From bfdd3af3e83c333c246e998eb737fa94ed57642e Mon Sep 17 00:00:00 2001 From: juan Date: Sun, 10 May 2020 20:55:06 -0400 Subject: [PATCH] =?UTF-8?q?corre=C3=A7=C3=A3o=20do=20eixo=20Ha?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Fig13.ipynb | 10 ++++------ Fig3.ipynb | 16 ++++++++-------- 2 files changed, 12 insertions(+), 14 deletions(-) diff --git a/Fig13.ipynb b/Fig13.ipynb index 5171a37..a3f95cf 100644 --- a/Fig13.ipynb +++ b/Fig13.ipynb @@ -34,9 +34,7 @@ "source": [ "lag = 512\n", "\n", - "base = pd.read_pickle('./pkl_datasets/mamiraua_dataset_ACF_' + str(lag) + '.gzip')\n", - "cotas = pd.read_csv('./boundary_files/Cotas_HxC_bins_' + str(int(lag)) + '.csv')\n", - "noise = pd.read_csv('./coloredNoises/coloredNoises_' + str(int(lag)) + '.csv')" + "base = pd.read_pickle('./pkl_datasets/mamiraua_dataset_ACF_' + str(lag) + '.gzip')" ] }, { @@ -73,12 +71,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -105,7 +103,7 @@ "plt.xlim([-0.5, 47.5])\n", "plt.ylim([np.min(AEI_mu)-np.max(AEI_CI),np.max(AEI_mu)+np.max(AEI_CI)])\n", "plt.xlabel('Hours of the day')\n", - "plt.ylabel('AEI')\n", + "plt.ylabel(r'$H_a$')\n", "plt.xticks(rotation=90)\n", "plt.rc('font', size=16)\n", "plt.rc('axes', titlesize=16)\n", diff --git a/Fig3.ipynb b/Fig3.ipynb index 7af5492..ec9473b 100644 --- a/Fig3.ipynb +++ b/Fig3.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -152,7 +152,7 @@ "4 0.421010 424 469.874821 0.706308 0.989290 0.698744 " ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -161,14 +161,12 @@ "lag = 512\n", "\n", "base = pd.read_pickle('./pkl_datasets/baseline_dataset_ACF_' + str(lag) + '.gzip')\n", - "cotas = pd.read_csv('./boundary_files/Cotas_HxC_bins_' + str(int(lag)) + '.csv')\n", - "noise = pd.read_csv('./coloredNoises/coloredNoises_' + str(int(lag)) + '.csv')\n", "base.head()" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -179,12 +177,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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VxQZJkiRJktQqiw2SJEmSJKlVFhskSZIkSVKrvECkJEmSpHssLwQsdcOZDZIkSZIkqVXObJAkSa1IsgfwTuBxQIBLgFdU1YYR++8PnAocBtwH2ACcXVV/3c2IJWk6nE2hNsz395HFBkmSNLYkuwCXArcDxwIFnAasSfKwqrp1lv4rev0vA14I3ATsC9y3w2FLkqSOjHQaRZI9klyQ5KYkNye5MMmyUYMk2T/J3yf5UZLbknw3yZ/NfdiSpm2ueSHJnkkuSnJdLx/8KMkXkhwxiXFL6szxwN7Ak6vq41V1EbAK2BN40dY6JtkO+B/A56tqVa//mqo6t6rO7HzkkiSpdbMWG/qOVDyE5kjFc2iONKxJcp8R+q8A/gnYmeZIxRHA/wdsP/dhS5qmMfPCfYEfAW+kyQcvAH4KfCrJf+ps0JK6tgq4sqqumVlRVeuBy4EjZ+l7KLA/YGFBkqRFYpTTKGaOVOw38wUiyTeAq2mOVGzxi8HAkYqn9G1aM+cRS5oP5pwXqmodTYHhLkk+BawHng9c2NGYJXXrQOCiIevXAUfN0vfRvcd7JbkSeBSwGfgo8Nqquq21UUqSpIkYpdgw9EhFkpkjFVs7CnEozZGKrU6f1PzW5YVHwIvYLFDj5IW7qao7ktwE3NHuMCVN0G40BYJBm4Als/R9YO/xfOBdwMnACpqLRe4BPGUL/SRJ0jw1SrHBIxWSBo2TF4C7Zj5tB+wOnAD8NuC1XKR7ppnTOj9UVaf0fr4syfbA6Un2r6pvD3ZKcgJN/mDZspEvJaWOeHBCktRvlAtEtnWk4mKaW2G9nebaDR8ZcYyS5p9x8sKMtwO/BG4EXgMcXVWfb2d4kqZgM8M//1vKF/1+3Hv83MD6i3uPjxjWqXcByRVVtWLp0qUjD1SSJHWv61tfeqRC0pacRTPL6beA5wIfSfK0qvrksMZzyQvz/d7D0iKzjmbW06ADgG+N0Hdr7pzTiCRJ0tSMMrPBIxWSBo2TFwCoqhuqam1VfbKqng5cCZyxlfbmBWl+Ww0cnGTvmRVJlgOH9LZtzf8CbgceP7B+Ze9xbTtDlCRJkzLKzAaPVEgaNE5e2JK1wCvmPCJJ03Ye8FLgoiRvBAp4C3A9cM5MoyR7At8HTq2qUwGq6sdJ/gp4U5KbaW6tuwI4BfhA/8VoJUlz44xPTdooMxs8UiFp0Dh54W56F4t8NM1/QCQtQFV1K3A48D3gg8CHaW5pe3hV3dLXNMD23P07yKnAScDTgU8DJwLvoLnVriRJWmBGmdngkQpJg+acF5L8Bc3pFpcD/0JzzYYXAL8HHDO5lyCpbVW1AXjqLG2upSk4DK4vmtvmbtOtcyVJ6uedceaPWYsNVXVrksOBd9IcqQjweeAV23Ck4qfAfwZeTXPl+XfQ/MdE0gI0Zl74Cs3pEkcD/46m4PB14I+q6vIJDF+SJElSx0a6G4VHKiQNmmteqKrVzOFUC+mexPNqJUnSQjfKNRskSZIkSZJGZrFBkiRJkiS1aqTTKCRJkiRJ0nCeAnl3zmyQJEmSJEmtstggSZIkSZJaZbFBkiRJkiS1ymKDJEmSJElqlcUGSZIkSa1L8pkkleS0gfVLkvxtkh8luTXJJUkeOqT/vZK8I8mNSW5LckWSx0zuFUgah8UGSZIkSa1K8kzg4UPWB/gEsBJ4GfBUYEdgTZIHDzR/L3A8cArwROBG4LNJDupw6JJaYrFBkiRJUmuSLAHeCbxqyOZVwCHAc6rq76rqM7112wEn9e3j4cAxwCur6ryq+jzwdGADcGrHL0FSCyw2SJIkSWrT24CrqurvhmxbBfywqtbMrKiqm2hmOxw50O6XwPl97e4APgo8PsnOXQxcUnssNkiSJElqRZJHA88FXrKFJgcCVw1Zvw5YluS+fe3WV9XPhrTbCdinheFK6pDFBkmSJEljS7ITcA5wRlV9dwvNdgM2D1m/qfe4ZMR2u811nJImw2KDJEmSpDacBNwbeOu0BpDkhCRrk6zduHHjtIYhCYsNkiRJksaUZBnwBuBNwM5Jdk2ya2/zzPPtaWYrLBmyi5mZCpv7HrfWbtOQbVTVuVW1oqpWLF26dC4vRVJLLDZIkiRJGtfewL2AD9EUCmYWgFf3fn4ozTUXDhzS/wBgQ1Xd0nu+DtgryS5D2v0CuKbV0UtqncUGSZIkSeP6GnDYkAWaAsRhNAWC1cCDkjx2pmOS+wFP6m2b8QlgR+CovnY7AM8ALq6q2zt7JZJascO0ByBJkiRpYauqnwCXDa5PAnBdVV3We74auAL4UJLX0Mx4eB0Q4O19+/tqkvOBs5LsCKwHTgT2Ap7V5WuR1A5nNkiSJEmaiKq6E3gi8DngbOAfgF8Bh1XV9QPNnw+8DzgN+BSwB7Cyqr4yuRFLmitnNkiSJEnqRFVlyLpNwHG9ZWt9bwNe1VskLTDObJAkSZIkSa2y2CBJkiRJklplsUGSJLUiyR5JLkhyU5Kbk1yYZNkc9nNykkryxS7GKUmSumexQZIkjS3JLsClwEOAY4HnAPsCa5LcZxv2szfwRuBfuxinJEmajJGKDR6pkDRornkhyYok5yb5TpKfJdmQ5MNJ9prEuCV15nhgb+DJVfXxqroIWAXsCbxoG/bzbuDDwLfbH6IkSZqUWYsNHqmQNGjMvHA0cCDwX4EnACcDjwTWJtmjs0FL6toq4MqqumZmRVWtBy4HjhxlB0mOockHr+tkhJIkaWJGufXlzJGK/Wa+QCT5BnA1zZGKM0eMNXOkYr8R40qav8bJC2+rqo39K5JcDqzv7feUTkYsqWsHAhcNWb8OOGq2zkmWAO8ETqqqTcnd7pYnSZIWkFH+0z/0SEXvPwdHMkKxoe9IxTOBC+c4Vqlzy0/+VGf7vvb0P+1s31Mw57wwWGjorbsuyUbgQV0MVtJE7AZsHrJ+E7BkhP7vAL4HvL/FMUmSpCkZ5ZoNBwJXDVm/Djhgts6DRyq2bXiS5qmx8sKgJPsD98dztKV7pCR/BDwXOLGqahv6nZBkbZK1GzferY4pSZKmaJSZDRM/UpHkBOAEgGXLtvk6lJK6N25euEuSHYD3ABuB926lnXlBmt82M/zzv6V80e8cms//DUl27a3bAdi+9/y2qrp9sFNVnQucC7BixYqRixTSuJwJKUmz6/TWl3M9UlFV51bViqpasXTp0u4GKGk+eBfwh8Czq2qL/yExL0jz3jqaWU+DDgC+NUvf/YEX0xQlZpZDgIN7P5/Y3jAlSdIkjDKzYeJHKiTNe+PkhbskOZ1mtsKxVXVxS2OTNB2rgTOS7F1VPwBIspymaHDyLH0PG7LuLGB74GXANUO2S5KkeWyUYsO4RypmjlYM2gy8kubLhKSFZZy8AECSNwCvBV5WVR9scWySpuM84KXARUneCBTwFuB6moMPACTZE/g+cGpVnQpQVZcN7izJT4Adhm2TJEnz3yinUawGDk6y98yKviMVq2fpe9iQ5es0F5Y7DLhgm0csaT4YJy+Q5OXAacAbqupdHY1R0gRV1a3A4TTXafogze2u1wOHV9UtfU1DM2Oh01M5JUnSdI0ys8EjFZIGzTkvJDmaZkbTZ4BLkxzct9+bq2qkmRGS5p+q2gA8dZY219IUHGbb16HtjEqSJE3DrEcVPFIhadCYeWFlb/1K4IqB5ezOBy9JkiSpc6PMbPBIhaS7mWteqKrnAc/ralySJEmSps9ZCJIkSZIkqVUWGyRJkiRJUqssNkiSJEmSpFZZbJAkSZIkSa2y2CBJkiRJklplsUGSJEmSJLXKYoMkSZIkSWqVxQZJkiRJktQqiw2SJEmSJKlVFhskSZIkSVKrLDZIkiRJkqRWWWyQJEmSJEmtstggSZIkSZJaZbFBkiRJkiS1ymKDJEmSJElqlcUGSZIkSWNL8rQkH0tyXZLbknw3yV8l+Y2BdkuS/G2SHyW5NcklSR46ZH/3SvKOJDf29ndFksdM7hVJGofFBkmSJElteDXwK+D1wErg3cCJwOeSbAeQJMAnettfBjwV2BFYk+TBA/t7L3A8cArwROBG4LNJDur+pUga1w7THoAkSZKkReFJVbWx7/kXkmwCPgAcClwKrAIOAQ6vqjUASa4A1gMnAS/vrXs4cAxwXFW9r7fuC8A64NTefiTNY85skCRJkjS2gULDjH/uPT6o97gK+OFMoaHX7yaa2Q5H9vVbBfwSOL+v3R3AR4HHJ9m5xaFL6oDFBkmSJEldeWzv8du9xwOBq4a0WwcsS3Lfvnbrq+pnQ9rtBOzT9kAltctigyRJkqTWJXkQzSkPl1TV2t7q3YDNQ5pv6j0uGbHdbm2NU1I3LDZIkiRJalVvhsJFwB3A8ycY94Qka5Os3bhx2FkdkibFYoMkSWpFkj2SXJDkpiQ3J7kwybIR+q1Icm6S7yT5WZINST6cZK9JjFtSu5Lcm+YaDHsDj6+qG/o2b+bfZi/0261v+yjtNg3ZRlWdW1UrqmrF0qVLt3nsktozUrHBLw+SBs01L/T6/mWSi5P8OEkleV7Hw5XUsSS70Fxp/iHAscBzgH1pbmd3n1m6H01zfvZ/BZ4AnAw8ElibZI/OBi2pdUl2BC4AVgBHVNU3B5qso/m8DzoA2FBVt/S126uXWwbb/QK4pr1RS+rCrMUGvzxIGjRmXoDmvtr3Bj7Z2SAlTdrxNEcxn1xVH6+qi2iuJr8n8KJZ+r6tqg6pqrOr6gtV9RFgJc1RzeM7HbWk1iTZDvgwcDhNLrhySLPVwIOSPLav3/2AJ/W2zfgEsCNwVF+7HYBnABdX1e3tvwJJbdphhDYzXx72q6prAJJ8A7ia5svDmVvp+7bBW+AkuZzmPrrHA6fMZdCSpm6cvADw76rqziT7AM/tdKSSJmUVcOVMTgCoqvW9f/ePZCt5Ydjt8qrquiQb+bfb5Uma//6GpjjwVuDWJAf3bbuhdzrFauAK4ENJXkNzusTrgABvn2lcVV9Ncj5wVm+2xHrgRGAv4FmTeDGSxjPKaRRDvzwAM18etmhLXx4AvzxIC9uc80Kv7Z0djk3SdGztdnYHbOvOkuwP3J9/u12epPnvCb3HN9AUFPqXF8Jd3wGeCHwOOBv4B+BXwGFVdf3A/p4PvA84DfgUsAewsqq+0u3LkNSGUWY2HEhzJdlB6+ib1jQqvzxIi0KreUHSorC129QNu8jbFvWmSr+H5uDEe8cfmqRJqKrlI7bbBBzXW7bW7jbgVb1F0gIzyswGvzxIGtRaXpCkId4F/CHw7KoalmsAb3EnSdJ8NulbX/rlQdKcmBekeW9rt6nb4r/5g5KcDpwAHFdVF2+trbe4kyRp/hql2OCXB0mDWskL28K8IM17W7ud3bdG2UGSNwCvBV5eVR9scWySJGnCRik2+OVB0qCx84KkRWc1cHCSvWdWJFkOHMKv385uqCQvp7kI3Buq6l0djVGSJE3IKMUGvzxIGjRWXpC0KJ0HXAtclOTIJKtoLiR7PXDOTKMkeya5I8kpfeuOBs4CPgNcmuTgvmWb72QhSZKmb5Rig18eJA2ac17orX9skqcBK3urViR5Wm+dpAWoqm4FDge+B3wQ+DCwHji8qm7paxpge379O8jK3vqV3P12eWd3PnhJktS6WW99WVW3JjkceCfNl4cAnwdesY1fHlby674AHDrnkUuamjHzAsCbgcf2PX9Jb5npI2kBqqoNwFNnaXMtA5/zqnoe8LyuxiVJkiZv1mID+OVB0t3NNS/01h/azagkSZIkzQeTvvWlJEmSJEla5Cw2SJIkSZKkVllskCRJkiRJrbLYIEmSJEmSWmWxQZIkSZIktcpigyRJkiRJapXFBkmSJEmS1CqLDZIkSZIkqVUWGyRJkiRJUqssNkiSJEmSpFZZbJAkSZIkSa2y2CBJkiRJklplsUGSJEmSJLXKYoMkSZIkSWqVxQZJkiRJktQqiw2SJEmSJKlVFhskSZIkSVKrLDZIkiRJkqRWWWyQJEmSJEmtstggSZIkSZJaZbFBkiRJkiS1ymKDJEmSJElqlcUGSZIkSZLUqpGKDUn2SHJBkpuS3JzkwiTLRux7ryTvSHJjktuSXJHkMeMNW9K0mRckDTIvSGrbOHlF0nTNWmxIsgtwKfAQ4FjgOcC+wJok9xkhxnuB44FTgCcCNzZCkjcAAAhESURBVAKfTXLQXActabrMC5IGmRckta2FvCJpinYYoc3xwN7AflV1DUCSbwBXAy8CztxSxyQPB44Bjquq9/XWfQFYB5wKrBpr9JKmxbwgaZB5QVLb5pxXJE3fKKdRrAKunPmAA1TVeuBy4MgR+v4SOL+v7x3AR4HHJ9l5m0csaT4wL0gaZF6Q1LZx8oqkKRul2HAgcNWQ9euAA0bou76qfjak707APiPElzT/mBckDTIvSGrbOHlF0pSNUmzYDdg8ZP0mYMkYfWe2S1p4zAuSBpkXJLVtnLwiacpGuWbDxCU5ATih9/SWJN9tOcTuwI9GHs/bFmzMbYo7jZgtxjXmeDH3nMtgJmmR5oVtintPidliXGOOF9O8YF6YNzFbjGvM8WKaF8wL8yZmi3GNOV7MLeaFUYoNmxleOdxSpXGw77DgM0coNg3ZRlWdC5w7wtjmJMnaqlrR1f7nS8xpxTXm4oq5BeaFBRzXmMbsiHlhAcc1pjHnqW3OK+YFYxpz/sQc5TSKdTTnSw06APjWCH336t22ZrDvL4Br7t5F0gJgXpA0yLwgqW3j5BVJUzZKsWE1cHCSvWdWJFkOHNLbtjWfAHYEjurruwPwDODiqrp9G8craX4wL0gaZF6Q1LZx8oqkKRul2HAecC1wUZIjk6wCLgKuB86ZaZRkzyR3JDllZl1VfZXmNlZnJXlhkj+muY3VXsB/ae9lbLPOplbNs5jTimvMxRVzGPPCwo5rTGN2wbywsOMa05jz0Uh5ZcLMC8Y05ohSVbM3SpYB7wQeBwT4PPCKqrq2r81yYD3w5qr6i7719wbeChwD7Ap8HXhtVV3WzkuQNA3mBUmDzAuS2jZKXpE0P41UbJAkSZIkSRrVKKdRSJIkSZIkjcxigyRJkiRJatWiKzYk+f0kq5PcmOTnSa5L8oHFGNeYiyvmNOMudvekv6cxF1fMacZd7O5Jf09jLq6Y04y72N2T/p7GXFwxpxl3a3aYZvC2Jfld4H8DHwZeCNwG7Av8zmKLa8zFFXOacRe7e9Lf05iLK+Y04y5296S/pzEXV8xpxl3s7kl/T2MurpjTjDvruBbTBSKT/DXwhKr67cUe15iLK+Y04y5296S/pzEXV8xpxl3s7kl/T2MurpjTjLvY3ZP+nsZcXDGnGXc2i+00in8F9klyRpKHDm5M8qYk30tyZ5InD2w7IslXknwtybokL+46bpLte/G+1he3kjys49d6WZL1fXFPGezfQczzk3wjyVeTfCnNPdQ7jdnX5vm93+vQ7W3GTLJTkrOSXJ3km0lWjxhz3Lgrk6zt/Y6vTPLwbYi72JkXRnut5oWOYpoX5iXzwmiv1bzQUUzzwrxkXhjttZoXOoq5KPNCVS2aBdgZeDPwA6CAq4GX9m0/GNgbuAx4ct/67YCfAA/rPX8gcCvwwC7jDtnPM4Gvdx1ztnF0FHPXvp8fAWwCtuv6dwssB/4PcMWor3nM13kGcPbMawN+awLv3yXAj4EDe8//CLhqGp/B+biM8Xs1L3Qf07zQ3fvXvNDN79W80H1M80J371/zQje/V/NC9zHNC929fzvNC1P/YHe1AAcAF/R+2X84sG3wl7x9L0k8pvd8P+BfgPt1GXdI388DL+s65lyTRIuv89BRk8SYr3M74BLgUXN9zdv4PtoFuHku75sx464AvjfQ5mbgkeOOY7Et5oUtxzQvdPY+Mi/M88W8sOWY5oXO3kfmhXm+mBe2HNO80Nn7aFHmhcV2GsVdqupbwFm9p1u9EGZV/Qo4CvhYkuuALwMvrqqbu4zbL8l/AP4A+NCEYp7em55zQZL9JhEzyTuT/AD4GPDUqrqz45ivAi6vqi9vS5wxYu4DbAZOTvLPSS5P8sQJxL0a+PdJDgFIsgr4DZpqrPqYF2ZlXmg/pnlhnjMvzMq80H5M88I8Z16YlXmh/ZiLMi8smrtRJPkb4N40Faj/C/wH4A3Al4DLZ+m7Q6/t06tqTZLfAT6X5CtVtaGruANeAHysqjbP1rCFmM+tqg1JAjwfuDjJ3r1k2VVMquqVwCuTrATenuSQqvpFFzF7f8OnAo8ZZWxtxKT5PC0Drqmq1yd5CPCPSQ6uqh90FbeqbkryNOAvk9yXZqrXt4A7ZhnvomdeMC8M9DUvmBfMC+aFwb7mBfOCecG8MNjXvNBWXmhjesR8WICX9X6ZP6K51cd3gFOB3xjS9jJmnz7yOeCoLuP2rd+e5o3x2K5f6xb292Ng7wnHvAZ4VId/0xOBG4Fre8vPaS6c8tIOY+4O3AnsNPA+etok/6Y052xtBvZp6/O1UBfzgnnBvHDXdvNCO39P84J5oY2Y5oV5tpgXzAvmhbu2t5oXJvIBnm/LkD/ubwK3AL/Te/5g4P8BB3QZt2/9KuC7E3qt9wJ273t+RO/Ds2OHMe8N7NX3/A96b+IlXf9uR93eVkzgfwGrej8/gOacvf0mEPcBfT+fRlPdbv39tJgX84J5oauY5oWFu5gXzAtdxTQvLNzFvGBe6CrmYswLrb8p5/MC/AVwA3A7TeXnBuDBvW1HA98Avg5cBbxgEnF721cDJ03itQL3pzmX7Ju913oZ8Hsdx9yNZkrOVcDXaCpvh0/id9vXrrUkMcv7aDnNBXq+2Xs/PWtC79/zaKqY19Ccr7drW3EX+2JeMC9M4H1kXlhgi3nBvDCB95F5YYEt5gXzwgTeR4suL6QXQJIkSZIkqRWL9m4UkiRJkiRpOiw2SJIkSZKkVllskCRJkiRJrbLYIEmSJEmSWmWxQZIkSZIktcpigyRJkiRJapXFBkmSJEmS1CqLDZIkSZIkqVUWGyRJkiRJUqv+f0pChqlvlxBnAAAAAElFTkSuQmCC\n", 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" ] @@ -213,13 +211,15 @@ "plt.subplot(1,4,3)\n", "plt.bar(range(base.shape[0]),base['AEI'])\n", "plt.xticks(range(0,base.shape[0]),labels)\n", - "plt.title('AEI')\n", + "plt.title(r'$H_a$')\n", "\n", "plt.subplot(1,4,4)\n", "plt.bar(range(base.shape[0]),base['ACI'])\n", "plt.xticks(range(0,base.shape[0]),labels)\n", "plt.title('ACI')\n", "\n", + "# plt.savefig('./figures/Fig3.eps', format=\"eps\", bbox_inches='tight')\n", + "\n", "plt.show()" ] },