Add BERTopic model

topic_embeddings.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3739ab32619842aeabaca7a1fcbedb4538078e538f1a53dd61c720135e92dc21
-size 21592
+oid sha256:a178c967b0601f1ff931b57d2679554d67f408265b4c0fed80860ff7d335a71d
+size 27736

topics.json

@@ -2,1515 +2,2376 @@
   "topic_representations": {
     "-1": [
       [
-        "workload",
-        0.44303839309802534
+        "94",
+        1.8745690808267652
       ],
       [
-        "46",
-        0.4024255032442225
+        "87",
+        1.6875316776756555
       ],
       [
-        "31",
-        0.3617393331842515
+        "object",
+        0.3666123751266575
       ],
       [
-        "lab",
-        0.35979378634863984
+        "dtype",
+        0.3666123751266575
       ],
       [
-        "working",
-        0.33424578635929986
+        "",
+        1e-05
       ],
       [
-        "usually",
-        0.33424578635929986
+        "",
+        1e-05
       ],
       [
-        "sli",
-        0.33424578635929986
+        "",
+        1e-05
       ],
       [
-        "sample",
-        0.33424578635929986
+        "",
+        1e-05
       ],
       [
-        "requirements",
-        0.33424578635929986
+        "",
+        1e-05
       ],
       [
-        "questio",
-        0.33424578635929986
+        "",
+        1e-05
       ]
     ],
     "0": [
       [
-        "class",
-        0.35821349434524147
+        "videos",
+        0.21453331864403874
       ],
       [
-        "aspects",
-        0.33327563181727704
+        "learning",
+        0.21453331864403874
       ],
       [
-        "learning",
-        0.3268012643547005
+        "class",
+        0.2136446415382597
       ],
       [
-        "coding",
-        0.31911647014773786
+        "concepts",
+        0.21233027106679497
       ],
       [
-        "course",
-        0.3142548992236003
+        "assignments",
+        0.2114891084915896
       ],
       [
-        "materials",
-        0.3000707455274975
+        "lecture",
+        0.2092239893937478
       ],
       [
-        "60",
-        0.3000707455274975
+        "think",
+        0.209009696531394
       ],
       [
-        "16",
-        0.3000707455274975
+        "understand",
+        0.20836509881441817
       ],
       [
-        "feel",
-        0.3000707455274975
+        "students",
+        0.20828530949153848
       ],
       [
-        "just",
-        0.27636296991395953
+        "professor",
+        0.2079361741477464
       ]
     ],
     "1": [
       [
-        "70",
-        0.5704529621922682
+        "demonstrations",
+        0.36402132021977435
       ],
       [
-        "57",
-        0.5704529621922682
+        "90",
+        0.36402132021977435
       ],
       [
-        "71",
-        0.5704529621922682
+        "32",
+        0.36402132021977435
       ],
       [
-        "10",
-        0.4657728932100803
+        "33",
+        0.36402132021977435
       ],
       [
-        "25",
-        0.4657728932100803
+        "discussion",
+        0.3270594355344591
       ],
       [
-        "uci",
-        0.43037240541534566
+        "assistance",
+        0.3270594355344591
       ],
       [
-        "sessions",
-        0.43037240541534566
+        "56",
+        0.3270594355344591
       ],
       [
-        "ta",
-        0.43037240541534566
+        "52",
+        0.3270594355344591
       ],
       [
-        "tas",
-        0.43037240541534566
+        "46",
+        0.3270594355344591
       ],
       [
-        "progra",
-        0.43037240541534566
+        "100",
+        0.3270594355344591
       ]
     ],
     "2": [
       [
-        "worst",
-        0.5531874231898045
+        "71",
+        0.9203951473191904
       ],
       [
-        "connects",
-        0.5531874231898045
+        "78",
+        0.9203951473191904
       ],
       [
-        "enhance",
-        0.5531874231898045
+        "74",
+        0.9203951473191904
       ],
       [
-        "demanding",
-        0.5531874231898045
+        "73",
+        0.9203951473191904
       ],
       [
-        "smaller",
-        0.5531874231898045
+        "70",
+        0.9203951473191904
       ],
       [
-        "entire",
-        0.5531874231898045
+        "75",
+        0.6765177179132292
       ],
       [
-        "real",
-        0.5531874231898045
+        "ics",
+        0.6765177179132292
       ],
       [
-        "hands",
-        0.5531874231898045
+        "failed",
+        0.6765177179132292
       ],
       [
-        "perfect",
-        0.5531874231898045
+        "prep",
+        0.6765177179132292
       ],
       [
-        "world",
-        0.5531874231898045
+        "uci",
+        0.5847351279579697
       ]
     ],
     "3": [
       [
-        "video",
-        0.600141491054995
+        "92",
+        0.9941403816414293
       ],
       [
-        "lectures",
-        0.5454407871851771
+        "25",
+        0.9941403816414293
       ],
       [
-        "47",
-        0.4900134755192709
+        "66",
+        0.9941403816414293
       ],
       [
-        "having",
-        0.4900134755192709
+        "24",
+        0.8931976617890283
       ],
       [
-        "lecture",
-        0.4873780303817137
+        "23",
+        0.8931976617890283
       ],
       [
-        "used",
-        0.45277061250115297
+        "102",
+        0.7307226512790453
       ],
       [
-        "professors",
-        0.45277061250115297
+        "21",
+        0.6315861235909903
       ],
       [
-        "readi",
-        0.45277061250115297
+        "96",
+        0.5739672169529565
       ],
       [
-        "sess",
-        0.45277061250115297
+        "object",
+        0.3666123751266575
       ],
       [
-        "person",
-        0.45277061250115297
+        "dtype",
+        0.3666123751266575
       ]
     ],
     "4": [
       [
-        "32",
-        0.6492783612703869
+        "48",
+        1.0627807721311198
       ],
       [
-        "projects",
-        0.6444402707240993
+        "45",
+        1.0627807721311198
       ],
       [
-        "91",
-        0.5897596581928921
+        "53",
+        0.9548684654520372
       ],
       [
-        "grading",
-        0.4898414218942899
+        "43",
+        0.8677568667207879
       ],
       [
-        "painful",
-        0.4898414218942899
+        "40",
+        0.7811753730975083
       ],
       [
-        "start",
-        0.4898414218942899
+        "41",
+        0.6751939670623281
       ],
       [
-        "creativel",
-        0.4898414218942899
+        "42",
+        0.6751939670623281
       ],
       [
-        "automated",
-        0.4898414218942899
+        "91",
+        0.6751939670623281
       ],
       [
-        "avail",
-        0.4898414218942899
+        "object",
+        0.3666123751266575
       ],
       [
-        "built",
-        0.4898414218942899
+        "dtype",
+        0.3666123751266575
       ]
     ],
     "5": [
       [
-        "74",
-        0.5667366166892251
+        "104",
+        1.2574991679743834
       ],
       [
-        "45",
-        0.5667366166892251
+        "10",
+        1.1684963817085632
       ],
       [
-        "thoroughly",
-        0.523662507022463
+        "object",
+        0.4016037354348324
       ],
       [
-        "weekly",
-        0.523662507022463
+        "dtype",
+        0.4016037354348324
       ],
       [
-        "65",
-        0.523662507022463
+        "",
+        1e-05
       ],
       [
-        "sure",
-        0.523662507022463
+        "",
+        1e-05
       ],
       [
-        "make",
-        0.523662507022463
+        "",
+        1e-05
       ],
       [
-        "proj",
-        0.523662507022463
+        "",
+        1e-05
       ],
       [
-        "allowed",
-        0.523662507022463
+        "",
+        1e-05
       ],
       [
-        "ass",
-        0.523662507022463
+        "",
+        1e-05
       ]
     ],
     "6": [
       [
-        "intelle",
-        0.7393028568233112
+        "61",
+        1.1989784126710337
       ],
       [
-        "challen",
-        0.614048718941702
+        "60",
+        1.1989784126710337
       ],
       [
-        "diffic",
-        0.614048718941702
+        "54",
+        1.1989784126710337
       ],
       [
-        "assignments",
-        0.5552933772455921
+        "58",
+        0.9789617745520511
       ],
       [
-        "contributed",
-        0.5390966675483726
+        "dtype",
+        0.3666123751266575
       ],
       [
-        "100",
-        0.5227660634103506
+        "object",
+        0.3666123751266575
       ],
       [
-        "54",
-        0.4699131781284075
+        "",
+        1e-05
       ],
       [
-        "68",
-        0.4699131781284075
+        "",
+        1e-05
       ],
       [
-        "extremely",
-        0.4699131781284075
+        "",
+        1e-05
       ],
       [
-        "99",
-        0.4699131781284075
+        "",
+        1e-05
       ]
     ],
     "7": [
       [
-        "wong",
-        0.8328978266941074
+        "83",
+        1.1323155505624842
       ],
       [
-        "ma",
-        0.8328978266941074
+        "103",
+        1.1323155505624842
       ],
       [
-        "professor",
-        0.6910532017352062
+        "28",
+        1.0173428429693911
       ],
       [
-        "59",
-        0.5667366166892251
+        "27",
+        0.924531775565564
       ],
       [
-        "uses",
-        0.523662507022463
+        "hour",
+        0.8322854965667652
       ],
       [
-        "200",
-        0.523662507022463
+        "41",
+        0.7193700230552574
       ],
       [
-        "thi",
-        0.523662507022463
+        "openlab",
+        0.7193700230552574
       ],
       [
-        "tangibl",
-        0.523662507022463
+        "ta",
+        0.7193700230552574
       ],
       [
-        "did",
-        0.523662507022463
+        "office",
+        0.5718057223956365
       ],
       [
-        "talented",
-        0.523662507022463
+        "dtype",
+        0.3462288303087729
       ]
     ],
     "8": [
       [
-        "challenging",
-        0.7104419469255786
+        "15",
+        1.405926810620074
       ],
       [
-        "complex",
-        0.6564456928763699
+        "16",
+        1.405926810620074
       ],
       [
-        "induc",
-        0.6564456928763699
+        "30",
+        1.2631722471819806
       ],
       [
-        "stressful",
-        0.6564456928763699
+        "dtype",
+        0.3666123751266575
       ],
       [
-        "stress",
-        0.6564456928763699
+        "object",
+        0.3666123751266575
       ],
       [
-        "homeworks",
-        0.6393735782066069
+        "",
+        1e-05
       ],
       [
-        "difficult",
-        0.558860429346878
+        "",
+        1e-05
       ],
       [
-        "incredibly",
-        0.558860429346878
+        "",
+        1e-05
       ],
       [
-        "22",
-        0.558860429346878
+        "",
+        1e-05
       ],
       [
-        "28",
-        0.558860429346878
+        "",
+        1e-05
       ]
     ],
     "9": [
       [
-        "open",
-        0.916036598243274
+        "68",
+        1.405926810620074
       ],
       [
-        "62",
-        0.8613650835322777
+        "85",
+        1.405926810620074
       ],
       [
-        "digestible",
-        0.649848081279016
+        "84",
+        1.147934433905913
       ],
       [
-        "friends",
-        0.649848081279016
+        "dtype",
+        0.3666123751266575
       ],
       [
-        "contribut",
-        0.649848081279016
+        "object",
+        0.3666123751266575
       ],
       [
-        "ben",
-        0.649848081279016
+        "",
+        1e-05
       ],
       [
-        "set",
-        0.649848081279016
+        "",
+        1e-05
       ],
       [
-        "meeting",
-        0.649848081279016
+        "",
+        1e-05
       ],
       [
-        "lectures",
-        0.6063967235019738
+        "",
+        1e-05
       ],
       [
-        "lab",
-        0.5711549291668843
+        "",
+        1e-05
       ]
     ],
     "10": [
       [
-        "ed",
-        0.8843312274779328
+        "26",
+        1.5029989817771792
       ],
       [
-        "stem",
-        0.8843312274779328
+        "31",
+        1.5029989817771792
       ],
       [
-        "style",
-        0.8843312274779328
+        "64",
+        1.1047488072263587
       ],
       [
-        "presented",
-        0.8843312274779328
+        "dtype",
+        0.3666123751266575
       ],
       [
-        "pre",
-        0.8843312274779328
+        "object",
+        0.3666123751266575
       ],
       [
-        "great",
-        0.8843312274779328
+        "",
+        1e-05
       ],
       [
-        "recorded",
-        0.8843312274779328
+        "",
+        1e-05
       ],
       [
-        "recording",
-        0.8843312274779328
+        "",
+        1e-05
       ],
       [
-        "slide",
-        0.8843312274779328
+        "",
+        1e-05
       ],
       [
-        "lecture",
-        0.7772434114079643
+        "",
+        1e-05
       ]
     ],
     "11": [
       [
-        "78",
-        0.7863151441632503
+        "62",
+        1.2574991679743834
       ],
       [
-        "77",
-        0.7863151441632503
+        "19",
+        1.2574991679743834
       ],
       [
-        "becau",
-        0.7265522423938442
+        "chance",
+        0.9242991663674937
       ],
       [
-        "similarly",
-        0.7265522423938442
+        "ben",
+        0.9242991663674937
       ],
       [
-        "letting",
-        0.7265522423938442
+        "miss",
+        0.9242991663674937
       ],
       [
-        "large",
-        0.7265522423938442
+        "debug",
+        0.9242991663674937
       ],
       [
-        "played",
-        0.7265522423938442
+        "set",
+        0.7989002756416534
       ],
       [
-        "labs",
-        0.694240876483929
+        "won",
+        0.7989002756416534
       ],
       [
-        "92",
-        0.5560087705875121
+        "mandatory",
+        0.7260174831357407
       ],
       [
-        "felt",
-        0.5535619404320903
+        "open",
+        0.6028582694528813
       ]
     ],
     "12": [
       [
-        "ho",
-        0.9379749116470043
+        "77",
+        1.7783723780222558
       ],
       [
-        "gap",
-        0.9379749116470043
+        "dtype",
+        0.4016037354348324
       ],
       [
-        "interactive",
-        0.9379749116470043
+        "object",
+        0.4016037354348324
       ],
       [
-        "assistance",
-        0.9379749116470043
+        "",
+        1e-05
       ],
       [
-        "23",
-        0.798538352110672
+        "",
+        1e-05
       ],
       [
-        "way",
-        0.798538352110672
+        "",
+        1e-05
       ],
       [
-        "90",
-        0.7178042362768982
+        "",
+        1e-05
       ],
       [
-        "77",
-        0.7178042362768982
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ]
+    ],
+    "13": [
+      [
+        "59",
+        1.6234244451448234
+      ],
+      [
+        "49",
+        1.6234244451448234
+      ],
+      [
+        "object",
+        0.3666123751266575
+      ],
+      [
+        "dtype",
+        0.3666123751266575
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ]
+    ],
+    "14": [
+      [
+        "57",
+        1.6234244451448234
+      ],
+      [
+        "47",
+        1.6234244451448234
+      ],
+      [
+        "object",
+        0.3666123751266575
+      ],
+      [
+        "dtype",
+        0.3666123751266575
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ]
+    ],
+    "15": [
+      [
+        "69",
+        1.7783723780222558
+      ],
+      [
+        "99",
+        1.4520349662714813
+      ],
+      [
+        "object",
+        0.3666123751266575
+      ],
+      [
+        "dtype",
+        0.3666123751266575
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ]
+    ],
+    "16": [
+      [
+        "82",
+        2.062751641893759
+      ],
+      [
+        "84",
+        1.3255205088552389
+      ],
+      [
+        "object",
+        0.3666123751266575
+      ],
+      [
+        "dtype",
+        0.3666123751266575
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
+      ],
+      [
+        "",
+        1e-05
       ],
       [
-        "provide",
-        0.7178042362768982
+        "",
+        1e-05
       ],
       [
-        "labs",
-        0.5668453019893958
+        "",
+        1e-05
       ]
     ]
   },
   "topics": [
-    6,
-    -1,
-    6,
-    2,
-    1,
-    -1,
+    0,
+    0,
+    0,
+    5,
+    0,
+    5,
+    0,
+    12,
+    0,
+    0,
+    5,
     0,
     8,
     0,
-    4,
-    -1,
-    1,
-    1,
-    2,
-    1,
     8,
-    -1,
-    -1,
-    4,
-    -1,
-    -1,
-    3,
+    0,
+    11,
     0,
     3,
-    6,
     0,
+    3,
     0,
     0,
-    -1,
-    6,
+    3,
     0,
-    2,
-    1,
+    10,
     0,
-    2,
     7,
     0,
     7,
-    9,
     0,
+    8,
     0,
-    -1,
-    2,
+    10,
+    1,
     1,
-    0,
     1,
-    0,
-    4,
-    11,
-    11,
-    2,
     1,
     0,
-    4,
-    4,
-    5,
-    4,
-    4,
-    -1,
     0,
+    4,
     0,
-    -1,
-    6,
     0,
-    7,
-    -1,
-    7,
-    10,
-    1,
-    -1,
     4,
-    2,
-    1,
-    9,
-    3,
     0,
+    14,
     0,
-    3,
     0,
-    12,
-    -1,
-    2,
+    4,
+    0,
+    13,
     1,
-    3,
     0,
-    -1,
-    4,
     4,
-    2,
-    1,
     0,
-    5,
-    -1,
-    3,
-    2,
+    6,
     1,
-    -1,
-    -1,
-    -1,
-    10,
+    0,
+    14,
     1,
-    7,
-    7,
     0,
-    5,
-    9,
+    0,
+    13,
+    0,
+    0,
+    0,
+    6,
+    0,
+    0,
+    0,
+    0,
+    6,
+    0,
+    11,
+    0,
+    0,
+    3,
+    0,
+    9,
+    0,
+    15,
+    0,
+    0,
+    2,
+    0,
+    0,
+    0,
+    0,
+    0,
+    2,
+    0,
+    0,
+    0,
+    0,
+    0,
+    0,
+    0,
+    2,
+    0,
+    2,
+    0,
+    12,
+    0,
+    2,
+    0,
+    16,
+    0,
+    0,
+    0,
+    0,
+    0,
     7,
-    10,
-    1,
+    0,
+    9,
+    0,
     9,
-    10,
     1,
     1,
-    -1,
-    5,
-    11,
-    11,
-    6,
     0,
     3,
-    3,
-    11,
-    10,
+    0,
+    0,
+    0,
+    1,
+    1,
+    1,
+    1,
     1,
-    3,
-    6,
-    9,
     0,
     3,
     0,
-    2,
+    0,
+    7,
+    0,
+    5,
+    0,
+    0,
+    0,
+    5,
+    0,
+    0,
+    0,
+    5,
+    0,
+    12,
     1,
     0,
-    -1,
-    3,
     0,
-    8,
+    5,
+    1,
     0,
     0,
-    -1,
-    8,
     0,
     0,
+    8,
     0,
+    8,
     0,
+    11,
     1,
-    2,
     1,
-    4,
-    5,
+    0,
+    3,
+    0,
+    3,
+    0,
     3,
     0,
     10,
     0,
+    7,
     0,
-    -1,
+    10,
+    1,
     1,
-    5,
-    -1,
-    3,
     0,
     7,
+    1,
     0,
+    4,
+    1,
     0,
+    14,
     0,
-    2,
+    4,
+    0,
+    13,
+    0,
+    6,
     1,
-    8,
     0,
+    14,
     0,
     0,
-    9,
+    6,
     0,
     0,
-    5,
+    13,
+    0,
     0,
     6,
-    8,
+    0,
+    0,
+    0,
+    0,
+    0,
+    6,
+    0,
+    11,
+    0,
+    3,
+    0,
+    0,
+    9,
+    0,
+    15,
+    0,
+    0,
     2,
-    1,
     2,
-    1,
     0,
-    5,
+    0,
+    0,
+    0,
+    0,
+    0,
+    0,
     2,
-    1,
-    12,
-    8,
     0,
+    2,
     0,
+    12,
     0,
     2,
+    0,
+    7,
+    0,
+    9,
+    0,
+    0,
+    9,
     1,
+    0,
+    3,
+    0,
     -1,
-    2,
     1,
+    0,
+    15,
+    1,
+    0,
+    7,
+    0,
+    0,
+    5,
+    0,
+    5,
+    0,
+    5,
+    0,
+    0,
     12,
-    4,
-    -1,
+    1,
+    0,
+    0,
+    0,
+    0,
     5,
+    1,
     0,
     0,
+    8,
     0,
-    5
-  ],
-  "topic_sizes": {
-    "6": 8,
-    "-1": 26,
-    "2": 18,
-    "1": 28,
-    "0": 54,
-    "8": 7,
-    "4": 12,
-    "3": 13,
-    "7": 8,
-    "9": 6,
-    "11": 5,
-    "5": 10,
-    "10": 6,
-    "12": 3
-  },
-  "topic_mapper": [
-    [
-      -1,
-      -1,
-      -1
-    ],
-    [
-      0,
-      0,
-      1
-    ],
-    [
-      1,
-      1,
-      0
-    ],
-    [
-      2,
-      2,
-      9
-    ],
-    [
-      3,
-      3,
-      11
-    ],
-    [
-      4,
-      4,
-      10
-    ],
-    [
-      5,
-      5,
-      2
-    ],
-    [
-      6,
-      6,
-      7
-    ],
-    [
-      7,
-      7,
-      3
-    ],
-    [
-      8,
-      8,
-      4
-    ],
-    [
-      9,
-      9,
-      12
-    ],
-    [
-      10,
-      10,
-      5
-    ],
-    [
-      11,
-      11,
-      6
+    8,
+    0,
+    11,
+    0,
+    0,
+    0,
+    3,
+    1,
+    0,
+    3,
+    0,
+    0,
+    0,
+    0,
+    10,
+    1,
+    0,
+    7,
+    0,
+    0,
+    8,
+    0,
+    10,
+    1,
+    1,
+    1,
+    0,
+    4,
+    0,
+    0,
+    0,
+    4,
+    0,
+    4,
+    0,
+    4,
+    0,
+    0,
+    4,
+    1,
+    0,
+    0,
+    14,
+    0,
+    4,
+    0,
+    0,
+    13,
+    1,
+    0,
+    4,
+    0,
+    0,
+    0,
+    0,
+    0,
+    6,
+    0,
+    14,
+    0,
+    6,
+    0,
+    13,
+    0,
+    0,
+    0,
+    6,
+    0,
+    0,
+    0,
+    0,
+    0,
+    0,
+    6,
+    11,
+    1,
+    0,
+    10,
+    1,
+    0,
+    3,
+    0,
+    9,
+    0,
+    15,
+    0,
+    0,
+    0,
+    2,
+    0,
+    0,
+    2,
+    0,
+    0,
+    2,
+    0,
+    0,
+    2,
+    0,
+    2,
+    0,
+    0,
+    12,
+    0,
+    0,
+    2,
+    1,
+    0,
+    0,
+    0,
+    0,
+    16,
+    0,
+    0,
+    0,
+    0,
+    0,
+    0,
+    0,
+    7,
+    0,
+    0,
+    0,
+    0,
+    16,
+    0,
+    0,
+    9,
+    0,
+    -1,
+    1,
+    0,
+    0,
+    4,
+    0,
+    3,
+    0,
+    0,
+    -1,
+    0,
+    0,
+    3,
+    0,
+    15,
+    0,
+    7,
+    0,
+    0,
+    5
+  ],
+  "topic_sizes": {
+    "0": 245,
+    "5": 12,
+    "12": 6,
+    "8": 8,
+    "11": 6,
+    "3": 16,
+    "10": 7,
+    "7": 11,
+    "1": 39,
+    "4": 14,
+    "14": 6,
+    "13": 6,
+    "6": 11,
+    "9": 8,
+    "15": 5,
+    "2": 16,
+    "16": 3,
+    "-1": 3
+  },
+  "topic_mapper": [
+    [
+      -1,
+      -1,
+      -1
+    ],
+    [
+      0,
+      0,
+      0
+    ],
+    [
+      1,
+      1,
+      5
+    ],
+    [
+      2,
+      2,
+      2
+    ],
+    [
+      3,
+      3,
+      12
+    ],
+    [
+      4,
+      4,
+      15
+    ],
+    [
+      5,
+      5,
+      9
+    ],
+    [
+      6,
+      6,
+      16
+    ],
+    [
+      7,
+      7,
+      7
+    ],
+    [
+      8,
+      8,
+      3
+    ],
+    [
+      9,
+      9,
+      1
+    ],
+    [
+      10,
+      10,
+      8
+    ],
+    [
+      11,
+      11,
+      10
     ],
     [
       12,
       12,
-      8
+      14
+    ],
+    [
+      13,
+      13,
+      11
+    ],
+    [
+      14,
+      14,
+      4
+    ],
+    [
+      15,
+      15,
+      13
+    ],
+    [
+      16,
+      16,
+      6
     ]
   ],
   "topic_labels": {
-    "-1": "-1_workload_46_31_lab",
-    "0": "0_class_aspects_learning_coding",
-    "1": "1_70_57_71_10",
-    "2": "2_worst_connects_enhance_demanding",
-    "3": "3_video_lectures_47_having",
-    "4": "4_32_projects_91_grading",
-    "5": "5_74_45_thoroughly_weekly",
-    "6": "6_intelle_challen_diffic_assignments",
-    "7": "7_wong_ma_professor_59",
-    "8": "8_challenging_complex_induc_stressful",
-    "9": "9_open_62_digestible_friends",
-    "10": "10_ed_stem_style_presented",
-    "11": "11_78_77_becau_similarly",
-    "12": "12_ho_gap_interactive_assistance"
+    "-1": "-1_94_87_object_dtype",
+    "0": "0_videos_learning_class_concepts",
+    "1": "1_demonstrations_90_32_33",
+    "2": "2_71_78_74_73",
+    "3": "3_92_25_66_24",
+    "4": "4_48_45_53_43",
+    "5": "5_104_10_object_dtype",
+    "6": "6_61_60_54_58",
+    "7": "7_83_103_28_27",
+    "8": "8_15_16_30_dtype",
+    "9": "9_68_85_84_dtype",
+    "10": "10_26_31_64_dtype",
+    "11": "11_62_19_chance_ben",
+    "12": "12_77_dtype_object_",
+    "13": "13_59_49_object_dtype",
+    "14": "14_57_47_object_dtype",
+    "15": "15_69_99_object_dtype",
+    "16": "16_82_84_object_dtype"
   },
-  "custom_labels": [
-    "Lab Workload and Assessment",
-    "Course Evaluation and Feedback",
-    "Teaching and Learning Evaluations",
-    "Critique and Practical Applications",
-    "Lecture and Video Comparison",
-    "Project Assessment and Feedback",
-    "Homework and Project Assessment",
-    "Intense Homework Challenges",
-    "Talented Instructor",
-    "Homework Struggles",
-    "Social Learning Experience",
-    "Interactive Learning Experience with Technology",
-    "Lab Experience",
-    "Homework and Lab Support"
-  ],
+  "custom_labels": null,
   "_outliers": 1,
   "topic_aspects": {
     "KeyBERT": {
       "-1": [
         [
-          "workload",
-          0.8786069750785828
+          "dtype",
+          0.9132404327392578
+        ],
+        [
+          "object",
+          0.9051396250724792
+        ],
+        [
+          "94",
+          0.8736979961395264
+        ],
+        [
+          "87",
+          0.8513497710227966
+        ],
+        [
+          "",
+          0.8396258354187012
+        ],
+        [
+          "",
+          0.8396258354187012
+        ],
+        [
+          "",
+          0.8396258354187012
+        ],
+        [
+          "",
+          0.8396258354187012
+        ],
+        [
+          "",
+          0.8396258354187012
+        ],
+        [
+          "",
+          0.8396258354187012
+        ]
+      ],
+      "0": [
+        [
+          "taught",
+          0.8581468462944031
+        ],
+        [
+          "learned",
+          0.8502361178398132
+        ],
+        [
+          "videos",
+          0.8497951626777649
+        ],
+        [
+          "learning",
+          0.8487644791603088
+        ],
+        [
+          "content",
+          0.8472166061401367
+        ],
+        [
+          "homeworks",
+          0.8470794558525085
+        ],
+        [
+          "lecture",
+          0.8447226285934448
+        ],
+        [
+          "lectures",
+          0.8437162041664124
+        ],
+        [
+          "learn",
+          0.8435048460960388
+        ],
+        [
+          "concepts",
+          0.8429421186447144
+        ]
+      ],
+      "1": [
+        [
+          "teaching",
+          0.8569818139076233
+        ],
+        [
+          "syllabus",
+          0.8552228212356567
+        ],
+        [
+          "grading",
+          0.8530178666114807
+        ],
+        [
+          "coding",
+          0.8507295846939087
+        ],
+        [
+          "teach",
+          0.8464019894599915
+        ],
+        [
+          "learners",
+          0.8459070920944214
+        ],
+        [
+          "classes",
+          0.8452457189559937
+        ],
+        [
+          "sections",
+          0.8438295722007751
+        ],
+        [
+          "materials",
+          0.8431096076965332
+        ],
+        [
+          "project",
+          0.8417450189590454
+        ]
+      ],
+      "2": [
+        [
+          "dtype",
+          0.9157308340072632
+        ],
+        [
+          "object",
+          0.9028992652893066
+        ],
+        [
+          "73",
+          0.8827881813049316
+        ],
+        [
+          "70",
+          0.873388409614563
+        ],
+        [
+          "75",
+          0.8685863614082336
+        ],
+        [
+          "74",
+          0.8652894496917725
+        ],
+        [
+          "78",
+          0.8627583384513855
+        ],
+        [
+          "",
+          0.8575974106788635
+        ],
+        [
+          "",
+          0.8575974106788635
+        ],
+        [
+          "",
+          0.8575974106788635
+        ]
+      ],
+      "3": [
+        [
+          "dtype",
+          0.9187490344047546
+        ],
+        [
+          "object",
+          0.8995227813720703
+        ],
+        [
+          "92",
+          0.8812461495399475
+        ],
+        [
+          "102",
+          0.8729173541069031
+        ],
+        [
+          "25",
+          0.8704394102096558
+        ],
+        [
+          "24",
+          0.8537014126777649
+        ],
+        [
+          "96",
+          0.8516086935997009
+        ],
+        [
+          "23",
+          0.8449840545654297
+        ],
+        [
+          "21",
+          0.8445361852645874
+        ],
+        [
+          "",
+          0.8368488550186157
+        ]
+      ],
+      "4": [
+        [
+          "dtype",
+          0.9175808429718018
+        ],
+        [
+          "object",
+          0.9094690084457397
+        ],
+        [
+          "48",
+          0.8855776786804199
+        ],
+        [
+          "42",
+          0.8748047947883606
+        ],
+        [
+          "40",
+          0.8706534504890442
+        ],
+        [
+          "45",
+          0.8681718111038208
+        ],
+        [
+          "43",
+          0.8584311008453369
+        ],
+        [
+          "53",
+          0.8477991223335266
+        ],
+        [
+          "41",
+          0.8437411785125732
+        ],
+        [
+          "",
+          0.8322176933288574
+        ]
+      ],
+      "5": [
+        [
+          "dtype",
+          0.9158187508583069
+        ],
+        [
+          "object",
+          0.90355384349823
+        ],
+        [
+          "104",
+          0.8974380493164062
+        ],
+        [
+          "10",
+          0.8763135671615601
+        ],
+        [
+          "",
+          0.8267095685005188
+        ],
+        [
+          "",
+          0.8267095685005188
+        ],
+        [
+          "",
+          0.8267095685005188
+        ],
+        [
+          "",
+          0.8267095685005188
+        ],
+        [
+          "",
+          0.8267095685005188
+        ],
+        [
+          "",
+          0.8267095685005188
+        ]
+      ],
+      "6": [
+        [
+          "dtype",
+          0.9126656651496887
+        ],
+        [
+          "object",
+          0.9067233800888062
+        ],
+        [
+          "60",
+          0.8792404532432556
+        ],
+        [
+          "54",
+          0.8736461400985718
+        ],
+        [
+          "61",
+          0.8673886656761169
+        ],
+        [
+          "58",
+          0.8518506288528442
+        ],
+        [
+          "",
+          0.8347771167755127
+        ],
+        [
+          "",
+          0.8347771167755127
+        ],
+        [
+          "",
+          0.8347771167755127
+        ],
+        [
+          "",
+          0.8347771167755127
+        ]
+      ],
+      "7": [
+        [
+          "dtype",
+          0.9180738925933838
+        ],
+        [
+          "object",
+          0.9040448665618896
+        ],
+        [
+          "83",
+          0.8875319361686707
+        ],
+        [
+          "103",
+          0.8763342499732971
+        ],
+        [
+          "openlab",
+          0.8713110685348511
+        ],
+        [
+          "28",
+          0.8693621754646301
+        ],
+        [
+          "office",
+          0.8667287230491638
+        ],
+        [
+          "hour",
+          0.858063817024231
+        ],
+        [
+          "41",
+          0.8496189713478088
+        ],
+        [
+          "",
+          0.8472042083740234
+        ]
+      ],
+      "8": [
+        [
+          "dtype",
+          0.9082142114639282
+        ],
+        [
+          "object",
+          0.904339611530304
+        ],
+        [
+          "16",
+          0.8767659068107605
+        ],
+        [
+          "15",
+          0.865852415561676
+        ],
+        [
+          "30",
+          0.8474687337875366
+        ],
+        [
+          "",
+          0.8315072059631348
+        ],
+        [
+          "",
+          0.8315072059631348
+        ],
+        [
+          "",
+          0.8315072059631348
+        ],
+        [
+          "",
+          0.8315072059631348
+        ],
+        [
+          "",
+          0.8315072059631348
+        ]
+      ],
+      "9": [
+        [
+          "dtype",
+          0.9078251719474792
+        ],
+        [
+          "object",
+          0.9061388969421387
+        ],
+        [
+          "68",
+          0.8685643076896667
+        ],
+        [
+          "85",
+          0.8678862452507019
+        ],
+        [
+          "84",
+          0.8600789904594421
+        ],
+        [
+          "",
+          0.8305988907814026
         ],
         [
           "",
-          0.8774017691612244
+          0.8305988907814026
         ],
         [
           "",
-          0.8774017691612244
+          0.8305988907814026
         ],
         [
           "",
-          0.8774017691612244
+          0.8305988907814026
         ],
         [
           "",
-          0.8774017691612244
+          0.8305988907814026
+        ]
+      ],
+      "10": [
+        [
+          "dtype",
+          0.9211044311523438
+        ],
+        [
+          "object",
+          0.9036644101142883
+        ],
+        [
+          "31",
+          0.8924427628517151
+        ],
+        [
+          "26",
+          0.8710394501686096
+        ],
+        [
+          "64",
+          0.8681532144546509
         ],
         [
           "",
-          0.8774017691612244
+          0.8292077779769897
         ],
         [
           "",
-          0.8774017691612244
+          0.8292077779769897
         ],
         [
           "",
-          0.8774017691612244
+          0.8292077779769897
         ],
         [
           "",
-          0.8774017691612244
+          0.8292077779769897
         ],
         [
           "",
-          0.8774017691612244
+          0.8292077779769897
         ]
       ],
-      "0": [
+      "11": [
         [
-          "class",
-          0.873538076877594
+          "dtype",
+          0.9128048419952393
         ],
         [
-          "coding",
-          0.8658041954040527
+          "object",
+          0.9050905108451843
         ],
         [
-          "syllabus",
-          0.8610437512397766
+          "62",
+          0.8837791085243225
         ],
         [
-          "level",
-          0.8573880195617676
+          "19",
+          0.8729295134544373
         ],
         [
-          "proba",
-          0.8554209470748901
+          "code",
+          0.8626366853713989
         ],
         [
-          "materials",
-          0.854150652885437
+          "debug",
+          0.8587919473648071
         ],
         [
-          "structured",
-          0.8517875075340271
+          "",
+          0.8432834148406982
         ],
         [
-          "outline",
-          0.8510757088661194
+          "",
+          0.8432834148406982
         ],
         [
-          "topic",
-          0.8508607149124146
+          "",
+          0.8432834148406982
         ],
         [
-          "learning",
-          0.8503445386886597
+          "",
+          0.8432834148406982
         ]
       ],
-      "1": [
+      "12": [
         [
           "dtype",
-          0.9074576497077942
+          0.9101809859275818
         ],
         [
-          "",
-          0.8975800275802612
+          "object",
+          0.9046565890312195
         ],
         [
-          "",
-          0.8975800275802612
+          "77",
+          0.875315248966217
         ],
         [
           "",
-          0.8975800275802612
+          0.8237241506576538
         ],
         [
           "",
-          0.8975800275802612
+          0.8237241506576538
         ],
         [
           "",
-          0.8975800275802612
+          0.8237241506576538
         ],
         [
           "",
-          0.8975800275802612
+          0.8237241506576538
         ],
         [
           "",
-          0.8975800275802612
+          0.8237241506576538
         ],
         [
           "",
-          0.8975800275802612
+          0.8237241506576538
         ],
         [
           "",
-          0.8975800275802612
+          0.8237241506576538
         ]
       ],
-      "2": [
+      "13": [
         [
-          "assignments",
-          0.9100465774536133
+          "dtype",
+          0.9156684279441833
         ],
         [
-          "homeworks",
-          0.9043533205986023
+          "object",
+          0.9102575182914734
         ],
         [
-          "homework",
-          0.8996543288230896
+          "59",
+          0.8844731450080872
         ],
         [
-          "labs",
-          0.89430171251297
+          "49",
+          0.8666700720787048
         ],
         [
-          "lab",
-          0.8932960629463196
+          "",
+          0.8249952793121338
         ],
         [
-          "topics",
-          0.8836705088615417
+          "",
+          0.8249952793121338
         ],
         [
-          "learning",
-          0.8785718679428101
+          "",
+          0.8249952793121338
         ],
         [
-          "project",
-          0.8781573176383972
+          "",
+          0.8249952793121338
         ],
         [
-          "projects",
-          0.8771752715110779
+          "",
+          0.8249952793121338
         ],
         [
-          "useful",
-          0.8771157264709473
+          "",
+          0.8249952793121338
         ]
       ],
-      "3": [
+      "14": [
         [
-          "lecture",
-          0.8969168663024902
+          "dtype",
+          0.9071541428565979
         ],
         [
-          "lectures",
-          0.8858579397201538
+          "object",
+          0.9034397602081299
         ],
         [
-          "",
-          0.8742452263832092
+          "57",
+          0.8883433938026428
         ],
         [
-          "",
-          0.8742452263832092
+          "47",
+          0.8800514936447144
         ],
         [
           "",
-          0.8742452263832092
+          0.82164466381073
         ],
         [
           "",
-          0.8742452263832092
+          0.82164466381073
         ],
         [
           "",
-          0.8742452263832092
+          0.82164466381073
         ],
         [
           "",
-          0.8742452263832092
+          0.82164466381073
         ],
         [
           "",
-          0.8742452263832092
+          0.82164466381073
         ],
         [
           "",
-          0.8742452263832092
+          0.82164466381073
         ]
       ],
-      "4": [
+      "15": [
         [
           "dtype",
-          0.8643798232078552
+          0.9116052389144897
         ],
         [
-          "project",
-          0.8599759340286255
+          "object",
+          0.9071369767189026
         ],
         [
-          "",
-          0.8512971997261047
+          "69",
+          0.8836567997932434
         ],
         [
-          "",
-          0.8512971997261047
+          "99",
+          0.8770079016685486
         ],
         [
           "",
-          0.8512971997261047
+          0.8283356428146362
         ],
         [
           "",
-          0.8512971997261047
+          0.8283356428146362
         ],
         [
           "",
-          0.8512971997261047
+          0.8283356428146362
         ],
         [
           "",
-          0.8512971997261047
+          0.8283356428146362
         ],
         [
           "",
-          0.8512971997261047
+          0.8283356428146362
         ],
         [
           "",
-          0.8512971997261047
+          0.8283356428146362
         ]
       ],
-      "5": [
+      "16": [
         [
-          "homework",
-          0.8681946396827698
+          "dtype",
+          0.9117228984832764
         ],
         [
-          "",
-          0.8645952939987183
+          "object",
+          0.902815043926239
         ],
         [
-          "",
-          0.8645952939987183
+          "82",
+          0.8802897334098816
         ],
         [
-          "",
-          0.8645952939987183
+          "84",
+          0.8695551753044128
         ],
         [
           "",
-          0.8645952939987183
+          0.8321225643157959
         ],
         [
           "",
-          0.8645952939987183
+          0.8321225643157959
         ],
         [
           "",
-          0.8645952939987183
+          0.8321225643157959
         ],
         [
           "",
-          0.8645952939987183
+          0.8321225643157959
         ],
         [
           "",
-          0.8645952939987183
+          0.8321225643157959
         ],
         [
           "",
-          0.8645952939987183
+          0.8321225643157959
         ]
-      ],
-      "6": [
+      ]
+    },
+    "Llama2": {
+      "-1": [
         [
-          "homeworks",
-          0.889817476272583
+          "Object Dtype Distribution",
+          1
         ],
         [
-          "homework",
-          0.8822246193885803
+          "",
+          0
         ],
         [
-          "assignments",
-          0.8769670128822327
+          "",
+          0
         ],
         [
-          "contributed",
-          0.841014564037323
+          "",
+          0
         ],
         [
           "",
-          0.8346102237701416
+          0
         ],
         [
           "",
-          0.8346102237701416
+          0
         ],
         [
           "",
-          0.8346102237701416
+          0
         ],
         [
           "",
-          0.8346102237701416
+          0
         ],
         [
           "",
-          0.8346102237701416
+          0
         ],
         [
           "",
-          0.8346102237701416
+          0
         ]
       ],
-      "7": [
+      "0": [
         [
-          "wong",
-          0.8951146602630615
+          "Active Learning with Visual Aids",
+          1
         ],
         [
           "",
-          0.8710498809814453
+          0
         ],
         [
           "",
-          0.8710498809814453
+          0
         ],
         [
           "",
-          0.8710498809814453
+          0
         ],
         [
           "",
-          0.8710498809814453
+          0
         ],
         [
           "",
-          0.8710498809814453
+          0
         ],
         [
           "",
-          0.8710498809814453
+          0
         ],
         [
           "",
-          0.8710498809814453
+          0
         ],
         [
           "",
-          0.8710498809814453
+          0
         ],
         [
           "",
-          0.8710498809814453
+          0
         ]
       ],
-      "8": [
+      "1": [
         [
-          "homeworks",
-          0.8872650265693665
+          "Teaching and Learning Strategies",
+          1
         ],
         [
-          "homework",
-          0.8802404403686523
+          "",
+          0
         ],
         [
-          "stressful",
-          0.8533243536949158
+          "",
+          0
         ],
         [
-          "stress",
-          0.8512031435966492
+          "",
+          0
         ],
         [
-          "assignments",
-          0.8496688008308411
+          "",
+          0
         ],
         [
           "",
-          0.8440567851066589
+          0
         ],
         [
           "",
-          0.8440567851066589
+          0
         ],
         [
           "",
-          0.8440567851066589
+          0
         ],
         [
           "",
-          0.8440567851066589
+          0
         ],
         [
           "",
-          0.8440567851066589
+          0
         ]
       ],
-      "9": [
+      "2": [
         [
-          "labs",
-          0.885513961315155
+          "UCI ICS Prep and Live Q&A Experience",
+          1
         ],
         [
-          "lab",
-          0.8821780681610107
+          "",
+          0
         ],
         [
-          "lecture",
-          0.8630145788192749
+          "",
+          0
         ],
         [
-          "object",
-          0.8597820401191711
+          "",
+          0
         ],
         [
-          "dtype",
-          0.8586499691009521
+          "",
+          0
         ],
         [
-          "lectures",
-          0.8571463227272034
+          "",
+          0
         ],
         [
           "",
-          0.8534762263298035
+          0
         ],
         [
           "",
-          0.8534762263298035
+          0
         ],
         [
           "",
-          0.8534762263298035
+          0
         ],
         [
           "",
-          0.8534762263298035
+          0
         ]
       ],
-      "10": [
+      "3": [
         [
-          "lecture",
-          0.9206261038780212
+          "Object Diversity and Scales",
+          1
         ],
         [
-          "lectures",
-          0.9168303608894348
+          "",
+          0
         ],
         [
-          "videos",
-          0.9001135230064392
+          "",
+          0
         ],
         [
-          "teaching",
-          0.8943851590156555
+          "",
+          0
         ],
         [
-          "presented",
-          0.874572217464447
+          "",
+          0
         ],
         [
-          "quizzes",
-          0.8661238551139832
+          "",
+          0
         ],
         [
-          "recorded",
-          0.8645816445350647
+          "",
+          0
         ],
         [
           "",
-          0.862356960773468
+          0
         ],
         [
           "",
-          0.862356960773468
+          0
         ],
         [
           "",
-          0.862356960773468
+          0
         ]
       ],
-      "11": [
+      "4": [
         [
-          "labs",
-          0.8808226585388184
+          "Object Dtype Distribution",
+          1
         ],
         [
           "",
-          0.8562110662460327
+          0
         ],
         [
           "",
-          0.8562110662460327
+          0
         ],
         [
           "",
-          0.8562110662460327
+          0
         ],
         [
           "",
-          0.8562110662460327
+          0
         ],
         [
           "",
-          0.8562110662460327
+          0
         ],
         [
           "",
-          0.8562110662460327
+          0
         ],
         [
           "",
-          0.8562110662460327
+          0
         ],
         [
           "",
-          0.8562110662460327
+          0
         ],
         [
           "",
-          0.8562110662460327
+          0
         ]
       ],
-      "12": [
+      "5": [
         [
-          "labs",
-          0.8746735453605652
+          "Object Dtype Label",
+          1
         ],
         [
-          "lab",
-          0.8695205450057983
+          "",
+          0
         ],
         [
-          "homework",
-          0.864435613155365
+          "",
+          0
         ],
         [
-          "assignments",
-          0.8531822562217712
+          "",
+          0
         ],
         [
           "",
-          0.8463030457496643
+          0
         ],
         [
           "",
-          0.8463030457496643
+          0
         ],
         [
           "",
-          0.8463030457496643
+          0
         ],
         [
           "",
-          0.8463030457496643
+          0
         ],
         [
           "",
-          0.8463030457496643
+          0
         ],
         [
           "",
-          0.8463030457496643
+          0
         ]
-      ]
-    },
-    "Llama2": {
-      "-1": [
+      ],
+      "6": [
         [
-          "Lab Workload and Assessment",
+          "Object Diversity",
           1
         ],
         [
@@ -1550,9 +2411,9 @@
           0
         ]
       ],
-      "0": [
+      "7": [
         [
-          "Course Evaluation and Feedback",
+          "Student Evaluation of Instructor and Course",
           1
         ],
         [
@@ -1592,9 +2453,9 @@
           0
         ]
       ],
-      "1": [
+      "8": [
         [
-          "Teaching and Learning Evaluations",
+          "Object-based Data Analysis",
           1
         ],
         [
@@ -1634,9 +2495,9 @@
           0
         ]
       ],
-      "2": [
+      "9": [
         [
-          "Critique and Practical Applications",
+          "Object Diversity",
           1
         ],
         [
@@ -1676,9 +2537,9 @@
           0
         ]
       ],
-      "3": [
+      "10": [
         [
-          "Lecture and Video Comparison",
+          "Object Dtype Distribution",
           1
         ],
         [
@@ -1718,9 +2579,9 @@
           0
         ]
       ],
-      "4": [
+      "11": [
         [
-          "Project Assessment and Feedback",
+          "Open Lab Requirements",
           1
         ],
         [
@@ -1760,9 +2621,9 @@
           0
         ]
       ],
-      "5": [
+      "12": [
         [
-          "Homework and Project Assessment",
+          "Object Dtype Variables",
           1
         ],
         [
@@ -1802,9 +2663,9 @@
           0
         ]
       ],
-      "6": [
+      "13": [
         [
-          "Intense Homework Challenges",
+          "Object Density and Types",
           1
         ],
         [
@@ -1844,9 +2705,9 @@
           0
         ]
       ],
-      "7": [
+      "14": [
         [
-          "Talented Instructor",
+          "Object Dtype Distribution",
           1
         ],
         [
@@ -1886,9 +2747,9 @@
           0
         ]
       ],
-      "8": [
+      "15": [
         [
-          "Homework Struggles",
+          "Object Dtype Distribution",
           1
         ],
         [
@@ -1928,9 +2789,9 @@
           0
         ]
       ],
-      "9": [
+      "16": [
         [
-          "Social Learning Experience",
+          "Object Dtype Distribution",
           1
         ],
         [
@@ -1967,723 +2828,765 @@
         ],
         [
           "",
-          0
+          0
+        ]
+      ]
+    },
+    "MMR": {
+      "-1": [
+        [
+          "94",
+          1.8745690808267652
+        ],
+        [
+          "87",
+          1.6875316776756555
+        ],
+        [
+          "object",
+          0.3666123751266575
+        ],
+        [
+          "dtype",
+          0.3666123751266575
+        ],
+        [
+          "",
+          1e-05
+        ],
+        [
+          "",
+          1e-05
+        ],
+        [
+          "",
+          1e-05
+        ],
+        [
+          "",
+          1e-05
+        ],
+        [
+          "",
+          1e-05
+        ],
+        [
+          "",
+          1e-05
         ]
       ],
-      "10": [
+      "0": [
         [
-          "Interactive Learning Experience with Technology",
-          1
+          "videos",
+          0.21453331864403874
         ],
         [
-          "",
-          0
+          "learning",
+          0.21453331864403874
         ],
         [
-          "",
-          0
+          "class",
+          0.2136446415382597
         ],
         [
-          "",
-          0
+          "concepts",
+          0.21233027106679497
         ],
         [
-          "",
-          0
+          "assignments",
+          0.2114891084915896
         ],
         [
-          "",
-          0
+          "lecture",
+          0.2092239893937478
         ],
         [
-          "",
-          0
+          "think",
+          0.209009696531394
         ],
         [
-          "",
-          0
+          "understand",
+          0.20836509881441817
         ],
         [
-          "",
-          0
+          "students",
+          0.20828530949153848
         ],
         [
-          "",
-          0
+          "professor",
+          0.2079361741477464
         ]
       ],
-      "11": [
+      "1": [
         [
-          "Lab Experience",
-          1
+          "demonstrations",
+          0.36402132021977435
         ],
         [
-          "",
-          0
+          "90",
+          0.36402132021977435
         ],
         [
-          "",
-          0
+          "32",
+          0.36402132021977435
         ],
         [
-          "",
-          0
+          "33",
+          0.36402132021977435
         ],
         [
-          "",
-          0
+          "discussion",
+          0.3270594355344591
         ],
         [
-          "",
-          0
+          "assistance",
+          0.3270594355344591
         ],
         [
-          "",
-          0
+          "56",
+          0.3270594355344591
         ],
         [
-          "",
-          0
+          "52",
+          0.3270594355344591
         ],
         [
-          "",
-          0
+          "46",
+          0.3270594355344591
         ],
         [
-          "",
-          0
+          "100",
+          0.3270594355344591
         ]
       ],
-      "12": [
+      "2": [
         [
-          "Homework and Lab Support",
-          1
+          "71",
+          0.9203951473191904
         ],
         [
-          "",
-          0
+          "78",
+          0.9203951473191904
         ],
         [
-          "",
-          0
+          "74",
+          0.9203951473191904
         ],
         [
-          "",
-          0
+          "73",
+          0.9203951473191904
         ],
         [
-          "",
-          0
+          "70",
+          0.9203951473191904
         ],
         [
-          "",
-          0
+          "75",
+          0.6765177179132292
         ],
         [
-          "",
-          0
+          "ics",
+          0.6765177179132292
         ],
         [
-          "",
-          0
+          "failed",
+          0.6765177179132292
         ],
         [
-          "",
-          0
+          "prep",
+          0.6765177179132292
         ],
         [
-          "",
-          0
+          "uci",
+          0.5847351279579697
         ]
-      ]
-    },
-    "MMR": {
-      "-1": [
+      ],
+      "3": [
         [
-          "workload",
-          0.44303839309802534
+          "92",
+          0.9941403816414293
         ],
         [
-          "46",
-          0.4024255032442225
+          "25",
+          0.9941403816414293
         ],
         [
-          "31",
-          0.3617393331842515
+          "66",
+          0.9941403816414293
         ],
         [
-          "lab",
-          0.35979378634863984
+          "24",
+          0.8931976617890283
         ],
         [
-          "working",
-          0.33424578635929986
+          "23",
+          0.8931976617890283
         ],
         [
-          "usually",
-          0.33424578635929986
+          "102",
+          0.7307226512790453
         ],
         [
-          "sli",
-          0.33424578635929986
+          "21",
+          0.6315861235909903
         ],
         [
-          "sample",
-          0.33424578635929986
+          "96",
+          0.5739672169529565
         ],
         [
-          "requirements",
-          0.33424578635929986
+          "object",
+          0.3666123751266575
         ],
         [
-          "questio",
-          0.33424578635929986
+          "dtype",
+          0.3666123751266575
         ]
       ],
-      "0": [
+      "4": [
         [
-          "class",
-          0.35821349434524147
+          "48",
+          1.0627807721311198
         ],
         [
-          "aspects",
-          0.33327563181727704
+          "45",
+          1.0627807721311198
         ],
         [
-          "learning",
-          0.3268012643547005
+          "53",
+          0.9548684654520372
         ],
         [
-          "coding",
-          0.31911647014773786
+          "43",
+          0.8677568667207879
         ],
         [
-          "course",
-          0.3142548992236003
+          "40",
+          0.7811753730975083
         ],
         [
-          "materials",
-          0.3000707455274975
+          "41",
+          0.6751939670623281
         ],
         [
-          "60",
-          0.3000707455274975
+          "42",
+          0.6751939670623281
         ],
         [
-          "16",
-          0.3000707455274975
+          "91",
+          0.6751939670623281
         ],
         [
-          "feel",
-          0.3000707455274975
+          "object",
+          0.3666123751266575
         ],
         [
-          "just",
-          0.27636296991395953
+          "dtype",
+          0.3666123751266575
         ]
       ],
-      "1": [
+      "5": [
         [
-          "70",
-          0.5704529621922682
+          "104",
+          1.2574991679743834
         ],
         [
-          "57",
-          0.5704529621922682
+          "10",
+          1.1684963817085632
         ],
         [
-          "71",
-          0.5704529621922682
+          "object",
+          0.4016037354348324
         ],
         [
-          "10",
-          0.4657728932100803
+          "dtype",
+          0.4016037354348324
         ],
         [
-          "25",
-          0.4657728932100803
+          "",
+          1e-05
         ],
         [
-          "uci",
-          0.43037240541534566
+          "",
+          1e-05
         ],
         [
-          "sessions",
-          0.43037240541534566
+          "",
+          1e-05
         ],
         [
-          "ta",
-          0.43037240541534566
+          "",
+          1e-05
         ],
         [
-          "tas",
-          0.43037240541534566
+          "",
+          1e-05
         ],
         [
-          "progra",
-          0.43037240541534566
+          "",
+          1e-05
         ]
       ],
-      "2": [
+      "6": [
         [
-          "worst",
-          0.5531874231898045
+          "61",
+          1.1989784126710337
         ],
         [
-          "connects",
-          0.5531874231898045
+          "60",
+          1.1989784126710337
         ],
         [
-          "enhance",
-          0.5531874231898045
+          "54",
+          1.1989784126710337
         ],
         [
-          "demanding",
-          0.5531874231898045
+          "58",
+          0.9789617745520511
         ],
         [
-          "smaller",
-          0.5531874231898045
+          "dtype",
+          0.3666123751266575
         ],
         [
-          "entire",
-          0.5531874231898045
+          "object",
+          0.3666123751266575
         ],
         [
-          "real",
-          0.5531874231898045
+          "",
+          1e-05
         ],
         [
-          "hands",
-          0.5531874231898045
+          "",
+          1e-05
         ],
         [
-          "perfect",
-          0.5531874231898045
+          "",
+          1e-05
         ],
         [
-          "world",
-          0.5531874231898045
+          "",
+          1e-05
         ]
       ],
-      "3": [
+      "7": [
         [
-          "video",
-          0.600141491054995
+          "83",
+          1.1323155505624842
         ],
         [
-          "lectures",
-          0.5454407871851771
+          "103",
+          1.1323155505624842
         ],
         [
-          "47",
-          0.4900134755192709
+          "28",
+          1.0173428429693911
         ],
         [
-          "having",
-          0.4900134755192709
+          "27",
+          0.924531775565564
         ],
         [
-          "lecture",
-          0.4873780303817137
+          "hour",
+          0.8322854965667652
         ],
         [
-          "used",
-          0.45277061250115297
+          "41",
+          0.7193700230552574
         ],
         [
-          "professors",
-          0.45277061250115297
+          "openlab",
+          0.7193700230552574
         ],
         [
-          "readi",
-          0.45277061250115297
+          "ta",
+          0.7193700230552574
         ],
         [
-          "sess",
-          0.45277061250115297
+          "office",
+          0.5718057223956365
         ],
         [
-          "person",
-          0.45277061250115297
+          "dtype",
+          0.3462288303087729
         ]
       ],
-      "4": [
+      "8": [
         [
-          "32",
-          0.6492783612703869
+          "15",
+          1.405926810620074
         ],
         [
-          "projects",
-          0.6444402707240993
+          "16",
+          1.405926810620074
         ],
         [
-          "91",
-          0.5897596581928921
+          "30",
+          1.2631722471819806
         ],
         [
-          "grading",
-          0.4898414218942899
+          "dtype",
+          0.3666123751266575
         ],
         [
-          "painful",
-          0.4898414218942899
+          "object",
+          0.3666123751266575
         ],
         [
-          "start",
-          0.4898414218942899
+          "",
+          1e-05
         ],
         [
-          "creativel",
-          0.4898414218942899
+          "",
+          1e-05
         ],
         [
-          "automated",
-          0.4898414218942899
+          "",
+          1e-05
         ],
         [
-          "avail",
-          0.4898414218942899
+          "",
+          1e-05
         ],
         [
-          "built",
-          0.4898414218942899
+          "",
+          1e-05
         ]
       ],
-      "5": [
+      "9": [
         [
-          "74",
-          0.5667366166892251
+          "68",
+          1.405926810620074
         ],
         [
-          "45",
-          0.5667366166892251
+          "85",
+          1.405926810620074
         ],
         [
-          "thoroughly",
-          0.523662507022463
+          "84",
+          1.147934433905913
         ],
         [
-          "weekly",
-          0.523662507022463
+          "dtype",
+          0.3666123751266575
         ],
         [
-          "65",
-          0.523662507022463
+          "object",
+          0.3666123751266575
         ],
         [
-          "sure",
-          0.523662507022463
+          "",
+          1e-05
         ],
         [
-          "make",
-          0.523662507022463
+          "",
+          1e-05
         ],
         [
-          "proj",
-          0.523662507022463
+          "",
+          1e-05
         ],
         [
-          "allowed",
-          0.523662507022463
+          "",
+          1e-05
         ],
         [
-          "ass",
-          0.523662507022463
+          "",
+          1e-05
         ]
       ],
-      "6": [
+      "10": [
         [
-          "intelle",
-          0.7393028568233112
+          "26",
+          1.5029989817771792
         ],
         [
-          "challen",
-          0.614048718941702
+          "31",
+          1.5029989817771792
         ],
         [
-          "diffic",
-          0.614048718941702
+          "64",
+          1.1047488072263587
         ],
         [
-          "assignments",
-          0.5552933772455921
+          "dtype",
+          0.3666123751266575
         ],
         [
-          "contributed",
-          0.5390966675483726
+          "object",
+          0.3666123751266575
         ],
         [
-          "100",
-          0.5227660634103506
+          "",
+          1e-05
         ],
         [
-          "54",
-          0.4699131781284075
+          "",
+          1e-05
         ],
         [
-          "68",
-          0.4699131781284075
+          "",
+          1e-05
         ],
         [
-          "extremely",
-          0.4699131781284075
+          "",
+          1e-05
         ],
         [
-          "99",
-          0.4699131781284075
+          "",
+          1e-05
         ]
       ],
-      "7": [
+      "11": [
         [
-          "wong",
-          0.8328978266941074
+          "62",
+          1.2574991679743834
         ],
         [
-          "ma",
-          0.8328978266941074
+          "19",
+          1.2574991679743834
         ],
         [
-          "professor",
-          0.6910532017352062
+          "chance",
+          0.9242991663674937
         ],
         [
-          "59",
-          0.5667366166892251
+          "ben",
+          0.9242991663674937
         ],
         [
-          "uses",
-          0.523662507022463
+          "miss",
+          0.9242991663674937
         ],
         [
-          "200",
-          0.523662507022463
+          "debug",
+          0.9242991663674937
         ],
         [
-          "thi",
-          0.523662507022463
+          "set",
+          0.7989002756416534
         ],
         [
-          "tangibl",
-          0.523662507022463
+          "won",
+          0.7989002756416534
         ],
         [
-          "did",
-          0.523662507022463
+          "mandatory",
+          0.7260174831357407
         ],
         [
-          "talented",
-          0.523662507022463
+          "open",
+          0.6028582694528813
         ]
       ],
-      "8": [
+      "12": [
         [
-          "challenging",
-          0.7104419469255786
+          "77",
+          1.7783723780222558
         ],
         [
-          "complex",
-          0.6564456928763699
+          "dtype",
+          0.4016037354348324
         ],
         [
-          "induc",
-          0.6564456928763699
+          "object",
+          0.4016037354348324
         ],
         [
-          "stressful",
-          0.6564456928763699
+          "",
+          1e-05
         ],
         [
-          "stress",
-          0.6564456928763699
+          "",
+          1e-05
         ],
         [
-          "homeworks",
-          0.6393735782066069
+          "",
+          1e-05
         ],
         [
-          "difficult",
-          0.558860429346878
+          "",
+          1e-05
         ],
         [
-          "incredibly",
-          0.558860429346878
+          "",
+          1e-05
         ],
         [
-          "22",
-          0.558860429346878
+          "",
+          1e-05
         ],
         [
-          "28",
-          0.558860429346878
+          "",
+          1e-05
         ]
       ],
-      "9": [
+      "13": [
         [
-          "open",
-          0.916036598243274
+          "59",
+          1.6234244451448234
         ],
         [
-          "62",
-          0.8613650835322777
+          "49",
+          1.6234244451448234
         ],
         [
-          "digestible",
-          0.649848081279016
+          "object",
+          0.3666123751266575
         ],
         [
-          "friends",
-          0.649848081279016
+          "dtype",
+          0.3666123751266575
         ],
         [
-          "contribut",
-          0.649848081279016
+          "",
+          1e-05
         ],
         [
-          "ben",
-          0.649848081279016
+          "",
+          1e-05
         ],
         [
-          "set",
-          0.649848081279016
+          "",
+          1e-05
         ],
         [
-          "meeting",
-          0.649848081279016
+          "",
+          1e-05
         ],
         [
-          "lectures",
-          0.6063967235019738
+          "",
+          1e-05
         ],
         [
-          "lab",
-          0.5711549291668843
+          "",
+          1e-05
         ]
       ],
-      "10": [
+      "14": [
         [
-          "ed",
-          0.8843312274779328
+          "57",
+          1.6234244451448234
         ],
         [
-          "stem",
-          0.8843312274779328
+          "47",
+          1.6234244451448234
         ],
         [
-          "style",
-          0.8843312274779328
+          "object",
+          0.3666123751266575
         ],
         [
-          "presented",
-          0.8843312274779328
+          "dtype",
+          0.3666123751266575
         ],
         [
-          "pre",
-          0.8843312274779328
+          "",
+          1e-05
         ],
         [
-          "great",
-          0.8843312274779328
+          "",
+          1e-05
         ],
         [
-          "recorded",
-          0.8843312274779328
+          "",
+          1e-05
         ],
         [
-          "recording",
-          0.8843312274779328
+          "",
+          1e-05
         ],
         [
-          "slide",
-          0.8843312274779328
+          "",
+          1e-05
         ],
         [
-          "lecture",
-          0.7772434114079643
+          "",
+          1e-05
         ]
       ],
-      "11": [
+      "15": [
         [
-          "78",
-          0.7863151441632503
+          "69",
+          1.7783723780222558
         ],
         [
-          "77",
-          0.7863151441632503
+          "99",
+          1.4520349662714813
         ],
         [
-          "becau",
-          0.7265522423938442
+          "object",
+          0.3666123751266575
         ],
         [
-          "similarly",
-          0.7265522423938442
+          "dtype",
+          0.3666123751266575
         ],
         [
-          "letting",
-          0.7265522423938442
+          "",
+          1e-05
         ],
         [
-          "large",
-          0.7265522423938442
+          "",
+          1e-05
         ],
         [
-          "played",
-          0.7265522423938442
+          "",
+          1e-05
         ],
         [
-          "labs",
-          0.694240876483929
+          "",
+          1e-05
         ],
         [
-          "92",
-          0.5560087705875121
+          "",
+          1e-05
         ],
         [
-          "felt",
-          0.5535619404320903
+          "",
+          1e-05
         ]
       ],
-      "12": [
+      "16": [
         [
-          "ho",
-          0.9379749116470043
+          "82",
+          2.062751641893759
         ],
         [
-          "gap",
-          0.9379749116470043
+          "84",
+          1.3255205088552389
         ],
         [
-          "interactive",
-          0.9379749116470043
+          "object",
+          0.3666123751266575
         ],
         [
-          "assistance",
-          0.9379749116470043
+          "dtype",
+          0.3666123751266575
         ],
         [
-          "23",
-          0.798538352110672
+          "",
+          1e-05
         ],
         [
-          "way",
-          0.798538352110672
+          "",
+          1e-05
         ],
         [
-          "90",
-          0.7178042362768982
+          "",
+          1e-05
         ],
         [
-          "77",
-          0.7178042362768982
+          "",
+          1e-05
         ],
         [
-          "provide",
-          0.7178042362768982
+          "",
+          1e-05
         ],
         [
-          "labs",
-          0.5668453019893958
+          "",
+          1e-05
         ]
       ]
     }