> topics <- stm(out$documents, out$vocab, K=10) Beginning Spectral Initialization Calculating the gram matrix... Using only 10000 most frequent terms during initialization... Finding anchor words... .......... Recovering initialization... .................................................................................................... Initialization complete. ..................................................................................................... Completed E-Step (23 seconds). Completed M-Step. Completing Iteration 1 (approx. per word bound = -7.154) ..................................................................................................... Completed E-Step (20 seconds). Completed M-Step. Completing Iteration 2 (approx. per word bound = -6.980, relative change = 2.420e-02) ..................................................................................................... Completed E-Step (17 seconds). Completed M-Step. Completing Iteration 3 (approx. per word bound = -6.962, relative change = 2.717e-03) ..................................................................................................... Completed E-Step (15 seconds). Completed M-Step. Completing Iteration 4 (approx. per word bound = -6.954, relative change = 1.026e-03) ..................................................................................................... Completed E-Step (14 seconds). Completed M-Step. Completing Iteration 5 (approx. per word bound = -6.950, relative change = 6.178e-04) Topic 1: trust, million, note, interest, includ Topic 2: compani, stock, share, common, financi Topic 3: product, develop, compani, includ, market Topic 4: invest, fund, manag, market, asset Topic 5: servic, report, financi, secur, requir Topic 6: loan, compani, decemb, million, interest Topic 7: compani, million, oper, financi, year Topic 8: insur, compani, loss, million, financi Topic 9: million, oper, compani, product, financi Topic 10: oper, gas, oil, million, natur ..................................................................................................... Completed E-Step (14 seconds). Completed M-Step. Completing Iteration 6 (approx. per word bound = -6.947, relative change = 4.110e-04) ..................................................................................................... Completed E-Step (13 seconds). Completed M-Step. Completing Iteration 7 (approx. per word bound = -6.945, relative change = 2.892e-04) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 8 (approx. per word bound = -6.944, relative change = 2.068e-04) ..................................................................................................... Completed E-Step (13 seconds). Completed M-Step. Completing Iteration 9 (approx. per word bound = -6.943, relative change = 1.503e-04) ..................................................................................................... Completed E-Step (13 seconds). Completed M-Step. Completing Iteration 10 (approx. per word bound = -6.942, relative change = 1.106e-04) Topic 1: trust, note, million, interest, agreement Topic 2: compani, stock, share, common, financi Topic 3: product, develop, compani, includ, market Topic 4: invest, fund, manag, partnership, asset Topic 5: servic, report, provid, requir, network Topic 6: loan, compani, bank, decemb, million Topic 7: compani, million, oper, financi, includ Topic 8: compani, insur, loss, financi, million Topic 9: million, compani, oper, product, financi Topic 10: oper, gas, oil, million, natur ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 11 (approx. per word bound = -6.941, relative change = 8.859e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 12 (approx. per word bound = -6.941, relative change = 7.543e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 13 (approx. per word bound = -6.940, relative change = 6.626e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 14 (approx. per word bound = -6.940, relative change = 6.409e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 15 (approx. per word bound = -6.939, relative change = 6.629e-05) Topic 1: note, million, interest, trust, oper Topic 2: compani, stock, share, common, financi Topic 3: product, develop, compani, market, includ Topic 4: invest, fund, manag, partnership, asset Topic 5: servic, report, provid, network, requir Topic 6: loan, compani, bank, decemb, financi Topic 7: compani, million, oper, revenu, financi Topic 8: compani, insur, loss, financi, million Topic 9: million, compani, product, oper, financi Topic 10: oper, gas, oil, natur, million ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 16 (approx. per word bound = -6.939, relative change = 6.890e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 17 (approx. per word bound = -6.938, relative change = 7.144e-05) ..................................................................................................... Completed E-Step (11 seconds). Completed M-Step. Completing Iteration 18 (approx. per word bound = -6.938, relative change = 7.604e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 19 (approx. per word bound = -6.937, relative change = 8.335e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 20 (approx. per word bound = -6.937, relative change = 8.915e-05) Topic 1: properti, oper, million, note, interest Topic 2: compani, stock, share, common, financi Topic 3: product, develop, compani, market, clinic Topic 4: invest, fund, manag, partnership, asset Topic 5: servic, report, network, provid, requir Topic 6: loan, compani, bank, decemb, financi Topic 7: compani, million, oper, revenu, financi Topic 8: compani, insur, loss, financi, million Topic 9: million, compani, product, oper, financi Topic 10: gas, oper, oil, natur, million ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 21 (approx. per word bound = -6.936, relative change = 8.839e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 22 (approx. per word bound = -6.936, relative change = 8.305e-05) ..................................................................................................... Completed E-Step (11 seconds). Completed M-Step. Completing Iteration 23 (approx. per word bound = -6.935, relative change = 8.157e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 24 (approx. per word bound = -6.934, relative change = 8.100e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 25 (approx. per word bound = -6.934, relative change = 7.970e-05) Topic 1: properti, oper, million, leas, interest Topic 2: compani, stock, share, common, financi Topic 3: product, develop, compani, clinic, market Topic 4: invest, fund, manag, partnership, asset Topic 5: servic, report, network, provid, requir Topic 6: loan, compani, bank, financi, decemb Topic 7: compani, million, oper, financi, revenu Topic 8: compani, insur, loss, million, financi Topic 9: million, compani, product, oper, financi Topic 10: gas, oper, oil, natur, million ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 26 (approx. per word bound = -6.933, relative change = 7.606e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 27 (approx. per word bound = -6.933, relative change = 7.665e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 28 (approx. per word bound = -6.932, relative change = 7.130e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 29 (approx. per word bound = -6.932, relative change = 5.507e-05) ..................................................................................................... Completed E-Step (12 seconds). Completed M-Step. Completing Iteration 30 (approx. per word bound = -6.932, relative change = 4.393e-05) Topic 1: properti, oper, million, decemb, interest Topic 2: compani, stock, share, common, financi Topic 3: product, develop, compani, clinic, market Topic 4: invest, fund, manag, asset, market Topic 5: servic, report, network, provid, requir Topic 6: loan, compani, bank, financi, decemb Topic 7: compani, million, oper, revenu, financi Topic 8: compani, insur, loss, million, financi Topic 9: million, compani, oper, product, financi Topic 10: gas, oper, oil, natur, million ..................................................................................................... Completed E-Step (11 seconds). Completed M-Step. Completing Iteration 31 (approx. per word bound = -6.931, relative change = 3.768e-05) ..................................................................................................... Completed E-Step (10 seconds). Completed M-Step. Completing Iteration 32 (approx. per word bound = -6.931, relative change = 3.374e-05) ..................................................................................................... Completed E-Step (11 seconds). Completed M-Step. Completing Iteration 33 (approx. per word bound = -6.931, relative change = 3.415e-05) ..................................................................................................... Completed E-Step (11 seconds). Completed M-Step. Completing Iteration 34 (approx. per word bound = -6.931, relative change = 3.167e-05) ..................................................................................................... Completed E-Step (11 seconds). Completed M-Step. Completing Iteration 35 (approx. per word bound = -6.931, relative change = 2.777e-05) Topic 1: properti, oper, million, decemb, interest Topic 2: compani, stock, share, common, financi Topic 3: product, develop, compani, clinic, market Topic 4: invest, fund, manag, asset, market Topic 5: servic, report, network, file, provid Topic 6: loan, compani, bank, financi, decemb Topic 7: compani, million, oper, revenu, financi Topic 8: compani, insur, loss, million, financi Topic 9: million, compani, oper, product, financi Topic 10: gas, oper, oil, natur, million ..................................................................................................... Completed E-Step (10 seconds). Completed M-Step. Completing Iteration 36 (approx. per word bound = -6.930, relative change = 2.522e-05) ..................................................................................................... Completed E-Step (11 seconds). Completed M-Step. Completing Iteration 37 (approx. per word bound = -6.930, relative change = 2.354e-05) ..................................................................................................... Completed E-Step (11 seconds). Completed M-Step. Completing Iteration 38 (approx. per word bound = -6.930, relative change = 2.310e-05) ..................................................................................................... Completed E-Step (10 seconds). Completed M-Step. Completing Iteration 39 (approx. per word bound = -6.930, relative change = 2.129e-05) ..................................................................................................... Completed E-Step (10 seconds). Completed M-Step. Completing Iteration 40 (approx. per word bound = -6.930, relative change = 1.766e-05) Topic 1: properti, oper, million, decemb, interest Topic 2: compani, stock, share, common, financi Topic 3: product, develop, compani, clinic, market Topic 4: invest, fund, manag, asset, market Topic 5: servic, report, file, network, provid Topic 6: loan, bank, compani, financi, decemb Topic 7: compani, million, oper, revenu, financi Topic 8: compani, insur, million, loss, financi Topic 9: million, compani, oper, product, financi Topic 10: gas, oper, oil, natur, million ..................................................................................................... Completed E-Step (10 seconds). Completed M-Step. Completing Iteration 41 (approx. per word bound = -6.930, relative change = 1.738e-05) ..................................................................................................... Completed E-Step (10 seconds). Completed M-Step. Completing Iteration 42 (approx. per word bound = -6.930, relative change = 1.604e-05) ..................................................................................................... Completed E-Step (9 seconds). Completed M-Step. Completing Iteration 43 (approx. per word bound = -6.929, relative change = 1.595e-05) ..................................................................................................... Completed E-Step (10 seconds). Completed M-Step. Completing Iteration 44 (approx. per word bound = -6.929, relative change = 1.634e-05) ..................................................................................................... Completed E-Step (10 seconds). Completed M-Step. Completing Iteration 45 (approx. per word bound = -6.929, relative change = 1.341e-05) Topic 1: properti, oper, million, decemb, compani Topic 2: compani, stock, share, common, financi Topic 3: product, develop, compani, clinic, market Topic 4: invest, fund, manag, market, asset Topic 5: servic, report, file, network, provid Topic 6: loan, bank, compani, financi, decemb Topic 7: compani, million, oper, revenu, financi Topic 8: compani, insur, million, loss, financi Topic 9: million, compani, oper, financi, cost Topic 10: gas, oper, oil, natur, million ..................................................................................................... Completed E-Step (10 seconds). Completed M-Step. Completing Iteration 46 (approx. per word bound = -6.929, relative change = 1.127e-05) ..................................................................................................... Completed E-Step (9 seconds). Completed M-Step. Model Converged