viz_nondataelements.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import matplotlib.dates as mdates\n",
    "from matplotlib.ticker import (MultipleLocator, AutoMinorLocator)\n",
    "\n",
    "#import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "projectpath='C:/Users/david/OneDrive - uibk.ac.at/MA/VU Elective Vizualisation of scientific data/lecture material/jupyter notebooks/'\n",
    "#projectpath='G:/My Drive/visualization/nondataelements/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.5.2'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "mpl.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# rc params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# in general you find all figure parameters under plt.rcParams\n",
    "#print(plt.rcParams)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# axes styling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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d4H6q46avUfV0XWa+uQRlD62J97uXtZFUHD/yI6k4Bpek4hhckopjcEkqjsElqTgGl6TiGFySimNwSSqOwSWpOP8H27JYayDu8+0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,7))\n",
    "#plt.rcParams['figure.facecolor'] = '1'\n",
    "plt.rcParams['axes.facecolor'] = '1'\n",
    "\n",
    "\n",
    "plt.rcParams['axes.spines.top'] = True\n",
    "plt.rcParams['axes.spines.bottom'] = True\n",
    "plt.rcParams['axes.spines.left'] = True\n",
    "plt.rcParams['axes.spines.right'] = True\n",
    "\n",
    "\n",
    "plt.rcParams['axes.linewidth'] = 5\n",
    "plt.rcParams['axes.edgecolor'] = '1'\n",
    "\n",
    "ax = fig.add_axes([0,0,.5,.3])    \n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def axes_style(theme):\n",
    "    \n",
    "    if theme =='dark':\n",
    "        fc = '.96'\n",
    "        ec = '.96'\n",
    "        gc = '1'\n",
    "        glw = 1.5\n",
    "        alw= .5\n",
    "        \n",
    "    if theme == 'light':\n",
    "        fc = '.99'\n",
    "        ec = '.5'\n",
    "        gc = '.5'\n",
    "        glw = .2\n",
    "        alw= .5\n",
    "    \n",
    "    if theme == 'xlight':\n",
    "        fc = '1'\n",
    "        ec = '1'\n",
    "        gc = '.5'\n",
    "        glw = .2\n",
    "        alw= 5\n",
    "        \n",
    "    plt.rcParams['figure.facecolor'] = '1'\n",
    "        \n",
    "    plt.rcParams['axes.facecolor'] = fc\n",
    "    plt.rcParams['axes.edgecolor'] = ec\n",
    "    plt.rcParams['axes.linewidth'] = alw\n",
    "\n",
    "    plt.rcParams['axes.labelcolor'] = '.2'\n",
    "    plt.rcParams['grid.color'] = gc\n",
    "    plt.rcParams['grid.linewidth'] = glw\n",
    "\n",
    "    plt.rcParams['xtick.major.size'] = 0\n",
    "    plt.rcParams['ytick.major.size'] = 0\n",
    "    \n",
    "    plt.rcParams['xtick.color'] = '.2'\n",
    "    plt.rcParams['ytick.color'] = '.2' \n",
    "    \n",
    "    plt.rcParams['grid.linestyle'] = '-' \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plt.rcParams\n",
    "#plt.rcParamsDefault"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Solarize_Light2',\n",
       " '_classic_test_patch',\n",
       " 'bmh',\n",
       " 'classic',\n",
       " 'dark_background',\n",
       " 'fast',\n",
       " 'fivethirtyeight',\n",
       " 'ggplot',\n",
       " 'grayscale',\n",
       " 'seaborn',\n",
       " 'seaborn-bright',\n",
       " 'seaborn-colorblind',\n",
       " 'seaborn-dark',\n",
       " 'seaborn-dark-palette',\n",
       " 'seaborn-darkgrid',\n",
       " 'seaborn-deep',\n",
       " 'seaborn-muted',\n",
       " 'seaborn-notebook',\n",
       " 'seaborn-paper',\n",
       " 'seaborn-pastel',\n",
       " 'seaborn-poster',\n",
       " 'seaborn-talk',\n",
       " 'seaborn-ticks',\n",
       " 'seaborn-white',\n",
       " 'seaborn-whitegrid',\n",
       " 'tableau-colorblind10']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "['Solarize_Light2', '_classic_test_patch', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark', 'seaborn-dark-palette', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig = plt.figure(figsize=(12,7))\n",
    "fig = plt.figure()\n",
    "\n",
    "\n",
    "w=.3\n",
    "h=.2\n",
    "dh=.1\n",
    "dw=.1\n",
    "ncols=4\n",
    "k=0 #, 'fast',, '_classic_test_patch', 'seaborn-dark', 'seaborn-notebook', 'seaborn-darkgrid', 'seaborn-deep'\n",
    "for theme in ['Solarize_Light2', 'bmh', 'classic', 'dark_background', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-muted', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']:\n",
    "    plt.style.use(theme)\n",
    "\n",
    "    \n",
    "    r,c=divmod(k,ncols)\n",
    "\n",
    "    ax = fig.add_axes([c*(w+dw),-r*(h+dh),w,h])\n",
    "    ax.plot([0,1,2,3],[1,2,5,3],'.-')\n",
    "    ax.plot([0,1,2,3],[2,1,2,4],'.-')\n",
    "    ax.plot([0,1,2,3],[1,3,1,2],'.-')\n",
    "    \n",
    "    ax.set_xlim(-.5,3.5)\n",
    "    ax.set_ylim(0,6)\n",
    "    ax.annotate(theme,xy=(0,1.1),xycoords='axes fraction',fontsize=12,c='.1')\n",
    "\n",
    "    ax.grid(True)\n",
    "    k+=1\n",
    "    \n",
    "    \n",
    "plt.savefig(projectpath+'axes_themes_mpl.png',bbox_inches='tight',dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plt.rcParams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x560 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParamsDefault\n",
    "plt.style.use('Solarize_Light2')\n",
    "plt.style.use('ggplot')\n",
    "plt.style.use('classic')\n",
    "\n",
    "plt.rcParams['figure.facecolor'] = '1'\n",
    "\n",
    "fig = plt.figure(figsize=(7,7))\n",
    "\n",
    "axes_style('light')\n",
    "ax = fig.add_axes([0,0,.5,.3])\n",
    "ax.grid(True)\n",
    "\n",
    "axes_style('xlight')\n",
    "ax = fig.add_axes([.6,0,.5,.3])\n",
    "ax.grid(True)\n",
    "#sns.despine(ax=ax)\n",
    "\n",
    "\n",
    "axes_style('dark')\n",
    "ax = fig.add_axes([1.2,0,.5,.3])\n",
    "ax.grid(True)\n",
    "\n",
    "#axes_style('light')\n",
    "axes_style('dark')\n",
    "\n",
    "plt.rcParams['xtick.color'] = '.55'\n",
    "plt.rcParams['ytick.color'] = '.55' \n",
    "ax = fig.add_axes([1.8,0,.5,.3])\n",
    "ax.grid(True)\n",
    "\n",
    "\n",
    "plt.savefig(projectpath+'axes_themes3.png',bbox_inches='tight',dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x560 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "axes_style('light')\n",
    "\n",
    "fig = plt.figure(figsize=(7,7))\n",
    "plt.rcParams['axes.facecolor'] = '1'\n",
    "w=.3\n",
    "h=.2\n",
    "dh=.05\n",
    "dw=.05\n",
    "ncols=3\n",
    "for k in range(9):\n",
    "    \n",
    "    r,c=divmod(k,ncols)\n",
    "\n",
    "    ax = fig.add_axes([c*(w+dw),-r*(h+dh),w,h])\n",
    "    ax.grid(True)\n",
    "    ax.tick_params(axis='both', which='major',labelsize=7)\n",
    "\n",
    "#plt.savefig(projectpath+'grid_themes_w.png',bbox_inches='tight',dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABGQAAAEtCAYAAABOG7bGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAxOAAAMTgF/d4wjAAAT6klEQVR4nO3dwWrjahaF0aMiGI88yIPVtF6v3iavU9gTR5BSj9wIbsfui5Tzb5y1xkH5EGdQ7AhqWpZlKQAAAADa/BgdAAAAAPDdGGQAAAAAmhlkAAAAAJoZZAAAAACaGWQAAAAAmhlkAAAAAJq9PPqBZVlq9P+MPU3Tf1u+c0NKR0LDreP9/b2Ox+Om54y+8aT3qSOn4dbhxp+rI6EhrWOPG9/q9+/f9fr6OrRhnueqqjocDt+6Qcc/Gz4+PurXr1+bnuPGcxpSOhIabh3PcONJ71NHTsOt496N/1+DzPV63T3s37j9Q21kR0JDSkdCw63jx4/tH3mNvvGk96kjp+HW4cafqyOhIa1jjxvf6vX1tX7+/Dm04Xw+V1XV6XT61g06/tnw9va2+TluPKchpSOh4dbxDDee9D515DTcOu7d+Ph/BQEAAAB8MwYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYvj35gmqY6Ho8dLXcbqmpoR0JDSkdCw7pjj+d4nzrSGtYdezzH+8zoSGhI7Bhtnuc6n89DGy6Xy9Dfn9JQpeMrGtx4TkNVRkdCQ9Xz3Pizvc+tEjoSGqoed/hCBgAAAKDZwy9klmWp6/Xa0fKp21/wRnYkNKR0JDSsO7YafeNp71NHRsO6Yys3ntOR0JDYMdrhcKjT6TQ6o6oqoiOhoUrHntx4XkNVRkdCwx5SbjyhoUpHWsM9vpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGj28ugHpmmq4/HY0XK3oaqGdiQ0pHQkNKw79niO96kjrWHdscdzvM+MjoSGxI7R5nmu8/k8tOFyuQz9/SkNVTq+osGN5zRUZXQkNFQ9z40/2/vcKqEjoaHqcYcvZAAAAACaPfxCZlmWul6vHS2fuv0Fb2RHQkNKR0LDumOr0Tee9j51ZDSsO7Zy4zkdCQ2JHaMdDoc6nU6jM6qqIjoSGqp07MmN5zVUZXQkNOwh5cYTGqp0pDXc4wsZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmL49+YJqmOh6PHS13G6pqaEdCQ0pHQsO6Y4/neJ860hrWHXs8x/vM6EhoSOwYbZ7nOp/PQxsul8vQ35/SUKXjKxrceE5DVUZHQkPV89z4s73PrRI6EhqqHnf4QgYAAACg2cMvZJZlqev12tHyqdtf8EZ2JDSkdCQ0rDu2Gn3jae9TR0bDumMrN57TkdCQ2DHa4XCo0+k0OqOqKqIjoaFKx57ceF5DVUZHQsMeUm48oaFKR1rDPb6QAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABo9vLoB6ZpquPx2NFyt6GqhnYkNKR0JDSsO/Z4jvepI61h3bHHc7zPjI6EhsSO0eZ5rvP5PLThcrkM/f0pDVU6vqLBjec0VGV0JDRUPc+NP9v73CqhI6Gh6nGHL2QAAAAAmj38QmZZlrperx0tn7r9BW9kR0JDSkdCw7pjq9E3nvY+dWQ0rDu2cuM5HQkNiR2jHQ6HOp1OozOqqiI6EhqqdOzJjec1VGV0JDTsIeXGExqqdKQ13OMLGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmL49+YJqmOh6PHS13G6pqaEdCQ0pHQsO6Y4/neJ860hrWHXs8x/vM6EhoSOwYbZ7nOp/PQxsul8vQ35/SUKXjKxrceE5DVUZHQkPV89z4s73PrRI6EhqqHnc8HGTe39/rxw8f0pDp79+/m5/hxknmxnl2e9z4Vh8fH/X29jY6A/6nP3/+bH6GGyeZG+fZ3bvxaVmWpS8FAAAAAH8yBQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaPby6AeWZallWTpaPjVN039bvnNDSkdCw63j/f29jsfjpueMvvGk96kjp+HW4cafqyOhIa1jjxvf6vfv3/X6+jq0YZ7nqqo6HA7fukHHPxs+Pj7q169fm57jxnMaUjoSGm4dz3DjSe9TR07DrePejf9fg8z1et097N+4/UNtZEdCQ0pHQsOt48eP7R95jb7xpPepI6fh1uHGn6sjoSGtY48b3+r19bV+/vw5tOF8PldV1el0+tYNOv7Z8Pb2tvk5bjynIaUjoeHW8Qw3nvQ+deQ03Dru3fj4fwUBAAAAfDMGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmL49+YJqmOh6PHS13G6pqaEdCQ0pHQsO6Y4/neJ860hrWHXs8x/vM6EhoSOwYbZ7nOp/PQxsul8vQ35/SUKXjKxrceE5DVUZHQkPV89z4s73PrRI6EhqqHnf4QgYAAACg2cMvZJZlqev12tHyqdtf8EZ2JDSkdCQ0rDu2Gn3jae9TR0bDumMrN57TkdCQ2DHa4XCo0+k0OqOqKqIjoaFKx57ceF5DVUZHQsMeUm48oaFKR1rDPb6QAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABo9vLoB6ZpquPx2NFyt6GqhnYkNKR0JDSsO/Z4jvepI61h3bHHc7zPjI6EhsSO0eZ5rvP5PLThcrkM/f0pDVU6vqLBjec0VGV0JDRUPc+NP9v73CqhI6Gh6nGHL2QAAAAAmj38QmZZlrperx0tn7r9BW9kR0JDSkdCw7pjq9E3nvY+dWQ0rDu2cuM5HQkNiR2jHQ6HOp1OozOqqiI6EhqqdOzJjec1VGV0JDTsIeXGExqqdKQ13OMLGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZi+PfmCapjoejx0tdxuqamhHQkNKR0LDumOP53ifOtIa1h17PMf7zOhIaEjsGG2e5zqfz0MbLpfL0N+f0lCl4ysa3HhOQ1VGR0JD1fPc+LO9z60SOhIaqh53+EIGAAAAoNnDL2SWZanr9drR8qnbX/BGdiQ0pHQkNKw7thp942nvU0dGw7pjKzee05HQkNgx2uFwqNPpNDqjqiqiI6GhSsee3HheQ1VGR0LDHlJuPKGhSkdawz2+kAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABo9vLoB6ZpquPx2NFyt6GqhnYkNKR0JDSsO/Z4jvepI61h3bHHc7zPjI6EhsSO0eZ5rvP5PLThcrkM/f0pDVU6vqLBjec0VGV0JDRUPc+NP9v73CqhI6Gh6nGHL2QAAAAAmj38QmZZlrperx0tn7r9BW9kR0JDSkdCw7pjq9E3nvY+dWQ0rDu2cuM5HQkNiR2jHQ6HOp1OozOqqiI6EhqqdOzJjec1VGV0JDTsIeXGExqqdKQ13OMLGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZi+PfmCapjoejx0tdxuqamhHQkNKR0LDumOP53ifOtIa1h17PMf7zOhIaEjsGG2e5zqfz0MbLpfL0N+f0lCl4ysa3HhOQ1VGR0JD1fPc+LO9z60SOhIaqh53PBxk3t/f68cPH9KQ6e/fv5uf4cZJ5sZ5dnvc+FYfHx/19vY2OgP+pz9//mx+hhsnmRvn2d278WlZlqUvBQAAAAB/MgUAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGj28ugHlmWpZVk6Wj41TdN/W75zQ0pHQsOt4/39vY7H46bnjL7xpPepI6fh1uHGn6sjoSGtY48b3+r379/1+vo6tGGe56qqOhwO37pBxz8bPj4+6tevX5ue48ZzGlI6EhpuHc9w40nvU0dOw63j3o3/X4PM9XrdPezfuP1DbWRHQkNKR0LDrePHj+0feY2+8aT3qSOn4dbhxp+rI6EhrWOPG9/q9fW1fv78ObThfD5XVdXpdPrWDTr+2fD29rb5OW48pyGlI6Hh1vEMN570PnXkNNw67t34+H8FAQAAAHwzBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZi+PfmCapjoejx0tdxuqamhHQkNKR0LDumOP53ifOtIa1h17PMf7zOhIaEjsGG2e5zqfz0MbLpfL0N+f0lCl4ysa3HhOQ1VGR0JD1fPc+LO9z60SOhIaqh53+EIGAAAAoNnDL2SWZanr9drR8qnbX/BGdiQ0pHQkNKw7thp942nvU0dGw7pjKzee05HQkNgx2uFwqNPpNDqjqiqiI6GhSsee3HheQ1VGR0LDHlJuPKGhSkdawz2+kAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaPby6Aemaarj8djRcrehqoZ2JDSkdCQ0rDv2eI73qSOtYd2xx3O8z4yOhIbEjtHmea7z+Ty04XK5DP39KQ1VOr6iwY3nNFRldCQ0VD3PjT/b+9wqoSOhoepxhy9kAAAAAJo9/EJmWZa6Xq8dLZ+6/QVvZEdCQ0pHQsO6Y6vRN572PnVkNKw7tnLjOR0JDYkdox0OhzqdTqMzqqoiOhIaqnTsyY3nNVRldCQ07CHlxhMaqnSkNdzjCxkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZi+PfmCapjoejx0tdxuqamhHQkNKR0LDumOP53ifOtIa1h17PMf7zOhIaEjsGG2e5zqfz0MbLpfL0N+f0lCl4ysa3HhOQ1VGR0JD1fPc+LO9z60SOhIaqh53+EIGAAAAoNnDL2SWZanr9drR8qnbX/BGdiQ0pHQkNKw7thp942nvU0dGw7pjKzee05HQkNgx2uFwqNPpNDqjqiqiI6GhSsee3HheQ1VGR0LDHlJuPKGhSkdawz2+kAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaPby6Aemaarj8djRcrehqoZ2JDSkdCQ0rDv2eI73qSOtYd2xx3O8z4yOhIbEjtHmea7z+Ty04XK5DP39KQ1VOr6iwY3nNFRldCQ0VD3PjT/b+9wqoSOhoepxhy9kAAAAAJo9/EJmWZa6Xq8dLZ+6/QVvZEdCQ0pHQsO6Y6vRN572PnVkNKw7tnLjOR0JDYkdox0OhzqdTqMzqqoiOhIaqnTsyY3nNVRldCQ07CHlxhMaqnSkNdzjCxkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYGGQAAAIBmBhkAAACAZgYZAAAAgGYvj35gmqY6Ho8dLXcbqmpoR0JDSkdCw7pjj+d4nzrSGtYdezzH+8zoSGhI7Bhtnuc6n89DGy6Xy9Dfn9JQpeMrGtx4TkNVRkdCQ9Xz3Pizvc+tEjoSGqoedzwcZN7f3+vHDx/SkOnv37+bn+HGSebGeXZ73PhWHx8f9fb2NjoD/qc/f/5sfoYbJ5kb59ndu/FpWZalLwUAAAAAfzIFAAAAaGaQAQAAAGhmkAEAAABoZpABAAAAaGaQAQAAAGhmkAEAAABo9h/x8ZYm4z8VswAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 560x560 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "axes_style('dark')\n",
    "\n",
    "fig = plt.figure(figsize=(7,7))\n",
    "#plt.rcParams['axes.facecolor'] = '1'\n",
    "w=.3\n",
    "h=.15\n",
    "dh=.03\n",
    "dw=.03\n",
    "ncols=3\n",
    "\n",
    "for k in range(9):\n",
    "    \n",
    "    r,c=divmod(k,ncols)\n",
    "\n",
    "    ax = fig.add_axes([c*(w+dw),-r*(h+dh),w,h])\n",
    "    ax.grid(True)\n",
    "    #ax.tick_params(axis='both', which='major',labelsize=0)\n",
    "    ax.set_xticklabels('')\n",
    "    ax.set_yticklabels('')\n",
    "    \n",
    "axes_style('light')\n",
    "plt.rcParams['axes.facecolor'] = '1'\n",
    "for k in range(9):\n",
    "    \n",
    "    r,c=divmod(k,ncols)\n",
    "\n",
    "    ax = fig.add_axes([ncols*(w+dw)+dw+c*(w+dw),-r*(h+dh),w,h])\n",
    "    ax.grid(True)\n",
    "    #ax.tick_params(axis='both', which='major',labelsize=0)\n",
    "    ax.set_xticklabels('')\n",
    "    ax.set_yticklabels('')\n",
    "    \n",
    "plt.savefig(projectpath+'grid_themes_smallmult.png',bbox_inches='tight',dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# setting data above grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# grid zorder is 2.5, so plot zorder should be set >3 for data above grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 960x560 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "axes_style('dark')\n",
    "\n",
    "fig = plt.figure(figsize=(12,7))\n",
    "\n",
    "ax1 = fig.add_axes([0,0,.3,.3])\n",
    "ax1.bar([0,1,2],[0.1,1,.2],lw=0,color=(.2,.4,.9))\n",
    "ax1.grid(True)#grid zorder is 2.5\n",
    "\n",
    "ax2 = fig.add_axes([.4,0,.3,.3])\n",
    "ax2.bar([0,1,2],[0.1,1,.2],lw=0,color=(.2,.4,.9),zorder=3)\n",
    "ax2.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# legends and direct labelling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dummy data\n",
    "t=range(18)\n",
    "y=np.array([3.5,5,2,7,8,3,2,3,6,4,3,7,1,2.5,2,3,2,1])\n",
    "y2=np.array([3.0,4,3,8,4.3,4.1,1,2,5,2,3.4,5,2,3,4,3.5,1,4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#define two colors\n",
    "c1=(0.011764705882352941, 0.2627450980392157, 0.8745098039215686)\n",
    "c2=(1.0, 0.2784313725490196, 0.2980392156862745)\n",
    "#c2=(0.6901960784313725, 0.00392156862745098, 0.28627450980392155)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x560 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "axes_style('light')\n",
    "plt.rcParams['legend.frameon'] = False\n",
    "\n",
    "h=.35\n",
    "w=.44\n",
    "ms=15\n",
    "lw=1\n",
    "fig = plt.figure(figsize=(12,7))\n",
    "\n",
    "ax1 = fig.add_axes([0,0,w,h])\n",
    "\n",
    "ax1.plot(t,y,'.-',c=c1,ms=ms,lw=lw)\n",
    "ax1.plot(t,y2,'.-',c=c2,ms=ms,lw=lw)\n",
    "\n",
    "ax1.set_ylim(0,10)\n",
    "#ax.legend(['x1','x2'],ncol=2,bbox_to_anchor=(1,1.25))#,markerscale=0,labelspacing=40)\n",
    "plt.rcParams['legend.frameon'] = True\n",
    "ax1.legend(['x1','x2'])       \n",
    "ax1.grid(True)\n",
    "\n",
    "\n",
    "ax2 = fig.add_axes([.5,0,w,h])\n",
    "\n",
    "ax2.plot(t,y,'.-',c=c1,ms=ms,lw=lw)\n",
    "ax2.plot(t,y2,'.-',c=c2,ms=ms,lw=lw)\n",
    "\n",
    "ax2.set_ylim(0,10)\n",
    "plt.rcParams['legend.frameon'] = False\n",
    "ax2.legend(['x1','x2'],ncol=2,bbox_to_anchor=(1,1.22))#,markerscale=0,labelspacing=40)\n",
    "ax2.grid(True)\n",
    "\n",
    "ax3 = fig.add_axes([1.,0,w,h])\n",
    "\n",
    "ax3.plot(t,y,'.-',c=c1,ms=ms,lw=lw)\n",
    "ax3.plot(t,y2,'.-',c=c2,ms=ms,lw=lw)\n",
    "\n",
    "ax3.set_ylim(0,10)\n",
    "#ax3.annotate()\n",
    "#ax3.annotate('a)',xy=(0,1.17),xycoords='axes fraction',fontsize=12)\n",
    "ax3.annotate('x1',xy=(4.3,8),xycoords='data',fontsize=17,color=c1)\n",
    "ax3.annotate('x2',xy=(2.7,8),xycoords='data',fontsize=17,color=c2,ha='right')\n",
    "ax3.grid(True)\n",
    "\n",
    "ax4 = fig.add_axes([1.5,0,w,h])\n",
    "ax4.plot(t,y-.6,'.-',c=c1,ms=ms,lw=lw)\n",
    "ax4.plot(t,y2+4,'.-',c=c2,ms=ms,lw=lw)\n",
    "\n",
    "ax4.set_xlim(-.5,18.5)\n",
    "ax4.set_ylim(0,14)\n",
    "\n",
    "ax4.annotate('x1',xy=(17.5,.2),xycoords='data',fontsize=17,color=c1)\n",
    "ax4.annotate('x2',xy=(17.5,8),xycoords='data',fontsize=17,color=c2)#,ha='right')\n",
    "ax4.grid(True)\n",
    "\n",
    "plt.savefig(projectpath+'legends_labelling.png',bbox_inches='tight',dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# date time ticks labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# make time axis as datetime objects\n",
    "#t_dt = pd.date_range(start='2020-6-23',periods=len(t))\n",
    "\n",
    "t_dt = pd.date_range(start='2020-6-22',periods=50)\n",
    "y=np.ones(len(t_dt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['xtick.minor.size'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plt.rcParams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['xtick.minor.visible'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x560 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# dummy plot for axes labels, data invisible\n",
    "\n",
    "axes_style('dark')\n",
    "\n",
    "fig = plt.figure(figsize=(12,7))\n",
    "\n",
    "ax1 = fig.add_axes([1.2,0,.4,.3])\n",
    "ax1.plot(t_dt,y,'.-',c=c1,ms=0,lw=0)\n",
    "\n",
    "ax1.xaxis.set_major_locator(mdates.DayLocator(interval=3))#bymonthday=[1,7,14,28])\n",
    "ax1.xaxis.set_minor_locator(mdates.MonthLocator(interval=1))\n",
    "\n",
    "ax1.xaxis.set_major_formatter(mdates.DateFormatter('%d'))\n",
    "ax1.xaxis.set_minor_formatter(mdates.DateFormatter('%b'))\n",
    "\n",
    "for tick in ax1.xaxis.get_minorticklabels():\n",
    "    tick.set_horizontalalignment(\"left\")\n",
    "    \n",
    "ax1.grid(True)\n",
    "ax1.tick_params(axis='both', which='major',labelsize=7)\n",
    "ax1.tick_params(axis='both', which='minor', pad=15,labelsize=9)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "axes_style('dark')\n",
    "#axes_style('light')\n",
    "\n",
    "#plt.rcParams['font.size'] = 12 #default\n",
    "\n",
    "#fig = plt.figure(figsize=(12,7))\n",
    "fig = plt.figure(figsize=(15,9))\n",
    "\n",
    "\n",
    "ax1 = fig.add_axes([0,0,.4,.05])\n",
    "ax1.plot(t_dt,y,'.-',ms=0,lw=0)\n",
    "\n",
    "ax1.xaxis.set_major_locator(mdates.DayLocator(interval=3))#bymonthday=[1,7,14,28])\n",
    "ax1.xaxis.set_minor_locator(mdates.MonthLocator(interval=1))\n",
    "\n",
    "ax1.xaxis.set_major_formatter(mdates.DateFormatter('%d'))\n",
    "ax1.xaxis.set_minor_formatter(mdates.DateFormatter('%b'))\n",
    "\n",
    "for tick in ax1.xaxis.get_minorticklabels():\n",
    "    tick.set_horizontalalignment(\"left\")\n",
    "    \n",
    "ax1.grid(True)\n",
    "ax1.tick_params(axis='both', which='major',labelsize=7)\n",
    "ax1.tick_params(axis='both', which='minor', pad=15,labelsize=9)\n",
    "ax1.set_yticklabels('');\n",
    "\n",
    "\n",
    "\n",
    "ax2 = fig.add_axes([0,.15,.4,.05])\n",
    "ax2.plot(t_dt,y,'.-',ms=0,lw=0)\n",
    "\n",
    "ax2.xaxis.set_major_locator(mdates.DayLocator(interval=1))\n",
    "ax2.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d')) \n",
    "xlabels = ax2.xaxis.get_majorticklabels()#ax2.get_xticklabels()\n",
    "plt.setp( xlabels, rotation=45, ha='right') \n",
    "#ax2.set_xticklabels(xlabels, rotation=45, ha='right')\n",
    "\n",
    "\n",
    "ax2.grid(True)\n",
    "ax2.tick_params(axis='both', which='major',labelsize=5)\n",
    "ax2.set_yticklabels('');\n",
    "\n",
    "\n",
    "ax3 = fig.add_axes([0,.3,.4,.05])\n",
    "ax3.plot(t_dt,y,'.-',ms=0,lw=0)\n",
    "\n",
    "ax3.xaxis.set_major_locator(mdates.DayLocator(interval=1))\n",
    "ax3.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n",
    "    \n",
    "plt.setp( ax3.xaxis.get_majorticklabels(), rotation=90 ) \n",
    "\n",
    "ax3.grid(True)#axis='x')\n",
    "ax3.tick_params(axis='both', which='major',labelsize=5)\n",
    "ax3.set_yticklabels('');\n",
    "ax3.set_yticks([0,.5,1])\n",
    "\n",
    "#ax3.axis('off')\n",
    "plt.savefig(projectpath+'date_ticks.png',bbox_inches='tight',dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# fonts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# the default sans serif font is usually a good choice\n",
    "# in case you want to change (if you are really sure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 960x560 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "axes_style('light')\n",
    "#plt.rcParams['axes.facecolor'] = '1'\n",
    "\n",
    "fs=10\n",
    "plt.rcParams['font.size'] = fs #12 default\n",
    "\n",
    "fig = plt.figure(figsize=(12,7))\n",
    "\n",
    "# default\n",
    "plt.rcParams['font.family'] = ['sans']\n",
    "plt.rcParams['font.serif'] = ['DejaVu Sans']\n",
    "#plt.rcParams['font.serif'] = ['Verdana']\n",
    "#plt.rcParams['font.serif'] = ['Helvetica']\n",
    "ax1 = fig.add_axes([0,0,.3,.2])\n",
    "\n",
    "ax1.annotate('Sans serif',xy=(0,1.02),xycoords='axes fraction',fontsize=15,va='bottom',ha='left',color='.2')\n",
    "ax1.set_xlabel('x-label',fontsize=fs)\n",
    "ax1.set_ylabel('y-label',fontsize=fs)\n",
    "ax1.grid(True)\n",
    "\n",
    "\n",
    "plt.rcParams['font.family'] = ['serif']\n",
    "plt.rcParams['font.serif'] = ['DejaVu Serif']\n",
    "#plt.rcParams['font.serif'] = ['Times New Roman']\n",
    "\n",
    "ax2 = fig.add_axes([.4,0,.3,.2])\n",
    "\n",
    "ax2.annotate('Serif',xy=(0,1.02),xycoords='axes fraction',fontsize=15,va='bottom',ha='left',color='.2')\n",
    "ax2.set_xlabel('x-label',fontsize=fs)\n",
    "ax2.set_ylabel('y-label',fontsize=fs)\n",
    "ax2.grid(True)\n",
    "ax2.set_yticks(np.arange(0,1.2,.2))\n",
    "#ax2.tick_params(labelsize=11)\n",
    "\n",
    "plt.savefig(projectpath+'fonts_serif_sans.png',bbox_inches='tight',dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.family'] = ['sans']\n",
    "plt.rcParams['font.serif'] = ['DejaVu Sans']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.size'] = 12\n",
    "plt.rcParams['font.family'] = ['sans']\n",
    "plt.rcParams['font.serif'] = ['DejaVu Sans']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}