connected_cluster_graph.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Embedded Data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas\n",
    "import pickle\n",
    "\n",
    "MODEL =\"dunzhang/stella_en_400M_v5\" #dunzhang/stella_en_1.5B_v5\n",
    "DIFFICULTY = \"hard\"\n",
    "SAMPLE = 500\n",
    "\n",
    "save_dir = f\"embeddings/{MODEL}/{DIFFICULTY}/{SAMPLE}\"\n",
    "\n",
    "hotpot_qa_df = pandas.read_pickle(f'{save_dir}/df.pkl')\n",
    "\n",
    "with open(f'{save_dir}/contexts.pkl', 'rb') as f:contexts = pickle.load(f)\n",
    "with open(f'{save_dir}/similarity_matrix.pkl', 'rb') as f:similarity_matrix = pickle.load(f)\n",
    "\n",
    "similarity_matrix = similarity_matrix.numpy()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Agglomerative Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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          912,
          1210,
          484,
          141,
          969,
          1172,
          1464,
          1552,
          1110,
          960,
          1731,
          1280,
          692,
          1074,
          771,
          589,
          894,
          4,
          382,
          836,
          1482,
          1048,
          1329,
          76,
          1443,
          1971,
          271,
          635,
          447,
          256,
          522,
          1712,
          953,
          1270,
          1128,
          1124,
          162,
          1428,
          1201,
          101,
          335,
          61,
          1701,
          372,
          292,
          1857,
          1305,
          107,
          1073,
          934,
          1562,
          19,
          956,
          419,
          276,
          1679,
          981,
          1437,
          521,
          44,
          670,
          1180,
          192,
          845,
          1868,
          1881,
          1291,
          167,
          944,
          1233,
          962,
          189,
          723,
          651,
          446,
          1120,
          1581,
          1697,
          1274,
          57,
          1837,
          318,
          1099,
          198,
          96,
          49,
          1121,
          77,
          296,
          798,
          568,
          362,
          661,
          1158,
          285,
          1671,
          924,
          288,
          1063,
          1260,
          108,
          258,
          966,
          1284,
          1623,
          1065,
          805,
          203,
          1049,
          1217,
          14,
          1601,
          978,
          1251,
          724,
          1229,
          1691,
          935,
          1585,
          327,
          1668,
          653,
          999,
          54,
          1195,
          552,
          42,
          485,
          666,
          867,
          392,
          1030,
          245,
          205,
          1751,
          1657,
          1624,
          125,
          1491,
          1906,
          1592,
          39,
          1769,
          713,
          227,
          279,
          916,
          1661,
          1859,
          1649,
          1346,
          1843,
          281,
          731,
          86,
          1777,
          639,
          1905,
          443,
          1016,
          1584,
          1468,
          674,
          398,
          196,
          682,
          800,
          66,
          1935,
          1644,
          408,
          451,
          1368,
          1537,
          1913,
          833,
          487,
          185,
          391,
          130,
          1375,
          620,
          242,
          1474,
          2,
          262,
          1884,
          220,
          440,
          1042,
          81,
          60,
          1058,
          1492,
          1903,
          734,
          1456,
          1783,
          571,
          164,
          488,
          129,
          1836,
          1635,
          222,
          543,
          1188,
          341,
          1900,
          496,
          1438,
          1689,
          1494,
          1550,
          1669,
          532,
          1406,
          761,
          508,
          963,
          550,
          432,
          1019,
          1975,
          1343,
          1396,
          831,
          1991,
          1459,
          938,
          650,
          1683,
          47,
          738,
          112,
          779,
          1717,
          426,
          147,
          1988,
          300,
          1833,
          472,
          491,
          645,
          483,
          838,
          1038,
          502,
          274,
          466,
          549,
          681,
          630,
          1037,
          707,
          1481,
          904,
          1993,
          691,
          1700,
          388,
          930,
          200,
          8,
          1530,
          278,
          594,
          376,
          1848,
          1106,
          1600,
          1627,
          138,
          154,
          350,
          337,
          968,
          1733,
          1131,
          1746,
          259,
          253,
          1789,
          1253,
          135,
          233,
          556,
          497,
          509,
          765,
          714,
          1787,
          1670,
          1849,
          422,
          1020,
          50,
          583,
          1917,
          1589,
          1018,
          750,
          178,
          1602,
          1966,
          815,
          1009,
          1678,
          557,
          343,
          0,
          1115,
          1083,
          1858,
          1388,
          911,
          1350,
          1489,
          1987,
          78,
          1586,
          1748,
          301,
          857,
          808,
          97,
          1764,
          976,
          241,
          325,
          1211,
          1707,
          1039,
          111,
          316,
          705,
          711,
          1846,
          1674,
          626,
          1024,
          880,
          1223,
          1149,
          166,
          1088,
          1034,
          1911,
          418,
          878,
          842,
          127,
          1805,
          1812,
          1323,
          326,
          1327,
          1772,
          1713,
          461,
          1604,
          1269,
          1364,
          1692,
          470,
          339,
          849,
          1535,
          766,
          1673,
          410,
          94,
          1335,
          1539,
          897,
          425,
          1779,
          493,
          1170,
          622,
          123,
          1334,
          1256,
          90,
          1093,
          1847,
          784,
          1401,
          1985,
          1710,
          544,
          1250,
          695,
          542,
          1676,
          46,
          1160,
          444,
          489,
          41,
          1344,
          617,
          286,
          732,
          1921,
          1409,
          1361,
          958,
          27,
          570,
          315,
          236,
          697,
          1557,
          1296,
          545,
          367,
          829,
          1326,
          272,
          10,
          321,
          308,
          1485,
          1462,
          251,
          1782,
          215,
          1829,
          1059,
          1979,
          853,
          1374,
          1273,
          377,
          74,
          1277,
          640,
          582,
          1728,
          1522,
          1752,
          209,
          1817,
          563,
          516,
          431,
          1677,
          961,
          1973,
          541,
          1092,
          1780,
          359,
          1830,
          1386,
          572,
          684,
          105,
          1231,
          297,
          1793,
          291,
          1458,
          439,
          469,
          1980,
          1182,
          952,
          649,
          1936,
          569,
          313,
          1196,
          1595,
          1496,
          1465,
          80,
          238,
          348,
          1615,
          737,
          1289,
          302,
          1067,
          1664,
          1776,
          996,
          809,
          294,
          1872,
          1288,
          1268,
          1596,
          494,
          637,
          1226,
          428,
          1755,
          120,
          925,
          217,
          755,
          576,
          1570,
          1023,
          1100,
          9,
          11,
          1330,
          1426,
          1588,
          1144,
          914,
          503,
          1391,
          1011,
          1060,
          945,
          229,
          1431,
          1237,
          1721,
          1939,
          1303,
          3,
          1108,
          1090,
          1828,
          513,
          427,
          1541,
          1715,
          1667,
          602,
          1882,
          740,
          1525,
          535,
          137,
          91,
          267,
          1941,
          1311,
          186,
          480,
          1883,
          528,
          309,
          628,
          1598,
          1720,
          417,
          1962,
          476,
          719,
          1390,
          839,
          915,
          585,
          669,
          340,
          82,
          746,
          157,
          1514,
          943,
          1130,
          1216,
          1636,
          1025,
          1148,
          1770,
          1194,
          736,
          134,
          455,
          1047,
          246,
          598,
          1173,
          1420,
          1645,
          883,
          266,
          263,
          1797,
          1726,
          18,
          980,
          1756,
          1142,
          25,
          395,
          1591,
          1634,
          921,
          354,
          1568,
          208,
          1378,
          396,
          257,
          593,
          718,
          892,
          1013,
          1646,
          399,
          722,
          441,
          791,
          1546,
          420,
          1820,
          45,
          1186,
          171,
          856,
          1795,
          1711,
          1940,
          1517,
          1799,
          1129,
          250,
          1104,
          481,
          1262,
          1397,
          449,
          841,
          1579,
          1379,
          529,
          759,
          1528,
          1686,
          715,
          1366,
          1212,
          646,
          98,
          704,
          1947,
          1,
          772,
          1811,
          30,
          93,
          764,
          790,
          202,
          1309,
          547,
          820,
          216,
          1607,
          149,
          698,
          979,
          1151,
          397,
          1429,
          1983,
          586,
          1853,
          526,
          109,
          1360,
          387,
          852,
          1893,
          837,
          1912,
          1313,
          464,
          1605,
          498,
          1342,
          1021,
          1002,
          1938,
          1235,
          1324,
          1569,
          717,
          926,
          191,
          959,
          579,
          1523,
          12,
          1102,
          206,
          520,
          214,
          1743,
          1982,
          421,
          1004,
          1531,
          942,
          659,
          673,
          1890,
          170,
          282,
          1934,
          971,
          1919,
          1915,
          1220,
          1341,
          1807,
          1096,
          168,
          1430,
          624,
          983,
          1794,
          1981,
          1497,
          1472,
          255,
          1753,
          43,
          1693,
          994,
          429,
          1068,
          342,
          1252,
          1135,
          307,
          756,
          121,
          720,
          767,
          917,
          770,
          197,
          1511,
          486,
          668,
          1659,
          1744,
          877,
          1862,
          618,
          1556,
          1725,
          1200,
          1910,
          888,
          859,
          104,
          605,
          338,
          1620,
          1085,
          648,
          1904,
          1032,
          1403,
          131,
          1577,
          231,
          457,
          868,
          450,
          1953,
          351,
          386,
          1655,
          636,
          1317,
          1923,
          597,
          312,
          1127,
          1992,
          1198,
          830,
          247,
          817,
          1219,
          940,
          169,
          85,
          1633,
          355,
          1236,
          578,
          1999,
          988,
          1643,
          796,
          1117,
          1665,
          110,
          1243,
          1487,
          1295,
          1408,
          385,
          1312,
          306,
          1098,
          949,
          1702,
          1134,
          1460,
          1802,
          524,
          150,
          56,
          647,
          1875,
          218,
          430,
          1267,
          1275,
          1803,
          390,
          947,
          1952,
          1614,
          742,
          499,
          88,
          87,
          1738,
          369,
          553,
          284,
          1869,
          1729,
          1372,
          504,
          89,
          957,
          1298,
          560,
          405,
          1314,
          1061,
          1808,
          1281,
          1801,
          987,
          1651,
          1506,
          411,
          1561,
          700,
          1920,
          298,
          827,
          1870,
          658,
          102,
          1447,
          1467,
          1638,
          1619,
          51,
          1191,
          604,
          1543,
          1203,
          1718,
          1082,
          941,
          848,
          1261,
          1650,
          172,
          634,
          92,
          677,
          407,
          394,
          1001,
          1521,
          1183,
          874,
          1359,
          1886,
          1852,
          471,
          333,
          1564,
          875,
          182,
          895,
          1041,
          1648,
          1224,
          477,
          575,
          73,
          29,
          353,
          1874,
          660,
          783,
          1363,
          672,
          1369,
          676,
          754,
          317,
          177,
          1696,
          482,
          1105,
          855,
          70,
          1155,
          909,
          1864,
          548,
          580,
          1310,
          442,
          1285,
          406,
          1283,
          1943,
          1603,
          1163,
          1826,
          706,
          79,
          436,
          1075,
          1736,
          380,
          967,
          551,
          314,
          346,
          948,
          1590,
          1918,
          260,
          1819,
          1956,
          903,
          918,
          760,
          1176,
          1307,
          687,
          1754,
          821,
          365,
          1942,
          24,
          1629,
          1097,
          1866,
          1282,
          254,
          1405,
          1300,
          990,
          232,
          1015,
          922,
          1978,
          1547,
          1137,
          21,
          1033,
          1854,
          59,
          573,
          243,
          160,
          1301,
          1723,
          1451,
          1228,
          699,
          1873,
          1352,
          38,
          1928,
          1984,
          744,
          537,
          1381,
          1824,
          1416,
          993,
          510,
          1907,
          663,
          1411,
          1957,
          28,
          1383,
          1478,
          40,
          445,
          1630,
          519,
          1185,
          173,
          1675,
          1760,
          1476,
          1141,
          1052,
          752,
          156,
          633,
          158,
          812,
          788,
          621,
          226,
          148,
          566,
          1167,
          289,
          1969,
          1244,
          83,
          1815,
          773,
          1865,
          115,
          1257,
          275,
          1821,
          1165,
          31,
          1480,
          1400,
          122,
          538,
          1306,
          416,
          184,
          1353,
          574,
          862,
          708,
          1948,
          1878,
          688,
          1899,
          818,
          559,
          1046,
          1786,
          1553,
          1694,
          753,
          1810,
          1263,
          1207,
          103,
          588,
          1345,
          1965,
          702,
          347,
          1578,
          319,
          858,
          1641,
          379,
          1937,
          1762,
          929,
          1551,
          872,
          1526,
          1955,
          1266,
          1245,
          475,
          1688,
          1889,
          1249,
          235,
          786,
          1010,
          84,
          799,
          1931,
          1338,
          1567,
          554,
          1331,
          1029,
          221,
          1766,
          1887,
          596,
          757,
          1265,
          1758,
          1213,
          1190,
          1119,
          435,
          1036,
          1813,
          1081,
          564,
          928,
          933,
          1909,
          667,
          505,
          7,
          518,
          1527,
          114,
          1187,
          1156,
          1452,
          689,
          1062,
          665,
          1593,
          368,
          1475,
          273,
          1418,
          1877,
          611,
          15,
          1851,
          1625,
          1708,
          1421,
          265,
          1972,
          1855,
          1792,
          1933,
          361,
          1246,
          1367,
          100,
          1977,
          264,
          37,
          1765,
          332,
          188,
          1490,
          741,
          869,
          119,
          1450,
          373,
          1054,
          1844,
          721,
          1970,
          807,
          1545,
          1610,
          1580,
          1264,
          1112,
          142,
          1145,
          1741,
          1204,
          1254,
          239,
          207,
          360,
          693,
          1722,
          1322,
          1057,
          847,
          1703,
          1508,
          1072,
          619,
          106,
          531,
          1705,
          1159,
          1995,
          1248,
          187,
          749,
          1258,
          1958,
          1575,
          1433,
          1320,
          1177,
          1152,
          152,
          23,
          1950,
          1554,
          1202,
          17,
          453,
          1055,
          1628,
          710,
          375,
          1891,
          151,
          1559,
          1064,
          1122,
          352,
          512,
          1113,
          1354,
          1486,
          865,
          1193,
          434,
          1763,
          577,
          330,
          655,
          1885,
          1949,
          826,
          946,
          840,
          463,
          190,
          955,
          323,
          774,
          364,
          490,
          1516,
          1574,
          1445,
          1076,
          989,
          530,
          1215,
          1548,
          1192,
          592,
          1563,
          1371,
          71,
          899,
          68,
          1922,
          654,
          438,
          1841,
          1241,
          599,
          879,
          1014,
          1077,
          703,
          1687,
          1358,
          176,
          1690,
          1107,
          1639,
          1946,
          1505,
          780,
          906,
          913,
          195,
          1348,
          1594,
          1056,
          1339,
          1968,
          1017,
          1986,
          223,
          1393,
          1080,
          1778,
          1247,
          1608,
          632,
          424,
          843,
          937,
          1773,
          1286,
          175,
          1871,
          873,
          32,
          1732,
          1209,
          213,
          517,
          533,
          459,
          1663,
          1362,
          876,
          1293,
          973,
          1181,
          1299,
          1597,
          536,
          1704,
          6,
          72,
          1816,
          730,
          1698,
          1961,
          642,
          555,
          252,
          613,
          146,
          671,
          885,
          1652,
          270,
          1730,
          1944,
          393,
          180,
          1493,
          1232,
          623,
          1051,
          414,
          678,
          657,
          893,
          413,
          1035,
          1147,
          965,
          310,
          919,
          1089,
          907,
          1086,
          1682,
          1045,
          1566,
          825,
          985,
          204,
          1461,
          1272,
          1171,
          1767,
          1315,
          514,
          1370,
          1611,
          1022,
          1498,
          1757,
          1126,
          1818,
          1507,
          1954,
          280,
          1101,
          132,
          1894,
          1109,
          1382,
          781,
          1218,
          462,
          1719,
          1446,
          787,
          465,
          997,
          1434,
          356,
          1666,
          612,
          923,
          905,
          1066,
          1208,
          819,
          1415,
          1519,
          1653,
          1560,
          1427,
          1587,
          1255,
          854,
          1989,
          629,
          143,
          212,
          1654,
          1279,
          1925,
          1392,
          1996,
          609,
          1398,
          1814,
          1774,
          183,
          225,
          1916,
          763,
          358,
          1788,
          608,
          785,
          1583,
          627,
          437,
          511,
          155,
          1184,
          789,
          1500,
          201,
          324,
          144,
          768,
          1070,
          1998,
          210,
          1123,
          1781,
          269,
          1423,
          1470,
          951,
          1536,
          1205,
          1337,
          228,
          794,
          1518,
          1376,
          1896,
          1069,
          1414,
          600,
          1222,
          846,
          1302,
          1095,
          48,
          851,
          1834,
          1157,
          1856,
          1994,
          828,
          1806,
          694,
          1880,
          1501,
          1402,
          1473,
          63,
          1750,
          1784,
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         "matches": "x3",
         "showticklabels": false,
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         }
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         "title": {
          "text": "Cluster No."
         }
        },
        "yaxis": {
         "anchor": "x",
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          "text": "No. of Items in Cluster"
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         }
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          "text": "Mean Avg similarity in Cluster"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from clustering.algorithms import Agglomerative\n",
    "from clustering.analysis import ClusterAnalysis\n",
    "from clustering.visualization.counts import plot_cluster_counts, plot_avg_cluster_variance,plot_graphs,plot_mean_avg_cluster_similarity\n",
    "\n",
    "clusters  = Agglomerative(similarity_matrix,contexts,0.50)\n",
    "\n",
    "cluster_counts_plot = plot_cluster_counts(clusters,\n",
    "                                          \"Agglomerative Clustering\",\n",
    "                                          \"Cluster No.\",\n",
    "                                          \"No. of Items in Cluster\")\n",
    "\n",
    "cluster_analysis = ClusterAnalysis(clusters,similarity_matrix)\n",
    "\n",
    "avg_cluster_variance = cluster_analysis.get_avg_variance_for_each_cluster()\n",
    "mean_avg_cluster_sim = cluster_analysis.get_mean_avg_cluster_similarity_for_each_cluster()\n",
    "\n",
    "avg_cluster_variance_plots= plot_avg_cluster_variance(avg_variance_dict = avg_cluster_variance,\n",
    "                                                      graph_name        = \"Average Variance in Each Cluster\",\n",
    "                                                      x_label           = \"Cluster No.\",\n",
    "                                                      y_label           = \"Avg variance in Cluster\")\n",
    "mean_avg_cluster_sim_plots= plot_mean_avg_cluster_similarity(mean_avg_cluster_sim_dict = mean_avg_cluster_sim,\n",
    "                                                             graph_name                = \"Mean Average Similarity in Each Cluster\",\n",
    "                                                             x_label                   = \"Cluster No.\",\n",
    "                                                             y_label                   = \"Mean Avg similarity in Cluster\")\n",
    "\n",
    "plot_graphs([cluster_counts_plot,avg_cluster_variance_plots,mean_avg_cluster_sim_plots])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4805, 4806, 4810, 4813] \n",
      "\n",
      "Cosine similarity between node 4805 and nodes: \n",
      "                                             4806 = 0.6498722434043884\n",
      "                                             4810 = 0.7966527342796326\n",
      "                                             4813 = 0.5945354700088501\n",
      "                             average similarity = 0.6803534626960754\n",
      "                                       variance = 0.010909676551818848\n",
      "\n",
      "Cosine similarity between node 4806 and nodes: \n",
      "                                             4805 = 0.6498722434043884\n",
      "                                             4810 = 0.5755731463432312\n",
      "                                             4813 = 0.5900585055351257\n",
      "                             average similarity = 0.6051679849624634\n",
      "                                       variance = 0.0015513107646256685\n",
      "\n",
      "Cosine similarity between node 4810 and nodes: \n",
      "                                             4805 = 0.7966527342796326\n",
      "                                             4806 = 0.5755731463432312\n",
      "                                             4813 = 0.6100507974624634\n",
      "                             average similarity = 0.660758912563324\n",
      "                                       variance = 0.014147529378533363\n",
      "\n",
      "Cosine similarity between node 4813 and nodes: \n",
      "                                             4805 = 0.5945354700088501\n",
      "                                             4806 = 0.5900585055351257\n",
      "                                             4810 = 0.6100507974624634\n",
      "                             average similarity = 0.5982149243354797\n",
      "                                       variance = 0.00011007672583218664\n",
      "\n",
      "average cluster variance        = 0.006679648533463478\n",
      "mean average cluster similarity = 0.6361238360404968\n"
     ]
    }
   ],
   "source": [
    "import statistics\n",
    "\n",
    "def get_avg_cluster_variance(cluster):\n",
    "    variances = []\n",
    "    for i, node in enumerate(cluster):\n",
    "        similarities = []\n",
    "        print(f\"Cosine similarity between node {node} and nodes: \")\n",
    "        for j, other_node in enumerate(cluster):\n",
    "            if i != j: \n",
    "                cosine_sim = similarity_matrix[i][j]\n",
    "                similarities.append(cosine_sim)\n",
    "                print(f\"                                             {other_node} = {cosine_sim}\")\n",
    "        variance = statistics.variance(similarities)\n",
    "        variances.append(variance)\n",
    "        print(f\"                             average similarity = {statistics.mean(similarities)}\")\n",
    "        print(f\"                                       variance = {variance}\")\n",
    "        print()\n",
    "\n",
    "    return statistics.mean(variances)\n",
    "\n",
    "def get_avg_cluster_similarity(cluster:list[int]):\n",
    "    avg_similarities = []\n",
    "    for i, node in enumerate(cluster):\n",
    "        similarities = []\n",
    "        for j, other_node in enumerate(cluster):\n",
    "            if i != j: \n",
    "                cosine_sim = similarity_matrix[i][j]\n",
    "                similarities.append(cosine_sim)\n",
    "        avg_similarities.append(statistics.mean(similarities))\n",
    "    \n",
    "    return statistics.mean(avg_similarities)\n",
    "\n",
    "num = 20\n",
    "cluster = clusters[num]\n",
    "print(cluster,\"\\n\")\n",
    "x = get_avg_cluster_variance(cluster)\n",
    "print(f\"average cluster variance        = {x}\")\n",
    "print(f\"mean average cluster similarity = {get_avg_cluster_similarity(cluster)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Dict\n",
    "from clustering.graph.create_from_clusters import ClusterGraph\n",
    "import networkx as nx\n",
    "\n",
    "cluster_graph = ClusterGraph(clusters=clusters,similarity_matrix=similarity_matrix)\n",
    "\n",
    "individual_cluster_graphs:Dict[int, nx.Graph] = cluster_graph.get_individual_cluster_graphs()\n",
    "connected_graph:nx.Graph = cluster_graph.get_connected_graph(threshold = 0.50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly\n",
    "from clustering.graph.visualization.graph_plots import get_individual_cluster_graph_plots, get_connected_graph_plot\n",
    "\n",
    "graph_plots:Dict[int,plotly.graph_objs.Figure] = get_individual_cluster_graph_plots(individual_cluster_graphs,contexts)\n",
    "cluster_plot:plotly.graph_objs.Figure = get_connected_graph_plot(connected_graph,clusters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "with open(f'clustering/visualization/graph_plots.pkl', 'wb') as file:\n",
    "    pickle.dump(graph_plots, file)\n",
    "\n",
    "with open(f'clustering/visualization/cluster_plot.pkl', 'wb') as file:\n",
    "    pickle.dump(cluster_plot, file)\n",
    "\n",
    "with open(f'clustering/graph/connected_graph.pkl', 'wb') as file:\n",
    "    pickle.dump(connected_graph, file)\n",
    "    \n",
    "with open(f'clustering/graph/cluster_graph.pkl', 'wb') as file:\n",
    "    pickle.dump(individual_cluster_graphs, file)\n",
    "# python cluster_plots.py --cluster_plot_dir=\"clusters/cluster_plot\" --graph_plots_dir=\"clusters/graph_plots\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "GROQ_API_KEY = \"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\""
   ]
  }
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