diff --git a/第四回:文字图例尽眉目.ipynb b/第四回:文字图例尽眉目.ipynb index b99f86d..79aba69 100644 --- a/第四回:文字图例尽眉目.ipynb +++ b/第四回:文字图例尽眉目.ipynb @@ -9,12 +9,15 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 125, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import matplotlib.dates as mdates\n", + "import datetime" ] }, { @@ -417,25 +420,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import matplotlib\n", "x1 = np.linspace(0.0, 5.0, 100)\n", "y1 = np.cos(2 * np.pi * x1) * np.exp(-x1)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 118, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -451,18 +451,17 @@ "fig, axs = plt.subplots(2, 1, figsize=(5, 3), tight_layout=True)\n", "axs[0].plot(x1, y1)\n", "axs[1].plot(x1, y1)\n", - "axs[1].xaxis.set_ticks(np.arange(0., 10.1, 2.))\n", - "plt.show()" + "axs[1].xaxis.set_ticks(np.arange(0., 10.1, 2.));" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 119, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -481,13 +480,12 @@ "ticks = np.arange(0., 8.1, 2.)\n", "tickla = [f'{tick:1.2f}' for tick in ticks]\n", "axs[1].xaxis.set_ticks(ticks)\n", - "axs[1].xaxis.set_ticklabels(tickla)\n", - "plt.show()" + "axs[1].xaxis.set_ticklabels(tickla);" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 120, "metadata": {}, "outputs": [ { @@ -499,7 +497,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -526,8 +524,7 @@ "axs[1].set_xticklabels(['zero','one', 'two', 'three', 'four', 'five','six'],#设置刻度对应的标签\n", " rotation=30, fontsize='small')#rotation选项设定x刻度标签倾斜30度。\n", "axs[1].xaxis.set_ticks_position('bottom')#set_ticks_position()方法是用来设置刻度所在的位置,常用的参数有bottom、top、both、none\n", - "print(axs[1].xaxis.get_ticklines())\n", - "plt.show()" + "print(axs[1].xaxis.get_ticklines());" ] }, { @@ -561,12 +558,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 121, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -590,19 +587,17 @@ "axs[1, 0].xaxis.set_major_formatter(formatter)\n", "\n", "formatter = matplotlib.ticker.FormatStrFormatter('%1.5f')\n", - "axs[1, 1].xaxis.set_major_formatter(formatter)\n", - "\n", - "plt.show()" + "axs[1, 1].xaxis.set_major_formatter(formatter);" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 122, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -624,8 +619,7 @@ "\n", "fig, ax = plt.subplots(figsize=(5, 3), tight_layout=True)\n", "ax.plot(x1, y1)\n", - "ax.xaxis.set_major_formatter(formatoddticks)\n", - "plt.show()" + "ax.xaxis.set_major_formatter(formatoddticks);" ] }, { @@ -651,12 +645,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 123, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -685,9 +679,7 @@ "\n", "\n", "locator = matplotlib.ticker.FixedLocator([0,7,14,21,28])\n", - "axs[1, 1].xaxis.set_major_locator(locator)\n", - "\n", - "plt.show()" + "axs[1, 1].xaxis.set_major_locator(locator);" ] }, { @@ -699,12 +691,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 126, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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/2A+wrr5BjvcMsL+pk+eqm+juf3NRpcw0P3NLs5lfnsP88lzml+Uwtyyb0px01/onevqHaGjvtV8dfTS299La1U9rVz/Huwfo7Buks2+Q3oEhBsOGwaEwIoJPIODzEQr6CAX9ZKT5yU4PkBMKkBMKkpcRJDcUIDcjaL9C9vus9ADZoQAZQX9E752hsKF3YIjegSF6hv/tD9Nzyve9A0P0D4YZGDIMDIUZGAozFDYMGYMxb57rbXOLWepiH0y0Ndu1wCbn8XZgDTAykY55jIjcCtwKUFkZm1rbsNKcdHwCx473xOT8u+raWVCe43rnm4hw2fwSfrftKH2DQ6536jz0ci3Huwf4/JXzXD3vgvJcvvO+JXz+ke1887EdfOd9i127NsYYfvo/B/juk7spzwvxq79dPaG1KMCOjb7rw8v4/JXzuO+5/Ty6+QgPbzrEO84p54YLp/O2uSVRLZkJNgFsP3KcDXua2LCnkdeOnADsOOWVMwv52KoqFk/NY2F5LnmZYzdxGWNo6ernYHMX1Y2d7G3oYE99B3/ZZUeTDMtJD1BVnMnU/Aym5mdSnJNGfkYaeRlB0gI+Aj5BBPoHw/QOhunuG6Ste4Dj3f00d/bbGnZ7H/XtvZzoGTgtjoBPKMhKoyAzeDKBluSkE/QLfp9NkOGwYShs6Bu0ya61q//k5J/2ngH6xrGynd8nhAI+An4fQb/gE8EAxqn1DwyFGXQS52DYjHm+8cpODyREsi0GapzHncBoE/jHPMYYcx9wH8CKFSvcu0qjCPh9lOeGOHbC/WQbDhv21Hdw/Yrprp8bbFPCgy8f4pUDbePerXc8+gaH+MnzB1g9u2jCyWo0718+jerGTu7dsJ/ZJVl84m2zJnzOrr5Bvvzr1/jDa3VctaiMf73uXFfb4GcWZ/Ev71/K318xj5+9cJD/fuUQf9pRz5S8EOuWVHDJ3GIunFl41hr0UNiwt6GDVw62sulAKy/sa6atewCfwLLKAr5w5Twum1/Koim5Ud3+iwjF2ekUZ6ezYsQolcaOXvY1dLKvqZN9jZ0cau2mpqmL56ub31IbPpu0gI/irDRKckNUFmVy4cxCyvNClOeGKM8LUZqTTmlOiNyMwIQ/QPsGhzjRM0B7zwDtTgLu7Buks/fNmnKPUzsdCttkOhQ22GIFv8/WnIN+IS3gIz3gJy3gIyPoJyPoJz3oIzPN1pCHa9eh4JvHpfl9+P1CwGeTuO+U/0+0H65nEm2ybQGGGz5znO+jOcZTFfkZMWlGONTaTXf/kOudY8NWzS4iLeBj/Z5GV5Ptb7cepbGjjx9cf55r5xzpS++Yz8HmLv7PH3dRVZTFleeURX2ug81dfOqBLVQ3dvDVqxdw66WzYjaMrzQ3xFeuXsDfXzmXZ3Y28sjmw/z8pVp+8j8HCPqF6YWZTCvIpNxZd2NgyNDRO8CB5i4Ot/bQ70xEKc8NsXZ+KZctKOXSucUx74ArzQlRmhMatUmod2CItu5+TvQMnKwJhg2kB+xtfmZagILMNEJBX8yu60jpAT+lOf6YtusnimiT7Xrg48BvgXOBh0WkyhhTe5ZjHoo+THdMyc/gtSPHXT/v7nr3pumOJjMtwEWzili/u5F/fNdCV/4QhsKGHz1Xw5KpeVw8J3YjBnw+4QfXn8fR+17isw9u5QcfOpd3L50S8Xke336Mr//mdfx+4f6bL+Rtc0tiEO3p0gN+3rW0gnctraCnf4hXDrbyUk0LtS1dHGnrYXddO36fEPT7yEzzM6c0myvPKWd+eTYrqgqZVpDhWeIaSyjopyIv42T/hfJWVMnWGLNXRBpE5CagFcgHvg5cc6ZjjDF73Qh4IqbkhXhqR6/rExt21rk3TfdMrjynjG/87g1213e4ktSf2lHPgeYu7rlxecyTQUaanwduXsknfv4Ktz+8jZbOfm5aPWNcr+3qG+Rbj+/g0S1HWF6Zz503LGN6YWzXJD6TjDQ/l84r4dJ53iR6lVyiHvpljLlzxFPXjOOYuKrIC9E/GKalq5/ibPeG9ux2eZruaNYtLudbj+/g8e3HJpxsjTHcu2E/M4uzTm4wGWt5mUEeuGUltz+8jX96fAc7jp3gC++Yf3Jh95EGh8L8eusR/t/T1TR09HLb2jn83RVzdfKBmrRSZlID2GYEsCMSXE229R0smTrxZRXPpig7nYvnFPPE9mN8+ar5E6qNPl/dzOtHT/Dd9y9xvRPgbEJBP/feuJzvP7WHn71wgMe3H+Pjq2dyxcJSKgszycsM8sbRE2w60Mavtx5hX2Mnyyrzufsjy07rCFJqsknRZNvL0mnunLO7f5BDrd1cd75LJzyLa86dwhcf3c7WQ8cntMfZPRv2UZabzvuWT3UxuvEJ+H18dd1CblxZxf99eg//8ex+/uPZ/acdd05FLv/x0fO5alFZwrR5KjURKZVshycc1Lk4/Ku6oROIbXvtsKsWlfG13/p4YvuxqJPt1kNtbKxp5R/ftTCuC7FUFmVy5w3L+PI7F1Dd0MHh1m6aOvo4Z0ouK2YUunrnoVQiSKlkW5iVRnrA5+rEhr0Ndk2EeWXZrp3zTHJCQd6+oJTfv1bHP75rYVTtl/es309+ZjBmU38jZQfca++4Sn4p1dsgIkzJz+CYi/t67W3oIC3gi8m0ztFcc+4Umjv72FgT+Tbne+o7eGZXAzetmkFWekp9zioVdymVbME2JdS5WrPtZE5JtmcdTWsXlJKdHuCxV49G/Nq7/lpNZpqfj49z2JVSyj0pl2yn5GdwzMVZZHsbOmKyitiZhIJ+3nNuBY9tPxbRzrtbatv4/Wt13HLJTAqydBlBpbyWesk2L0RjR68r+3q19w5Qd6KXuR60157qM5fNIRw23LNh37iOD4cN//v3OynNSfd8QW+llJVyybYiP4OwgYaOie+0W+10js33YCTCqaYXZvLBFdP55abD4+rse+K1Y7x6+Dhfumq+ttUqFScpl2yHx9q60W6718NhXyPddvkcDIYfrj977banf4jvPbmbxVNz+cDy2I8FVkqNLvWSrTPW9qgLyXZPfQeZaf64DF2amp/Bhy6YziObD3OkrXvUY4wx/PMfdnLsRC/feNc5upq/UnGUcsm2Yrhm68Lwr+rGDuaWZsctiX127RwE4YuPbqej9/TFne/8SzUPvnyIT62Z5dleYEqp0aVcss1OD5AbCrjSjLCnvjMuTQjDKvIy+NfrlrL5YBsf/vFGmk5ph37gpYP82zPVXL9iGl+J8c68SqmxpWRvyZT8DI5OcPhXa1c/zZ19ng77Gs21y6aSlxnkM7/YygfufZF5ZTlUN3ZQ29LNFQvL+M77lujaAkolgJSr2YJNthNdH2F4mu7cONZsh62dX8qDn1yJ3yccau1i8ZQ8vvzO+dz9kWW6JKFSCSIla7YVeSG2HWqb0Dn2xmnY15ksryxg/Rcvi3cYSqkzSMlqT1VRJm3dA5zoPr1Tabz2NnSQEwpQlqurUymlxpaSyXZWsZ3xVdPcGfU5dtd1ML/M/a3LlVLJKSWT7cwSu0LXgeauqF4fDht213dwzpTYbPColEo+KZlspxdk4vdJ1Mn2cFs3nX2DnBOj3XSVUsknJZNtWsDH9IIMapqiS7Y7j9mty7Vmq5Qar5RMtgCzSrKpibJmu6uuPeZblyulkkvKJtuZxVkcbO4iHDYRv3ZnXTuzS7JjunW5Uiq5pHSy7RkYor498plku+o6WKjttUqpCKRssp0V5YiE4939HD3eo+21SqmIpG6yPTnWNrJku7PO6RzTmq1SKgIpm2zLctPJCPqpaYpsYsOuOjtNV5sRlFKRSNlkKyLMLM6KuBlh57F2SnLSKcnRabpKqfFL2WQLtt020mS7q65da7VKqYildrItzuJwazd9g0PjOr5/MEx1Y4e21yqlIpbSyXZmSRZhA4dbR9/Da6T9TZ0MDBkdiaCUilhqJ9vhEQnjnLZ7cppuhc4cU0pFJsWTrR1rO97hX68ePk5mmp8ZRVmxDEsplYRSOtnmZQQpzk7jwDhrthtrWrhgRqFuNaOUiljKZ41Zxdnscba4OZvmzj6qGztZNVu3BFdKRS7lk+35Mwp44+gJuvoGz3rcxpoWAC6apclWKRW5qJKtiNwhIjeJyOfGOO4FEfmF8zUruhBj66JZRQyGDZtrz74B5MaaFrLS/CzWkQhKqShEnGxFZC5QYYy5HygQkQVnOfxeY8xHna+aqKOMoRVVBQR8crLmeiYba1q5YKa21yqlohNN5lgLbHIebwfWnOXYi0TkdhG5S0ROK0tEbhWRzSKyuampKYpQJi4rPcC50/N5af+Zk21jRy/7GjtZpU0ISqkojZlsReQKEfnE8BdQArQ7P+4ECs/y8h8aY+4CtgKXjvyhMeY+Y8wKY8yKkpKSKMJ3x6pZRbx+9ASdZ2i3fbmmFdD2WqVU9MZMtsaYZ4wxPxn+ApqB4VH9OcCoVUIRCQHDDaFHgHIX4o2JVbOLGAobXjnQOurPN9a0kJ0eYJG21yqlohRNM8J64ALn8bnABhEJikjViOPeCVzvPJ4O7I0uxNhbXllA0H/mdtuXalq4UNtrlVITEHH2MMbsBRpE5Cag1fl+OXDXiEP/DPSIyDVArjFm64SjjZGMND/Lphfw0ijJtrG9l5qmLi6adbbWEqWUOrtANC8yxtw54vuXgWtGPNcN/Dj60Lx10ewi7v5rNe29A+SGgief/+22owCsnl0cr9CUUklA74sdq2YVETawqebNdtuWzj7u/us+Ll9QyuKpeXGMTik12WmydSyrzCc94OP+lw6eXN/2zr9U0z0wxNfWnW0osVJKjU2TrSMU9PNP71nE89XNfPqBLbxx9AQPvnyIG1dWMqdUl1RUSk1MVG22yeojKyvxCXz1t6/zwv4WMoN+7nj73HiHpZRKAlqzHeGGCyv53geWMjAU5o4r5lKUrRs7KqUmTmu2o7h+xXTecU4Z+Zlp8Q5FKZUktGZ7BppolVJu0mSrlFIe0GSrlFIe0GSrlFIe0GSrlFIe0GSrlFIeEGNMvGMAQESagNooXlqMXWM3UXkdn5vl6bWNvjy9drErL9GvbZUx5rTdEBIm2UZLRDYbY1bEO44z8To+N8vTaxt9eXrtYldeol/bM9FmBKWU8oAmW6WU8kAyJNv74h3AGLyOz83y9NpGX55eu9iVl+jXdlSTvs1WKaUmg2So2SqlVMLTZKuUUh7QZKuUUh5IqmQrIgn3/xGRpSIik7m8RLyuACJSKiL+RC0vUa8bgIgExz5q8paXiBL2zTBeIpIvIlUAxpiw85wkwhtdRBYCf2eMMSKyTkTOF5FFk6W84cSSaNcVQESmAV81xgw5SXCpiCwSkZgsiB9JecPXKBGvG5z8v3zXeVwoIrkiUjwZy0uk6zqWZNip4e3Ah0XkCPAC8Iwxpg1IhGEWHwCeFpGZwGrgKPZvrwp4yhgzlODlfVBE3g38FviLMeY4iXFdAd4NbBKRqcA3gP8BBAgCr8a5vGtFZB3wFPB0gl03gHXAqyJSAXwLqAaOiMhzxphjiV6eiBQBecaYmlM/0LCjq8Iuxu2qST/0S0QqgcPAAuwfxDnAPmAQeNwYsyuOsX0V+4e4GHjUGHNQREqADwIvGmNedbm8rwNb3SpPRJYAOcCFwFKgAXgM6AOajDFHXAw/IiLyKPA0kAb8Bfs7nw28B/vB8loMynvGKe+Zs5UnIquxd40rePO6PQ4cx163uM7rF5FfAA8AU4CXsOsMrAAuAP7bGLPX5fIedMqrcKM8EbkO+Bj2d/ASb1awEBFfoibcSZ9sRyMiFwN3Au83xhyKYxwZQAkwA9gL9AD5wHJsjaczBmVWYpPAbqAbKHDK+/NEyxORy4C3AZ8CrjDG7J5QsBPk1NivBv6K/cANAhcDr8QioTm12muwyX3c5TnX7RLg08DlbiezSDnXLQ+4CPiDMeao8/w6YKMxptXl8iqx78NVwBMTLU9Eio0xzSJyDraCtRBbWw5iK1jb3IzfLZM62YrIPCALm8SygVpjTJPzswXxTgbDRCRgjBkUkYuwf5xbjDEbXC7jQiAMbDfGDDjPrcQ2J7xqjFkf4flygSGgEugxxhw85WfvMMb82a3Y3eDUwq8F9hhjHnH53KWAH1srHXSeWwS8F9h3ankikm2M6RSRPCB4ahIWkeuMMb9yM7ZoORUBH/YD+Tzs+7IxBteuAOg2xvQ53wtwrlNek1vlicglwPeAD8ezgnU2kzbZOp03NwHTgH7srW0r9pPT1U/mKGILADcDz5/ajCEiWUDm8AeCi+X5gE9iayvTgIeMMRtFZAbQYYxpieKct2Nr5U3OeZuwtaAjIiImjm8cEZk3snbodMIIcMTt2ETkG0AHNjH9wRhzVETOBTqBmlPLE5GPA+cDNUAXcBDYYIzpT4RbXBGZZYypGfHcEiAD2Db8Qe1ieV/ELolYA/zKGNMqIquAAeA1Y0x/hOdbiq1Y5TgxbzfGHHB+Nt0Yc9jN+N00mZPtMuASY8xdIpKNvXW+CHtL8Z/GmO1xjG0e8HHsmyEdeBl40hjTKCKZxphul8ubD8w2xvxRRKYDS4AnganAe40xP4zwfHOA5caYR5xOjSnOOX3YtuAON+OPMLbF2BpMDbAJ2xxT7/zM73ano3MLPMcY81enszDHGPOwiJQBC0+9Q3Fua5cAv8bWFmcCs7Btto+4/XuPlHPtvg3UYa/dn4evXYzKm4H9/7+AvetoN8Y86dR28069Wxrn+fzArdg7rm5sk1wG9v8Rt7/38ZrMyTYTuBFb43raGNPlPH8JtvYYt9tcEQmecis/F7gKmIf943vKGHO3y+XlAx/CdhbswHY+HMZ2lN1ijPlQJLVRJ+ZbgI3ABuAEttb4UewtYdxuhZ3mjUGgCHsbvww4hn0fHDDGPOFyebOx7YJ/NsbsEpHLgZ3YJPJ5Y8x1pxy7GJtUfmOM2ek8VwB8GNvcENemF6c5pB9bM7wWe+3qnK+dkTY1jaO8+dj34h+wdwFXAC8Ca4C/Ncasi/B8C4ErjTH/7iTeAt5sAnnSGLPJxfBdN2mHfhljukVkPTbhXioi27F/hLOAR+Mc28DwLaMxphrbeI+IfBObDHH5VvwE9na1xdhxoG9gOyPeB/xbFPFXi8hdwPuBG3izMwggbqM7AIwx7c7DbuBuOJnkfgD8ZwzK2y8iw52bYD+AVmA75u4fcewbzofBB0XkIHZkSBjbBBGLIVURMcY0Og+P8+a1Owe4B/hRDIrcjx2aWWaMOS4irwLzsc0s90RxvlqgW0Q+B6wHDhtjnhGRduxdXEKbtDXbUzkdQfOBA9hG94ToGIO3jv8b7jzxqNzZwD8YY26d4DlWYptCOrCJ4zG3b9WjMXJcpdPc0eBFm6iIXAB8BvjUaG2OIrIcuBLIxDZ3DAG/HO5ci7dRrt08YH+sfq+ntlU7w+I+A9wcaXut8/oM7FDGSuwQshLsGOZfGmP2uRe1+yZ1sj1T7TDeHTiJwLnNmmmM2TfR65EIHTuJRERysG3az45xXBoQTpQkmwicD8WVxpjfTfA8C4AybG3Xb4zZ70J4MTWpk+0wTa6xodc1Ok7NEb126lSTZl7x2eibOvUMJ7R4lDdW2cYR+6gmH69/b4lk0idbccQ7jtF4HZvb5SVywvA6tlPLO1PZ4uEKZNHwOr7Rykvk91SsTcpkKyI5IrLMGVeZULUIr2NzuzwRCYpIiYhc5fTyJwyvY4ukPKcd9z2JmnC9ji8W5YnIgkStWI3HZB36tQQ71/xdzhCbg9hhILXxDMrhdWwTLm9EG+Mq7AiEauByESk0xjzndtCJGtsEyluMHd89lKAdil7H52p5YieRXGuM+a474XlvsibbRcBPjJ36dwHwEeBP2J7JePM6NjfKywWuFpGj2JWZfuqcrwg7ZrQ2jh9kXscWbXn5wHaw69gmYOdiPt7G50p5p7wuDTvB5uRaIy7G6olJl2zFTgFcAKxxanL7gC8kQk3C69hcLC8Nu7ZEBna8crmIvIidgHEIO54xXryOLeLynOFMNwMHReQ57MSHChF5I0Hel57G52Z5pyTom4H9IrLZ2EWdsoHeyZR0J93QL7GLvFRgF0epAOZiJzLEddYYeB+bm+WJSJqxi6UUY9dCGF4PocUY8zMXw46Y17FFWp7Ygfbp2Fl2q7ETGk4YY77udmzR8Do+t8tzfg+fxk4rLgP2YCeMPBSriRixMBmT7TrsPOuNzh/Eu4Edxln5J568js3t8sQuG5iJXa2qCQgBAyaGi5WMl9exRVKeiMwC6o2z0IzY9WL9ZsTqWvHidXyxKE9ECowxbWJXzvsIkG+M+X4CNtec0aRqRhCRKdgFUVYCV4pIHXYloURItJ7G5nZ5Yle3ugxow86dP4qtySXCbbCnsUVSntjFXa4G5orIbmw7ZTZ2N4e48zo+t8tzOiw/CfQ57/lNwE+wH4STaijZpEi2IlJmjGnAWXgbeztRj+0tHj4mLp9wXsfmdnkiUuV0+CwEnsOugdCPXYP0QuzWM3HhdWyRlCcis42dIroYu/BRKXYxlKuwo0HimgS8js/t8k55D8/ALuLzjHO+1cA8Y8weF8P3RMKPs3VuSb7o3Ipswa7sdT7Qjv1DeA7i8wnndWxul+e0hf0vESnHbtuzBLunVhV2K524bd/idWyRlOcc+00RGV4QZSrwdmPMU8AT2I0e48br+GJU3vD43Pfi9Es4ybwWmDPxqL03GWq2s7HL6X0Ae+uw1/n6EnaVdld3PUjw2Nwurxy7gWMztmbcgn1PTAFCcRzuFY/YIinPYBeEX4Wt/WYBc0Tkp9g1df/Z5dgi5XV8rpfnjDjwY38f+4CLRSQd+3va4FbgXpoMyXYfdqX3ILa3fSl2Ee504PU4xgXex+Z2eZdjN8gbFLvQ8xFswulIgLZar2OLpDwD/BjbZn4edkzpAeBrxGYb9Uh5HZ+r5YnIHcB04PfYkTaLsXdy6di1hK8HEnJTx7NJ+NEII9sfxS5bV4yt5Q0ZY15MldjcLM8ZC/lt7B/FCWyTxP3G2ZgvnryOLZLynKac27Br+9ZiF8iuxA5JasRuGxS3cclexxeL8pwOyk9hKxfPYne6qMI2LfwZO/omESYwRSThk+2ZOL/kq4wx98Y7lpG8ji2a8sRuEpmDHcR/IXABtomiB3jRGLMlFrEmYmyRlOd8wM3D3l0sx27PU41N0O1mjDVuY83r+GJVnoiUAGuxG0P6jTG/ct7nhybTRIZTTcpk6/yCb8Be+A1xDuctvI7NrfKc9rAy7EaVbxhjfuNKgC7wOrbxludMKil3vsqAl+NZqx3J6/hiUZ7YzUeXALuxdx598R7pEa1JmWzh5Hi+dmNMb7xjGcnr2NwsT+xGmv2JWHvwOrZIyhORqUCrMaZnrGPjwev43CzP+fD7Cnaz1I0TDi5OJm2yVUqlDmdyw6SaxDCSJlullPJAwk9qUEqpZKDJVimlPKDJVimlPKDJVimlPPD/AYxskYi+J4r9AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -716,8 +708,6 @@ } ], "source": [ - "import matplotlib.dates as mdates\n", - "import datetime\n", "# 特殊的日期型locator和formatter\n", "locator = mdates.DayLocator(bymonthday=[1,15,25])\n", "formatter = mdates.DateFormatter('%b %d')\n", @@ -728,77 +718,7 @@ "base = datetime.datetime(2017, 1, 1, 0, 0, 1)\n", "time = [base + datetime.timedelta(days=x) for x in range(len(x1))]\n", "ax.plot(time, y1)\n", - "ax.tick_params(axis='x', rotation=70)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**其他进阶案例**" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#这个案例中展示了如何进行坐标轴的移动,如何更改刻度值的样式\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "x = np.linspace(-3,3,50)\n", - "y1 = 2*x+1\n", - "y2 = x**2\n", - "plt.figure()\n", - "plt.plot(x,y2)\n", - "plt.plot(x,y1,color='red',linewidth=1.0,linestyle = '--')\n", - "plt.xlim((-3,5))\n", - "plt.ylim((-3,5))\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "new_ticks1 = np.linspace(-3,5,5)\n", - "plt.xticks(new_ticks1)\n", - "plt.yticks([-2,0,2,5],[r'$one\\ shu$',r'$\\alpha$',r'$three$',r'four'])\n", - "'''\n", - "上一行代码是将y轴上的小标改成文字,其中,空格需要增加\\,即'\\ ',$可将格式更改成数字模式,如果需要输入数学形式的α,则需要用\\转换,即\\alpha\n", - "如果使用面向对象的命令进行画图,那么下面两行代码可以实现与 plt.yticks([-2,0,2,5],[r'$one\\ shu$',r'$\\alpha$',r'$three$',r'four']) 同样的功能\n", - "axs.set_yticks([-2,0,2,5])\n", - "axs.set_yticklabels([r'$one\\ shu$',r'$\\alpha$',r'$three$',r'four'])\n", - "'''\n", - "ax = plt.gca()#gca = 'get current axes' 获取现在的轴\n", - "'''\n", - "ax = plt.gca()是获取当前的axes,其中gca代表的是get current axes。\n", - "fig=plt.gcf是获取当前的figure,其中gcf代表的是get current figure。\n", - "\n", - "许多函数都是对当前的Figure或Axes对象进行处理,\n", - "例如plt.plot()实际上会通过plt.gca()获得当前的Axes对象ax,然后再调用ax.plot()方法实现真正的绘图。\n", - "\n", - "而在本例中则可以通过ax.spines方法获得当前顶部和右边的轴并将其颜色设置为不可见\n", - "然后将左边轴和底部的轴所在的位置重新设置\n", - "最后再通过set_ticks_position方法设置ticks在x轴或y轴的位置,本示例中因所设置的bottom和left是ticks在x轴或y轴的默认值,所以这两行的代码也可以不写\n", - "'''\n", - "ax.spines['top'].set_color('none')\n", - "ax.spines['right'].set_color('none')\n", - "ax.spines['left'].set_position(('data',0))\n", - "ax.spines['bottom'].set_position(('data',0))#axes 百分比\n", - "ax.xaxis.set_ticks_position('bottom') #设置ticks在x轴的位置\n", - "ax.yaxis.set_ticks_position('left') #设置ticks在y轴的位置\n", - "plt.show()" + "ax.tick_params(axis='x', rotation=70);" ] }, { @@ -812,9 +732,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "图例的设置会使用一些常见术语,为了清楚起见,这些术语在此处进行说明:\n", + "在具体学习图例之前,首先解释几个术语:\n", "##### legend entry(图例条目)\n", - "图例有一个或多个legend entries组成。一个entry由一个key和一个label组成。\n", + "每个图例由一个或多个legend entries组成。一个entry包含一个key和其对应的label。\n", "##### legend key(图例键)\n", "每个 legend label左面的colored/patterned marker(彩色/图案标记)\n", "##### legend label(图例标签)\n", @@ -841,66 +761,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "常用的几个参数:\n", - "\n", - "(1)设置图列位置\n", - "\n", - "plt.legend(loc='upper center') 等同于plt.legend(loc=9)\n", - "\n", - "\n", - "\n", - "| | | |\n", - "| ------------------------------------------------------- | ------------------------------------------ | ------------------------------------------------------------ |\n", - "| 0: ‘best' \n", - "1: ‘upper right' \n", - "2: ‘upper left' \n", - "3: ‘lower left' | \n", - "4: ‘lower right' \n", - "5: ‘right' \n", - "6: ‘center left' | \n", - "7: ‘center right' \n", - "8: ‘lower center' \n", - "9: ‘upper center' \n", - "10: ‘center' | \n", - "\n", - "\n", - "(2)设置图例字体大小\n", - "\n", - "fontsize : int or float or {‘xx-small’, ‘x-small’, ‘small’, ‘medium’, ‘large’, ‘x-large’, ‘xx-large’}\n", - "\n", - "(3)设置图例边框及背景\n", - "\n", - "plt.legend(loc='best',frameon=False) #去掉图例边框 \n", - "plt.legend(loc='best',edgecolor='blue') #设置图例边框颜色 \n", - "plt.legend(loc='best',facecolor='blue') #设置图例背景颜色,若无边框,参数无效\n", - "\n", - "(4)设置图例标题\n", - "\n", - "legend = plt.legend([\"CH\", \"US\"], title='China VS Us')\n", - "\n", - "(5)设置图例名字及对应关系\n", - "\n", - "legend = plt.legend([p1, p2], [\"CH\", \"US\"])" + "图例的绘制同样有OO模式和pyplot模式两种方式,写法都是一样的,使用legend()即可调用。 \n", + "以下面的代码为例,在使用legend方法时,我们可以手动传入两个变量,句柄和标签,用以指定条目中的特定绘图对象和显示的标签值。 \n", + "当然通常更简单的操作是不传入任何参数,此时matplotlib会自动寻找合适的图例条目。" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 131, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -912,29 +785,115 @@ } ], "source": [ - "line_up, = plt.plot([1, 2, 3], label='Line 2')\n", - "line_down, = plt.plot([3, 2, 1], label='Line 1')\n", - "plt.legend([line_up, line_down], ['Line Up', 'Line Down'],loc=5, title='line',frameon=False)#loc参数设置图例所在的位置,title设置图例的标题,frameon参数将图例边框给去掉" + "fig, ax = plt.subplots()\n", + "line_up, = ax.plot([1, 2, 3], label='Line 2')\n", + "line_down, = ax.plot([3, 2, 1], label='Line 1')\n", + "ax.legend(handles = [line_up, line_down], labels = ['Line Up', 'Line Down']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "legend其他常用的几个参数如下:\n", + "\n", + "##### loc设置图例位置 \n", + "loc参数接收一个字符串或数字表示图例出现的位置 \n", + "ax.legend(loc='upper center') 等同于ax.legend(loc=9)\n", + "\n", + "\n", + "\n", + "| Location String | Location Code |\n", + "| --------------- | ------------- |\n", + "| 'best' | 0 |\n", + "| 'upper right' | 1 |\n", + "| 'upper left' | 2 |\n", + "| 'lower left' | 3 |\n", + "| 'lower right' | 4 |\n", + "| 'right' | 5 |\n", + "| 'center left' | 6 |\n", + "| 'center right' | 7 |\n", + "| 'lower center' | 8 |\n", + "| 'upper center' | 9 |\n", + "| 'center' | 10 |" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 172, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", 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" ] }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,axes = plt.subplots(1,4,figsize=(10,4))\n", + "for i in range(4):\n", + " axes[i].plot([0.5],[0.5])\n", + " axes[i].legend(labels='a',loc=i) # 观察loc参数传入不同值时图例的位置\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### 设置图例边框及背景 " + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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ryh9v78XE2M408Wrc3VSOJF00Qjha+UWj4MjGuVBWaExkljAVWncxOzKbOJZfzFurMvjHruO0aOrF4/ERPHRjKL5N5HrSHqQPXghnVJwPG94ypiauqjQKkAx/AVq0NTsyq+QWlvHO2kMs3XYUD6WYdGMoT8RH0Mq38RbccARJ8EI4s/PHYd1rsHMJePkYxUaGPg0+rjFk8EJpBR+uz+bjDYcpu1TFxIGdeWZkV9r7Sx0DR5AEL4QrOJtp3Ijd/w9o1sYoHzjwUfB2zkRZWlHJZ5uPsCApk4LiCn7SpwPP3dSN8CApuOFIkuCFcCUndsKaVyFrLbQMNgqCx/zcmPDMCVyqrOLvqTm8vfoQJ8+XMrxbEFPGRtGrk7/ZoTVKkuCFcEXZ64wx9Md3QGA3Y8RN91tNG0OvtWb5vlPMWZlOdu5F+nZuxZRxUQyNaNwFN8wm4+CFcEXh8RC2Bg7+27ii/+sD0GmAMYY+PN6hoWzMPMvs5QfZnXOeyLYt+OCBAYzp0U4eUnJykuCFcGZKGVft3cbDni+NgiOfToDwEUbBkU797br73ccKmLMinQ2ZZ+no78Ocu/pwR/9gPOUhJZcgXTRCuJKKUkj5GNa/DiX50ON2Y56bwK423U3mmSLeWJnOf/edok3zJjw5IpL7BodIwQ0nJF00QrgLb8swyn4PwOZ3YNM7cGAZ9LsP4n8H/p2ua/MnCkqYu/oQX+84RjNvT54d1ZVH48Lwk4IbLkmu4IVwZUW5kPw6bP8YlAcMngzDngPfhs3OeO5iOe8mZbJ48xHQcN+QEJ4cEUlgCym44exkFI0Q7u7cEUj6M+z+Apr6wY3PwJBfXbPgyMWyS3yy4TAL12dzsfwSd/QP5tejuxLcWgpuuApJ8EI0FqfTYO0MSP8Omrf9seCI1/9OF1B+qYovth1l/tpDnC0qZ0yPdrwwNopu7fxMClxYy+YJXinlA9wL5AKDgZe01lW1tHsWKAD8tdbzrrZNSfBC2NCxbUbBkSMboVUX40Zsr7uoRPHt7uO8uSqDY/klDA5rw4vjo+kfIjVkXZU9brKOAyq11suUUiFAXyC1xk67Ah201nOVUi8rpaK11get3J8QoiE6D4JJ30HmGljzCnzzGIVrXmfOpYl8mhdFz47+LH64N8O7BspYdjdm7cTMScAGy3IH4Pta2owAtlmWdwNXPJmhlJqslEpRSqXk5uZaGYoQolZKQdfRbB/7T97yf5G8cwW8evFVdnR6k2UTPImXakpuz6oEr7Uu0FpnKaUigUytdX4tzQKBC5blIuCK2/pa64Va61itdWxQUJA1oQgh6pB24gIPL9rOzz7YyhfFg9g0/j9U3vwGAWU5eCwaD0snGkXChduyehy8Uqo90E9rvaiOJnlA9R0bP8u6EMLOjuRd5M1VGXy7+wR+Tb14cVw0k4aG0qyJJxAJfX8OWz+ADW/D+8Og989gxDRoE2Z26MLGrErwlpusN2utP1FKeQM9gAKt9ZHLmiUCk4B/ADHA0uuMVQhxFWcKS5m/JpMvth3Fy1PxeHwEjw+PwN+3xkNKTZpD3HMwYJJRVWrr+8YUxQMmwfDfgl87M8IXdmDtKJqngDigAugCTAee11pPqNFORtEIYWfnSypYuD6LTzZ8T3llFfcM7Mwzo7rSrmU955G/cMKoE5v6KXg1NcbP3/gM+Mj0v65AxsEL4YZKKypZvOl73k3K4nxJBbfGdOS5m7oRFnj1h5vqlJdljKHf/w00a208ETvoMfBuZtvAhU1JghfCjVyqrOLrHTnMXX2IUxdKSYgK4oUxNiy4cXK3MT1x5mrw62gUHOl7n9MUHBH/SxK8EG6gqkrz332neGNlOtlnL9I/pBVTxkUzJDzAPjs8nGwUHMnZDgFdjYeletxmWsERUTuZTVIIF6a1ZkPmWWYvT2fv8fN0a9eCD38Ry+jube07jj0sDh5ZBen/Ma7ov34QOvYzCo5EjLDffoXNSIIXwontOlbA7OUH2ZSVR6dWzXjjZzHc3q+T4wpuKAXRt0C3cbDnK0icCZ/dDmHxMPplo8KUcFrSRSOEE8o8U8jrKzJYvv8UAc2b8NTISO4dHEJTL5MLblwqg5RPYP0cKM6D7hOMWrFB3cyNqxGTLhohXMTxghLmrs7gbzty8G3ixW9Gd+ORuDBaNHWSH1WvpjDkCeh3P2xeAJvmGzVj+95n3Iz1DzY7QnEZuYIXwgnkXyzn3cRMPt1iFNx44IYu/CohggBnL7hx8SwkvwHbPwKUMawy7vkGFxwR1pNRNEI4qYtll/jYUnCjuPwSd/YP5tc3daNTKxcbe15w9MeCI01awNBnjCv9pi3MjsztSYIXwsmUXapk6dajvLM2k7yL5Yzt2Y4XxkTR1dULbpw5YDwsdfDf0DzImPpgwCSja0fYhSR4IZxEZZXmnzuNghvHC0oYEt6GF8dF08/dCm4c224pOLIBWoXAiN8bk5p5mHyT2A1JghfCZFprVh84w5wVB8k4XUSvTi2ZMjaaOHcuuKE1ZK2B1X+AU3ugbQ8Y9ZIx5NJdj9kEMopGCBNtzc7jteUHST1aQFhgcxbc25/xvdrj4aix7GZRCiJHQ/hISPun0XXzxT3QeTCMfgW6DDU7QrcnCV4IO9l/4jxzVqSTlJ5Lu5ZNmXVHb+4aEIy3p7WF1FyUhwf0ugO63wo7l8C61+Av46HrGOOKvn1vsyN0W9JFI4SNfX/2x4Ib/s28+VVCBA8ODcXHW/qfASgvhm0LYcObUHr+soIj4WZH5pKkD14IBzhzoZR5aw/x5bZjeHt68PCwUCYPj8C/mfe1P9wYlZyDjfNgy3tQVXFZwZH2ZkfmUiTBC2FH50sq+GBdFp9sPMylSs3PB4Xw9MhI2ta34EZjV3jKUnBkMXg2McbPD30GmrUyOzKXIAleCDsoKa9k8ebvec9ScOO2vkbBjS4BVhbcaOzysozJzPb9DXxaGWUFB02WgiPXIAleCBuqqKzi65Qc5q7J4PSFMkZEBfHC2Ch6dpQSdzZxco+l4Mgq8OtgKThyvxQcqYMkeCFsoKpK893ek7yxMp3v84oZ0KU1U8ZGMdheBTcau+83GGPoc7ZBQKRRcKT7bcaoHPEDm4+DV0oNBZ7TWt91lTYbgcOW1Ze01tnW7EsIs2mtWX/oLLOXH2T/iQtEtfPjo1/EMsreBTcau9Bh8MhKSP+vpeDIJOgQYyk4MlIelqoHqxK81nqTUmryNZq9p7VeYs32hXAWqUfPMXv5QbZk5xPcuhlvTYxhQowDC240dkpB9M3QbSzs/RoS/wRL7oDQOONhqeBaL1yFhT07tYYopVoD3YBntdZVNRtYfklMBggJCbFjKEI0zKHThcxZkc7KtNMEtmjCHyb05OeDQmjiJd0DpvDwhJh7oOdPYcciY9TNR6Mg+ifGw1JBUWZH6JSs7oNXSi3SWk+6yvvdtdYHlFIPAYe11klX2570wQtnkHOumLdXH+Kb1ByaN/Fi8vBwHh4WRnNnKbghDGWFxvj5jfOg4iLE3GvcjG3V2ezIHM7hc9EopXyAc5bVHECeXBBOLa+ojAWJWSzZcgQUPDIsjCcSImnTvInZoYnaNPWD+CkQ+4jxROy2D2HvX2HgY8bwyuaBZkfoFK47wSulvIGOWusjl708DggB5gGdgV3Xux8h7KGo7BIfJWfz4fpsSioq+dmAzjw7uisdXa3gRmPVPADG/gkGPw7r/gxb34PUT2Ho03DDr4xfBI2YVV00SqnhwF+A54BTwO+11hMue98XuA84DYRrrd++1jali0Y4UtmlSpZsOcqCxEzyL5Yzvld7nh8TRWRbqUDk0nLTYe0f4cAy8A00pj6IfcitC47IOHghLCqrNN+k5vD26kMcLyjhxsgApoyNJqZzK7NDE7aUswNWvwzfJ4N/CIyYCn0mumXBEUnwotHTWrMy7TSvr0jn0Jki+gT7M2VsNMO6Sl+t29IashONh6VO7oKg7jDq/yDqZrcaQy8FP0SjtjnLKLix61gB4UHNee++/ozr1V4eUnJ3ShkPRIWPgLR/GV03X94LwQONMfShw8yO0O4kwQu3te/4eWavSGd9Ri7tW/rw2p29ubN/MF6NreBGY6cU9LzdGDO/63NI+jMsusWoNjXqJePpWDclXTTC7Rw+e5E3Vqbz7z0naeXrzZMJkTxwQxcpuCEMFSXGsMrkN6C0AHrdaRQFD4gwOzKrSB+8aBROXyhl7ppDfLX9GE08PXg0LozHhofT0kcKbohalBTApvmw5V2oLIf+v4DhU6BlB7MjaxBJ8MKtnS+u4L11WSzadJjKKs29g0J4amRXgvzcd2icsKHC07B+Duz4C3h4w5DH4cZnoVlrsyOrF0nwwi2VlFfyl02HeT8pi8KyS9zetxO/Gd2NkABfs0MTrij/sFFwZO/X4NMShv0GBv0Smjj3/ydJ8MKtVFRW8dX2Y8xbc4gzhWWMim7LC2Oj6N6hpdmhCXdwai+s+SMcWgEt2kPCi9DvAfB0zq4+SfDCLVRVaZbtOcGbqzI4klfMwNDWvDgumtjQNmaHJtzRkU3GGPpjW6BNuHEjtucdTldwRBK8cGlaa5Iycpm9PJ0DJy8Q3d6PF8dFkxAVJGPZhX1pDYdWGon+zH5o3xtGvQKRo5zmYSl50Em4rB1H8nlteTrbDucT0saXuff05dY+HfGQghvCEZQyio1EjoZ9f4e1M+DzO6HLMBj9MnQeZHaEVyUJXjil9FNGwY3VB04T2KIpf7ytJxMHSsENYRIPT+hzN/S4HVIXw7rX4OObIOoWY/qDtt3NjrBW0kUjnMqx/GLeWp3BP3Yep0UTLx5PiOChG0PxbSLXIsKJlBUZUxNvnGcUH4n5uTGhWSvHV6aTPnjh9M4WlfHO2kw+33oED6WYNDSUx+MjaC0FN4QzK843Co5sXQhoowBJ3PPQIshhIUiCF06rsLSCD5MP81FyNmWXqrg7NphnRnWlg78U3BAu5HyO0W2zcwl4+8INT8ENTxrj6e1MErxwOqUVlSzZcoQFiZmcK67glt4deG5MNyKCpOCGcGG5GZA4w5i90jcA4l6A2IfB28duu5QEL5zGpcoqvtl5nLdXZXDifClxXQOZMjaa3sH+ZocmhO0cT4U1rxrz0ft3hoSpEHOPXQqOSIIXptNas2L/aV5fmU7mmSJiOrfixbFRDI2UghvCjWUnGWPoT6RCUDSM/D+IvsWmY+hlHLww1aass7y2PJ3dxwqICGrO+/cPYGzPdvKQknB/4QnwWLxRI3bNq/DVfdAp1ig4EhZn991bleCVUkOB57TWd12lzbNAAeCvtZ5nXXjCle3NOc/sFQdJPnSWjv4+zL6rD3f06yQFN0TjohT0mGCUCtz9BSTNgsU/gYhRRsGRjn3ttmurftK01puAorreV0p1BTporRcDrZVS0VbGJ1xQdm4RTy5N5dZ3NrDv+Hmm39KdtS8kcHdsZ0nuovHy9IL+D8DTqTDmT0a3zcJ4+PohyMuyyy7t1UUzAthmWd4NxAMHazZSSk0GJgOEhDj+AQFhH59vPUriwTM8M6orj8WF4ScFN4T4kbcPDH3KSPab3oHNC6BlRxj7J5vvyuqbrEqpRVrrSXW8Nw3YprVerZQaDQzUWs+62vbkJqv7OF9cQUVVFYEtpOCGENdUdMaYitjKAiNm3GTNA/wsy36WddFI+PvKFbsQ9daird02fd0dokopb6VUlxovJwIDLcsxQNL17kcIIUTDWJXglVLDgTil1G1Af2D+5e9rrTOA00qpB4F8y7oQQggHsqqLRmu9Hoi47KUJtbSZa21QQgghrp+MWRNCCDclCV4IIdyUJHghhHBTkuCFEMJNSYIXQgg3JQleCCHclCR4IYRwU5LghRDCTUmCF0IINyUJXggh3JQkeCGEcFOS4IUQwk1JghdCCDclCV4IIdyUJHghhHBTkuCFEMJNSYIXQgg3JQleCCHclCR4IYRwU1bVZAVQSj0LFAD+Wut5dbTZCBy2rL6ktc62dn+ikcrOhvBws6MQwiVZdQWvlOoKdNBaLwZaK6Wi62j6ntb6fsuXJHfRMLNmQUSE8a8QosGs7aIZAWyzLO8G4utoN0Qp9bRSar5S6op9KaUmK6VSlFIpubm5VoYi3NKsWTBjhrE8Y4YkeSGsYG2CDwQuWJaLgDZ1tFugtZ4PpALDa76ptV6otY7VWscGBQVZGYpwO9XJvbjYWC8uliQvhBWsTfB5gJ9l2c+y/j+UUj7AOctqDtDeyn2JxqRmcq8mSV6IBrM2wScCAy3LMcA6pVSXGm3GAXdbljsDGVbuSzQW2dkwbdqVyb1acbHxfrbczhGiPqxK8FrrDOC0UupBIB9oBcyv0WwlUKKUmgC01FqnXk+gohEID4eZM8HXt/b3fX2N92VUjRD1YvUwSa313BovTajxfjHwobXbF43U1KnGvzW7aXx9Yfr0H98XQlyTPOgknM/UqUYyr76Sl+QuhFWsvoIXwq6qk/m0aZLchbCSJHjhvKZOhYkTpc9dCCtJF41wbpLchbCaJHghhHBTkuCFEMJNSYIXQgg3JQleCBeWfU6e6hV1kwQvhIualTyLiHkRzEqW+XlE7STBC+GCZiXPYkayMZ3yjOQZkuRFrSTBC+FiqpN7cYUxlUNxRbEkeVErSfBCuJCayb2aJHlRG0nwQriI7HPZTFs77YrkXq24ophpa6fJjVfxA0nwQriI8NbhzBw5E1/v2qdT9vX2ZebImYS3lqd/hUESvBAuZGrcVKbHTb8iyft6+zI9bjpT42RSNvEjSfBCuJiaSV6Su6iLJHghXFB1kgckuYs6Ka212TEAEBsbq1NSUswOQwiXkn0uW/rcGzml1A6tdWxt78kVvBAuTJK7uBqrC34opZ4FCgB/rfU8a9sIIYSwD6uu4JVSXYEOWuvFQGulVLQ1bYQQQtiPtV00I4BtluXdQLw1bZRSk5VSKUqplNzcXCtDEUIIURtrE3wgcMGyXAS0saaN1nqh1jpWax0bFBRkZShCCCFqY22CzwP8LMt+lnVr2gghhLATaxN8IjDQshwDrFNKdblGmyQr9yWEEMIKViV4rXUGcFop9SCQD7QC5l+tjWVdCCGEg1g9TFJrPbfGSxPq0UYIIYSDyINOQgjhpiTBCyGEm5IEL4QQbkoSvBBCuCmrb7IKIYSjVFRUkJOTQ2lpqdmhmMbHx4fg4GC8vb3r/RlJ8EIIp5eTk4Ofnx+hoaEopcwOx+G01uTl5ZGTk0NYWFi9PyddNEIIp1daWkpAQECjTO4ASikCAgIa/BeMJHghhEtorMm9mjXHLwleCOG+srPNjsBUkuCFEO5p1iyIiDD+tYHCwkLmz59/1TZlZWWcP3++XtvLzc1l4cKFtgitTpLghRDuZ9YsmDHDWJ4xwyZJPiUlhbS0tKu2+eCDD9i5c+c1t1VRUcHOnTtJT0+/7riuRhK8EMK9VCf34mJjvbjYJkl+xIgRtGvX7qpt+vTpU69teXt7M2bMGPz8/K7d+DrIMEkhhPuomdyrVSd5gKlTbbKr7OxsVq5cSXR0NFlZWTzyyCMApKamkpeXR2pqKq+++ipKKRYsWEBISAgnTpzgiSeesMn+60Ou4IUQ7iE7G6ZNuzK5VysuNt630Y3X4uJixo8fT79+/di7d+8Pr7dt25Y777yTHj16sGHDBr799lt69erFbbfdRn5+PidPnrTJ/utDErwQwj2Eh8PMmeDrW/v7vr7G++HhNtld69atWbJkCbt376Zp06Y/vB4cHAwYif7kyZOkp6dz4sQJkpKSaNu2LSUlJTbZf31IF40Qwn1Ud7/U7Kbx9YXp023WPQPw5ptv8vvf/542bdqwdu1aLl26BBg3UAFOnTpFVFQUXl5eBAYGkpCQQJ8+fWjevLnNYrgWSfBCCPdSM8nbKLknJSWxZ88ekpKSSEhIICEhgc8++4zw8HDy8/NZs2YNvr6+7Nu3j/Lycs6fP8+gQYMYMGAAs2fP5tSpUwDcc889lJaWsnnzZvbu3cuWLVsYMmTI9R51rZTW2i4bbqjY2FidkpJidhhCCCd04MABunfv3rAPzZpl9LnPnGnTK3cz1fZ9UErt0FrH1tZeruCFEO5p6lSYONFmfe6uyKoEr5R6FigA/LXW867SbiNw2LL6kta6cT83LIRwrEac3MGKUTRKqa5AB631YqC1Uir6Ks3f01rfb/mS5C6EEA5kzTDJEcA2y/JuIP4qbYcopZ5WSs1XSl2xL6XUZKVUilIqJTc314pQhBBC1OWaCV4pNVop9Wj1FxAEXLC8XQS0ucrHF2it5wOpwPCab2qtF2qtY7XWsUFBQVaEb8g+J38cCCGu1NhzwzUTvNZ6tdb6o+ov4CxQPYGCH5BX2+eUUj7AOctqDtDeBvFeYVbyLCLmRTAr2TYzxgkh3IOtc0NjmU0yERhoWY4BkpRS3kqpLjXajQPutix3BjKsC7Fus5JnMSPZmF9iRvIMSfJCCMA+ucERs0muWLGChx566LrivFyDE7zWOgM4rZR6EMi3rPcHav5qWwmUKKUmAC211qnXHe1lqk9gcYXxtFpxRbEkeeHcGnnxCUexV25wxGySY8eOxZbPJlk1TFJrPbfG+lZgQo3XioEPrQ+tbjVPYLXqEwkwNc49HmwQbsINH7pxRo7MDTKbpB1kn8tm2tppV5zAasUVxUxbO63R31wRTsQOxSfElRydG2Q2STsIbx3OzJEz8fWufcY4X29fZo6cSXjrxv2Ag3ASdio+Ia7k6Nwgs0naSfWfWDX/FPP19mV63HTpnhHOwYHFJ4TBkbnBFWaTdLkr+GpT46YyPW76D7+tJbkLp+Lg4hPiR/bKDZfPJgn8MJvksmXLfphN0tPTk/T0dL777rsfZpP86U9/yubNm/nyyy9ZuXIlTZs2pbS0lMTExB9mk6y2bNkykpOTSUxMvK5Yf6C1doqvAQMGaGvMXD9T8wp65vqZVn1eCLuZOVNrX1+t4covX1/jfVEvaWlpDf6MO+aG2r4PQIquI6+6ZBfN5abGTWVir4nS5y6cjwOLT4grSW5w4S6ayzXmEyic3NSpRjKvLiMnyd1q2orx4e6UG6w5frdI8EI4teokD5LcreTj40NeXp5NHwJyJVpr8vLy8PHxadDnpKKTEI6Snd3o5ye3VkVFBTk5OZSWlpodiml8fHwIDg7G29v7f16Xik5COANJ7lbz9vYmLCzM7DBcjnTRCCGEm5IEL4QQbkoSvBBCuCmnucmqlMoFjljx0UCMIiTuQI7FOcmxOCc5FkMXrXWtJfGcJsFbSymVUtcdZFcjx+Kc5FickxzLtUkXjRBCuClJ8EII4abcIcHbt2qtY8mxOCc5Fuckx3INLt8HL4QQonbucAUvhBCiFpLghRDCTUmCF0IIN+Vyk40ppYYCz2mt77pGu2eBAsBfaz3PEbE1VH1jVEptBA5bVl/SWjtNnbf6HIMrnAuo97E47bm4XH1+TlzovNTnWJz+vCilfIB7gVxgMEacVbW0s9l5cbkreK31JqDoam2UUl2BDlrrxUBrpVS0Q4JrgAbG+J7W+n7Ll9P8x63PMbjCuYAGxemU56Kma/2cuMp5gfr9zOMa52UcUKm1XgacBPrWbGDr8+JyCb6eRgDbLMu7gXgTY6lLQ2IcopR6Wik1XynlTOesPsfgCucC6h+ns56LhnKV81JfrnBekoANluUOwPe1tLHpeXHqLhql1Ggg9LKXsrTW9Sk3HghU/xYvArrbOLQGq+VYgqh/jAu01geUUg8BwzH+oziD+nyfne5c1KG+cTrruWgoVzkv9eX050VrXQAUKKUigUytdX4tzWx6Xpw6wWutV1v50TzAz7LsZ1k3Vc1jUUr9knrEaOm3O2dZzQHa2ytGK9Tn++x056IO14zTyc9FQ7nKebkmVzovSqn2QD+t9aI6mtj0vDjrnzL1ppTyVkp1qfFyIjDQshyDE/42p5YY6ziWccDdluXOQIaD4quPmsewzkXPBdTvWJz5XNTJhX9GruCCPyM/sPwiullr/bXlOGLsfV5cLsErpYYDcUqp25RSCugPzL+8jdY6AzitlHoQyLesO5U6YrziWICVQIlSagLQUmud6uBQ61TzGIBWuOC5gPodC058Lmq6/OcEF/0ZqXatY8F1zsujwFil1BJgLQ74eZGpCoQQwk253BW8EEKI+pEEL4QQbkoSvBBCuClJ8EII4aYkwQshhJuSBC+EEG7q/wEliwik4ffBRgAAAABJRU5ErkJggg==\n", + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,3))\n", + "axes = fig.subplots(1,3)\n", + "for i, ax in enumerate(axes):\n", + " ax.plot([1,2,3],label=f'ax {i}')\n", + "axes[0].legend(frameon=False) #去掉图例边框\n", + "axes[1].legend(edgecolor='blue') #设置图例边框颜色\n", + "axes[2].legend(facecolor='gray'); #设置图例背景颜色,若无边框,参数无效" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### 设置图例标题" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -946,21 +905,9 @@ } ], "source": [ - "#这个案例是显示多图例legend\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "x = np.random.uniform(-1, 1, 4)\n", - "y = np.random.uniform(-1, 1, 4)\n", - "p1, = plt.plot([1,2,3])\n", - "p2, = plt.plot([3,2,1])\n", - "l1 = plt.legend([p2, p1], [\"line 2\", \"line 1\"], loc='upper left')\n", - " \n", - "p3 = plt.scatter(x[0:2], y[0:2], marker = 'D', color='r')\n", - "p4 = plt.scatter(x[2:], y[2:], marker = 'D', color='g')\n", - "# 下面这行代码由于添加了新的legend,所以会将l1从legend中给移除\n", - "plt.legend([p3, p4], ['label', 'label1'], loc='lower right', scatterpoints=1)\n", - "# 为了保留之前的l1这个legend,所以必须要通过plt.gca()获得当前的axes,然后将l1作为单独的artist\n", - "plt.gca().add_artist(l1)" + "fig,ax =plt.subplots()\n", + "ax.plot([1,2,3],label='label')\n", + "ax.legend(title='legend title');" ] }, { @@ -968,7 +915,7 @@ "metadata": {}, "source": [ "## 思考题\n", - "- 请尝试使用两种模仿画出下面的图表(重点是柱状图上的标签),本文学习的text方法和matplotlib自带的柱状图标签方法bar_label\n", + "- 请尝试使用两种方式模仿画出下面的图表(重点是柱状图上的标签),本文学习的text方法和matplotlib自带的柱状图标签方法bar_label\n", "![](https://img-blog.csdnimg.cn/99bc6e007eb34fc09015589d56c6eafc.png)" ] },