notebooks/Plotting/Histogram.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9a8de845-ab6b-442a-b70a-6d2ebee549e4",
   "metadata": {},
   "source": [
    "![lop](../../images/logo_diive1_128px.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a12573e8-3455-4d42-aa3e-0fb6e05752df",
   "metadata": {},
   "source": [
    "<span style='font-size:40px; display:block;'>\n",
    "<b>\n",
    "    Histogram plot\n",
    "</b>\n",
    "</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da92a450-6d6a-43b7-9104-6ded5ec6afde",
   "metadata": {},
   "source": [
    "---\n",
    "**Notebook version**: `1` (21 Aug 2024)  \n",
    "**Author**: Lukas Hörtnagl (holukas@ethz.ch)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28a4631a-a44c-45b2-93c6-b915dd872584",
   "metadata": {},
   "source": [
    "</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5cf5648-c62e-41e1-b4db-ecaeee73fbe3",
   "metadata": {},
   "source": [
    "# **Description**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2de7b49a-bd26-4a75-aa69-6f659578bb94",
   "metadata": {},
   "source": [
    "- Plot histogram of a time series\n",
    "- Includes option to\n",
    "    - superimpose z-score limits, including their respective value, calculated from input series\n",
    "    - highlight bin with peak distribution (most counts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42350015-8c37-4acb-9784-60e348d84675",
   "metadata": {},
   "source": [
    "</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "521bb3ed-bc90-40c1-9e59-615ab97f80c3",
   "metadata": {},
   "source": [
    "# **Imports**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fa24ee26-81bb-4d95-a9f9-d7bfe6e55439",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-22T13:27:28.163151Z",
     "start_time": "2024-08-22T13:27:25.340249Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "diive version: v0.85.0\n"
     ]
    }
   ],
   "source": [
    "import importlib.metadata\n",
    "from datetime import datetime\n",
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\", UserWarning)\n",
    "from diive.configs.exampledata import load_exampledata_parquet\n",
    "from diive.core.plotting.histogram import HistogramPlot\n",
    "version_diive = importlib.metadata.version(\"diive\")\n",
    "print(f\"diive version: v{version_diive}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f91a427c-5e9c-49dd-9bf8-33b1e5cc520f",
   "metadata": {},
   "source": [
    "</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eebfdf10-f24d-49b1-9855-3870c0bb10c1",
   "metadata": {},
   "source": [
    "# **Load example data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b8df9b16-1f15-4a57-b475-83f417815538",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-22T13:27:28.367596Z",
     "start_time": "2024-08-22T13:27:28.192040Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded .parquet file L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\configs\\exampledata\\exampledata_PARQUET_CH-DAV_FP2022.5_2013-2022_ID20230206154316_30MIN.parquet (0.051 seconds).\n",
      "    --> Detected time resolution of <30 * Minutes> / 30min \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "TIMESTAMP_MIDDLE\n",
       "2013-01-01 00:15:00   -1.618\n",
       "2013-01-01 00:45:00   -1.630\n",
       "2013-01-01 01:15:00   -1.644\n",
       "2013-01-01 01:45:00   -1.657\n",
       "2013-01-01 02:15:00   -0.567\n",
       "                       ...  \n",
       "2022-12-31 21:45:00    3.463\n",
       "2022-12-31 22:15:00    5.283\n",
       "2022-12-31 22:45:00    5.537\n",
       "2022-12-31 23:15:00    4.963\n",
       "2022-12-31 23:45:00    6.490\n",
       "Freq: 30min, Name: Tair_f, Length: 175296, dtype: float64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df = load_exampledata_parquet()\n",
    "series = data_df['Tair_f'].copy()\n",
    "series"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09387737-0732-496d-bf79-da8f339bb5ec",
   "metadata": {},
   "source": [
    "</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df38fda9-066a-4fef-986a-cfe921fb88c0",
   "metadata": {},
   "source": [
    "# **Plot histogram**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0f8c5b3-9e5a-4963-938c-b49b43ce79a4",
   "metadata": {},
   "source": [
    "## With z-scores, peak highlight, show counts and info text in equally-spaced bins\n",
    "- z-scores are shown as vertical lines, in combination with the corresponding value based on the input time series\n",
    "- This example shows data in 20 equally-spaced bins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1d0d90b2-1c8d-4443-ac7e-1c87c99fc5af",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-22T13:27:29.613709Z",
     "start_time": "2024-08-22T13:27:28.511726Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist = HistogramPlot(\n",
    "    s=series,\n",
    "    method='n_bins',\n",
    "    n_bins=20,    \n",
    "    xlabel='air temperature (°C)',\n",
    "    highlight_peak=True,\n",
    "    show_zscores=True,\n",
    "    show_zscore_values=True,\n",
    "    show_counts=True,\n",
    "    show_info=True,\n",
    "    show_grid=False,\n",
    "    show_title=True    \n",
    ")\n",
    "hist.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "219abd81-7b51-4cf1-8965-73efd9085755",
   "metadata": {},
   "source": [
    "</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1a3042e-a6a9-474f-b759-37de98344393",
   "metadata": {},
   "source": [
    "## With peak highlight, show counts and info text in 6 pre-defined bins\n",
    "- **Important**:\n",
    "    - when `n_bins` is a `list`, specific bins are used\n",
    "    - plotting is based on Matplotlib `hist` and bins can be defined in a list following the Matplotlib convention, [see docs for the `bin` parameter here](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.hist.html#matplotlib-pyplot-hist)\n",
    "    - for 6 pre-defined bins, 7 bins must be provided, from the Matplotlib docs:\n",
    " \n",
    "> All but the last (righthand-most) bin is half-open. In other words, if bins is `[1, 2, 3, 4]` then the first bin is [1, 2) (including 1, but excluding 2) and the second [2, 3). The last bin, however, is [3, 4], which includes 4."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1ffab83e-37f6-4378-af2c-37d9aabb2c13",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-22T13:27:30.100030Z",
     "start_time": "2024-08-22T13:27:29.662094Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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85z+32W7W0NBARkYGX3zxBdXV1TQ0NGAYBpcvXwbu7pveKw8PD5uXon/77bcUFBTQqVMnoqOjbY691XrYUlVVBUC3bt3uPNn7xNHRERcXF+rq6qiqqsLV1fVBpyQiIiIiD4CKJSIiIiIi7cyaNWuYNWsWV65cabXPnf4PeA8PjxY7N9rSyZMnAVi4cCELFy68aV/zboAbeXt72+xrvpejtbh5B0t9fb3NeL9+/W7afu3aNWpra/Hw8LC8Q1lZ2S0vvrf1DoDVBeQ3ys/PZ/LkyVRUVLTa50Hsamgt5/LycgzD4Nq1azg5Od10jtbWw5aLFy8CtElBokePHgBUV1ff81yurq7U1dVx/vz5e55LRERERB5OKpaIiIiIiLQjhYWFTJ06FXt7e5YsWUJ0dDTe3t44OztjMplYvXo1U6dOxTCMO5q3U6dO9ynj746wAggPD8fHx+emfc1HHt3Izu7mpwPfKn4vzOtofgdPT0/Gjh170zHdu3e32d7aGl+9epUXXniBqqoq4uLimDZtGr6+vri6umJvb8+JEyfw9/e/4296O8zv1ZrWcjaPc3FxadMdSW5ubkDbFIaGDh3K5s2bKSoqsuwQulvmIs5jjz12z3mJiIiIyMNJxRIRERERkXZky5YtGIbBjBkzmDdvnlXcfAxXe9KnTx/gu3tE5s6d+4Cz+b/y8nKb7adOnQKgY8eOluOgzO/QrVs3NmzY0KZ57N+/n6qqKoYMGcK6deus4vfyTR0dHQEsR3l939dff31X85rXw2QysW7dujYrWJmPW6utrb3nuX72s58xe/ZsLly4wL/+9S8mTZp0V/M0NDRYdnH17NnznvMSERERkYeTLngXEREREWlHzp07B8ATTzxhFauvr+ezzz77oVOy/EL+v//9r824+fJtc6GnvfjLX/5is33Tpk3AdzthzHeshISE0L17d0pKSvjyyy/bNA/zN23tOLHW8gRwcHAAWl/7xx9/HICvvvrKZtx8n8yd8vLyIjAwkMuXL5Oenn5Xc9gyZMgQAEpKSu55Lh8fH15++WUA5syZY1nn1lRXV9u8F6a4uBjAsttHRERERB5NKpaIiIiIiLQjAQEBAGzcuLHFboH6+nqmT5/e6m6J+6l3794ArRYRJk6cSEhICAUFBcTFxdm8w+L8+fOkpKS0+kv/+6GwsJCEhIQWbTk5Ofz5z38GYNasWZZ2BwcHFi1ahGEYTJo0iZycHKv5mpqa2LdvH/n5+XeUh/mb7t2716pIsHr1av7+97+3OvZWax8VFYWdnR27du0iOzvb0m4YBitWrLin4toHH3wAQFxcHJ9//rlV3DAMDh06REZGxm3POXr0aADy8vLuOq8brVy5El9fX8rLywkPD7f53RobG1m3bh3BwcE2i0rmC+qjoqLaJCcREREReTjpGC4RERERkXYkLi6O5ORkjhw5Qr9+/YiIiMDe3p4DBw5w7do1Zs6cSXJy8g+a0wsvvMD777/PihUrKC4upk+fPtjZ2TFhwgQmTJiAnZ0dqampjB8/no0bN7J161YGDx6Mt7c3jY2NnDx5kuPHj9PU1ERsbKxlN8f9Fh8fzzvvvMOmTZsIDAyksrKSAwcO0NzczMyZMxk3blyL/r/5zW+oqKhg6dKlREREMGDAAHx9fenUqRNnz57l6NGjXLhwgY8//phhw4bddh7BwcFMnDiRbdu2ERwcTGRkJO7u7hw9epTS0lLmz5/PH/7wB5tjX3rpJf70pz/x05/+lKioKMul9kuWLKFbt2706dOHGTNmkJyczE9+8hMiIiJwd3fn2LFjVFRU8Pbbb/PHP/7xrtYvOjqa5ORk5syZw4QJE/D19cXf35+uXbtSU1PDsWPHqK6u5q233mLMmDG3NeeIESPo0aMHhw8f5sKFC5Y7TO7WY489Rm5uLpMnTyYrK4uIiAj69etHYGAgzs7OVFVVUVBQQF1dHa6urnh5eVnNsWfPHuC7n3MREREReXRpZ4mIiIiISDvi5ubG4cOHmT59Om5ubuzcuZO8vDzGjBlDUVERQUFBP3hOgYGBfPbZZ4SFhXHo0CE2bNjA2rVrKSoqsvTx8vIiPz+flJQUQkNDKS0tZevWrZb/6f/666+za9cuOnbs+IPlPWnSJHbv3o2npyc7duygoKCAIUOGsGHDBpYvX25zTEJCArm5ubzyyivU1dWRnp7O9u3bqaysJDIykk8++YTJkyffcS5btmxh6dKl+Pv7k5OTQ0ZGBt7e3uzatYtf/epXrY77/e9/z7x583BzcyM1NZW1a9eydu3aFruOkpKSSExMxM/Pj4MHD5KVlcVTTz1Ffn7+LS+rv5X4+HiOHDnCa6+9hslkYu/evaSmplJWVkZwcDArVqwgPj7+tudzdHTk17/+NQ0NDfz1r3+9p9zMPDw8yMzMZOfOnUyZMgV7e3v27t3L1q1bKSkpISwsjOXLl1NeXk5oaGiLsTU1NezcuRMfHx+ee+65NslHRERERB5OJqM9HSosIiIiIiJyjyIjI8nOziYzM5PIyMgHnY58z+nTp/Hx8WHgwIEcPnz4geaSmJjI3LlzSU5OvqOij4iIiIj8+GhniYiIiIiIiPxgHn/8cebMmUNhYSFpaWkPLI8rV66QkJCAn58f06ZNe2B5iIiIiEj7oGKJiIiIiIiI/KDmz59P7969WbBgAc3NzQ8kh6SkJKqrq0lKSsLBweGB5CAiIiIi7YeO4RIRERERkR8VHcMlIiIiIiJ3SsUSERERERERERERERF5pOkYLhEREREREREREREReaSpWCIiIiIiIiIiIiIiIo80FUtEREREREREREREROSRpmKJiIiIiIiIiIiIiIg80lQsERERERERERERERGRR5qKJSIiIiIiIiIiIiIi8khTsURERERERERERERERB5pKpaIiIiIiIiIiIiIiMgj7X/yXNnUGU0s4QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist = HistogramPlot(\n",
    "    s=series,\n",
    "    method='n_bins',\n",
    "    n_bins=[-30, -20, -10, 0, 10, 20, 30],\n",
    "    xlabel='air temperature (°C)',\n",
    "    highlight_peak=True,\n",
    "    show_zscores=False,\n",
    "    show_counts=True,\n",
    "    show_info=True\n",
    ")\n",
    "hist.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a039855d-5e03-4d52-88d0-adbb3501e162",
   "metadata": {},
   "source": [
    "</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "502d7477-f846-4581-9708-3187cb4fd58c",
   "metadata": {},
   "source": [
    "## Simple\n",
    "- This example shows data in 20 equally-spaced bins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f0816841-5d24-413f-bfd3-983d2164cd2c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-22T13:27:30.493098Z",
     "start_time": "2024-08-22T13:27:30.121974Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist = HistogramPlot(\n",
    "    s=series,\n",
    "    method='n_bins',\n",
    "    n_bins=20,    \n",
    "    xlabel='air temperature (°C)',\n",
    "    highlight_peak=False,\n",
    "    show_zscores=False,\n",
    "    show_counts=False,\n",
    "    show_info=False\n",
    ")\n",
    "hist.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3532d4cf-bfd4-41db-9bd2-4e911de609b3",
   "metadata": {},
   "source": [
    "</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d05555fc-afd7-41be-8d9c-3d743374975e",
   "metadata": {
    "tags": []
   },
   "source": [
    "# **End of notebook**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "858aa379-5643-4afe-b53f-eb370dee2835",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-22T13:27:30.538487Z",
     "start_time": "2024-08-22T13:27:30.525022Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finished 2025-01-25 01:43:04\n"
     ]
    }
   ],
   "source": [
    "dt_string = datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "print(f\"Finished {dt_string}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "23e2f42a-cea0-4c9e-82c9-d3b47b3665c0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-22T13:27:30.586391Z",
     "start_time": "2024-08-22T13:27:30.571432Z"
    }
   },
   "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": "3.11.10"
  },
  "toc-autonumbering": false
 },
 "nbformat": 4,
 "nbformat_minor": 5
}