f': \"4.31138218295288\",\n }],\n [{\n 'v': 25,\n 'f': \"25\",\n },\n\"ansa.it\",\n{\n 'v': 44024,\n 'f': \"44024\",\n },\n{\n 'v': 147.73154362416108,\n 'f': \"147.73154362416108\",\n },\n{\n 'v': 298,\n 'f': \"298\",\n },\n{\n 'v': 4.61729160210722,\n 'f': \"4.61729160210722\",\n },\n{\n 'v': 3.7812632325746587,\n 'f': \"3.7812632325746587\",\n }],\n [{\n 'v': 200,\n 'f': \"200\",\n },\n\"ilfattoquotidiano.it\",\n{\n 'v': 39933,\n 'f': \"39933\",\n },\n{\n 'v': 215.85405405405405,\n 'f': \"215.85405405405405\",\n },\n{\n 'v': 185,\n 'f': \"185\",\n },\n{\n 'v': 2.866439417415556,\n 'f': \"2.866439417415556\",\n },\n{\n 'v': 3.4298833514992695,\n 'f': \"3.4298833514992695\",\n }],\n [{\n 'v': 224,\n 'f': \"224\",\n },\n\"imgur.com\",\n{\n 'v': 19749,\n 'f': \"19749\",\n },\n{\n 'v': 731.4444444444445,\n 'f': \"731.4444444444445\",\n },\n{\n 'v': 27,\n 'f': \"27\",\n },\n{\n 'v': 0.41834521227145954,\n 'f': \"0.41834521227145954\",\n },\n{\n 'v': 1.696260393878724,\n 'f': \"1.696260393878724\",\n }],\n [{\n 'v': 269,\n 'f': \"269\",\n },\n\"lastampa.it\",\n{\n 'v': 15441,\n 'f': \"15441\",\n },\n{\n 'v': 257.35,\n 'f': \"257.35\",\n },\n{\n 'v': 60,\n 'f': \"60\",\n },\n{\n 'v': 0.9296560272699101,\n 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0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0005153457067837532,\n 'f': \"0.0005153457067837532\",\n }],\n [{\n 'v': 253,\n 'f': \"253\",\n },\n\"itsart.tv\",\n{\n 'v': 4,\n 'f': \"4\",\n },\n{\n 'v': 4.0,\n 'f': \"4.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.00034356380452250213,\n 'f': \"0.00034356380452250213\",\n }],\n [{\n 'v': 419,\n 'f': \"419\",\n },\n\"sardegnareporter.it\",\n{\n 'v': 4,\n 'f': \"4\",\n },\n{\n 'v': 4.0,\n 'f': \"4.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.00034356380452250213,\n 'f': \"0.00034356380452250213\",\n }],\n [{\n 'v': 185,\n 'f': \"185\",\n },\n\"history.columbia.edu\",\n{\n 'v': 2,\n 'f': \"2\",\n },\n{\n 'v': 2.0,\n 'f': \"2.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.00017178190226125106,\n 'f': \"0.00017178190226125106\",\n }],\n [{\n 'v': 88,\n 'f': \"88\",\n },\n\"demopolis.it\",\n{\n 'v': 2,\n 'f': \"2\",\n },\n{\n 'v': 2.0,\n 'f': \"2.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.00017178190226125106,\n 'f': \"0.00017178190226125106\",\n }],\n [{\n 'v': 238,\n 'f': \"238\",\n },\n\"ircwebnet.com\",\n{\n 'v': 2,\n 'f': \"2\",\n },\n{\n 'v': 1.0,\n 'f': \"1.0\",\n },\n{\n 'v': 2,\n 'f': \"2\",\n },\n{\n 'v': 0.030988534242330338,\n 'f': \"0.030988534242330338\",\n },\n{\n 'v': 0.00017178190226125106,\n 'f': \"0.00017178190226125106\",\n }],\n [{\n 'v': 301,\n 'f': \"301\",\n },\n\"medium.com\",\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 1.0,\n 'f': \"1.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 8.589095113062553e-05,\n 'f': \"8.589095113062553e-05\",\n }],\n [{\n 'v': 187,\n 'f': \"187\",\n },\n\"hospitalhealthcare.com\",\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 1.0,\n 'f': \"1.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 8.589095113062553e-05,\n 'f': \"8.589095113062553e-05\",\n }],\n [{\n 'v': 231,\n 'f': \"231\",\n },\n\"insolenzadir2d2.it\",\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 1.0,\n 'f': \"1.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 8.589095113062553e-05,\n 'f': \"8.589095113062553e-05\",\n }],\n [{\n 'v': 215,\n 'f': \"215\",\n },\n\"ilpuntopensionielavoro.it\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }],\n [{\n 'v': 457,\n 'f': \"457\",\n },\n\"substantialupgrades.com\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }],\n [{\n 'v': 435,\n 'f': \"435\",\n },\n\"self.unpopularopinion\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }],\n [{\n 'v': 95,\n 'f': \"95\",\n },\n\"distribuzionemoderna.info\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }],\n [{\n 'v': 101,\n 'f': \"101\",\n },\n\"dottoressachiaraavanzato.com\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }],\n [{\n 'v': 343,\n 'f': \"343\",\n },\n\"nypost.com\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }],\n [{\n 'v': 324,\n 'f': \"324\",\n },\n\"myliveipl.online\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }],\n [{\n 'v': 261,\n 'f': \"261\",\n },\n\"lagazzettadelpubblicitario.it\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }],\n [{\n 'v': 172,\n 'f': \"172\",\n },\n\"globalvoices.org\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }],\n [{\n 'v': 99,\n 'f': \"99\",\n },\n\"domusweb.it\",\n{\n 'v': 0,\n 'f': \"0\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n },\n{\n 'v': 1,\n 'f': \"1\",\n },\n{\n 'v': 0.015494267121165169,\n 'f': \"0.015494267121165169\",\n },\n{\n 'v': 0.0,\n 'f': \"0.0\",\n }]],\n columns: [[\"number\", \"index\"], [\"string\", \"domain\"], [\"number\", \"sum_score\"], [\"number\", \"mean_score\"], [\"number\", \"len_score\"], [\"number\", \"perc_num\"], [\"number\", \"perc_kar\"]],\n columnOptions: [{\"width\": \"1px\", \"className\": \"index_column\"}],\n rowsPerPage: 25,\n helpUrl: \"https://colab.research.google.com/notebooks/data_table.ipynb\",\n suppressOutputScrolling: true,\n minimumWidth: undefined,\n });\n ",
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],
"text/plain": [
" domain sum_score ... perc_num perc_kar\n",
"432 self.italy 344175 ... 46.606756 29.561518\n",
"398 reddit.com 233889 ... 5.268051 20.088949\n",
"77 corriere.it 56199 ... 4.834211 4.826986\n",
"213 ilpost.it 50515 ... 4.415866 4.338781\n",
"403 repubblica.it 50196 ... 3.749613 4.311382\n",
".. ... ... ... ... ...\n",
"343 nypost.com 0 ... 0.015494 0.000000\n",
"324 myliveipl.online 0 ... 0.015494 0.000000\n",
"261 lagazzettadelpubblicitario.it 0 ... 0.015494 0.000000\n",
"172 globalvoices.org 0 ... 0.015494 0.000000\n",
"99 domusweb.it 0 ... 0.015494 0.000000\n",
"\n",
"[536 rows x 6 columns]"
]
},
"metadata": {},
"execution_count": 136
}
]
},
{
"cell_type": "code",
"source": [
"\n",
"ymd_df = pd.pivot_table(year_df_hour[~year_df_hour.title.str.contains(r'(?:CASUAL|Casual|Caff|Coronavirus|Eurovision|Sanremo|Megathread|MEGATHREAD)')], index=[\"yw\"],values=[\"score\",\"num_comments\"],aggfunc=[np.sum, len, np.mean])\n",
"ymd_df.columns = ymd_df.columns.to_series().str.join('_')\n",
"fig, ax = plt.subplots(figsize=(15,10))\n",
"ax.plot(ymd_df.index, ymd_df.mean_num_comments.tolist())\n",
"# ax.set_xlim(1-(1e-1), 1e4)\n",
"ax.set_ylim(0)\n",
"# ticks\n",
"STEPS = 5\n",
"xticks = range(0, 52, STEPS)\n",
"ax.set_xticks(xticks)\n",
"first_dt = datetime.datetime.fromtimestamp(year_df.created_utc.min())\n",
"base_dt = datetime.date(year = first_dt.year, month = 1, day = 1)\n",
"week = datetime.timedelta(days=7)\n",
"ax.set_xticklabels([(base_dt+week*x).isoformat() for x in xticks], rotation=-44, ha='left')\n",
"ax.set_title(\"Numero di commenti medi per post nell'anno (esclusi megathread)\")\n",
"#ax.get_yaxis().set_major_formatter(TFORMATTER)\n",
"ax.set_ylabel(\"Numero medio di commenti\")\n",
"pfit = np.poly1d(np.polyfit(range(0, 53), ymd_df.mean_num_comments.tolist(), 2))\n",
"ax.plot(ymd_df.index, pfit(range(0, 53)), '-', label='Regressione Polinomiale')\n",
"ax.legend(loc='lower right')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 722
},
"id": "VEkz07haFVJE",
"outputId": "3088e019-a578-49c7-cce6-773745359004"
},
"execution_count": 42,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/
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