# Clustering experiment #1

## Plan:

• Derive a vector for left and righthand alignment variance for each contiguous block of text in each article (newspaper has pages, which hold articles, which consist of blocks).
• Create a k=8 kmeans clustering using data from all newspapers from 1745 to 1756.
• Visualise the clustering
• Given the set of found poems, see into which clusters the poems get assigned.
• Report on the spread of these and if a cluster is found which just has poems, report on all of the references within that cluster.
``````

In [1]:

%matplotlib inline

# Load this library to make the graphs interactive for smaller samples
#import mpld3
#mpld3.enable_notebook()

# Turns out, multiple interactive scattergraphs with 170,000+ points each is a bit too much for a browser
# Who knew?!

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In [2]:

# Get the dataset:
from clustering import create_cluster_dataset, NewspaperArchive
DBFILE = "1745_1756_no_drift.db"
n = NewspaperArchive()
ds = create_cluster_dataset(n, daterange = [1745, 1756], dbfile = DBFILE)

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What do these 'vectors' look like? What do the columns refer to?

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In [3]:

data, transform, id_list = ds
print(data.toarray())

print(transform.get_feature_names())

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[[  4.06902985e+00   4.36200000e+03  -6.78854839e+02 ...,   5.26129032e+01
2.28537981e+00   0.00000000e+00]
[  9.25095785e+00   4.82900000e+03  -9.04459016e+02 ...,   2.97377049e+01
5.52700887e+00   0.00000000e+00]
[  1.68010517e+00   3.83400000e+03  -8.20021739e+02 ...,   4.95434783e+01
7.56499527e+02   0.00000000e+00]
...,
[  1.81267474e+00   5.83500000e+03  -9.39681159e+02 ...,   4.17246377e+01
1.73811384e+02   0.00000000e+00]
[  3.74772727e-01   3.29800000e+03  -7.68963636e+02 ...,   4.71454545e+01
7.99259504e+01   0.00000000e+00]
[  1.52893411e-04   2.38000000e+02   8.50000000e+01 ...,   1.69420000e+03
2.85616000e+04   0.00000000e+00]]
['density', 'ltcount', 'redge_x2ave', 'x1_var1', 'x1_var2', 'x1ave_ledge', 'x2_var1', 'x2_var2']

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## Going from a vector back to the metadata reference:

By keeping an 'id_list', we can look up the identifier for any vector in the list from the database we've made for this clustering attemp. This lets us look up what the reference for that is, and where we can find it:

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In [4]:

from clustering import ClusterDB
db = ClusterDB(DBFILE)
item = dict(db.vecidtoitem(id_list[-1]))
print(item)

from burney_data import BurneyDB
bdb = BurneyDB("burney.db")

titlemd = bdb.get_title_row(titleAbbreviation=item['newspaper'])
entry = bdb.get_entry_row(year=item['year'], month=item['month'], day=item['day'], title_id= titlemd['id'])
issue = bdb.get_issue_row(id=entry['issue_id'])

print(titlemd)
print(issue)
print(entry)

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{'block_number': '7', 'year': '1746', 'day': '27', 'newspaper': 'B0477OLENCOJO', 'month': '09', 'page': '0004', 'vector_id': 223713, 'article': '006', 'id': 223713}
{'earliest_issue': None, 'titleContinuedBy': 'OLD ENGLAND OR THE BROADBOTTOM JOURNAL', 'datesOfPublication': '1743-1746', 'id': 405, 'titleContinues': '', 'typeOfPublication': 'NEWSPAPER', 'titleAbbreviation': 'B0477OLENCOJO', 'last_issue': None, 'title': 'OLD ENGLAND OR THE CONSTITUTIONAL JOURNAL', 'placeOfPublication': 'LONDON'}
{'volumeNumber': None, 'title_id': 405, 'id': 115004, 'pageCount': '4', 'ESTC': 'P1753', 'printedDate': 'SATURDAY SEPTEMBER 27 1746', 'normalisedDate': '1746-09-27', 'issueNumber': '178'}
{'number_of_articles': 6, 'title_id': 405, 'year': '1746', 'id': 115004, 'month': '09', 'filepath': '/cygdrive/w/APEX/B0477OLENCOJO/1746/09/27/service', 'issue_id': 115004, 'day': '27'}

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In [5]:

import numpy as np
from matplotlib import pyplot as plt

# Mask off leaving just the left and right variance columns
npdata = data.toarray()

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## x1 vs x2 varience?

What is the rough shape of this data? The varience of x1 and x2 are equivalent to the left and right alignment of the text varies in a given block of text.

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In [ ]:

plt.scatter(marray[:,0], marray[:,1])
plt.show()

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# Attempting K-Means

What sort of clustering algorithm to employ is actually a good question. K-means can give fairly meaningless responses if the data is of a given sort. Generally, it can be useful but cannot be used blindly.

Given the data above, it might be a good start however.

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In [6]:

# Build the clustering and show the individual clusters as best we can:
from sklearn.cluster import KMeans

estimator = KMeans(n_clusters=8)

clusters = estimator.fit(marray)
labels = estimator.labels_

def isol(label, labels):
for l in labels.astype(np.float):
if l != label:
yield "#444444"
else:
yield "#FF3355"

#for label in set(labels):
#    print(label)
#    plt.scatter(marray[:,0], marray[:,1], c=list(isol(label, labels)))
#    plt.show()

``````

It looks like cluster 5 here is the one that should contain more complete poems as a block of text than the rest if our assumptions are correct.

Lets export this as a list of references to explore further - "cluster5.csv"

``````

In [8]:

import csv

def get_info(item_id):
record = dict(db.vecidtoitem(item_id))
vect = dict(db.vector(item_id))
titlemd = bdb.get_title_row(titleAbbreviation=record['newspaper'])
entry = bdb.get_entry_row(year=record['year'], month=record['month'], day=record['day'], title_id= titlemd['id'])
issue = bdb.get_issue_row(id=entry['issue_id'])
record.update(titlemd)
record.update(entry)
record.update(issue)
record.update(vect)
return record

for label in set(labels):
print("Saving label {0}".format(label))
with open("exp1_cluster{0}.csv".format(label), "w") as cfn:
fields = ["title", "titleAbbreviation", "year", "month", "day",
"issueNumber", "printedDate", "page", "article", "block_number", "filepath", "x1_var1", "x2_var1", "ltcount"]
csvdoc = csv.DictWriter(cfn, fieldnames = fields)
csvdoc.writerow(dict([(x,x) for x in fields]))
count = 0
for idx, vlabel in enumerate(list(labels)):
if idx % 1000 == 0:
print("Tackling line {0} - saved {1} lines for this label".format(idx, count))
if vlabel == label:
record = get_info(id_list[idx])
csvdoc.writerow(dict([(x,record[x]) for x in fields]))
count += 1

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Tackling line 49000 - saved 348 lines for this label
Tackling line 50000 - saved 349 lines for this label
Tackling line 51000 - saved 351 lines for this label
Tackling line 52000 - saved 352 lines for this label
Tackling line 53000 - saved 355 lines for this label
Tackling line 54000 - saved 360 lines for this label
Tackling line 55000 - saved 368 lines for this label
Tackling line 56000 - saved 378 lines for this label
Tackling line 57000 - saved 379 lines for this label
Tackling line 58000 - saved 380 lines for this label
Tackling line 59000 - saved 380 lines for this label
Tackling line 60000 - saved 381 lines for this label
Tackling line 61000 - saved 388 lines for this label
Tackling line 62000 - saved 401 lines for this label
Tackling line 63000 - saved 403 lines for this label
Tackling line 64000 - saved 412 lines for this label
Tackling line 65000 - saved 423 lines for this label
Tackling line 66000 - saved 435 lines for this label
Tackling line 67000 - saved 445 lines for this label
Tackling line 68000 - saved 448 lines for this label
Tackling line 69000 - saved 448 lines for this label
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Tackling line 71000 - saved 463 lines for this label
Tackling line 72000 - saved 476 lines for this label
Tackling line 73000 - saved 477 lines for this label
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Tackling line 75000 - saved 490 lines for this label
Tackling line 76000 - saved 494 lines for this label
Tackling line 77000 - saved 502 lines for this label
Tackling line 78000 - saved 504 lines for this label
Tackling line 79000 - saved 506 lines for this label
Tackling line 80000 - saved 508 lines for this label
Tackling line 81000 - saved 509 lines for this label
Tackling line 82000 - saved 510 lines for this label
Tackling line 83000 - saved 513 lines for this label
Tackling line 84000 - saved 514 lines for this label
Tackling line 85000 - saved 519 lines for this label
Tackling line 86000 - saved 523 lines for this label
Tackling line 87000 - saved 527 lines for this label
Tackling line 88000 - saved 527 lines for this label
Tackling line 89000 - saved 528 lines for this label
Tackling line 90000 - saved 528 lines for this label
Tackling line 91000 - saved 531 lines for this label
Tackling line 92000 - saved 535 lines for this label
Tackling line 93000 - saved 538 lines for this label
Tackling line 94000 - saved 542 lines for this label
Tackling line 95000 - saved 544 lines for this label
Tackling line 96000 - saved 548 lines for this label
Tackling line 97000 - saved 553 lines for this label
Tackling line 98000 - saved 562 lines for this label
Tackling line 99000 - saved 564 lines for this label
Tackling line 100000 - saved 569 lines for this label
Tackling line 101000 - saved 571 lines for this label
Tackling line 102000 - saved 574 lines for this label
Tackling line 103000 - saved 576 lines for this label
Tackling line 104000 - saved 580 lines for this label
Tackling line 105000 - saved 583 lines for this label
Tackling line 106000 - saved 584 lines for this label
Tackling line 107000 - saved 590 lines for this label
Tackling line 108000 - saved 594 lines for this label
Tackling line 109000 - saved 596 lines for this label
Tackling line 110000 - saved 600 lines for this label
Tackling line 111000 - saved 601 lines for this label
Tackling line 112000 - saved 606 lines for this label
Tackling line 113000 - saved 607 lines for this label
Tackling line 114000 - saved 612 lines for this label
Tackling line 115000 - saved 617 lines for this label
Tackling line 116000 - saved 628 lines for this label
Tackling line 117000 - saved 629 lines for this label
Tackling line 118000 - saved 632 lines for this label
Tackling line 119000 - saved 636 lines for this label
Tackling line 120000 - saved 650 lines for this label
Tackling line 121000 - saved 651 lines for this label
Tackling line 122000 - saved 656 lines for this label
Tackling line 123000 - saved 660 lines for this label
Tackling line 124000 - saved 663 lines for this label
Tackling line 125000 - saved 665 lines for this label
Tackling line 126000 - saved 670 lines for this label
Tackling line 127000 - saved 675 lines for this label
Tackling line 128000 - saved 686 lines for this label
Tackling line 129000 - saved 695 lines for this label
Tackling line 130000 - saved 704 lines for this label
Tackling line 131000 - saved 713 lines for this label
Tackling line 132000 - saved 719 lines for this label
Tackling line 133000 - saved 724 lines for this label
Tackling line 134000 - saved 733 lines for this label
Tackling line 135000 - saved 738 lines for this label
Tackling line 136000 - saved 747 lines for this label
Tackling line 137000 - saved 755 lines for this label
Tackling line 138000 - saved 757 lines for this label
Tackling line 139000 - saved 770 lines for this label
Tackling line 140000 - saved 776 lines for this label
Tackling line 141000 - saved 779 lines for this label
Tackling line 142000 - saved 787 lines for this label
Tackling line 143000 - saved 797 lines for this label
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Tackling line 145000 - saved 808 lines for this label
Tackling line 146000 - saved 812 lines for this label
Tackling line 147000 - saved 823 lines for this label
Tackling line 148000 - saved 831 lines for this label
Tackling line 149000 - saved 840 lines for this label
Tackling line 150000 - saved 842 lines for this label
Tackling line 151000 - saved 843 lines for this label
Tackling line 152000 - saved 846 lines for this label
Tackling line 153000 - saved 848 lines for this label
Tackling line 154000 - saved 849 lines for this label
Tackling line 155000 - saved 849 lines for this label
Tackling line 156000 - saved 850 lines for this label
Tackling line 157000 - saved 852 lines for this label
Tackling line 158000 - saved 857 lines for this label
Tackling line 159000 - saved 862 lines for this label
Tackling line 160000 - saved 864 lines for this label
Tackling line 161000 - saved 871 lines for this label
Tackling line 162000 - saved 875 lines for this label
Tackling line 163000 - saved 880 lines for this label
Tackling line 164000 - saved 885 lines for this label
Tackling line 165000 - saved 886 lines for this label
Tackling line 166000 - saved 900 lines for this label
Tackling line 167000 - saved 902 lines for this label
Tackling line 168000 - saved 905 lines for this label
Tackling line 169000 - saved 907 lines for this label
Tackling line 170000 - saved 911 lines for this label
Saving label 6
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Tackling line 2000 - saved 14 lines for this label
Tackling line 3000 - saved 34 lines for this label
Tackling line 4000 - saved 75 lines for this label
Tackling line 5000 - saved 116 lines for this label
Tackling line 6000 - saved 159 lines for this label
Tackling line 7000 - saved 203 lines for this label
Tackling line 8000 - saved 250 lines for this label
Tackling line 9000 - saved 280 lines for this label
Tackling line 10000 - saved 289 lines for this label
Tackling line 11000 - saved 294 lines for this label
Tackling line 12000 - saved 301 lines for this label
Tackling line 13000 - saved 305 lines for this label
Tackling line 14000 - saved 323 lines for this label
Tackling line 15000 - saved 334 lines for this label
Tackling line 16000 - saved 340 lines for this label
Tackling line 17000 - saved 362 lines for this label
Tackling line 18000 - saved 383 lines for this label
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Tackling line 20000 - saved 407 lines for this label
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Tackling line 37000 - saved 888 lines for this label
Tackling line 38000 - saved 925 lines for this label
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Tackling line 45000 - saved 1170 lines for this label
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Tackling line 48000 - saved 1182 lines for this label
Tackling line 49000 - saved 1184 lines for this label
Tackling line 50000 - saved 1184 lines for this label
Tackling line 51000 - saved 1184 lines for this label
Tackling line 52000 - saved 1185 lines for this label
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Tackling line 56000 - saved 1234 lines for this label
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Tackling line 58000 - saved 1331 lines for this label
Tackling line 59000 - saved 1333 lines for this label
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Tackling line 62000 - saved 1400 lines for this label
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Tackling line 65000 - saved 1531 lines for this label
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Tackling line 67000 - saved 1637 lines for this label
Tackling line 68000 - saved 1664 lines for this label
Tackling line 69000 - saved 1670 lines for this label
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Tackling line 71000 - saved 1687 lines for this label
Tackling line 72000 - saved 1695 lines for this label
Tackling line 73000 - saved 1740 lines for this label
Tackling line 74000 - saved 1771 lines for this label
Tackling line 75000 - saved 1807 lines for this label
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Tackling line 78000 - saved 1951 lines for this label
Tackling line 79000 - saved 1997 lines for this label
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Tackling line 82000 - saved 2144 lines for this label
Tackling line 83000 - saved 2179 lines for this label
Tackling line 84000 - saved 2206 lines for this label
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Tackling line 87000 - saved 2324 lines for this label
Tackling line 88000 - saved 2330 lines for this label
Tackling line 89000 - saved 2336 lines for this label
Tackling line 90000 - saved 2345 lines for this label
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Tackling line 110000 - saved 3618 lines for this label
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Tackling line 115000 - saved 3801 lines for this label
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Tackling line 125000 - saved 4017 lines for this label
Tackling line 126000 - saved 4032 lines for this label
Tackling line 127000 - saved 4037 lines for this label
Tackling line 128000 - saved 4042 lines for this label
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Saving label 7
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Tackling line 4000 - saved 0 lines for this label
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