+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*unigram*.csv\"):\n",
+ " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
+ " workers = list(sorted(set(df.index.get_level_values(0))))\n",
+ " fig, ax = plt.subplots()\n",
+ " for w in workers:\n",
+ " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=(-8400, -5400), figsize=(8,6))\n",
+ " fig.savefig(f + '.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"