Examples

Comparing Shakespeare’s sonnets

Loading text

# setup
import prosodic

# load sonnets
sonnets = prosodic.Text('https://raw.githubusercontent.com/quadrismegistus/prosodic/master/corpora/corppoetry_en/en.shakespeare.txt')
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Parsing text

# parse sonnets beforehand if customizing
parses = sonnets.parse()

# the parses are here
parses = sonnets.parses
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23.59it/s][9.60s] Parsing lineparts [8x]:  53%|█████▎    | 1625/3071 [00:47<00:55, 25.87it/s][9.60s] Parsing lineparts [8x]:  53%|█████▎    | 1632/3071 [00:47<00:41, 34.47it/s][9.60s] Parsing lineparts [8x]:  53%|█████▎    | 1639/3071 [00:47<00:34, 41.01it/s][9.60s] Parsing lineparts [8x]:  54%|█████▎    | 1645/3071 [00:47<00:31, 44.79it/s][9.60s] Parsing lineparts [8x]:  54%|█████▍    | 1652/3071 [00:47<00:28, 50.38it/s][9.60s] Parsing lineparts [8x]:  54%|█████▍    | 1659/3071 [00:47<00:26, 54.17it/s][9.60s] Parsing lineparts [8x]:  54%|█████▍    | 1665/3071 [00:47<00:30, 46.59it/s][9.60s] Parsing lineparts [8x]:  54%|█████▍    | 1671/3071 [00:48<00:28, 49.24it/s][9.60s] Parsing lineparts [8x]:  55%|█████▍    | 1679/3071 [00:48<00:24, 56.65it/s][9.60s] Parsing lineparts [8x]:  55%|█████▍    | 1686/3071 [00:48<00:27, 50.25it/s][9.60s] Parsing lineparts [8x]:  55%|█████▌    | 1693/3071 [00:48<00:26, 52.68it/s][9.60s] Parsing lineparts [8x]:  55%|█████▌    | 1699/3071 [00:48<00:26, 52.53it/s][9.60s] Parsing lineparts [8x]:  56%|█████▌    | 1705/3071 [00:48<00:27, 50.03it/s][9.60s] Parsing lineparts [8x]:  56%|█████▌    | 1711/3071 [00:48<00:28, 48.21it/s][9.60s] Parsing lineparts [8x]:  56%|█████▌    | 1718/3071 [00:48<00:26, 51.53it/s][9.60s] Parsing lineparts [8x]:  56%|█████▌    | 1724/3071 [00:49<00:29, 45.68it/s][9.60s] Parsing lineparts [8x]:  56%|█████▋    | 1730/3071 [00:49<00:27, 48.88it/s][9.60s] Parsing lineparts [8x]:  57%|█████▋    | 1736/3071 [00:49<00:29, 44.75it/s][9.60s] Parsing lineparts [8x]:  57%|█████▋    | 1741/3071 [00:49<00:29, 44.76it/s][9.60s] Parsing lineparts [8x]:  57%|█████▋    | 1746/3071 [00:49<00:29, 44.97it/s][9.60s] Parsing lineparts [8x]:  57%|█████▋    | 1752/3071 [00:49<00:27, 47.86it/s][9.60s] Parsing lineparts [8x]:  57%|█████▋    | 1758/3071 [00:49<00:26, 49.40it/s][9.60s] Parsing lineparts [8x]:  57%|█████▋    | 1764/3071 [00:49<00:26, 48.88it/s][9.60s] Parsing lineparts [8x]:  58%|█████▊    | 1769/3071 [00:50<00:30, 42.26it/s][9.60s] Parsing lineparts [8x]:  58%|█████▊    | 1774/3071 [00:50<00:31, 41.65it/s][9.60s] Parsing lineparts [8x]:  58%|█████▊    | 1781/3071 [00:50<00:27, 46.14it/s][9.60s] Parsing lineparts [8x]:  58%|█████▊    | 1786/3071 [00:50<00:27, 46.72it/s][9.60s] Parsing lineparts [8x]:  58%|█████▊    | 1793/3071 [00:50<00:25, 51.05it/s][9.60s] Parsing lineparts [8x]:  59%|█████▊    | 1799/3071 [00:50<00:26, 48.39it/s][9.60s] Parsing lineparts [8x]:  59%|█████▊    | 1804/3071 [00:50<00:26, 47.39it/s][9.60s] Parsing lineparts [8x]:  59%|█████▉    | 1809/3071 [00:50<00:29, 43.02it/s][9.60s] Parsing lineparts [8x]:  59%|█████▉    | 1815/3071 [00:51<00:28, 44.11it/s][9.60s] Parsing lineparts [8x]:  59%|█████▉    | 1820/3071 [00:51<00:28, 44.10it/s][9.60s] Parsing lineparts [8x]:  59%|█████▉    | 1825/3071 [00:51<00:31, 39.52it/s][9.60s] Parsing lineparts [8x]:  60%|█████▉    | 1831/3071 [00:51<00:28, 43.42it/s][9.60s] Parsing lineparts [8x]:  60%|█████▉    | 1838/3071 [00:51<00:25, 48.73it/s][9.60s] Parsing lineparts [8x]:  60%|██████    | 1844/3071 [00:51<00:26, 46.75it/s][9.60s] Parsing lineparts [8x]:  60%|██████    | 1849/3071 [00:51<00:27, 45.20it/s][9.60s] Parsing lineparts [8x]:  60%|██████    | 1855/3071 [00:51<00:26, 46.18it/s][9.60s] Parsing lineparts [8x]:  61%|██████    | 1860/3071 [00:52<00:25, 47.06it/s][9.60s] Parsing lineparts [8x]:  61%|██████    | 1867/3071 [00:52<00:22, 52.59it/s][9.60s] Parsing lineparts [8x]:  61%|██████    | 1873/3071 [00:52<00:21, 54.56it/s][9.60s] Parsing lineparts [8x]:  61%|██████    | 1879/3071 [00:52<00:21, 54.89it/s][9.60s] Parsing lineparts [8x]:  61%|██████▏   | 1885/3071 [00:52<00:23, 50.72it/s][9.60s] Parsing lineparts [8x]:  62%|██████▏   | 1891/3071 [00:52<00:26, 44.66it/s][9.60s] Parsing lineparts [8x]:  62%|██████▏   | 1896/3071 [00:52<00:26, 43.62it/s][9.60s] Parsing lineparts [8x]:  62%|██████▏   | 1902/3071 [00:52<00:24, 46.88it/s][9.60s] Parsing lineparts [8x]:  62%|██████▏   | 1909/3071 [00:53<00:22, 50.85it/s][9.60s] Parsing lineparts [8x]:  62%|██████▏   | 1915/3071 [00:53<00:30, 38.22it/s][9.60s] Parsing lineparts [8x]:  63%|██████▎   | 1920/3071 [00:53<00:29, 39.06it/s][9.60s] Parsing lineparts [8x]:  63%|██████▎   | 1925/3071 [00:53<00:29, 38.33it/s][9.60s] Parsing lineparts [8x]:  63%|██████▎   | 1930/3071 [00:53<00:27, 40.97it/s][9.60s] Parsing lineparts [8x]:  63%|██████▎   | 1935/3071 [00:53<00:26, 42.24it/s][9.60s] Parsing lineparts [8x]:  63%|██████▎   | 1940/3071 [00:53<00:26, 42.13it/s][9.60s] Parsing lineparts [8x]:  63%|██████▎   | 1946/3071 [00:54<00:24, 45.57it/s][9.60s] Parsing lineparts [8x]:  64%|██████▎   | 1951/3071 [00:54<00:26, 42.07it/s][9.60s] Parsing lineparts [8x]:  64%|██████▎   | 1956/3071 [00:54<00:26, 42.79it/s][9.60s] Parsing lineparts [8x]:  64%|██████▍   | 1962/3071 [00:54<00:24, 45.72it/s][9.60s] Parsing lineparts [8x]:  64%|██████▍   | 1967/3071 [00:54<00:24, 45.73it/s][9.60s] Parsing lineparts [8x]:  64%|██████▍   | 1972/3071 [00:54<00:26, 41.18it/s][9.60s] Parsing lineparts [8x]:  64%|██████▍   | 1977/3071 [00:54<00:28, 38.40it/s][9.60s] Parsing lineparts [8x]:  65%|██████▍   | 1983/3071 [00:54<00:25, 41.97it/s][9.60s] Parsing lineparts [8x]:  65%|██████▍   | 1989/3071 [00:55<00:24, 44.66it/s][9.60s] Parsing lineparts [8x]:  65%|██████▍   | 1994/3071 [00:55<00:25, 42.86it/s][9.60s] Parsing lineparts [8x]:  65%|██████▌   | 1999/3071 [00:55<00:24, 44.22it/s][9.60s] Parsing lineparts [8x]:  65%|██████▌   | 2006/3071 [00:55<00:22, 46.89it/s][9.60s] Parsing lineparts [8x]:  65%|██████▌   | 2011/3071 [00:55<00:24, 44.12it/s][9.60s] Parsing lineparts [8x]:  66%|██████▌   | 2017/3071 [00:55<00:22, 46.44it/s][9.60s] Parsing lineparts [8x]:  66%|██████▌   | 2022/3071 [00:55<00:23, 43.74it/s][9.60s] Parsing lineparts [8x]:  66%|██████▌   | 2030/3071 [00:55<00:21, 49.49it/s][9.60s] Parsing lineparts [8x]:  66%|██████▋   | 2036/3071 [00:56<00:20, 50.54it/s][9.60s] Parsing lineparts [8x]:  66%|██████▋   | 2042/3071 [00:56<00:19, 52.18it/s][9.60s] Parsing lineparts [8x]:  67%|██████▋   | 2050/3071 [00:56<00:17, 57.80it/s][9.60s] Parsing lineparts [8x]:  67%|██████▋   | 2056/3071 [00:56<00:18, 55.39it/s][9.60s] Parsing lineparts [8x]:  67%|██████▋   | 2063/3071 [00:56<00:17, 58.88it/s][9.60s] Parsing lineparts [8x]:  67%|██████▋   | 2070/3071 [00:56<00:17, 57.51it/s][9.60s] Parsing lineparts [8x]:  68%|██████▊   | 2076/3071 [00:56<00:17, 57.35it/s][9.60s] Parsing lineparts [8x]:  68%|██████▊   | 2082/3071 [00:56<00:23, 42.00it/s][9.60s] Parsing lineparts [8x]:  68%|██████▊   | 2087/3071 [00:57<00:22, 43.56it/s][9.60s] Parsing lineparts [8x]:  68%|██████▊   | 2092/3071 [00:57<00:22, 43.74it/s][9.60s] Parsing lineparts [8x]:  68%|██████▊   | 2099/3071 [00:57<00:20, 47.90it/s][9.60s] Parsing lineparts [8x]:  69%|██████▊   | 2105/3071 [00:57<00:21, 44.70it/s][9.60s] Parsing lineparts [8x]:  69%|██████▊   | 2110/3071 [00:57<00:22, 42.94it/s][9.60s] Parsing lineparts [8x]:  69%|██████▉   | 2116/3071 [00:57<00:21, 45.35it/s][9.60s] Parsing lineparts [8x]:  69%|██████▉   | 2122/3071 [00:57<00:19, 48.46it/s][9.60s] Parsing lineparts [8x]:  69%|██████▉   | 2127/3071 [00:57<00:19, 47.80it/s][9.60s] Parsing lineparts [8x]:  69%|██████▉   | 2132/3071 [00:57<00:21, 44.70it/s][9.60s] Parsing lineparts [8x]:  70%|██████▉   | 2137/3071 [00:58<00:23, 40.04it/s][9.60s] Parsing lineparts [8x]:  70%|██████▉   | 2143/3071 [00:59<01:03, 14.69it/s][9.60s] Parsing lineparts [8x]:  70%|██████▉   | 2147/3071 [00:59<00:56, 16.22it/s][9.60s] Parsing lineparts [8x]:  70%|███████   | 2153/3071 [00:59<00:42, 21.36it/s][9.60s] Parsing lineparts [8x]:  70%|███████   | 2159/3071 [00:59<00:34, 26.40it/s][9.60s] Parsing lineparts [8x]:  71%|███████   | 2166/3071 [00:59<00:26, 33.52it/s][9.60s] Parsing lineparts [8x]:  71%|███████   | 2171/3071 [00:59<00:25, 35.87it/s][9.60s] Parsing lineparts [8x]:  71%|███████   | 2178/3071 [00:59<00:21, 42.26it/s][9.60s] Parsing lineparts [8x]:  71%|███████   | 2184/3071 [00:59<00:22, 40.24it/s][9.60s] Parsing lineparts [8x]:  71%|███████▏  | 2189/3071 [01:00<00:24, 36.35it/s][9.60s] Parsing lineparts [8x]:  71%|███████▏  | 2194/3071 [01:00<00:25, 34.36it/s][9.60s] Parsing lineparts [8x]:  72%|███████▏  | 2200/3071 [01:00<00:21, 39.69it/s][9.60s] Parsing lineparts [8x]:  72%|███████▏  | 2205/3071 [01:00<00:20, 41.66it/s][9.60s] Parsing lineparts [8x]:  72%|███████▏  | 2210/3071 [01:00<00:20, 42.74it/s][9.60s] Parsing lineparts [8x]:  72%|███████▏  | 2215/3071 [01:00<00:19, 43.43it/s][9.60s] Parsing lineparts [8x]:  72%|███████▏  | 2220/3071 [01:00<00:22, 38.45it/s][9.60s] Parsing lineparts [8x]:  72%|███████▏  | 2225/3071 [01:01<00:23, 36.08it/s][9.60s] Parsing lineparts [8x]:  73%|███████▎  | 2230/3071 [01:01<00:22, 36.62it/s][9.60s] Parsing lineparts [8x]:  73%|███████▎  | 2234/3071 [01:01<00:24, 34.07it/s][9.60s] Parsing lineparts [8x]:  73%|███████▎  | 2238/3071 [01:01<00:23, 34.98it/s][9.60s] Parsing lineparts [8x]:  73%|███████▎  | 2242/3071 [01:01<00:25, 33.07it/s][9.60s] Parsing lineparts [8x]:  73%|███████▎  | 2246/3071 [01:01<00:27, 29.83it/s][9.60s] Parsing lineparts [8x]:  73%|███████▎  | 2250/3071 [01:01<00:26, 30.95it/s][9.60s] Parsing lineparts [8x]:  73%|███████▎  | 2254/3071 [01:02<00:26, 30.62it/s][9.60s] Parsing lineparts [8x]:  74%|███████▎  | 2259/3071 [01:02<00:23, 34.37it/s][9.60s] Parsing lineparts [8x]:  74%|███████▎  | 2263/3071 [01:02<00:22, 35.22it/s][9.60s] Parsing lineparts [8x]:  74%|███████▍  | 2269/3071 [01:02<00:20, 38.70it/s][9.60s] Parsing lineparts [8x]:  74%|███████▍  | 2277/3071 [01:02<00:17, 45.73it/s][9.60s] Parsing lineparts [8x]:  74%|███████▍  | 2282/3071 [01:02<00:17, 45.22it/s][9.60s] Parsing lineparts [8x]:  75%|███████▍  | 2288/3071 [01:02<00:16, 46.35it/s][9.60s] Parsing lineparts [8x]:  75%|███████▍  | 2293/3071 [01:02<00:18, 41.61it/s][9.60s] Parsing lineparts [8x]:  75%|███████▍  | 2298/3071 [01:02<00:18, 41.28it/s][9.60s] Parsing lineparts [8x]:  75%|███████▍  | 2303/3071 [01:03<00:19, 39.32it/s][9.60s] Parsing lineparts [8x]:  75%|███████▌  | 2310/3071 [01:03<00:16, 46.52it/s][9.60s] Parsing lineparts [8x]:  75%|███████▌  | 2315/3071 [01:03<00:17, 42.16it/s][9.60s] Parsing lineparts [8x]:  76%|███████▌  | 2321/3071 [01:03<00:16, 44.33it/s][9.60s] Parsing lineparts [8x]:  76%|███████▌  | 2326/3071 [01:03<00:18, 40.09it/s][9.60s] Parsing lineparts [8x]:  76%|███████▌  | 2332/3071 [01:03<00:17, 42.58it/s][9.60s] Parsing lineparts [8x]:  76%|███████▌  | 2337/3071 [01:03<00:16, 43.66it/s][9.60s] Parsing lineparts [8x]:  76%|███████▋  | 2342/3071 [01:04<00:16, 43.19it/s][9.60s] Parsing lineparts [8x]:  76%|███████▋  | 2348/3071 [01:04<00:16, 44.05it/s][9.60s] Parsing lineparts [8x]:  77%|███████▋  | 2353/3071 [01:04<00:15, 44.91it/s][9.60s] Parsing lineparts [8x]:  77%|███████▋  | 2358/3071 [01:04<00:17, 41.55it/s][9.60s] Parsing lineparts [8x]:  77%|███████▋  | 2364/3071 [01:04<00:16, 43.95it/s][9.60s] Parsing lineparts [8x]:  77%|███████▋  | 2369/3071 [01:04<00:15, 44.15it/s][9.60s] Parsing lineparts [8x]:  77%|███████▋  | 2374/3071 [01:04<00:16, 42.48it/s][9.60s] Parsing lineparts [8x]:  77%|███████▋  | 2379/3071 [01:04<00:15, 44.16it/s][9.60s] Parsing lineparts [8x]:  78%|███████▊  | 2387/3071 [01:04<00:12, 52.62it/s][9.60s] Parsing lineparts [8x]:  78%|███████▊  | 2393/3071 [01:05<00:12, 53.20it/s][9.60s] Parsing lineparts [8x]:  78%|███████▊  | 2399/3071 [01:05<00:12, 51.82it/s][9.60s] Parsing lineparts [8x]:  78%|███████▊  | 2407/3071 [01:05<00:11, 58.57it/s][9.60s] Parsing lineparts [8x]:  79%|███████▊  | 2413/3071 [01:05<00:11, 57.47it/s][9.60s] Parsing lineparts [8x]:  79%|███████▉  | 2419/3071 [01:05<00:13, 48.49it/s][9.60s] Parsing lineparts [8x]:  79%|███████▉  | 2425/3071 [01:05<00:14, 44.59it/s][9.60s] Parsing lineparts [8x]:  79%|███████▉  | 2430/3071 [01:05<00:16, 39.83it/s][9.60s] Parsing lineparts [8x]:  79%|███████▉  | 2435/3071 [01:06<00:15, 40.87it/s][9.60s] Parsing lineparts [8x]:  79%|███████▉  | 2440/3071 [01:06<00:14, 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Inspecting parses

By default these parses are shown with one row per parse, but we can also see parses…

By syllable

parses.stats(by='syll')
[9.60s] Parsing lineparts [8x]: 100%|██████████| 3071/3071 [01:37<00:00, 37.60it/s]
parse_score parse_num_viols parse_ambig parse_is_bounded meterpos_meter_val *w_stress *s_unstress *unres_within *foot_size *unres_across *w_peak
stanza_num line_num line_txt linepart_num parse_rank parse_txt parse_meter parse_stress sent_num sentpart_num wordtoken_num wordtoken_txt meterpos_num meterslot_num meterslot_txt
1 1 FROM fairest creatures we desire increase, 1 1 from FAI rest CREA tures WE de SIRE in CREASE -+-+-+-+-+ -+-+---+-+ 1 1 1 FROM 1 1 from 1.0 1 1 0 w 0 0 0 0 0 0
2 fairest 2 1 FAI 1.0 1 1 0 s 0 0 0 0 0 0
3 1 rest 1.0 1 1 0 w 0 0 0 0 0 0
3 creatures 4 1 CREA 1.0 1 1 0 s 0 0 0 0 0 0
5 1 tures 1.0 1 1 0 w 0 0 0 0 0 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
154 2155 Love's fire heats water, water cools not love. 3070 6 love's FIRE heats WA.TER WA ter COOLS not LOVE -+-+++-+-+ ++++-+-+-+ 522 2593 20313 water 1 1 WA 4.0 4 6 0 s 0 0 0 0 0 0
2 1 ter 4.0 4 6 0 w 0 0 0 0 0 0
20314 cools 3 1 COOLS 4.0 4 6 0 s 0 0 0 0 0 0
20315 not 4 1 not 4.0 4 6 0 w 0 0 0 0 0 0
20316 love 5 1 LOVE 4.0 4 6 0 s 0 0 0 0 0 0

63197 rows × 11 columns

By line

parses.stats(by='line')
parse_score parse_num_viols parse_ambig parse_is_bounded parse_num_sylls parse_num_words *w_peak *w_stress *s_unstress *unres_across ... *total_sylls *total *w_peak_norm *w_stress_norm *s_unstress_norm *unres_across_norm *unres_within_norm *foot_size_norm *total_sylls_norm *total_norm
stanza_num line_num line_txt linepart_num parse_rank parse_txt parse_meter parse_stress sent_num sentpart_num
1 1 FROM fairest creatures we desire increase, 1 1 from FAI rest CREA tures WE de SIRE in CREASE -+-+-+-+-+ -+-+---+-+ 1 1 1.0 1 1 0 10 6 0.0 0.0 1.0 0.0 ... 1 1 0.0 0.000000 0.100000 0.000000 0.0 0.0 0.100000 0.100000
2 That thereby beauty's rose might never die, 2 1 that THE reby BEA uty's ROSE might NE ver DIE -+-+-+-+-+ -+++-+-+-+ 1 2 1.0 1 1 0 10 7 0.0 1.0 0.0 0.0 ... 1 1 0.0 0.100000 0.000000 0.000000 0.0 0.0 0.100000 0.100000
3 But as the riper should by time decease, 3 1 but AS the RIPER should.by TIME de CEASE -+-+--+-+ ---+--+-+ 1 3 1.0 1 2 0 9 8 0.0 0.0 1.0 0.0 ... 1 1 0.0 0.000000 0.111111 0.000000 0.0 0.0 0.111111 0.111111
4 His tender heir might bear his memory: 4 1 his TEN der HEIR might BEAR his ME mo RY -+-+-+-+-+ -+-+-+-+-- 1 4 1.0 1 3 0 10 7 0.0 0.0 1.0 0.0 ... 1 1 0.0 0.000000 0.100000 0.000000 0.0 0.0 0.100000 0.100000
5 But thou, contracted to thine own bright eyes, 5 1 but.thou con TRAC ted TO thine OWN bright EYES ---+-+-+-+ ---+---+++ 1 5 2.0 2 3 0 10 8 0.0 1.0 1.0 0.0 ... 2 2 0.0 0.100000 0.100000 0.000000 0.0 0.0 0.200000 0.200000
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
154 2151 Which from Love's fire took heat perpetual, 3063 1 which.from LOVE'S.FI re TOOK.HEAT per PE tu AL --++-++-+-+ --++-++-+-- 522 2587 3.0 3 22 0 11 7 0.0 0.0 1.0 2.0 ... 3 3 0.0 0.000000 0.090909 0.181818 0.0 0.0 0.272727 0.272727
2152 Growing a bath and healthful remedy 3064 1 GRO wing.a BATH and HEALT hful RE me DY +--+-+-+-+ +--+-+-+-- 522 2588 2.0 2 8 0 10 6 0.0 0.0 1.0 1.0 ... 2 2 0.0 0.000000 0.100000 0.100000 0.0 0.0 0.200000 0.200000
2153 For men diseased; but I, my mistress' thrall, 3065 1 for MEN di SEASED but.i my MIS tress' THRALL -+-+---+-+ -+-+---+-+ 522 2588 0.0 0 1 0 10 8 0.0 0.0 0.0 0.0 ... 0 0 0.0 0.000000 0.000000 0.000000 0.0 0.0 0.000000 0.000000
2154 Came there for cure, and this by that I prove, 3068 1 CAME there.for CURE and THIS by THAT i PROVE +--+-+-+-+ +--+---+-+ 522 2591 1.0 1 3 0 10 10 0.0 0.0 1.0 0.0 ... 1 1 0.0 0.000000 0.100000 0.000000 0.0 0.0 0.100000 0.100000
2155 Love's fire heats water, water cools not love. 3070 1 love's FI re HEATS.WA ter WA ter COOLS not LOVE -+-++-+-+-+ ++-++-+-+-+ 522 2593 2.0 2 6 0 11 8 0.0 1.0 0.0 1.0 ... 2 2 0.0 0.090909 0.000000 0.090909 0.0 0.0 0.181818 0.181818

2155 rows × 22 columns

By stanza

parses.stats(by='stanza')
parse_score parse_num_viols parse_ambig parse_is_bounded parse_num_sylls parse_num_words *w_peak *w_stress *s_unstress *unres_across ... *total_sylls *total *w_peak_norm *w_stress_norm *s_unstress_norm *unres_across_norm *unres_within_norm *foot_size_norm *total_sylls_norm *total_norm
stanza_num line_num line_txt linepart_num parse_rank parse_txt parse_meter parse_stress sent_num sentpart_num
1 1 FROM fairest creatures we desire increase, 1 1 from FAI rest CREA tures WE de SIRE in CREASE -+-+-+-+-+ -+-+---+-+ 1 1 1.0 1 1 0 10 6 0.0 0.0 1.0 0.0 ... 1 1 0.0 0.000000 0.100000 0.000000 0.0 0.0 0.100000 0.100000
2 That thereby beauty's rose might never die, 2 1 that THE reby BEA uty's ROSE might NE ver DIE -+-+-+-+-+ -+++-+-+-+ 1 2 1.0 1 1 0 10 7 0.0 1.0 0.0 0.0 ... 1 1 0.0 0.100000 0.000000 0.000000 0.0 0.0 0.100000 0.100000
3 But as the riper should by time decease, 3 1 but AS the RIPER should.by TIME de CEASE -+-+--+-+ ---+--+-+ 1 3 1.0 1 2 0 9 8 0.0 0.0 1.0 0.0 ... 1 1 0.0 0.000000 0.111111 0.000000 0.0 0.0 0.111111 0.111111
4 His tender heir might bear his memory: 4 1 his TEN der HEIR might BEAR his ME mo RY -+-+-+-+-+ -+-+-+-+-- 1 4 1.0 1 3 0 10 7 0.0 0.0 1.0 0.0 ... 1 1 0.0 0.000000 0.100000 0.000000 0.0 0.0 0.100000 0.100000
5 But thou, contracted to thine own bright eyes, 5 1 but.thou con TRAC ted TO thine OWN bright EYES ---+-+-+-+ ---+---+++ 1 5 2.0 2 3 0 10 8 0.0 1.0 1.0 0.0 ... 2 2 0.0 0.100000 0.100000 0.000000 0.0 0.0 0.200000 0.200000
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
154 2151 Which from Love's fire took heat perpetual, 3063 1 which.from LOVE'S.FI re TOOK.HEAT per PE tu AL --++-++-+-+ --++-++-+-- 522 2587 3.0 3 22 0 11 7 0.0 0.0 1.0 2.0 ... 3 3 0.0 0.000000 0.090909 0.181818 0.0 0.0 0.272727 0.272727
2152 Growing a bath and healthful remedy 3064 1 GRO wing.a BATH and HEALT hful RE me DY +--+-+-+-+ +--+-+-+-- 522 2588 2.0 2 8 0 10 6 0.0 0.0 1.0 1.0 ... 2 2 0.0 0.000000 0.100000 0.100000 0.0 0.0 0.200000 0.200000
2153 For men diseased; but I, my mistress' thrall, 3065 1 for MEN di SEASED but.i my MIS tress' THRALL -+-+---+-+ -+-+---+-+ 522 2588 0.0 0 1 0 10 8 0.0 0.0 0.0 0.0 ... 0 0 0.0 0.000000 0.000000 0.000000 0.0 0.0 0.000000 0.000000
2154 Came there for cure, and this by that I prove, 3068 1 CAME there.for CURE and THIS by THAT i PROVE +--+-+-+-+ +--+---+-+ 522 2591 1.0 1 3 0 10 10 0.0 0.0 1.0 0.0 ... 1 1 0.0 0.000000 0.100000 0.000000 0.0 0.0 0.100000 0.100000
2155 Love's fire heats water, water cools not love. 3070 1 love's FI re HEATS.WA ter WA ter COOLS not LOVE -+-++-+-+-+ ++-++-+-+-+ 522 2593 2.0 2 6 0 11 8 0.0 1.0 0.0 1.0 ... 2 2 0.0 0.090909 0.000000 0.090909 0.0 0.0 0.181818 0.181818

2155 rows × 22 columns

Results

# so we can groupby stanza and average
df = parses.stats(by='stanza').sort_values('parse_score')
df
parse_score parse_num_viols parse_ambig parse_is_bounded parse_num_sylls parse_num_words *w_peak *w_stress *s_unstress *unres_across ... *total_sylls *total *w_peak_norm *w_stress_norm *s_unstress_norm *unres_across_norm *unres_within_norm *foot_size_norm *total_sylls_norm *total_norm
stanza_num line_num line_txt linepart_num parse_rank parse_txt parse_meter parse_stress sent_num sentpart_num
86 1196 Above a mortal pitch, that struck me dead? 1643 1 a BOVE a MOR tal PITCH that STRUCK me DEAD -+-+-+-+-+ -+-+-+-+-+ 278 1371 0.0 0 1 0 10 8 0.0 0.0 0.0 0.0 ... 0 0 0.0 0.0 0.00 0.000000 0.0 0.0 0.000000 0.000000
31 434 And thou, all they, hast all the all of me. 596 1 and.thou ALL they hast ALL the ALL of.me --+--+-+-- --+--+-+-- 99 497 0.0 0 4 0 10 10 0.0 0.0 0.0 0.0 ... 0 0 0.0 0.0 0.00 0.000000 0.0 0.0 0.000000 0.000000
89 1236 Against thy reasons making no defence. 1702 1 a GAINST thy REA sons MA king NO de FENCE -+-+-+-+-+ -+-+-+-+-+ 291 1426 0.0 0 1 0 10 6 0.0 0.0 0.0 0.0 ... 0 0 0.0 0.0 0.00 0.000000 0.0 0.0 0.000000 0.000000
1237 Thou canst not, love, disgrace me half so ill, 1703 1 thou CANST not dis GRACE me HALF so ILL -+--+-+-+ -+--+-+-+ 292 1427 0.0 0 1 0 9 8 0.0 0.0 0.0 0.0 ... 0 0 0.0 0.0 0.00 0.000000 0.0 0.0 0.000000 0.000000
32 437 And shalt by fortune once more re-survey 601 1 and SHALT by FOR tune ONCE more RE sur VEY -+-+-+-+-+ -+-+-+-+-+ 100 502 0.0 0 1 0 10 8 0.0 0.0 0.0 0.0 ... 0 0 0.0 0.0 0.00 0.000000 0.0 0.0 0.000000 0.000000
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
70 980 Then thou alone kingdoms of hearts shouldst owe. 1360 1 then THOU a LONE.KING doms.of HEARTS shouldst OWE -+-++--+-+ ---++--+++ 228 1152 4.0 4 5 0 10 8 0.0 1.0 1.0 2.0 ... 4 4 0.0 0.1 0.10 0.200000 0.0 0.0 0.400000 0.400000
147 2052 Past cure I am, now reason is past care, 2914 1 past CURE i.am now REA son IS past CARE -+---+-+-+ ++--++--++ 489 2460 4.0 4 14 0 10 9 0.0 3.0 1.0 0.0 ... 4 4 0.0 0.3 0.10 0.000000 0.0 0.0 0.400000 0.400000
104 1450 Three April perfumes in three hot Junes burn'd, 2009 1 three A pril.per FUMES in THREE hot JUNES burn'd -+--+-+-+- ++--+-++++ 349 1688 4.0 4 15 0 10 8 0.0 3.0 0.0 1.0 ... 4 4 0.0 0.3 0.00 0.100000 0.0 0.0 0.400000 0.400000
42 581 And for my sake even so doth she abuse me, 798 1 and FOR my SAKE.E ven SO doth SHE a BUSE me -+-++-+-+-+- ---++-----+- 136 672 4.0 4 7 0 12 10 0.0 0.0 3.0 1.0 ... 4 4 0.0 0.0 0.25 0.083333 0.0 0.0 0.333333 0.333333
27 376 Makes black night beauteous and her old face new. 522 1 makes BLACK night BEA uteous AND her OLD face NEW -+-+-+-+-+ ++++---+++ 86 435 4.0 4 4 0 10 9 0.0 3.0 1.0 0.0 ... 4 4 0.0 0.3 0.10 0.000000 0.0 0.0 0.400000 0.400000

2155 rows × 22 columns

Examining results

Best sonnet?

# now we can look at "best" sonnet
sonnets.stanza84
[253.17s] Parsing lineparts [8x]:   0%|          | 0/19 [00:00<?, ?it/s][253.17s] Parsing lineparts [8x]:   5%|▌         | 1/19 [00:00<00:02,  8.40it/s][253.17s] Parsing lineparts [8x]:  58%|█████▊    | 11/19 [00:00<00:00, 53.25it/s][253.17s] Parsing lineparts [8x]: 100%|██████████| 19/19 [00:00<00:00, 21.50it/s]
  1. Who is it that says most? which can say more
  2. Than this rich praise, that you alone are you?
  3. In whose confine immured is the store
  4. Which should example where your equal grew.
  5. Lean penury within that pen doth dwell
  6. That to his subject lends not some small glory;
  7. But he that writes of you, if he can tell
  8. That you are you, so dignifies his story,
  9. Let him but copy what in you is writ,
  10. Not making worse what nature made so clear,
  11. And such a counterpart shall fame his wit,
  12. Making his style admired every where.
  13. You to your beauteous blessings add a curse,
  14. Being fond on praise, which makes your praises worse.

Worst sonnet?

# now we can look at "worst" sonnet
sonnets.stanza51

[0.90s] Parsing lineparts [8x]:   0%|          | 0/20 [00:00<?, ?it/s]
[0.90s] Parsing lineparts [8x]:  35%|███▌      | 7/20 [00:00<00:00, 69.96it/s]
[0.90s] Parsing lineparts [8x]: 100%|██████████| 20/20 [00:00<00:00, 77.10it/s]
  1. Thus can my love excuse the slow offence
  2. Of my dull bearer when from thee I speed:
  3. From where thou art why should I haste me thence?
  4. Till I return, of posting is no need.
  5. O, what excuse will my poor beast then find,
  6. When swift extremity can seem but slow?
  7. Then should I spur, though mounted on the wind;
  8. In winged speed no motion shall I know:
  9. Then can no horse with my desire keep pace;
  10. Therefore desire of perfect'st love being made,
  11. Shall neigh -- no dull flesh -- in his fiery race;
  12. But love, for love, thus shall excuse my jade;
  13. Since from thee going he went wilful-slow,
  14. Towards thee I'll run, and give him leave to go.