Created
June 20, 2014 21:41
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Plot NSF AST funding data for total funding of grants
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max_award = 1e6 # above this amount just bin in to top bin | |
years_per_bin = 1.0 | |
award_bin_size = 50000 | |
start_year = np.array([a.year + (a.month - 1)/12. for a in awards['StartDate']]) | |
year_bins = np.arange(np.floor(start_year.min()), np.ceil(start_year.max())+1, years_per_bin) | |
awarded = np.array(awards['AwardedAmountToDate']) | |
awarded_mean_per_bin = np.zeros(year_bins.size - 1) | |
awarded_median_per_bin = np.zeros(year_bins.size - 1) | |
year_per_bin = np.zeros(year_bins.size - 1) | |
for i in np.arange(year_bins.size - 1): | |
year_per_bin[i] = (year_bins[i+1] + year_bins[i])/2.0 | |
curmask = (start_year >= year_bins[i]) & (start_year < year_bins[i+1]) | |
awarded_mean_per_bin[i] = awarded[curmask].mean() | |
awarded_median_per_bin[i] = np.median(awarded[curmask]) | |
awarded[awarded > (max_award - 1.0)] = max_award - 1.0 | |
award_bins = np.arange(0., max_award + 1., award_bin_size) | |
H, xedges, yedges = np.histogram2d(start_year, awarded, bins=[year_bins, award_bins]) | |
# H needs to be rotated and flipped | |
H = np.rot90(H) | |
H = np.flipud(H) | |
# Mask zeros | |
Hmasked = np.ma.masked_where(H==0,H) # Mask pixels with a value of zero | |
# Plot 2D histogram using pcolor | |
fig2 = plt.figure(figsize=(12,5)) | |
plt.pcolormesh(xedges,yedges,Hmasked) | |
plt.plot(year_per_bin, awarded_mean_per_bin, 'r', label='mean', linewidth=2) | |
plt.plot(year_per_bin, awarded_median_per_bin, 'm', label='median',linewidth=3) | |
plt.xlabel('Start Year for each grant') | |
plt.ylabel('$ awarded to date') | |
plt.xlim(1970, 2015) | |
plt.ylim(0, max_award) | |
plt.legend(loc='upper left') | |
cbar = plt.colorbar() | |
cbar.ax.set_ylabel('# of grants') |
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