def get_nice_name(self, id):
srcs = [DB.os_dict, os_cat_names, DB.sw_dict, sw_categories,
- resource_categories, time_categories]
- resource_categories, DB.datamod_dict]
++ resource_categories, time_categories, DB.datamod_dict]
for src in srcs:
if id in src:
return src[id]
pl.savefig('%s/ospref_by_env.png' % destdir, format='png', dpi=80)
- def mkpic_submissions_per_datamod(db, destdir):
- # simple demo
- spd = db.get_counts('bg_datamod')
- spd = sorted(spd.items(), cmp=lambda x, y: cmp(x[1], y[1]))[::-1]
- x = np.arange(len(spd))
+def mkpic_time_per_env(db, destdir):
+ envs = ['pers_time', 'man_time', 'virt_time']
+ env_names = ['Personal', 'Managed', 'Virtual']
+ env_stats = {}
+ for env in envs:
+ counts = dict(zip(time_order, [0] * len(time_order)))
+ counts.update(db.get_counts(env))
+ total_count = np.sum(counts.values())
+ for c in counts:
+ counts[c] = float(counts[c]) / total_count
+ env_stats[env] = counts
+ # make stacked barplot
+ pl.figure(figsize=(7.5, 4))
+ x = np.arange(len(envs))
+ bottoms = np.zeros(len(envs))
+ for i, t in enumerate(time_order):
+ stat = [env_stats[e][t] for e in envs]
+ pl.barh(x, stat, left=bottoms, color=time_colors[i],
+ label=db.get_nice_name(t), height=.6)
+ bottoms += stat
+ pl.legend(loc='center left')
+ pl.yticks(x + 0.2, env_names)
+ pl.ylim(-0.4, len(envs))
+ pl.title("Research activity time by environment")
+ pl.xlabel("Fraction of submissions")
+ pl.savefig('%s/ospref_by_env.png' % destdir, format='png', dpi=80)
+
+
+ def mkpic_submissions_per_key(db, destdir, key, title, sortby='name',
+ multiple=False):
+ counts = db.get_counts(key)
pl.figure(figsize=(6.4, 4.8))
- pl.title('Submissions per data modality')
- pl.bar(x, [s[1] for s in spd])
- pl.xticks(x + 0.5, [db.datamod_dict[k[0]] for k in spd], rotation=-10)
- pl.ylabel('Survey submissions per data modality\n(multiple choices per submission possible)')
- pl.savefig('%s/submissions_per_datamod.png' % destdir, format='png', dpi=80)
+ pl.title(title)
+ if not len(counts):
+ pl.text(.5, .5, "[Insufficient data for this figure]",
+ horizontalalignment='center')
+ pl.axis('off')
+ else:
+ # sort by name
+ if sortby == 'name':
+ stats = sorted(counts.items(), cmp=lambda x, y: cmp(x[0], y[0]))
+ elif sortby == 'count':
+ stats = sorted(counts.items(), cmp=lambda x, y: cmp(x[1], y[1]))[::-1]
+ else:
+ raise ValueError("Specify either name or count for sortby")
+ x = np.arange(len(stats))
+ pl.bar(x + (1./8), [s[1] for s in stats], width=0.75, color = '#008200')
+ pl.xticks(x + 0.5, ['' for s in stats])
+ for i, s in enumerate(stats):
+ pl.text(i+.5, 0.1, db.get_nice_name(s[0]), rotation=90,
+ horizontalalignment='center',
+ verticalalignment='bottom',
+ bbox=dict(facecolor='white', alpha=0.8, edgecolor='white'))
+ pl.xlim(0, len(stats))
+ yl = "Number of submissions"
+ if multiple:
+ yl += "\n(multiple choices per submission possible)"
+ pl.ylabel(yl)
+ pl.savefig('%s/submissions_per_%s.png' % (destdir, key), format='png', dpi=80)
+
def mkpic_resources(db, destdir):
res = db.get_counts('software_resource')
db = DB(srcdir)
if not os.path.exists(destdir):
os.makedirs(destdir)
- for pic in [mkpic_submissions_per_datamod, mkpic_os_per_env, mkpic_software,
+
+ mkpic_submissions_per_key(
+ db, destdir, 'bg_datamod', sortby='count',
+ title='Submissions per data modality\n(multiple choices per submission possible)')
+
+ mkpic_submissions_per_key(
+ db, destdir, 'bg_position', title='Submissions per position', sortby='count')
+
+ mkpic_submissions_per_key(
+ db, destdir, 'bg_country', title='Submissions per country', sortby='count')
+
+ mkpic_submissions_per_key(
+ db, destdir, 'bg_employer', title='Submissions per venue', sortby='count')
+
+ for pic in [mkpic_os_per_env, mkpic_software,
- mkpic_resources]:
+ mkpic_resources, mkpic_time_per_env]:
pic(db, destdir)
mkpic_rating_by_os(db, 'pers_os', ['pers_r%i' % i for i in range(1, 9)], destdir,
"Ratings: Personal environment")