{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "311f5dbf-fc7e-4669-9aef-d52c022aa150",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2026-09-04 15:16:21 Z'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime\n",
    "datetime.datetime.now(datetime.timezone.utc).strftime(\"%Y-%m-%d %H:%M:%S Z\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8743ef83-79c6-4ee5-ad37-d450fd713256",
   "metadata": {},
   "source": [
    "# Regarding resonant dipoles at different heights\n",
    "\n",
    "For an explanation what this is, it is highly recommended you read\n",
    "the [pertaining blog post](https://dj3ei.famsik.de/blog/posts/2026/resonant_dipoles_at_various_heights/)\n",
    "first.\n",
    "\n",
    "## Choices\n",
    "\n",
    "When authoring this, I've made some more or less arbitrary choices.\n",
    "\n",
    "This is a Jupyter notebook. Grab the sources and change those choices\n",
    "to whatever suits your preferences, and run the notebook again.\n",
    "Instructions for that are found towards the end of this document.\n",
    "\n",
    "### 40 m band\n",
    "\n",
    "Discussions here are mostly for the 40 m band, unless noted otherwise. Design frequency is 7100 kHz.\n",
    "\n",
    "### 10 m high\n",
    "\n",
    "Unless noted otherwise, the dipoles are at a height above ground of 10 m.\n",
    "\n",
    "### Average ground\n",
    "\n",
    "Most antennas are simulated over \"average ground\".\n",
    "\n",
    "### Wire diameter\n",
    "\n",
    "The simulation is typically done with wire of 1 mm² diameter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "844f6d59-7d1b-41d2-95d8-6ff38998b042",
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import log, pi, sqrt\n",
    "\n",
    "c = 3e8 # speed of light in m/s\n",
    "\n",
    "f_base = 7.1e6 # our frequency of interest in Hz\n",
    "height_base = 10 # the height used throughout for the antenna, or at least the feedpoint.\n",
    "wire_diameter_base = 1e-3 # meter\n",
    "\n",
    "ω_base = 2 * pi * f_base\n",
    "λ_base = c / f_base\n",
    "\n",
    "normal_segments_count = 9"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19cfa4b6-3a51-49fa-ace7-28b82ec39916",
   "metadata": {},
   "source": [
    "## Greetings from an age of the dinosaurs: NEC input.\n",
    "\n",
    "**_This is going to be rather technical. You can skip this if you are not interested in the programming side of things._**\n",
    "\n",
    "As a side-remark: The NEC software traces its origin to the 1970s, when punch (paper) cards were commonplace.\n",
    "The original input format for NEC2 software was defined in terms of such punch cards.\n",
    "\n",
    "Old printed documentation of the day has been OCR'ed, manually polished, and is now available at [www.nec2.org](https://www.nec2.org/).\n",
    "In particular, the [NEC-2 manual](https://www.nec2.org/other/nec2prt3.pdf) manual (converted from paper September 1996) is a good reference.\n",
    "\n",
    "Modern NEC2 implementations typically do not document input format. The implementers apparently presuppose knowledge of the\n",
    "traditional NEC2 documentation.\n",
    "\n",
    "Each individual input card (today read: input line) typically has a two-character field that specifies what kind of input card it is,\n",
    "then some integer parameters followed by some floating point parameters. Information is collected from several input cards. The simulation run proper is then started by certain specific input cards.\n",
    "\n",
    "In the 1970s, the input was column-oriented, with 80 columns per line. This is no longer the case for more modern NEC2 implementations.\n",
    "Today, space-separation of fields seems to do the job nicely.\n",
    "\n",
    "Here is the code that provides such input:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "162c04f5-425e-4062-94b5-2a90d62858a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CM Simple dipole antennas for various parameter studies.\n",
      "CE Here is one of many examples:\n",
      "GW 1 35  -4.500 .0 10.00   4.500 .0 10.00  5.000e-04\n",
      "GE\n",
      "GN 2 0 0 0 13 0.005\n",
      "LD 5 1 0 0 58.1e6\n",
      "EX 0 1 18 0 1.0\n",
      "FR 0 1 0 0 7.100000 0.00\n",
      "RP 0 37 144 1003 0.0 0.0 2.5 2.5 0.0 0.0\n",
      "EN\n",
      "\n",
      "\n",
      "CM Simple dipole antennas for various parameter studies.\n",
      "CE Here is one of many examples:\n",
      "GW 1 19  -4.500 .0 10.00   4.500 .0 10.00  5.000e-04\n",
      "GE\n",
      "LD 5 1 0 0 58.1e6\n",
      "EX 0 1 10 0 1.0\n",
      "FR 0 1 0 0 7.100000 0.00\n",
      "RP 0 37 144 1003 0.0 0.0 2.5 2.5 0.0 0.0\n",
      "EN\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from typing import Optional\n",
    "\n",
    "# Table for usual dielectric constant and conductivity for different grounds.\n",
    "# We only use average and city.\n",
    "GROUNDS = {\n",
    "    \"ideal\": (None, None),\n",
    "    \"salt water\": (81, 5),\n",
    "    \"excellent\": (20, 3e-2),\n",
    "    \"average\": (13, 5e-3),\n",
    "    \"industry\": (5, 1e-3),\n",
    "    \"city\": (3, 1e-3)\n",
    "}\n",
    "\n",
    "def generate_input(\n",
    "    l: float,\n",
    "    f: float,\n",
    "    height: float,\n",
    "    wire_diameter: float,\n",
    "    ground_diel: Optional[float],\n",
    "    ground_cond: Optional[float],\n",
    "    num_segs: int,\n",
    "    rp_line: str = \"RP 0 37 144 1003 0.0 0.0 2.5 2.5 0.0 0.0\"\n",
    ") -> str:\n",
    "    \"\"\"Generate the input nec2++ expects.\n",
    "    \n",
    "    l dipole length in m.\n",
    "    f frequency in Hz\n",
    "    height above ground in m\n",
    "    wire_diameter again in m.\n",
    "    ground_diel dielectric constant.\n",
    "    ground_cond ground conductivity. Omit both ground_diel and ground_cond for free space.\n",
    "    num_segs Number of segments used to simulate one dipole half.\n",
    "    \n",
    "    \"\"\"\n",
    "    λ = 3e8 / f\n",
    "\n",
    "    # Some documentation says nec2++ does not like segments shorter than 0.02 λ.\n",
    "    # But using shorter segment does not seem to really hurt.\n",
    "    # So let's throw caution into the wind and use 17 segments as the standard.\n",
    "\n",
    "    input = (\"CM Simple dipole antennas for various parameter studies.\\n\"\n",
    "        # end of comment:\n",
    "        \"CE Here is one of many examples:\\n\"\n",
    "\n",
    "        # tag number, number of segments, x,y,z of endpoint, x,y,z of other endpoint, wire radius\n",
    "        f\"GW 1 {2*num_segs+1}  {-l/2:.3f} .0 {height:.2f}   {l/2:.3f} .0 {height:.2f}  {wire_diameter/2:.3e}\\n\"\n",
    "\n",
    "        # end of geometry\n",
    "        \"GE\\n\"\n",
    "\n",
    "        # Ground: 2 0 0 0 finite ground with no ground-screen, dielectric constant, conductivity in mhos / m\n",
    "        + (\n",
    "            f\"GN 2 0 0 0 {ground_diel} {ground_cond}\\n\" \\\n",
    "            if ground_diel is not None or ground_cond is not None \\\n",
    "            else \"\"\n",
    "          ) +\n",
    "\n",
    "        # Copper wire\n",
    "        \"LD 5 1 0 0 58.1e6\\n\"\n",
    "\n",
    "        # Excitation: 0 Voltage source, 1 tag number and segment number where the excitation happens,\n",
    "        # the following 0 is for general sanity, the following one or two floats give the (real or complex) voltage.\n",
    "        f\"EX 0 1 {num_segs+1} 0 1.0\\n\"\n",
    "\n",
    "        # Frequencies: 0: linear stepping, 1: number of frequencies stepped through, 0, 0,\n",
    "        # then starting frequency in MHz and stepping increment.\n",
    "        # The software that reads the simulation run's output assumes we have only one frequency.\n",
    "        f\"FR 0 1 0 0 {f*1e-6:.6f} 0.00\\n\"\n",
    "\n",
    "        # Actually trigger the simulation:\n",
    "        + rp_line + \n",
    "        \"\\nEN\\n\" )\n",
    "    return input\n",
    "\n",
    "# Produce a sample output:\n",
    "print(generate_input(9, f_base, height_base, wire_diameter_base, *GROUNDS[\"average\"], 17))\n",
    "print()\n",
    "print(generate_input(9, f_base, height_base, wire_diameter_base, None, None, normal_segments_count))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "240dcde6-e48c-409f-8170-e24e9dddc548",
   "metadata": {},
   "source": [
    "## A consistency check\n",
    "\n",
    "There was another talk I gave a while ago. It started from basic facts\n",
    "about L and C, explained the j notation and ended with an explanation of\n",
    "the L antenna tuner, something we'll be using here, too. The talk was in\n",
    "Germain. Slides are available at [https://dj3ei.famsik.de/2022-vortrag-hamradio/](https://dj3ei.famsik.de/2022-vortrag-hamradio/).\n",
    "\n",
    "For that talk, my friend Wolfgang, DK2FQ simulated a dipole of 2 x 5 m\n",
    "made of 1.6 mm diameter copper wire, 10 m above average ground,\n",
    "at a frequency of 7.05 MHz. He used the MMANA simulation program,\n",
    "which calculated an impedance of 14.04-1001j.\n",
    "\n",
    "As a sanity check, let us compare what our simulation yields:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bd81b985-800b-44d0-838a-84cb53683cce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Center-fed 2 x 5 m dipole 10 m above average ground (diel. const. 13, conductivity 5e-3 S/m)\n",
      "from copper wire of diameter 1.6 mm, at 7050 kHz.\n",
      "\n",
      "Impedance in Ω according to MMANA simulated by DK2FQ: 14.04-1001j,\n",
      "here according to NEC2:  (14.128-1028.9j)\n"
     ]
    }
   ],
   "source": [
    "from antenna_simulation_driver import run_nec2pp, Nec2ppOutput, RadiationPatternRay\n",
    "\n",
    "trial_sim_result = run_nec2pp(generate_input(\n",
    "    10, 7.05e6, height_base, 1.6e-3, *GROUNDS[\"average\"], normal_segments_count\n",
    "))\n",
    "print(\n",
    "    f\"Center-fed 2 x 5 m dipole {height_base} m above average ground (diel. const. 13, conductivity 5e-3 S/m)\\n\"\n",
    "    \"from copper wire of diameter 1.6 mm, at 7050 kHz.\\n\"\n",
    ")\n",
    "print(\"Impedance in Ω according to MMANA simulated by DK2FQ: 14.04-1001j,\\n\"\n",
    "      \"here according to NEC2: \", trial_sim_result.input_and_impedance.impedance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "46675b48-d674-4532-9135-1e8080415782",
   "metadata": {},
   "outputs": [],
   "source": [
    "# It is easy to stand tall on shoulders of giants.\n",
    "# This pulls in some stuff we'll be using throughout:\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.optimize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8b372f0c-051a-40ec-bfaa-1328b82a638f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(np.float64(20.562973460021233), 9)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Finding free space resonant dipole.\n",
    "from typing import Callable, Tuple\n",
    "\n",
    "sim_count: int = 0\n",
    "\n",
    "def find_resonant_dipole_parameter(\n",
    "    parameter_to_ant_simulation_input: Callable[[float],str],\n",
    "    parameter_min, parameter_max, xtol: float = 1e-4\n",
    ") -> Tuple[float, int]:\n",
    "    def null_me(parameter: float) -> float:\n",
    "        global sim_count\n",
    "        sim_count += 1\n",
    "        return run_nec2pp(parameter_to_ant_simulation_input(parameter)).input_and_impedance.impedance.imag\n",
    "    return (\n",
    "        scipy.optimize.toms748(null_me, parameter_min, parameter_max, xtol = xtol, disp=True),\n",
    "        sim_count\n",
    "    )\n",
    "\n",
    "freespace_length, sims = find_resonant_dipole_parameter(\n",
    "    lambda l: generate_input(l, f_base, 0.0, wire_diameter_base, None, None, normal_segments_count),\n",
    "    c/f_base/2*0.93, c/f_base/2\n",
    ")\n",
    "\n",
    "freespace_length, sim_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5fde3b57-4bdc-4620-93e1-f94e1c6ee0ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16.661261309298848"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import math\n",
    "\n",
    "# I gauge DX-performance of an antenna by the EIRP as follows:\n",
    "# Assuming the reflecting ionosphere to be at a certain height.\n",
    "ionosphere_height = 400e3\n",
    "# I want to reach a faraway station at a certain distance.\n",
    "distance_faraway_station = 2000e3\n",
    "# I calculate the required altitude angle (above horizon, initially in radians):\n",
    "def calculate_altitude_angle(ionosphere_height: float, distance_faraway_station: float) -> float:\n",
    "    from math import pi, sqrt, cos, acos\n",
    "    earth_radius = 6371e3\n",
    "    # Consider this triangle:\n",
    "    # line a: connects the transmitting antenna with the earth's center\n",
    "    # line b: line the radiation ray (for simplicity, assumed to be straight)\n",
    "    #         travels until it hits the ionosphere (for simplicity, assumed to be a point)\n",
    "    # line c: line connecting that point in the ionosphere with the earth's center\n",
    "    a = earth_radius\n",
    "    c = earth_radius + ionosphere_height\n",
    "\n",
    "    # Angle at earth center, in radians:\n",
    "    beta = distance_faraway_station / 2 / earth_radius\n",
    "\n",
    "    # Law of cosines:\n",
    "    b = sqrt(a**2 + c**2 - 2*a*c*cos(beta))\n",
    "\n",
    "    # Angle between a and b:\n",
    "    gamma = acos((a**2 + b**2 - c**2)/(2*a*b))\n",
    "\n",
    "    # Altitude (angle between ray and line to horizon)\n",
    "    return gamma - pi/2\n",
    "\n",
    "altitude_angle = calculate_altitude_angle(ionosphere_height, distance_faraway_station)\n",
    "altitude_angle_degree = altitude_angle * 180 / math.pi\n",
    "altitude_angle_degree    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef4fe46e-b54d-418d-9418-8371096de118",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0102999566398116"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def loss_db(loss: float) -> float:\n",
    "    return -10 * math.log(loss) / math.log(10)\n",
    "\n",
    "loss_db(0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cbb0769b-1c90-48e7-bdb1-81656efcd2eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dataclasses import dataclass\n",
    "\n",
    "@dataclass\n",
    "class ResultsAtHeight:\n",
    "    height: float\n",
    "    resonant_length: float\n",
    "    impedance: complex\n",
    "    loss_dB: float\n",
    "    gain_up: float\n",
    "    gain_dx: float\n",
    "    sims_needed: int\n",
    "\n",
    "def calc_for_height(\n",
    "    height: float,\n",
    "    ground_diel: Optional[float],\n",
    "    ground_cond: Optional[float],\n",
    "    altitude_angle_degree_wanted: float,\n",
    ") -> ResultsAtHeight:\n",
    "    resonant_length, sims_for_resonant_length = find_resonant_dipole_parameter(\n",
    "        lambda l: generate_input(\n",
    "            l,\n",
    "            f_base,\n",
    "            height,\n",
    "            wire_diameter_base,\n",
    "            ground_diel,\n",
    "            ground_cond,\n",
    "            normal_segments_count\n",
    "        ), freespace_length * 0.9, freespace_length * 1.1\n",
    "    )\n",
    "    \n",
    "    antenna_at_height_result = run_nec2pp(\n",
    "        generate_input(\n",
    "            resonant_length,\n",
    "            f_base,\n",
    "            height,\n",
    "            wire_diameter_base,\n",
    "            ground_diel,\n",
    "            ground_cond,\n",
    "            normal_segments_count,\n",
    "            rp_line=\"RP 0 91 361 1001 0.0 0.0 1 1 0.0 0.0\"\n",
    "        )\n",
    "    )\n",
    "    # with open(\"dipole.out\",\"w\") as dipf:\n",
    "    #     dipf.write(antenna_at_height_result.raw_output)\n",
    "\n",
    "    result = ResultsAtHeight(\n",
    "        height = height,\n",
    "        resonant_length = resonant_length,\n",
    "        impedance = antenna_at_height_result.input_and_impedance.impedance,\n",
    "        loss_dB = loss_db(antenna_at_height_result.average_gain.average_power_gain / 2),\n",
    "        gain_up = antenna_at_height_result.radiation_pattern.closest_ray(90, 0).power_gain_total,\n",
    "        gain_dx = antenna_at_height_result.radiation_pattern.closest_ray(90, 90 - altitude_angle_degree).power_gain_total,\n",
    "        sims_needed = sims_for_resonant_length + 1\n",
    "    )\n",
    "    return result\n",
    "\n",
    "# calc_for_height(10, *GROUNDS[\"average\"], 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "97b4dae1-af5e-4f6d-8edd-a810499055e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "441"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare data:\n",
    "import itertools\n",
    "import multiprocessing\n",
    "\n",
    "heights =  list(itertools.chain((0.1 * h for h in range(20,100)), (10 + 0.25 * h for h in range(0, 361))))\n",
    "\n",
    "def calculate_height_avg_ground(h: float) -> ResultsAtHeight:\n",
    "    return calc_for_height(h, *GROUNDS[\"average\"], altitude_angle_degree)\n",
    "\n",
    "def calculate_height_city_ground(h: float) -> ResultsAtHeight:\n",
    "    return calc_for_height(h, *GROUNDS[\"city\"], altitude_angle_degree)\n",
    "\n",
    "start_ts = datetime.datetime.now(datetime.timezone.utc)\n",
    "\n",
    "with multiprocessing.Pool() as pool:\n",
    "    avg_data = pool.map(calculate_height_avg_ground, heights)\n",
    "    city_data = pool.map(calculate_height_city_ground, heights)\n",
    "    \n",
    "end_ts = datetime.datetime.now(datetime.timezone.utc)\n",
    "len(heights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "58d212be-60fe-47d6-b54f-e31295358e58",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "614284 simulations done in 451.1 seconds,so 1361.8 sims/s or 0.7 ms per sim (on a machine claiming 8 CPUs).\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "number_of_simulations = \\\n",
    "    sum((d.sims_needed for d in avg_data)) + sum((d.sims_needed for d in city_data))\n",
    "seconds_avg = (end_ts-start_ts).total_seconds()\n",
    "print(\n",
    "    f\"{number_of_simulations} simulations done in {seconds_avg:.1f} seconds,\"\n",
    "    f\"so {number_of_simulations/seconds_avg:.1f} sims/s or \"\n",
    "    f\"{seconds_avg*1e3/number_of_simulations:.1f} ms per sim \"\n",
    "    f\"(on a machine claiming {os.process_cpu_count()} CPUs).\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f7f740d8-c8d4-44f1-8d28-8816afac3812",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>resonant length avg</th>\n",
       "      <th>resonant length city</th>\n",
       "      <th>loss / dB avg</th>\n",
       "      <th>loss / dB city</th>\n",
       "      <th>impedance avg</th>\n",
       "      <th>impedance city</th>\n",
       "      <th>gain NVIS dB avg</th>\n",
       "      <th>gain NVIS dB city</th>\n",
       "      <th>gain DX dB avg</th>\n",
       "      <th>gain DX dB city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>99.20</td>\n",
       "      <td>99.14</td>\n",
       "      <td>7.85</td>\n",
       "      <td>6.91</td>\n",
       "      <td>57.48</td>\n",
       "      <td>80.90</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.31</td>\n",
       "      <td>-9.17</td>\n",
       "      <td>-7.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>99.21</td>\n",
       "      <td>99.35</td>\n",
       "      <td>5.71</td>\n",
       "      <td>5.59</td>\n",
       "      <td>54.02</td>\n",
       "      <td>73.88</td>\n",
       "      <td>2.36</td>\n",
       "      <td>1.78</td>\n",
       "      <td>-6.63</td>\n",
       "      <td>-5.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>99.10</td>\n",
       "      <td>99.39</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.61</td>\n",
       "      <td>53.44</td>\n",
       "      <td>71.59</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.82</td>\n",
       "      <td>-4.73</td>\n",
       "      <td>-4.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>98.91</td>\n",
       "      <td>99.37</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3.85</td>\n",
       "      <td>56.20</td>\n",
       "      <td>71.36</td>\n",
       "      <td>5.01</td>\n",
       "      <td>3.57</td>\n",
       "      <td>-3.42</td>\n",
       "      <td>-3.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>98.78</td>\n",
       "      <td>99.35</td>\n",
       "      <td>2.43</td>\n",
       "      <td>3.28</td>\n",
       "      <td>60.69</td>\n",
       "      <td>72.58</td>\n",
       "      <td>5.61</td>\n",
       "      <td>4.06</td>\n",
       "      <td>-2.46</td>\n",
       "      <td>-2.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>98.73</td>\n",
       "      <td>99.36</td>\n",
       "      <td>1.97</td>\n",
       "      <td>2.86</td>\n",
       "      <td>66.06</td>\n",
       "      <td>74.60</td>\n",
       "      <td>5.92</td>\n",
       "      <td>4.35</td>\n",
       "      <td>-1.70</td>\n",
       "      <td>-1.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>98.75</td>\n",
       "      <td>99.41</td>\n",
       "      <td>1.66</td>\n",
       "      <td>2.55</td>\n",
       "      <td>71.68</td>\n",
       "      <td>76.95</td>\n",
       "      <td>6.03</td>\n",
       "      <td>4.46</td>\n",
       "      <td>-1.06</td>\n",
       "      <td>-0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>98.86</td>\n",
       "      <td>99.49</td>\n",
       "      <td>1.45</td>\n",
       "      <td>2.32</td>\n",
       "      <td>77.08</td>\n",
       "      <td>79.20</td>\n",
       "      <td>5.99</td>\n",
       "      <td>4.44</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>99.03</td>\n",
       "      <td>99.60</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2.15</td>\n",
       "      <td>81.85</td>\n",
       "      <td>81.14</td>\n",
       "      <td>5.83</td>\n",
       "      <td>4.28</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.5</th>\n",
       "      <td>99.64</td>\n",
       "      <td>99.95</td>\n",
       "      <td>1.10</td>\n",
       "      <td>1.93</td>\n",
       "      <td>89.44</td>\n",
       "      <td>83.50</td>\n",
       "      <td>4.88</td>\n",
       "      <td>3.35</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.0</th>\n",
       "      <td>100.26</td>\n",
       "      <td>100.26</td>\n",
       "      <td>1.07</td>\n",
       "      <td>1.89</td>\n",
       "      <td>89.33</td>\n",
       "      <td>81.90</td>\n",
       "      <td>2.98</td>\n",
       "      <td>1.60</td>\n",
       "      <td>2.70</td>\n",
       "      <td>2.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0</th>\n",
       "      <td>100.69</td>\n",
       "      <td>100.36</td>\n",
       "      <td>1.27</td>\n",
       "      <td>2.09</td>\n",
       "      <td>73.96</td>\n",
       "      <td>72.28</td>\n",
       "      <td>-6.47</td>\n",
       "      <td>-1.86</td>\n",
       "      <td>5.43</td>\n",
       "      <td>5.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.0</th>\n",
       "      <td>99.96</td>\n",
       "      <td>99.87</td>\n",
       "      <td>1.42</td>\n",
       "      <td>2.14</td>\n",
       "      <td>64.26</td>\n",
       "      <td>68.61</td>\n",
       "      <td>3.13</td>\n",
       "      <td>2.96</td>\n",
       "      <td>7.18</td>\n",
       "      <td>6.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.0</th>\n",
       "      <td>99.52</td>\n",
       "      <td>99.73</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.94</td>\n",
       "      <td>72.94</td>\n",
       "      <td>75.05</td>\n",
       "      <td>6.27</td>\n",
       "      <td>4.69</td>\n",
       "      <td>7.28</td>\n",
       "      <td>6.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35.0</th>\n",
       "      <td>99.93</td>\n",
       "      <td>100.04</td>\n",
       "      <td>1.10</td>\n",
       "      <td>1.80</td>\n",
       "      <td>81.44</td>\n",
       "      <td>78.74</td>\n",
       "      <td>4.41</td>\n",
       "      <td>2.71</td>\n",
       "      <td>7.08</td>\n",
       "      <td>6.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.0</th>\n",
       "      <td>100.36</td>\n",
       "      <td>100.21</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1.88</td>\n",
       "      <td>76.87</td>\n",
       "      <td>74.77</td>\n",
       "      <td>-3.80</td>\n",
       "      <td>-1.86</td>\n",
       "      <td>7.19</td>\n",
       "      <td>6.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.0</th>\n",
       "      <td>100.12</td>\n",
       "      <td>100.02</td>\n",
       "      <td>1.28</td>\n",
       "      <td>1.99</td>\n",
       "      <td>69.34</td>\n",
       "      <td>71.12</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.79</td>\n",
       "      <td>7.03</td>\n",
       "      <td>6.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.0</th>\n",
       "      <td>99.74</td>\n",
       "      <td>99.83</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.93</td>\n",
       "      <td>71.57</td>\n",
       "      <td>73.52</td>\n",
       "      <td>6.03</td>\n",
       "      <td>4.66</td>\n",
       "      <td>5.77</td>\n",
       "      <td>4.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55.0</th>\n",
       "      <td>99.86</td>\n",
       "      <td>99.96</td>\n",
       "      <td>1.13</td>\n",
       "      <td>1.82</td>\n",
       "      <td>78.04</td>\n",
       "      <td>76.94</td>\n",
       "      <td>5.34</td>\n",
       "      <td>3.55</td>\n",
       "      <td>3.67</td>\n",
       "      <td>2.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60.0</th>\n",
       "      <td>100.19</td>\n",
       "      <td>100.14</td>\n",
       "      <td>1.13</td>\n",
       "      <td>1.84</td>\n",
       "      <td>77.41</td>\n",
       "      <td>75.60</td>\n",
       "      <td>-0.96</td>\n",
       "      <td>-1.02</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.0</th>\n",
       "      <td>100.16</td>\n",
       "      <td>100.06</td>\n",
       "      <td>1.23</td>\n",
       "      <td>1.94</td>\n",
       "      <td>71.80</td>\n",
       "      <td>72.47</td>\n",
       "      <td>-1.68</td>\n",
       "      <td>0.52</td>\n",
       "      <td>-3.14</td>\n",
       "      <td>-4.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70.0</th>\n",
       "      <td>99.86</td>\n",
       "      <td>99.89</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.92</td>\n",
       "      <td>71.42</td>\n",
       "      <td>73.03</td>\n",
       "      <td>5.47</td>\n",
       "      <td>4.37</td>\n",
       "      <td>-12.91</td>\n",
       "      <td>-9.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75.0</th>\n",
       "      <td>99.84</td>\n",
       "      <td>99.93</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1.84</td>\n",
       "      <td>76.14</td>\n",
       "      <td>75.83</td>\n",
       "      <td>5.93</td>\n",
       "      <td>4.15</td>\n",
       "      <td>-8.48</td>\n",
       "      <td>-5.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80.0</th>\n",
       "      <td>100.10</td>\n",
       "      <td>100.08</td>\n",
       "      <td>1.13</td>\n",
       "      <td>1.83</td>\n",
       "      <td>77.33</td>\n",
       "      <td>75.83</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.17</td>\n",
       "      <td>-1.48</td>\n",
       "      <td>-0.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85.0</th>\n",
       "      <td>100.16</td>\n",
       "      <td>100.08</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1.91</td>\n",
       "      <td>73.33</td>\n",
       "      <td>73.36</td>\n",
       "      <td>-4.84</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>2.42</td>\n",
       "      <td>2.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90.0</th>\n",
       "      <td>99.94</td>\n",
       "      <td>99.94</td>\n",
       "      <td>1.23</td>\n",
       "      <td>1.92</td>\n",
       "      <td>71.65</td>\n",
       "      <td>72.97</td>\n",
       "      <td>4.60</td>\n",
       "      <td>3.86</td>\n",
       "      <td>4.78</td>\n",
       "      <td>4.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.0</th>\n",
       "      <td>99.85</td>\n",
       "      <td>99.92</td>\n",
       "      <td>1.17</td>\n",
       "      <td>1.85</td>\n",
       "      <td>74.90</td>\n",
       "      <td>75.09</td>\n",
       "      <td>6.24</td>\n",
       "      <td>4.54</td>\n",
       "      <td>6.05</td>\n",
       "      <td>5.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.0</th>\n",
       "      <td>100.04</td>\n",
       "      <td>100.04</td>\n",
       "      <td>1.14</td>\n",
       "      <td>1.83</td>\n",
       "      <td>76.97</td>\n",
       "      <td>75.79</td>\n",
       "      <td>2.95</td>\n",
       "      <td>1.38</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       resonant length avg  resonant length city  loss / dB avg  \\\n",
       "2.0                  99.20                 99.14           7.85   \n",
       "3.0                  99.21                 99.35           5.71   \n",
       "4.0                  99.10                 99.39           4.13   \n",
       "5.0                  98.91                 99.37           3.11   \n",
       "6.0                  98.78                 99.35           2.43   \n",
       "7.0                  98.73                 99.36           1.97   \n",
       "8.0                  98.75                 99.41           1.66   \n",
       "9.0                  98.86                 99.49           1.45   \n",
       "10.0                 99.03                 99.60           1.30   \n",
       "12.5                 99.64                 99.95           1.10   \n",
       "15.0                100.26                100.26           1.07   \n",
       "20.0                100.69                100.36           1.27   \n",
       "25.0                 99.96                 99.87           1.42   \n",
       "30.0                 99.52                 99.73           1.25   \n",
       "35.0                 99.93                100.04           1.10   \n",
       "40.0                100.36                100.21           1.15   \n",
       "45.0                100.12                100.02           1.28   \n",
       "50.0                 99.74                 99.83           1.24   \n",
       "55.0                 99.86                 99.96           1.13   \n",
       "60.0                100.19                100.14           1.13   \n",
       "65.0                100.16                100.06           1.23   \n",
       "70.0                 99.86                 99.89           1.24   \n",
       "75.0                 99.84                 99.93           1.15   \n",
       "80.0                100.10                100.08           1.13   \n",
       "85.0                100.16                100.08           1.20   \n",
       "90.0                 99.94                 99.94           1.23   \n",
       "95.0                 99.85                 99.92           1.17   \n",
       "100.0               100.04                100.04           1.14   \n",
       "\n",
       "       loss / dB city  impedance avg  impedance city  gain NVIS dB avg  \\\n",
       "2.0              6.91          57.48           80.90             -0.01   \n",
       "3.0              5.59          54.02           73.88              2.36   \n",
       "4.0              4.61          53.44           71.59              4.01   \n",
       "5.0              3.85          56.20           71.36              5.01   \n",
       "6.0              3.28          60.69           72.58              5.61   \n",
       "7.0              2.86          66.06           74.60              5.92   \n",
       "8.0              2.55          71.68           76.95              6.03   \n",
       "9.0              2.32          77.08           79.20              5.99   \n",
       "10.0             2.15          81.85           81.14              5.83   \n",
       "12.5             1.93          89.44           83.50              4.88   \n",
       "15.0             1.89          89.33           81.90              2.98   \n",
       "20.0             2.09          73.96           72.28             -6.47   \n",
       "25.0             2.14          64.26           68.61              3.13   \n",
       "30.0             1.94          72.94           75.05              6.27   \n",
       "35.0             1.80          81.44           78.74              4.41   \n",
       "40.0             1.88          76.87           74.77             -3.80   \n",
       "45.0             1.99          69.34           71.12              0.95   \n",
       "50.0             1.93          71.57           73.52              6.03   \n",
       "55.0             1.82          78.04           76.94              5.34   \n",
       "60.0             1.84          77.41           75.60             -0.96   \n",
       "65.0             1.94          71.80           72.47             -1.68   \n",
       "70.0             1.92          71.42           73.03              5.47   \n",
       "75.0             1.84          76.14           75.83              5.93   \n",
       "80.0             1.83          77.33           75.83              1.26   \n",
       "85.0             1.91          73.33           73.36             -4.84   \n",
       "90.0             1.92          71.65           72.97              4.60   \n",
       "95.0             1.85          74.90           75.09              6.24   \n",
       "100.0            1.83          76.97           75.79              2.95   \n",
       "\n",
       "       gain NVIS dB city  gain DX dB avg  gain DX dB city  \n",
       "2.0                 0.31           -9.17            -7.08  \n",
       "3.0                 1.78           -6.63            -5.42  \n",
       "4.0                 2.82           -4.73            -4.11  \n",
       "5.0                 3.57           -3.42            -3.04  \n",
       "6.0                 4.06           -2.46            -2.15  \n",
       "7.0                 4.35           -1.70            -1.40  \n",
       "8.0                 4.46           -1.06            -0.74  \n",
       "9.0                 4.44           -0.49            -0.14  \n",
       "10.0                4.28            0.05             0.42  \n",
       "12.5                3.35            1.35             1.72  \n",
       "15.0                1.60            2.70             2.97  \n",
       "20.0               -1.86            5.43             5.19  \n",
       "25.0                2.96            7.18             6.44  \n",
       "30.0                4.69            7.28             6.61  \n",
       "35.0                2.71            7.08             6.59  \n",
       "40.0               -1.86            7.19             6.59  \n",
       "45.0                1.79            7.03             6.12  \n",
       "50.0                4.66            5.77             4.79  \n",
       "55.0                3.55            3.67             2.78  \n",
       "60.0               -1.02            1.05             0.10  \n",
       "65.0                0.52           -3.14            -4.12  \n",
       "70.0                4.37          -12.91            -9.71  \n",
       "75.0                4.15           -8.48            -5.72  \n",
       "80.0                0.17           -1.48            -0.78  \n",
       "85.0               -0.75            2.42             2.44  \n",
       "90.0                3.86            4.78             4.46  \n",
       "95.0                4.54            6.05             5.64  \n",
       "100.0               1.38            6.84             6.39  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(\n",
    "    {\n",
    "        \"resonant length avg\": [100 * r.resonant_length / freespace_length for r in avg_data],\n",
    "        \"resonant length city\": [100 * r.resonant_length / freespace_length for r in city_data],\n",
    "        \"loss / dB avg\": [r.loss_dB for r in avg_data],\n",
    "        \"loss / dB city\": [r.loss_dB for r in city_data],\n",
    "        \"impedance avg\": [r.impedance.real for r in avg_data],\n",
    "        \"impedance city\": [r.impedance.real for r in city_data],\n",
    "        \"gain NVIS dB avg\": [r.gain_up for r in avg_data],\n",
    "        \"gain NVIS dB city\": [r.gain_up for r in city_data],\n",
    "        \"gain DX dB avg\": [r.gain_dx for r in avg_data],\n",
    "        \"gain DX dB city\": [r.gain_dx for r in city_data],\n",
    "    },\n",
    "    index=heights\n",
    ")\n",
    "selected_heights = [(i <= 100 and i%10 == 0) or i%20 == 0 for i in range(0, len(df))]\n",
    "df.iloc[selected_heights].round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "85115272-7f3c-4cdb-a4c0-7110487d14b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Resonace length as a function of height,\n",
    "# in percent of resonant length of the same wire in free space:\n",
    "\n",
    "ax = df[[\"resonant length avg\", \"resonant length city\"]].plot(\n",
    "    figsize=(12,8),\n",
    "    grid=True,\n",
    "    subplots=False,\n",
    "    lw=7,\n",
    "    fontsize=21\n",
    ")\n",
    "ax.set_title(\"Resonant dipole length, in percent of resonant length in free space\", fontsize=21)\n",
    "ax.set_xlabel(\"Height above ground / m\", fontsize=21)\n",
    "ax.set_ylabel(\"%\", fontsize=21)\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4b981470-b2e5-4be3-a74d-bdcf982b96d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loss / dB avg</th>\n",
       "      <th>loss / dB city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>7.8</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>5.7</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>4.1</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>3.1</td>\n",
       "      <td>3.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>2.4</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>1.7</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>1.4</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>1.3</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.5</th>\n",
       "      <td>1.1</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.0</th>\n",
       "      <td>1.1</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0</th>\n",
       "      <td>1.3</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.0</th>\n",
       "      <td>1.4</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.0</th>\n",
       "      <td>1.3</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35.0</th>\n",
       "      <td>1.1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.0</th>\n",
       "      <td>1.1</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.0</th>\n",
       "      <td>1.3</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.0</th>\n",
       "      <td>1.2</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55.0</th>\n",
       "      <td>1.1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60.0</th>\n",
       "      <td>1.1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.0</th>\n",
       "      <td>1.2</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70.0</th>\n",
       "      <td>1.2</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75.0</th>\n",
       "      <td>1.2</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80.0</th>\n",
       "      <td>1.1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85.0</th>\n",
       "      <td>1.2</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90.0</th>\n",
       "      <td>1.2</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.0</th>\n",
       "      <td>1.2</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.0</th>\n",
       "      <td>1.1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       loss / dB avg  loss / dB city\n",
       "2.0              7.8             6.9\n",
       "3.0              5.7             5.6\n",
       "4.0              4.1             4.6\n",
       "5.0              3.1             3.8\n",
       "6.0              2.4             3.3\n",
       "7.0              2.0             2.9\n",
       "8.0              1.7             2.5\n",
       "9.0              1.4             2.3\n",
       "10.0             1.3             2.2\n",
       "12.5             1.1             1.9\n",
       "15.0             1.1             1.9\n",
       "20.0             1.3             2.1\n",
       "25.0             1.4             2.1\n",
       "30.0             1.3             1.9\n",
       "35.0             1.1             1.8\n",
       "40.0             1.1             1.9\n",
       "45.0             1.3             2.0\n",
       "50.0             1.2             1.9\n",
       "55.0             1.1             1.8\n",
       "60.0             1.1             1.8\n",
       "65.0             1.2             1.9\n",
       "70.0             1.2             1.9\n",
       "75.0             1.2             1.8\n",
       "80.0             1.1             1.8\n",
       "85.0             1.2             1.9\n",
       "90.0             1.2             1.9\n",
       "95.0             1.2             1.9\n",
       "100.0            1.1             1.8"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df[[\"loss / dB avg\", \"loss / dB city\"]].plot(\n",
    "    figsize=(12,8),\n",
    "    grid=True,\n",
    "    subplots=False,\n",
    "    lw=7,\n",
    "    fontsize=21\n",
    ")\n",
    "ax.set_title(\"Overall dipole loss (wire + ground).\", fontsize=21)\n",
    "ax.set_xlabel(\"Height above ground / m\", fontsize=21)\n",
    "ax.set_ylabel(\"Loss / dB\", fontsize=21)\n",
    "df[[\"loss / dB avg\", \"loss / dB city\"]].iloc[selected_heights].round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "74549899-c52c-4f97-8954-df0c356c65d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>impedance avg</th>\n",
       "      <th>impedance city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>57.5</td>\n",
       "      <td>80.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>54.0</td>\n",
       "      <td>73.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>53.4</td>\n",
       "      <td>71.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>56.2</td>\n",
       "      <td>71.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>60.7</td>\n",
       "      <td>72.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>66.1</td>\n",
       "      <td>74.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>71.7</td>\n",
       "      <td>76.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>77.1</td>\n",
       "      <td>79.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>81.8</td>\n",
       "      <td>81.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.5</th>\n",
       "      <td>89.4</td>\n",
       "      <td>83.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.0</th>\n",
       "      <td>89.3</td>\n",
       "      <td>81.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0</th>\n",
       "      <td>74.0</td>\n",
       "      <td>72.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.0</th>\n",
       "      <td>64.3</td>\n",
       "      <td>68.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.0</th>\n",
       "      <td>72.9</td>\n",
       "      <td>75.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35.0</th>\n",
       "      <td>81.4</td>\n",
       "      <td>78.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.0</th>\n",
       "      <td>76.9</td>\n",
       "      <td>74.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.0</th>\n",
       "      <td>69.3</td>\n",
       "      <td>71.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.0</th>\n",
       "      <td>71.6</td>\n",
       "      <td>73.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55.0</th>\n",
       "      <td>78.0</td>\n",
       "      <td>76.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60.0</th>\n",
       "      <td>77.4</td>\n",
       "      <td>75.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.0</th>\n",
       "      <td>71.8</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70.0</th>\n",
       "      <td>71.4</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75.0</th>\n",
       "      <td>76.1</td>\n",
       "      <td>75.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80.0</th>\n",
       "      <td>77.3</td>\n",
       "      <td>75.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85.0</th>\n",
       "      <td>73.3</td>\n",
       "      <td>73.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90.0</th>\n",
       "      <td>71.6</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.0</th>\n",
       "      <td>74.9</td>\n",
       "      <td>75.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.0</th>\n",
       "      <td>77.0</td>\n",
       "      <td>75.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       impedance avg  impedance city\n",
       "2.0             57.5            80.9\n",
       "3.0             54.0            73.9\n",
       "4.0             53.4            71.6\n",
       "5.0             56.2            71.4\n",
       "6.0             60.7            72.6\n",
       "7.0             66.1            74.6\n",
       "8.0             71.7            76.9\n",
       "9.0             77.1            79.2\n",
       "10.0            81.8            81.1\n",
       "12.5            89.4            83.5\n",
       "15.0            89.3            81.9\n",
       "20.0            74.0            72.3\n",
       "25.0            64.3            68.6\n",
       "30.0            72.9            75.1\n",
       "35.0            81.4            78.7\n",
       "40.0            76.9            74.8\n",
       "45.0            69.3            71.1\n",
       "50.0            71.6            73.5\n",
       "55.0            78.0            76.9\n",
       "60.0            77.4            75.6\n",
       "65.0            71.8            72.5\n",
       "70.0            71.4            73.0\n",
       "75.0            76.1            75.8\n",
       "80.0            77.3            75.8\n",
       "85.0            73.3            73.4\n",
       "90.0            71.6            73.0\n",
       "95.0            74.9            75.1\n",
       "100.0           77.0            75.8"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Impedance plot.\n",
    "# As for each height, we first adjust the dipole length for resonance,\n",
    "# the imaginary path is always 0, so Z is real.\n",
    "\n",
    "ax = df[[\"impedance avg\", \"impedance city\"]].plot(\n",
    "    figsize=(12,8),\n",
    "    grid=True,\n",
    "    subplots=False,\n",
    "    lw=7,\n",
    "    fontsize=21\n",
    ")\n",
    "ax.set_title(\"Impedance of resonant half-wave dipole\", fontsize=21)\n",
    "ax.set_xlabel(\"Height above ground / m\", fontsize=21)\n",
    "ax.set_ylabel(\"Z / Ω\", fontsize=21)\n",
    "df[[\"impedance avg\", \"impedance city\"]].iloc[selected_heights].round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1c910652-da1e-49ea-b331-239c6201efff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gain DX dB avg</th>\n",
       "      <th>gain DX dB city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>-9.2</td>\n",
       "      <td>-7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>-6.6</td>\n",
       "      <td>-5.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>-4.7</td>\n",
       "      <td>-4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>-3.4</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>-2.5</td>\n",
       "      <td>-2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>-1.7</td>\n",
       "      <td>-1.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>-1.1</td>\n",
       "      <td>-0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.5</th>\n",
       "      <td>1.4</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.0</th>\n",
       "      <td>2.7</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0</th>\n",
       "      <td>5.4</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.0</th>\n",
       "      <td>7.2</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.0</th>\n",
       "      <td>7.3</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35.0</th>\n",
       "      <td>7.1</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.0</th>\n",
       "      <td>7.2</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.0</th>\n",
       "      <td>7.0</td>\n",
       "      <td>6.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.0</th>\n",
       "      <td>5.8</td>\n",
       "      <td>4.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55.0</th>\n",
       "      <td>3.7</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60.0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.0</th>\n",
       "      <td>-3.1</td>\n",
       "      <td>-4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70.0</th>\n",
       "      <td>-12.9</td>\n",
       "      <td>-9.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75.0</th>\n",
       "      <td>-8.5</td>\n",
       "      <td>-5.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80.0</th>\n",
       "      <td>-1.5</td>\n",
       "      <td>-0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85.0</th>\n",
       "      <td>2.4</td>\n",
       "      <td>2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90.0</th>\n",
       "      <td>4.8</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.0</th>\n",
       "      <td>6.0</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.0</th>\n",
       "      <td>6.8</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       gain DX dB avg  gain DX dB city\n",
       "2.0              -9.2             -7.1\n",
       "3.0              -6.6             -5.4\n",
       "4.0              -4.7             -4.1\n",
       "5.0              -3.4             -3.0\n",
       "6.0              -2.5             -2.2\n",
       "7.0              -1.7             -1.4\n",
       "8.0              -1.1             -0.7\n",
       "9.0              -0.5             -0.1\n",
       "10.0              0.0              0.4\n",
       "12.5              1.4              1.7\n",
       "15.0              2.7              3.0\n",
       "20.0              5.4              5.2\n",
       "25.0              7.2              6.4\n",
       "30.0              7.3              6.6\n",
       "35.0              7.1              6.6\n",
       "40.0              7.2              6.6\n",
       "45.0              7.0              6.1\n",
       "50.0              5.8              4.8\n",
       "55.0              3.7              2.8\n",
       "60.0              1.0              0.1\n",
       "65.0             -3.1             -4.1\n",
       "70.0            -12.9             -9.7\n",
       "75.0             -8.5             -5.7\n",
       "80.0             -1.5             -0.8\n",
       "85.0              2.4              2.4\n",
       "90.0              4.8              4.5\n",
       "95.0              6.0              5.6\n",
       "100.0             6.8              6.4"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How does the gain change with resonant dipole height?\n",
    "# We are interested in a 2000 km QSO, which needs a fairly low radiation angle above horizon:\n",
    "\n",
    "ax = df[[\"gain DX dB avg\", \"gain DX dB city\"]].plot(\n",
    "    figsize=(12,8),\n",
    "    grid=True,\n",
    "    subplots=False,\n",
    "    lw=7,\n",
    "    fontsize=21\n",
    ")\n",
    "ax.set_title(f\"Gain for a {distance_faraway_station*1e-3:.0f} km QSO \"\n",
    "    f\"(radiation {altitude_angle_degree:.0f}° above horizon).\", fontsize=21)\n",
    "ax.set_xlabel(\"Height above ground / m\", fontsize=21)\n",
    "ax.set_ylabel(\"Gain dBi\", fontsize=21)\n",
    "df[[\"gain DX dB avg\", \"gain DX dB city\"]].iloc[selected_heights].round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "59cb1185-c772-4b8e-98d5-962a7713b8b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gain NVIS dB avg</th>\n",
       "      <th>gain NVIS dB city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>2.4</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>5.6</td>\n",
       "      <td>4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>5.9</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>6.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>6.0</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>5.8</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.5</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0</th>\n",
       "      <td>-6.5</td>\n",
       "      <td>-1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.0</th>\n",
       "      <td>3.1</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.0</th>\n",
       "      <td>6.3</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35.0</th>\n",
       "      <td>4.4</td>\n",
       "      <td>2.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.0</th>\n",
       "      <td>-3.8</td>\n",
       "      <td>-1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.0</th>\n",
       "      <td>6.0</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55.0</th>\n",
       "      <td>5.3</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60.0</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.0</th>\n",
       "      <td>-1.7</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70.0</th>\n",
       "      <td>5.5</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75.0</th>\n",
       "      <td>5.9</td>\n",
       "      <td>4.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80.0</th>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85.0</th>\n",
       "      <td>-4.8</td>\n",
       "      <td>-0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90.0</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.0</th>\n",
       "      <td>6.2</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       gain NVIS dB avg  gain NVIS dB city\n",
       "2.0                -0.0                0.3\n",
       "3.0                 2.4                1.8\n",
       "4.0                 4.0                2.8\n",
       "5.0                 5.0                3.6\n",
       "6.0                 5.6                4.1\n",
       "7.0                 5.9                4.4\n",
       "8.0                 6.0                4.5\n",
       "9.0                 6.0                4.4\n",
       "10.0                5.8                4.3\n",
       "12.5                4.9                3.4\n",
       "15.0                3.0                1.6\n",
       "20.0               -6.5               -1.9\n",
       "25.0                3.1                3.0\n",
       "30.0                6.3                4.7\n",
       "35.0                4.4                2.7\n",
       "40.0               -3.8               -1.9\n",
       "45.0                1.0                1.8\n",
       "50.0                6.0                4.7\n",
       "55.0                5.3                3.6\n",
       "60.0               -1.0               -1.0\n",
       "65.0               -1.7                0.5\n",
       "70.0                5.5                4.4\n",
       "75.0                5.9                4.2\n",
       "80.0                1.3                0.2\n",
       "85.0               -4.8               -0.8\n",
       "90.0                4.6                3.9\n",
       "95.0                6.2                4.5\n",
       "100.0               3.0                1.4"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How does the gain change with resonant dipole height?\n",
    "# Let us try NVIS this time, so gain straight up:\n",
    "\n",
    "ax = df[[\"gain NVIS dB avg\", \"gain NVIS dB city\"]].plot(\n",
    "    figsize=(12,8),\n",
    "    grid=True,\n",
    "    subplots=False,\n",
    "    lw=7,\n",
    "    fontsize=21\n",
    ")\n",
    "ax.set_title(\"Gain for NVIS QSOs (radiation straight up).\", fontsize=21)\n",
    "ax.set_xlabel(\"Height above ground / m\", fontsize=21)\n",
    "ax.set_ylabel(\"Gain dB EIRP\", fontsize=21)\n",
    "df[[\"gain NVIS dB avg\", \"gain NVIS dB city\"]].iloc[selected_heights].round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "573d993e-51cd-482b-b910-4fd66fbd6e02",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2026-09-04 15:23:55 Z'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datetime.datetime.now(datetime.timezone.utc).strftime(\"%Y-%m-%d %H:%M:%S Z\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "851a13d7-ab81-4b78-a203-13a051890ad4",
   "metadata": {},
   "source": [
    "## Other material\n",
    "\n",
    "This is a part of the showcase for my Python software\n",
    "[antenna-simulation-driver](https://pypi.org/project/antenna-simulation-driver/). It is intended\n",
    "to provide an accessible and smooth entrance to that software.\n",
    "\n",
    "For more similar material, see that [showcase](https://dj3ei.famsik.de/blog/antennas/antenna_simulation_driver_showcase/).  It also contains an optimization example:\n",
    "An off-the-shelve optimization algorithm finds the ZS6BKW multiband antenna.\n",
    "\n",
    "If you want to [download]() and run this Jupyter notebook on your own computer,\n",
    "you'll need `nec2++` installed (see the `antenna-simulation-driver`\n",
    "[README](https://gitlab.com/4ham/antenna_simulation_driver/-/blob/main/README.md?ref_type=heads)),\n",
    "and the Jupyter \"usual suspects\":\n",
    "\n",
    "```\n",
    "numpy\n",
    "notebook\n",
    "pandas\n",
    "matplotlib\n",
    "scipy\n",
    "```\n",
    "\n",
    "In case you need to know (you probably don't), this ran on Python 3.13.5 and the versions of the\n",
    "pieces of software used and the dependencies pulled in by them were, in `requirements.txt` format:\n",
    "\n",
    "```\n",
    "antenna-simulation-driver==0.3.0\n",
    "anyio==4.14.2\n",
    "argon2-cffi==25.1.0\n",
    "argon2-cffi-bindings==25.1.0\n",
    "arrow==1.4.0\n",
    "asttokens==3.0.2\n",
    "async-lru==2.3.0\n",
    "attrs==26.1.0\n",
    "babel==2.18.0\n",
    "beautifulsoup4==4.15.0\n",
    "bleach==6.4.0\n",
    "certifi==2026.7.22\n",
    "cffi==2.1.1\n",
    "charset-normalizer==3.5.1\n",
    "comm==0.2.3\n",
    "contourpy==1.3.3\n",
    "cycler==0.12.1\n",
    "debugpy==1.8.21\n",
    "decorator==5.3.1\n",
    "defusedxml==0.7.1\n",
    "executing==2.2.1\n",
    "fastjsonschema==2.22.2\n",
    "fonttools==4.63.0\n",
    "fqdn==1.5.1\n",
    "h11==0.16.0\n",
    "httpcore==1.0.9\n",
    "httpx==0.28.1\n",
    "idna==3.19\n",
    "ipykernel==7.3.0\n",
    "ipython==9.16.1\n",
    "ipython-pygments-lexers==1.1.1\n",
    "isoduration==20.11.0\n",
    "jedi==0.20.0\n",
    "jinja2==3.1.6\n",
    "json5==0.15.0\n",
    "jsonpointer==3.1.1\n",
    "jsonschema==4.26.0\n",
    "jsonschema-specifications==2025.9.1\n",
    "jupyter-builder==1.2.2\n",
    "jupyter-client==8.9.1\n",
    "jupyter-core==5.9.1\n",
    "jupyter-events==0.12.1\n",
    "jupyter-lsp==2.3.1\n",
    "jupyter-server==2.20.0\n",
    "jupyter-server-terminals==0.5.4\n",
    "jupyterlab==4.6.3\n",
    "jupyterlab-pygments==0.3.0\n",
    "jupyterlab-server==2.28.0\n",
    "kiwisolver==1.5.0\n",
    "lark==1.3.1\n",
    "markupsafe==3.0.3\n",
    "matplotlib==3.11.1\n",
    "matplotlib-inline==0.2.2\n",
    "mistune==3.3.4\n",
    "nbclient==0.11.0\n",
    "nbconvert==7.17.1\n",
    "nbformat==5.11.1\n",
    "nest-asyncio2==1.7.2\n",
    "notebook==7.6.2\n",
    "notebook-shim==0.2.4\n",
    "numpy==2.5.2\n",
    "packaging==26.3\n",
    "pandas==3.0.5\n",
    "pandocfilters==1.5.1\n",
    "parso==0.8.7\n",
    "pexpect==4.9.0\n",
    "pillow==12.3.0\n",
    "platformdirs==4.11.3\n",
    "prometheus-client==0.26.0\n",
    "prompt-toolkit==3.0.53\n",
    "psutil==7.2.2\n",
    "ptyprocess==0.7.0\n",
    "pure-eval==0.2.3\n",
    "pycparser==3.0\n",
    "pygments==2.21.0\n",
    "pyparsing==3.3.2\n",
    "python-dateutil==2.9.0.post0\n",
    "python-json-logger==4.2.0\n",
    "pyyaml==6.0.3\n",
    "pyzmq==27.1.0\n",
    "referencing==0.37.0\n",
    "requests==2.34.2\n",
    "rfc3339-validator==0.1.4\n",
    "rfc3986-validator==0.1.1\n",
    "rfc3987-syntax==1.1.0\n",
    "rpds-py==2026.6.3\n",
    "scipy==1.18.0\n",
    "send2trash==2.1.0\n",
    "setuptools==82.0.1\n",
    "six==1.17.0\n",
    "soupsieve==2.9.2\n",
    "stack-data==0.6.3\n",
    "terminado==0.18.1\n",
    "tinycss2==1.5.1\n",
    "tornado==6.5.8\n",
    "traitlets==5.16.1\n",
    "typing-extensions==4.16.0\n",
    "tzdata==2026.3\n",
    "uri-template==1.3.0\n",
    "urllib3==2.7.0\n",
    "wcwidth==0.8.2\n",
    "webcolors==25.10.0\n",
    "webencodings==0.6.1\n",
    "websocket-client==1.9.0\n",
    "```\n"
   ]
  }
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