better_popes.ipynb

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 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Popes\n",
    "--------------\n",
    "By Justin Tung\n",
    "\n",
    "data from: \n",
    "\n",
    "https://en.wikipedia.org/wiki/List_of_popes\n",
    "\n",
    "https://www.theguardian.com/news/datablog/2013/feb/13/popes-full-list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import plotly.graph_objects as go\n",
    "from matplotlib import rcParams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel('data/popes.xlsx')\n",
    "df['years_of_reign']= (df['End_date'] - df['Start_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jct3368\\AppData\\Local\\Temp\\ipykernel_27560\\1206712519.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  years_df.loc[years_df['Family'] == family, 'family_node'] = int(count)\n",
      "C:\\Users\\jct3368\\AppData\\Local\\Temp\\ipykernel_27560\\1206712519.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  years_df.loc[years_df['Order'] == order, 'order_node'] = int(count)\n",
      "C:\\Users\\jct3368\\AppData\\Local\\Temp\\ipykernel_27560\\1206712519.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  years_df['family_node'] = years_df['family_node'].fillna(270)\n",
      "C:\\Users\\jct3368\\AppData\\Local\\Temp\\ipykernel_27560\\1206712519.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  years_df['order_node'] = years_df['order_node'].fillna(278)\n",
      "C:\\Users\\jct3368\\AppData\\Local\\Temp\\ipykernel_27560\\1206712519.py:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  years_df['names_and_years'] = years_df.apply(lambda row: f\"{row['English_name']} ({row['Start_date']} - {row['End_date']})\", axis=1)\n"
     ]
    }
   ],
   "source": [
    "years_df = df[['English_name', 'Start_date', 'End_date', 'years_of_reign', 'Family', 'Order']]\n",
    "years_df.insert(0, 'year_node', range(len(df)))\n",
    "families = list(years_df['Family'].unique())\n",
    "orders = list(years_df['Order'].unique())\n",
    "for count, family in enumerate(families, start=270):\n",
    "    years_df.loc[years_df['Family'] == family, 'family_node'] = int(count)\n",
    "for count, order in enumerate(orders, start=278):\n",
    "    years_df.loc[years_df['Order'] == order, 'order_node'] = int(count)\n",
    "\n",
    "years_df['family_node'] = years_df['family_node'].fillna(270)\n",
    "years_df['order_node'] = years_df['order_node'].fillna(278)\n",
    "years_df['names_and_years'] = years_df.apply(lambda row: f\"{row['English_name']} ({row['Start_date']} - {row['End_date']})\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "unwanted_families = [270, 273, 275, 276, 277] # families which terminate\n",
    "unwanted_orders = [278, 281, 284, 287, 290] # orders which terminate\n",
    "\n",
    "year_nodes = list(years_df['year_node'])\n",
    "filtered_family_nodes = list(years_df.loc[~years_df['family_node'].isin(unwanted_families), 'family_node'])\n",
    "sources = year_nodes + [291] * 270 + filtered_family_nodes  # constructs node sources\n",
    "\n",
    "family_nodes = list(years_df['family_node'])\n",
    "filtered_order_nodes = list(years_df.loc[~years_df['order_node'].isin(unwanted_orders), 'order_node'])\n",
    "targets = [291] * 270 + family_nodes + filtered_order_nodes # construct node targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "node_labels = list(years_df['names_and_years']) + ['None'] + families[1:] + ['None'] + orders[1:] + ['Popes of the Catholic Church'] # constructs node label list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "color_dict = {'None': '#5d5d5d',\n",
    " 'Order of Saint Benedict': '#7d4881',\n",
    " 'Canons Regular': '#3d5c68',\n",
    " 'Cistercian': '#f7dc6f',\n",
    " 'Premonstratense': '#6492a3',\n",
    " 'Secular Franciscan Order': '#2d622d',\n",
    " 'Dominican': '#e59866',\n",
    " 'Order of Friars Minor': '#469846',\n",
    " 'Order of Saint Augustine': '#99b7c2',\n",
    " 'Theatine': '#661212',\n",
    " 'Order of Friars Minor Conventual': '#70bd70',\n",
    " 'Camaldolese': '#aa93ad',\n",
    " 'Jesuit': '#2b1b0b'\n",
    "}\n",
    "years_df = years_df.fillna('None')\n",
    "years_df['color'] = years_df['Order'].map(color_dict)\n",
    "unwanted_colors = [278, 281, 284, 287, 290]\n",
    "filtered_colors = list(years_df.loc[~years_df['order_node'].isin(unwanted_orders), 'color'])\n",
    "color_list = list(years_df['color']) * 2 + filtered_colors  # constructs list of colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_loc_list = [0] * 270 + [1, 0.7, 0.6, 0.81, 0.55, 0.8, 0.79, 0.78] + [0.87, 0.84, 0.9, 0.9, 0.87, 0.85, 0.85, 0.9]\n",
    "#[None, 'Benedictine', 'Augustinian', 'Cistercian', 'Franciscan', 'Dominican', 'Theatine', 'Jesuit'] \n",
    "y_families = [0.4, 0.62, 0.65, 0.77 ,0.675, 0.79, 0.81, .83]\n",
    "#['Order of Saint Benedict', 'Canons Regular', 'Premonstratense', 'Secular Franciscan Order', 'Order of Friars Minor', 'Order of Saint Augustine', 'Order of Friars Minor Conventual', 'Camaldolese']\n",
    "y_orders = [.6, .645, .665, .71, .73, .685, 0.75, .62]\n",
    "y_loc_list = list(years_df['year_node']/269) + y_families + y_orders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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          "color": "#0F0F0F",
          "label": [
           "St. Peter (30 - 64)",
           "St. Linus (64 - 76)",
           "St. Anacletus (Cletus)  (76 - 92)",
           "St. Clement I (88 - 97)",
           "St. Evaristus (Aristus) (97 - 105)",
           "St. Alexander I (105 - 115)",
           "St. Sixtus I (115 - 125)",
           "St. Telesphorus (125 - 136)",
           "St. Hyginus (136 - 140)",
           "St. Pius I (140 - 142)",
           "St. Anicetus (155 - 166)",
           "St. Soter  (166 - 174)",
           "St. Eleuterus (174 - 189)",
           "St. Victor I (189 - 198)",
           "St. Zephyrinus (Zephyrin) (199 - 217)",
           "St. Callixtus I (217 - 222)",
           "St. Urban I (222 - 230)",
           "St. Pontian (230 - 235)",
           "St. Anterus (235 - 236)",
           "St. Fabian (236 - 250)",
           "St. Cornelius (251 - 253)",
           "St. Lucius I (253 - 254)",
           "St. Stephen I (254 - 257)",
           "St. Sixtus II (257 - 258)",
           "St. Dionysius (259 - 268)",
           "St. Felix I (269 - 274)",
           "St. Eutychian (275 - 283)",
           "St. Caius (283 - 296)",
           "St. Marcellinus (296 - 308)",
           "St. Marcellus I (308 - 309)",
           "St. Eusebius (309 - 311)",
           "St. Miltiades (Melchiades) (311 - 314)",
           "St. Sylvester I  (314 - 336)",
           "St. Mark  (336 - 337)",
           "St. Julius I (337 - 352)",
           "Liberius  (352 - 366)",
           "St. Damasus I  (366 - 384)",
           "St. Siricius (384 - 399)",
           "St. Anastasius I (399 - 401)",
           "St. Innocent I (401 - 417)",
           "St. Zosimus (417 - 418)",
           "St. Boniface I (418 - 422)",
           "St. Celestine I (422 - 432)",
           "St. Sixtus III (432 - 440)",
           "St. Leo I (Leo the Great) (440 - 461)",
           "St. Hilarius (461 - 468)",
           "St. Simplicius (468 - 483)",
           "St. Felix III (Felix II) (483 - 492)",
           "St. Gelasius I (492 - 496)",
           "Anastasius II (496 - 498)",
           "St. Symmachus (498 - 514)",
           "St. Hormisdas (514 - 523)",
           "St. John I (523 - 526)",
           "St. Felix IV (Felix III) (526 - 530)",
           "Boniface II (530 - 533)",
           "John II (533 - 535)",
           "St. Agapetus I (Agapitus) (535 - 536)",
           "St. Silverius (536 - 537)",
           "Vigilius (537 - 555)",
           "Pelagius I (556 - 561)",
           "John III (561 - 575)",
           "Benedict I (575 - 579)",
           "Pelagius II (579 - 590)",
           "St. Gregory I, O.S.B. (Gregory the Great) (590 - 604)",
           "Sabinian (604 - 607)",
           "Boniface III (607 - 608)",
           "St. Boniface IV, O.S.B. (608 - 615)",
           "Adeodatus I (Deusdedit) (615 - 619)",
           "Boniface V (619 - 625)",
           "Honorius I (625 - 638)",
           "Severinus (638 - 640)",
           "John IV (640 - 642)",
           "Theodore I (642 - 649)",
           "St. Martin I (649 - 654)",
           "St. Eugene I (654 - 657)",
           "St. Vitalian (657 - 672)",
           "Adeodatus II, O.S.B. (672 - 676)",
           "Donus (676 - 678)",
           "St. Agatho (678 - 681)",
           "St. Leo II (681 - 684)",
           "St. Benedict II (684 - 685)",
           "John V (685 - 686)",
           "Conon (686 - 687)",
           "St. Sergius I (687 - 701)",
           "John VI (701 - 705)",
           "John VII (705 - 708)",
           "Sisinnius (708 - 708)",
           "Constantine (708 - 715)",
           "St. Gregory II (715 - 731)",
           "Gregory III (731 - 741)",
           "St. Zachary (741 - 752)",
           "Pope-elect Stephen (752 - 752)",
           "Stephen II (Stephen III) (752 - 757)",
           "St. Paul I (757 - 767)",
           "Stephen III (Stephen IV) (767 - 772)",
           "Adrian I (772 - 795)",
           "St. Leo III (795 - 816)",
           "Stephen IV (Stephen V) (816 - 817)",
           "St. Paschal I (817 - 824)",
           "Eugene II (824 - 827)",
           "Valentine (827 - 827)",
           "Gregory IV (827 - 844)",
           "Sergius II (844 - 847)",
           "St. Leo IV, O.S.B. (847 - 855)",
           "Benedict III (855 - 858)",
           "St. Nicholas I (Nicholas the Great) (858 - 867)",
           "Adrian II (867 - 872)",
           "John VIII (872 - 882)",
           "Marinus I (882 - 884)",
           "St. Adrian III (884 - 885)",
           "Stephen V (Stephen VI) (885 - 891)",
           "Formosus (891 - 896)",
           "Boniface VI (896 - 896)",
           "Stephen VI (Stephen VII) (896 - 897)",
           "Romanus (897 - 897)",
           "Theodore II (897 - 898)",
           "John IX, O.S.B. (898 - 900)",
           "Benedict IV (900 - 903)",
           "Leo V (903 - 903)",
           "Sergius III (904 - 911)",
           "Anastasius III (911 - 913)",
           "Lando (913 - 914)",
           "John X (914 - 928)",
           "Leo VI (928 - 928)",
           "Stephen VII (Stephen VIII) (928 - 931)",
           "John XI (931 - 935)",
           "Leo VII, O.S.B. (936 - 939)",
           "Stephen VIII (Stephen IX) (939 - 942)",
           "Marinus II (942 - 946)",
           "Agapetus II (946 - 955)",
           "John XII (955 - 964)",
           "Benedict V (964 - 964)",
           "Leo VIII (964 - 965)",
           "John XIII (965 - 972)",
           "Benedict VI (973 - 974)",
           "Benedict VII (974 - 983)",
           "John XIV (983 - 984)",
           "John XV (985 - 996)",
           "Gregory V (996 - 999)",
           "Sylvester II (999 - 1003)",
           "John XVII (1003 - 1003)",
           "John XVIII (1003 - 1009)",
           "Sergius IV (1009 - 1012)",
           "Benedict VIII (1012 - 1024)",
           "John XIX (1024 - 1032)",
           "Benedict IX (1032 - 1044)",
           "Sylvester III (1045 - 1045)",
           "Benedict IX (1045 - 1045)",
           "Gregory VI (1045 - 1046)",
           "Clement II (1046 - 1047)",
           "Benedict IX (1047 - 1048)",
           "Damasus II (1048 - 1048)",
           "St. Leo IX (1049 - 1054)",
           "Victor II (1055 - 1057)",
           "Stephen IX (Stephen X), O.S.B. (1057 - 1058)",
           "Nicholas II (1058 - 1061)",
           "Alexander II (1061 - 1073)",
           "St. Gregory VII, O.S.B. (1073 - 1085)",
           "Bd. Victor III, O.S.B. (1086 - 1087)",
           "Bd. Urban II, O.S.B. (1088 - 1099)",
           "Paschal II, O.S.B. (1099 - 1118)",
           "Gelasius II, O.S.B. (1118 - 1119)",
           "Callixtus II (1119 - 1124)",
           "Honorius II, Can.Reg. (1124 - 1130)",
           "Innocent II, Can.Reg. (1130 - 1143)",
           "Celestine II (1143 - 1144)",
           "Lucius II, Can.Reg. (1144 - 1145)",
           "Bd. Eugene III, O.Cist. (1145 - 1153)",
           "Anastasius IV (1153 - 1154)",
           "Adrian IV, O.S.A. (1154 - 1159)",
           "Alexander III (1159 - 1181)",
           "Lucius III (1181 - 1185)",
           "Urban III (1185 - 1187)",
           "Gregory VIII, Can.Reg. (1187 - 1187)",
           "Clement III (1187 - 1191)",
           "Celestine III (1191 - 1198)",
           "Innocent III (1198 - 1216)",
           "Honorius III (1216 - 1227)",
           "Gregory IX (1227 - 1241)",
           "Celestine IV (1241 - 1241)",
           "Innocent IV (1243 - 1254)",
           "Alexander IV (1254 - 1261)",
           "Urban IV (1261 - 1264)",
           "Clement IV (1265 - 1268)",
           "interregnum (1268 - 1271)",
           "Bd. Gregory X (1271 - 1276)",
           "Bd. Innocent V, O.P. (1276 - 1276)",
           "Adrian V (1276 - 1276)",
           "John XXI  (1276 - 1277)",
           "Nicholas III  (1277 - 1280)",
           "Martin IV (1281 - 1285)",
           "Honorius IV (1285 - 1287)",
           "Nicholas IV, O.F.M. (1288 - 1292)",
           "interregnum (1292 - 1294)",
           "St. Celestine V, O.S.B. (1294 - 1294)",
           "Boniface VIII (1294 - 1303)",
           "Bd. Benedict XI, O.P. (1303 - 1304)",
           "Clement V (1305 - 1314)",
           "interregnum (1314 - 1316)",
           "John XXII (1316 - 1334)",
           "Benedict XII, O.Cist. (1334 - 1342)",
           "Clement VI, O.S.B. (1342 - 1352)",
           "Innocent VI (1352 - 1362)",
           "Bd. Urban V, O.S.B. (1362 - 1370)",
           "Urban VI (1378 - 1389)",
           "Boniface IX (1389 - 1404)",
           "Innocent VII (1404 - 1406)",
           "Gregory XII (1406 - 1415)",
           "interregnum (1415 - 1417)",
           "Martin V (1417 - 1431)",
           "Eugene IV, O.S.A. (1431 - 1447)",
           "Nicholas V (1447 - 1455)",
           "Callixtus III (1455 - 1458)",
           "Pius II (1458 - 1464)",
           "Paul II (1464 - 1471)",
           "Sixtus IV, O.F.M. (1471 - 1484)",
           "Innocent VIII (1484 - 1492)",
           "Alexander VI (1492 - 1503)",
           "Pius III  (1503 - 1503)",
           "Julius II  (1503 - 1513)",
           "Leo X (1513 - 1521)",
           "Adrian VI Papa HADRIANUS Sextus (1522 - 1523)",
           "Clement VII (1523 - 1534)",
           "Paul III (1534 - 1549)",
           "Julius III (1550 - 1555)",
           "Marcellus II (1555 - 1555)",
           "Paul IV, C.R. (1555 - 1559)",
           "Pius IV (1559 - 1565)",
           "St. Pius V, O.P. (1566 - 1572)",
           "Gregory XIII (1572 - 1585)",
           "Sixtus V, O.F.M. Conv. (1585 - 1590)",
           "Urban VII (1590 - 1590)",
           "Gregory XIV (1590 - 1591)",
           "Innocent IX (1591 - 1591)",
           "Clement VIII (1592 - 1605)",
           "Leo XI  (1605 - 1605)",
           "Paul V (1605 - 1621)",
           "Gregory XV (1621 - 1623)",
           "Urban VIII (1623 - 1644)",
           "Innocent X (1644 - 1655)",
           "Alexander VII (1655 - 1667)",
           "Clement IX (1667 - 1669)",
           "Clement X (1670 - 1676)",
           "Bd. Innocent XI (1676 - 1689)",
           "Alexander VIII (1689 - 1691)",
           "Innocent XII (1691 - 1700)",
           "Clement XI (1700 - 1721)",
           "Innocent XIII (1721 - 1724)",
           "Benedict XIII, O.P. (1724 - 1730)",
           "Clement XII (1730 - 1740)",
           "Benedict XIV (1740 - 1758)",
           "Clement XIII (1758 - 1769)",
           "Clement XIV, O.F.M. (1769 - 1774)",
           "Pius VI (1775 - 1799)",
           "Pius VII, O.S.B. (1800 - 1823)",
           "Leo XII (1823 - 1829)",
           "Pius VIII (1829 - 1830)",
           "Gregory XVI, O.S.B. Cam. (1831 - 1846)",
           "Bd. Pius IX, O.F.S. (1846 - 1878)",
           "Leo XIII, O.F.S. (1878 - 1903)",
           "St. Pius X (1903 - 1914)",
           "Benedict XV (1914 - 1922)",
           "Pius XI (1922 - 1939)",
           "Ven. Pius XII (1939 - 1958)",
           "Bd. John XXIII (1958 - 1963)",
           "Servant of God Paul VI (1963 - 1978)",
           "Servant of God John Paul I (1978 - 1978)",
           "Ven. John Paul II (John Paul the Great) (1978 - 2005)",
           "Benedict XVI (2005 - 2013)",
           "Francis I (2013 - 2024)",
           "None",
           "Benedictine",
           "Augustinian",
           "Cistercian",
           "Franciscan",
           "Dominican",
           "Theatine",
           "Jesuit",
           "None",
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        "title": {
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        },
        "width": 1700
       }
      }
     },
     "metadata": {},
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   ],
   "source": [
    "fig = go.Figure(data=[go.Sankey(\n",
    "    arrangement = 'fixed',\n",
    "    node = dict(\n",
    "        x = x_loc_list,\n",
    "        y = y_loc_list,\n",
    "        pad = 50,\n",
    "        thickness = 1,\n",
    "        line = dict(color = color_list, width = 0.3),\n",
    "        label = node_labels,\n",
    "        color = '#0F0F0F',\n",
    "\n",
    "    ),\n",
    "    link = dict(\n",
    "        source = sources,\n",
    "        target = targets,\n",
    "        color = color_list,\n",
    "        value = [0.1] * 3000  # all values are the same. Disrupting this makes plotly reorder the nodes.\n",
    "        ),\n",
    " )])\n",
    "\n",
    "fig.add_annotation(x=0.755, y=0.78,\n",
    "            text=\"Sources:\",\n",
    "            showarrow=False,)\n",
    "fig.add_annotation(x=0.755, y=0.775,\n",
    "            text=\"https://en.wikipedia.org/wiki/List_of_popes\",\n",
    "            showarrow=False)\n",
    "fig.add_annotation(x=0.595, y=0.77,\n",
    "            text=\"https://www.theguardian.com/news/datablog/2013/feb/13/popes-full-list\",\n",
    "            showarrow=False)\n",
    "fig.add_annotation(x=0.95, y=0,\n",
    "            text=\"Made By Justin Tung\",\n",
    "            showarrow=False,)\n",
    "\n",
    "fig.update_layout(title={\n",
    "                'text': \"Popes by Order\",\n",
    "                'y':0.8,\n",
    "                'x':0.536,\n",
    "                 'font':{'size':110},\n",
    "                'xanchor': 'center',\n",
    "                'yanchor': 'top'},\n",
    "                 font_size=17,\n",
    "                  font_family=\"serif\",\n",
    "                  title_font_family='TeX Gyre Bonum',\n",
    "                  font_color=\"white\",\n",
    "                  paper_bgcolor='grey',\n",
    "                  width=1700, height=5000, margin_b=100)\n",
    "\n",
    "\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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