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@Joshuaek
Created March 4, 2020 20:07
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{
"cells": [
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import random\n",
"import matplotlib.pyplot as plt \n",
"import matplotlib.ticker as mtick\n",
"\n",
"plt.rcParams[\"figure.figsize\"] = [20, 10]\n",
"plt.style.use('bmh')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"class contract:\n",
" \n",
" def __init__(self, start_month, payment_frequency, value, term, contract_name, increase_period=1, increase_percentage=0):\n",
" self.start_month = start_month # The month (zero based int) at which the contract starts \n",
" self.payment_frequency = payment_frequency # The frequency of payments (e.g. 1 for monthly, 3 for quarterly, 12 for annually)\n",
" self.value = value # The money recieved from the contract\n",
" self.term = term # The duration of the contract in months\n",
" self.contract_name = contract_name # An identifier for the contract\n",
" self.increase_period = increase_period # Optional frequency of price increases (e.g. 12 for an annual inflation)\n",
" self.increase_percentage = increase_percentage # Optional percentage increase (e.g. 2.5 for a 2.5% price increase)\n",
"\n",
"class forecast:\n",
" \n",
" def __init__(self, start_date, number_of_months):\n",
" self.start_date = start_date\n",
" self.number_of_months = number_of_months\n",
" self.months = pd.date_range('2020-01', periods=60, freq='M')\n",
" \n",
" self.contracts = []\n",
" \n",
" self.df = pd.DataFrame(index=self.months)\n",
" self.df['forecast_licences'] = np.zeros(number_of_months)\n",
" self.df['live_contracts'] = np.zeros(number_of_months)\n",
" self.df['total_sales'] = np.zeros(number_of_months)\n",
"\n",
" \n",
" def add_contract(self, contract):\n",
" # Adds a new contract to the forecast\n",
" \n",
" self.df[contract.contract_name] = np.zeros(self.number_of_months)\n",
" self.contracts.append(contract)\n",
" \n",
" for m in range(contract.start_month, contract.start_month + contract.term, contract.payment_frequency):\n",
" try:\n",
" increase = (contract.increase_percentage * int(m / contract.increase_period) / 100) * contract.value \n",
" self.df.loc[self.months[m]][contract.contract_name] = contract.value + increase\n",
" self.df.loc[self.months[m]]['live_contracts'] += 1\n",
" except IndexError:\n",
" pass\n",
" \n",
" \n",
" def result(self):\n",
" # Ensure all calculations are done and return the dataframe\n",
" \n",
" # First, sum all licence columns to get the total earned in that month from all live contracts\n",
" self.df['forecast_licences'] = self.df[[c.contract_name for c in self.contracts]].sum(axis=1)\n",
" \n",
" # Secondly, calculate a cumulative total licence sales\n",
" self.df['total_sales'] = self.df.forecast_licences.cumsum()\n",
" \n",
" return self.df\n",
" \n",
" def project(self, start_month, contract_frequency, payment_frequency, number_of_contracts, value, term, name, increase_period=1, increase_percentage=0):\n",
" \n",
" for m in range(start_month, self.number_of_months - start_month, contract_frequency):\n",
" c = contract(m, payment_frequency, value, term, name + str(m), increase_period, increase_percentage)\n",
" self.add_contract(c)\n",
" \n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"\n",
"contracts = [int(x) for x in np.random.normal(20, 5, 200)]\n",
"\n",
"terms = [int(x) for x in np.random.normal(24, 8, 200)]\n",
"\n",
"values = [9.99, 9.99, 9.99, 15]\n",
"\n",
"increase_periods = [12]\n",
"\n",
"increase_percentages = [0]\n"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(contracts)\n",
"plt.title(\"Distribution of monthly contracts\")\n",
"plt.savefig('Contracts distribution.png')"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" .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>total_sales-run-0</th>\n",
" <th>forecast_licences-run-0</th>\n",
" <th>total_sales-run-1</th>\n",
" <th>forecast_licences-run-1</th>\n",
" <th>total_sales-run-2</th>\n",
" <th>forecast_licences-run-2</th>\n",
" <th>total_sales-run-3</th>\n",
" <th>forecast_licences-run-3</th>\n",
" <th>total_sales-run-4</th>\n",
" <th>forecast_licences-run-4</th>\n",
" <th>...</th>\n",
" <th>total_sales-run-998</th>\n",
" <th>forecast_licences-run-998</th>\n",
" <th>total_sales-run-999</th>\n",
" <th>forecast_licences-run-999</th>\n",
" <th>total_sales_0.1_quantile</th>\n",
" <th>forecast_licences_0.1_quantile</th>\n",
" <th>total_sales_0.5_quantile</th>\n",
" <th>forecast_licences_0.5_quantile</th>\n",
" <th>total_sales_0.9_quantile</th>\n",
" <th>forecast_licences_0.9_quantile</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>2020-01-31</td>\n",
" <td>214.86</td>\n",
" <td>214.86</td>\n",
" <td>244.86</td>\n",
" <td>244.86</td>\n",
" <td>239.82</td>\n",
" <td>239.82</td>\n",
" <td>149.91</td>\n",
" <td>149.91</td>\n",
" <td>174.87</td>\n",
" <td>174.87</td>\n",
" <td>...</td>\n",
" <td>249.81</td>\n",
" <td>249.81</td>\n",
" <td>209.85</td>\n",
" <td>209.85</td>\n",
" <td>134.910</td>\n",
" <td>134.910</td>\n",
" <td>224.820</td>\n",
" <td>224.820</td>\n",
" <td>304.800</td>\n",
" <td>304.800</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-02-29</td>\n",
" <td>734.52</td>\n",
" <td>519.66</td>\n",
" <td>689.55</td>\n",
" <td>444.69</td>\n",
" <td>704.46</td>\n",
" <td>464.64</td>\n",
" <td>504.69</td>\n",
" <td>354.78</td>\n",
" <td>619.53</td>\n",
" <td>444.66</td>\n",
" <td>...</td>\n",
" <td>669.51</td>\n",
" <td>419.70</td>\n",
" <td>539.61</td>\n",
" <td>329.76</td>\n",
" <td>474.714</td>\n",
" <td>324.750</td>\n",
" <td>664.620</td>\n",
" <td>439.740</td>\n",
" <td>839.403</td>\n",
" <td>549.690</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-03-31</td>\n",
" <td>1444.08</td>\n",
" <td>709.56</td>\n",
" <td>1394.07</td>\n",
" <td>704.52</td>\n",
" <td>1358.94</td>\n",
" <td>654.48</td>\n",
" <td>1019.37</td>\n",
" <td>514.68</td>\n",
" <td>1334.04</td>\n",
" <td>714.51</td>\n",
" <td>...</td>\n",
" <td>1409.01</td>\n",
" <td>739.50</td>\n",
" <td>1194.15</td>\n",
" <td>654.54</td>\n",
" <td>1009.395</td>\n",
" <td>519.660</td>\n",
" <td>1329.240</td>\n",
" <td>659.550</td>\n",
" <td>1619.460</td>\n",
" <td>804.480</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-04-30</td>\n",
" <td>2458.47</td>\n",
" <td>1014.39</td>\n",
" <td>2333.49</td>\n",
" <td>939.42</td>\n",
" <td>2238.21</td>\n",
" <td>879.27</td>\n",
" <td>1808.91</td>\n",
" <td>789.54</td>\n",
" <td>2153.49</td>\n",
" <td>819.45</td>\n",
" <td>...</td>\n",
" <td>2328.39</td>\n",
" <td>919.38</td>\n",
" <td>2103.54</td>\n",
" <td>909.39</td>\n",
" <td>1758.990</td>\n",
" <td>714.450</td>\n",
" <td>2213.475</td>\n",
" <td>881.895</td>\n",
" <td>2623.881</td>\n",
" <td>1039.290</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-05-31</td>\n",
" <td>3712.68</td>\n",
" <td>1254.21</td>\n",
" <td>3532.71</td>\n",
" <td>1199.22</td>\n",
" <td>3267.39</td>\n",
" <td>1029.18</td>\n",
" <td>2783.37</td>\n",
" <td>974.46</td>\n",
" <td>3217.80</td>\n",
" <td>1064.31</td>\n",
" <td>...</td>\n",
" <td>3567.60</td>\n",
" <td>1239.21</td>\n",
" <td>3277.74</td>\n",
" <td>1174.20</td>\n",
" <td>2703.435</td>\n",
" <td>919.380</td>\n",
" <td>3323.040</td>\n",
" <td>1104.240</td>\n",
" <td>3872.889</td>\n",
" <td>1279.200</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-06-30</td>\n",
" <td>5241.72</td>\n",
" <td>1529.04</td>\n",
" <td>4936.74</td>\n",
" <td>1404.03</td>\n",
" <td>4446.45</td>\n",
" <td>1179.06</td>\n",
" <td>4012.65</td>\n",
" <td>1229.28</td>\n",
" <td>4491.99</td>\n",
" <td>1274.19</td>\n",
" <td>...</td>\n",
" <td>5041.65</td>\n",
" <td>1474.05</td>\n",
" <td>4596.84</td>\n",
" <td>1319.10</td>\n",
" <td>3882.408</td>\n",
" <td>1129.194</td>\n",
" <td>4632.045</td>\n",
" <td>1314.150</td>\n",
" <td>5366.472</td>\n",
" <td>1514.559</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-07-31</td>\n",
" <td>6975.66</td>\n",
" <td>1733.94</td>\n",
" <td>6595.59</td>\n",
" <td>1658.85</td>\n",
" <td>5855.40</td>\n",
" <td>1408.95</td>\n",
" <td>5481.75</td>\n",
" <td>1469.10</td>\n",
" <td>5926.05</td>\n",
" <td>1434.06</td>\n",
" <td>...</td>\n",
" <td>6760.53</td>\n",
" <td>1718.88</td>\n",
" <td>6270.75</td>\n",
" <td>1673.91</td>\n",
" <td>5241.519</td>\n",
" <td>1339.107</td>\n",
" <td>6160.605</td>\n",
" <td>1548.990</td>\n",
" <td>7069.542</td>\n",
" <td>1758.813</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-08-31</td>\n",
" <td>9009.39</td>\n",
" <td>2033.73</td>\n",
" <td>8519.28</td>\n",
" <td>1923.69</td>\n",
" <td>7519.23</td>\n",
" <td>1663.83</td>\n",
" <td>7135.68</td>\n",
" <td>1653.93</td>\n",
" <td>7569.96</td>\n",
" <td>1643.91</td>\n",
" <td>...</td>\n",
" <td>8724.27</td>\n",
" <td>1963.74</td>\n",
" <td>8094.54</td>\n",
" <td>1823.79</td>\n",
" <td>6794.934</td>\n",
" <td>1543.917</td>\n",
" <td>7932.105</td>\n",
" <td>1763.940</td>\n",
" <td>9019.182</td>\n",
" <td>1983.579</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-09-30</td>\n",
" <td>11292.93</td>\n",
" <td>2283.54</td>\n",
" <td>10652.85</td>\n",
" <td>2133.57</td>\n",
" <td>9402.90</td>\n",
" <td>1883.67</td>\n",
" <td>8959.53</td>\n",
" <td>1823.85</td>\n",
" <td>9408.75</td>\n",
" <td>1838.79</td>\n",
" <td>...</td>\n",
" <td>10892.88</td>\n",
" <td>2168.61</td>\n",
" <td>10183.17</td>\n",
" <td>2088.63</td>\n",
" <td>8558.094</td>\n",
" <td>1738.329</td>\n",
" <td>9905.955</td>\n",
" <td>1976.130</td>\n",
" <td>11207.652</td>\n",
" <td>2213.463</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-10-31</td>\n",
" <td>13851.30</td>\n",
" <td>2558.37</td>\n",
" <td>13041.24</td>\n",
" <td>2388.39</td>\n",
" <td>11531.40</td>\n",
" <td>2128.50</td>\n",
" <td>10913.31</td>\n",
" <td>1953.78</td>\n",
" <td>11437.38</td>\n",
" <td>2028.63</td>\n",
" <td>...</td>\n",
" <td>13396.26</td>\n",
" <td>2503.38</td>\n",
" <td>12496.62</td>\n",
" <td>2313.45</td>\n",
" <td>10528.143</td>\n",
" <td>1933.731</td>\n",
" <td>12079.620</td>\n",
" <td>2178.690</td>\n",
" <td>13611.747</td>\n",
" <td>2453.181</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-11-30</td>\n",
" <td>16624.50</td>\n",
" <td>2773.20</td>\n",
" <td>15589.53</td>\n",
" <td>2548.29</td>\n",
" <td>13759.83</td>\n",
" <td>2228.43</td>\n",
" <td>13116.90</td>\n",
" <td>2203.59</td>\n",
" <td>13705.86</td>\n",
" <td>2268.48</td>\n",
" <td>...</td>\n",
" <td>16004.58</td>\n",
" <td>2608.32</td>\n",
" <td>15024.90</td>\n",
" <td>2528.28</td>\n",
" <td>12669.615</td>\n",
" <td>2127.912</td>\n",
" <td>14495.115</td>\n",
" <td>2395.875</td>\n",
" <td>16239.099</td>\n",
" <td>2658.363</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2020-12-31</td>\n",
" <td>19637.52</td>\n",
" <td>3013.02</td>\n",
" <td>18252.72</td>\n",
" <td>2663.19</td>\n",
" <td>16128.15</td>\n",
" <td>2368.32</td>\n",
" <td>15540.33</td>\n",
" <td>2423.43</td>\n",
" <td>16054.29</td>\n",
" <td>2348.43</td>\n",
" <td>...</td>\n",
" <td>18732.81</td>\n",
" <td>2728.23</td>\n",
" <td>17753.04</td>\n",
" <td>2728.14</td>\n",
" <td>15039.360</td>\n",
" <td>2323.449</td>\n",
" <td>17103.255</td>\n",
" <td>2598.345</td>\n",
" <td>19051.290</td>\n",
" <td>2898.123</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-01-31</td>\n",
" <td>22880.37</td>\n",
" <td>3242.85</td>\n",
" <td>21160.74</td>\n",
" <td>2908.02</td>\n",
" <td>18751.26</td>\n",
" <td>2623.11</td>\n",
" <td>18088.65</td>\n",
" <td>2548.32</td>\n",
" <td>18537.66</td>\n",
" <td>2483.37</td>\n",
" <td>...</td>\n",
" <td>21620.91</td>\n",
" <td>2888.10</td>\n",
" <td>20636.10</td>\n",
" <td>2883.06</td>\n",
" <td>17642.289</td>\n",
" <td>2523.207</td>\n",
" <td>19912.065</td>\n",
" <td>2803.110</td>\n",
" <td>22145.994</td>\n",
" <td>3107.919</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-02-28</td>\n",
" <td>26313.09</td>\n",
" <td>3432.72</td>\n",
" <td>24278.61</td>\n",
" <td>3117.87</td>\n",
" <td>21489.30</td>\n",
" <td>2738.04</td>\n",
" <td>20791.86</td>\n",
" <td>2703.21</td>\n",
" <td>21270.87</td>\n",
" <td>2733.21</td>\n",
" <td>...</td>\n",
" <td>24713.88</td>\n",
" <td>3092.97</td>\n",
" <td>23714.01</td>\n",
" <td>3077.91</td>\n",
" <td>20432.163</td>\n",
" <td>2728.110</td>\n",
" <td>22929.240</td>\n",
" <td>2993.025</td>\n",
" <td>25414.122</td>\n",
" <td>3318.531</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-03-31</td>\n",
" <td>29950.62</td>\n",
" <td>3637.53</td>\n",
" <td>27511.41</td>\n",
" <td>3232.80</td>\n",
" <td>24512.16</td>\n",
" <td>3022.86</td>\n",
" <td>23699.85</td>\n",
" <td>2907.99</td>\n",
" <td>24054.03</td>\n",
" <td>2783.16</td>\n",
" <td>...</td>\n",
" <td>28046.70</td>\n",
" <td>3332.82</td>\n",
" <td>26941.80</td>\n",
" <td>3227.79</td>\n",
" <td>23389.572</td>\n",
" <td>2907.501</td>\n",
" <td>26115.735</td>\n",
" <td>3187.905</td>\n",
" <td>28902.897</td>\n",
" <td>3527.709</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-04-30</td>\n",
" <td>33872.94</td>\n",
" <td>3922.32</td>\n",
" <td>30819.15</td>\n",
" <td>3307.74</td>\n",
" <td>27729.90</td>\n",
" <td>3217.74</td>\n",
" <td>26832.72</td>\n",
" <td>3132.87</td>\n",
" <td>26937.12</td>\n",
" <td>2883.09</td>\n",
" <td>...</td>\n",
" <td>31554.42</td>\n",
" <td>3507.72</td>\n",
" <td>30289.53</td>\n",
" <td>3347.73</td>\n",
" <td>26476.395</td>\n",
" <td>3083.004</td>\n",
" <td>29499.765</td>\n",
" <td>3387.690</td>\n",
" <td>32551.839</td>\n",
" <td>3727.545</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-05-31</td>\n",
" <td>37950.18</td>\n",
" <td>4077.24</td>\n",
" <td>34301.76</td>\n",
" <td>3482.61</td>\n",
" <td>31117.50</td>\n",
" <td>3387.60</td>\n",
" <td>30035.55</td>\n",
" <td>3202.83</td>\n",
" <td>29885.13</td>\n",
" <td>2948.01</td>\n",
" <td>...</td>\n",
" <td>35202.03</td>\n",
" <td>3647.61</td>\n",
" <td>33827.10</td>\n",
" <td>3537.57</td>\n",
" <td>29788.887</td>\n",
" <td>3258.111</td>\n",
" <td>33045.915</td>\n",
" <td>3562.770</td>\n",
" <td>36422.373</td>\n",
" <td>3907.263</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-06-30</td>\n",
" <td>42242.31</td>\n",
" <td>4292.13</td>\n",
" <td>37994.28</td>\n",
" <td>3692.52</td>\n",
" <td>34744.98</td>\n",
" <td>3627.48</td>\n",
" <td>33388.29</td>\n",
" <td>3352.74</td>\n",
" <td>33008.04</td>\n",
" <td>3122.91</td>\n",
" <td>...</td>\n",
" <td>39069.51</td>\n",
" <td>3867.48</td>\n",
" <td>37584.51</td>\n",
" <td>3757.41</td>\n",
" <td>33256.473</td>\n",
" <td>3432.564</td>\n",
" <td>36733.995</td>\n",
" <td>3737.460</td>\n",
" <td>40419.447</td>\n",
" <td>4097.286</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-07-31</td>\n",
" <td>46714.35</td>\n",
" <td>4472.04</td>\n",
" <td>41936.67</td>\n",
" <td>3942.39</td>\n",
" <td>38532.36</td>\n",
" <td>3787.38</td>\n",
" <td>36771.00</td>\n",
" <td>3382.71</td>\n",
" <td>36270.84</td>\n",
" <td>3262.80</td>\n",
" <td>...</td>\n",
" <td>43146.81</td>\n",
" <td>4077.30</td>\n",
" <td>41456.85</td>\n",
" <td>3872.34</td>\n",
" <td>36902.505</td>\n",
" <td>3592.620</td>\n",
" <td>40656.750</td>\n",
" <td>3907.425</td>\n",
" <td>44641.545</td>\n",
" <td>4257.090</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-08-31</td>\n",
" <td>51396.24</td>\n",
" <td>4681.89</td>\n",
" <td>45993.96</td>\n",
" <td>4057.29</td>\n",
" <td>42484.65</td>\n",
" <td>3952.29</td>\n",
" <td>40388.55</td>\n",
" <td>3617.55</td>\n",
" <td>39713.49</td>\n",
" <td>3442.65</td>\n",
" <td>...</td>\n",
" <td>47459.01</td>\n",
" <td>4312.20</td>\n",
" <td>45469.08</td>\n",
" <td>4012.23</td>\n",
" <td>40702.779</td>\n",
" <td>3737.541</td>\n",
" <td>44689.770</td>\n",
" <td>4052.475</td>\n",
" <td>48998.409</td>\n",
" <td>4416.993</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-09-30</td>\n",
" <td>56193.09</td>\n",
" <td>4796.85</td>\n",
" <td>50186.19</td>\n",
" <td>4192.23</td>\n",
" <td>46581.81</td>\n",
" <td>4097.16</td>\n",
" <td>44116.02</td>\n",
" <td>3727.47</td>\n",
" <td>43241.07</td>\n",
" <td>3527.58</td>\n",
" <td>...</td>\n",
" <td>51961.11</td>\n",
" <td>4502.10</td>\n",
" <td>49616.22</td>\n",
" <td>4147.14</td>\n",
" <td>44702.622</td>\n",
" <td>3882.348</td>\n",
" <td>48862.260</td>\n",
" <td>4207.245</td>\n",
" <td>53599.323</td>\n",
" <td>4567.458</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-10-31</td>\n",
" <td>61059.90</td>\n",
" <td>4866.81</td>\n",
" <td>54528.30</td>\n",
" <td>4342.11</td>\n",
" <td>50748.99</td>\n",
" <td>4167.18</td>\n",
" <td>47953.44</td>\n",
" <td>3837.42</td>\n",
" <td>46858.59</td>\n",
" <td>3617.52</td>\n",
" <td>...</td>\n",
" <td>56613.09</td>\n",
" <td>4651.98</td>\n",
" <td>53973.21</td>\n",
" <td>4356.99</td>\n",
" <td>48731.595</td>\n",
" <td>4021.806</td>\n",
" <td>53200.950</td>\n",
" <td>4352.235</td>\n",
" <td>58261.746</td>\n",
" <td>4727.385</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-11-30</td>\n",
" <td>66221.52</td>\n",
" <td>5161.62</td>\n",
" <td>58970.37</td>\n",
" <td>4442.07</td>\n",
" <td>54946.17</td>\n",
" <td>4197.18</td>\n",
" <td>51975.72</td>\n",
" <td>4022.28</td>\n",
" <td>50676.03</td>\n",
" <td>3817.44</td>\n",
" <td>...</td>\n",
" <td>61454.94</td>\n",
" <td>4841.85</td>\n",
" <td>58500.09</td>\n",
" <td>4526.88</td>\n",
" <td>53049.225</td>\n",
" <td>4132.407</td>\n",
" <td>57648.840</td>\n",
" <td>4486.920</td>\n",
" <td>63030.126</td>\n",
" <td>4846.608</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2021-12-31</td>\n",
" <td>71528.10</td>\n",
" <td>5306.58</td>\n",
" <td>63462.39</td>\n",
" <td>4492.02</td>\n",
" <td>59388.18</td>\n",
" <td>4442.01</td>\n",
" <td>56152.92</td>\n",
" <td>4177.20</td>\n",
" <td>54513.45</td>\n",
" <td>3837.42</td>\n",
" <td>...</td>\n",
" <td>66281.82</td>\n",
" <td>4826.88</td>\n",
" <td>63226.83</td>\n",
" <td>4726.74</td>\n",
" <td>57333.435</td>\n",
" <td>4262.124</td>\n",
" <td>62230.200</td>\n",
" <td>4591.815</td>\n",
" <td>67981.848</td>\n",
" <td>4956.693</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>24 rows × 2006 columns</p>\n",
"</div>"
],
"text/plain": [
" total_sales-run-0 forecast_licences-run-0 total_sales-run-1 \\\n",
"2020-01-31 214.86 214.86 244.86 \n",
"2020-02-29 734.52 519.66 689.55 \n",
"2020-03-31 1444.08 709.56 1394.07 \n",
"2020-04-30 2458.47 1014.39 2333.49 \n",
"2020-05-31 3712.68 1254.21 3532.71 \n",
"2020-06-30 5241.72 1529.04 4936.74 \n",
"2020-07-31 6975.66 1733.94 6595.59 \n",
"2020-08-31 9009.39 2033.73 8519.28 \n",
"2020-09-30 11292.93 2283.54 10652.85 \n",
"2020-10-31 13851.30 2558.37 13041.24 \n",
"2020-11-30 16624.50 2773.20 15589.53 \n",
"2020-12-31 19637.52 3013.02 18252.72 \n",
"2021-01-31 22880.37 3242.85 21160.74 \n",
"2021-02-28 26313.09 3432.72 24278.61 \n",
"2021-03-31 29950.62 3637.53 27511.41 \n",
"2021-04-30 33872.94 3922.32 30819.15 \n",
"2021-05-31 37950.18 4077.24 34301.76 \n",
"2021-06-30 42242.31 4292.13 37994.28 \n",
"2021-07-31 46714.35 4472.04 41936.67 \n",
"2021-08-31 51396.24 4681.89 45993.96 \n",
"2021-09-30 56193.09 4796.85 50186.19 \n",
"2021-10-31 61059.90 4866.81 54528.30 \n",
"2021-11-30 66221.52 5161.62 58970.37 \n",
"2021-12-31 71528.10 5306.58 63462.39 \n",
"\n",
" forecast_licences-run-1 total_sales-run-2 \\\n",
"2020-01-31 244.86 239.82 \n",
"2020-02-29 444.69 704.46 \n",
"2020-03-31 704.52 1358.94 \n",
"2020-04-30 939.42 2238.21 \n",
"2020-05-31 1199.22 3267.39 \n",
"2020-06-30 1404.03 4446.45 \n",
"2020-07-31 1658.85 5855.40 \n",
"2020-08-31 1923.69 7519.23 \n",
"2020-09-30 2133.57 9402.90 \n",
"2020-10-31 2388.39 11531.40 \n",
"2020-11-30 2548.29 13759.83 \n",
"2020-12-31 2663.19 16128.15 \n",
"2021-01-31 2908.02 18751.26 \n",
"2021-02-28 3117.87 21489.30 \n",
"2021-03-31 3232.80 24512.16 \n",
"2021-04-30 3307.74 27729.90 \n",
"2021-05-31 3482.61 31117.50 \n",
"2021-06-30 3692.52 34744.98 \n",
"2021-07-31 3942.39 38532.36 \n",
"2021-08-31 4057.29 42484.65 \n",
"2021-09-30 4192.23 46581.81 \n",
"2021-10-31 4342.11 50748.99 \n",
"2021-11-30 4442.07 54946.17 \n",
"2021-12-31 4492.02 59388.18 \n",
"\n",
" forecast_licences-run-2 total_sales-run-3 \\\n",
"2020-01-31 239.82 149.91 \n",
"2020-02-29 464.64 504.69 \n",
"2020-03-31 654.48 1019.37 \n",
"2020-04-30 879.27 1808.91 \n",
"2020-05-31 1029.18 2783.37 \n",
"2020-06-30 1179.06 4012.65 \n",
"2020-07-31 1408.95 5481.75 \n",
"2020-08-31 1663.83 7135.68 \n",
"2020-09-30 1883.67 8959.53 \n",
"2020-10-31 2128.50 10913.31 \n",
"2020-11-30 2228.43 13116.90 \n",
"2020-12-31 2368.32 15540.33 \n",
"2021-01-31 2623.11 18088.65 \n",
"2021-02-28 2738.04 20791.86 \n",
"2021-03-31 3022.86 23699.85 \n",
"2021-04-30 3217.74 26832.72 \n",
"2021-05-31 3387.60 30035.55 \n",
"2021-06-30 3627.48 33388.29 \n",
"2021-07-31 3787.38 36771.00 \n",
"2021-08-31 3952.29 40388.55 \n",
"2021-09-30 4097.16 44116.02 \n",
"2021-10-31 4167.18 47953.44 \n",
"2021-11-30 4197.18 51975.72 \n",
"2021-12-31 4442.01 56152.92 \n",
"\n",
" forecast_licences-run-3 total_sales-run-4 \\\n",
"2020-01-31 149.91 174.87 \n",
"2020-02-29 354.78 619.53 \n",
"2020-03-31 514.68 1334.04 \n",
"2020-04-30 789.54 2153.49 \n",
"2020-05-31 974.46 3217.80 \n",
"2020-06-30 1229.28 4491.99 \n",
"2020-07-31 1469.10 5926.05 \n",
"2020-08-31 1653.93 7569.96 \n",
"2020-09-30 1823.85 9408.75 \n",
"2020-10-31 1953.78 11437.38 \n",
"2020-11-30 2203.59 13705.86 \n",
"2020-12-31 2423.43 16054.29 \n",
"2021-01-31 2548.32 18537.66 \n",
"2021-02-28 2703.21 21270.87 \n",
"2021-03-31 2907.99 24054.03 \n",
"2021-04-30 3132.87 26937.12 \n",
"2021-05-31 3202.83 29885.13 \n",
"2021-06-30 3352.74 33008.04 \n",
"2021-07-31 3382.71 36270.84 \n",
"2021-08-31 3617.55 39713.49 \n",
"2021-09-30 3727.47 43241.07 \n",
"2021-10-31 3837.42 46858.59 \n",
"2021-11-30 4022.28 50676.03 \n",
"2021-12-31 4177.20 54513.45 \n",
"\n",
" forecast_licences-run-4 ... total_sales-run-998 \\\n",
"2020-01-31 174.87 ... 249.81 \n",
"2020-02-29 444.66 ... 669.51 \n",
"2020-03-31 714.51 ... 1409.01 \n",
"2020-04-30 819.45 ... 2328.39 \n",
"2020-05-31 1064.31 ... 3567.60 \n",
"2020-06-30 1274.19 ... 5041.65 \n",
"2020-07-31 1434.06 ... 6760.53 \n",
"2020-08-31 1643.91 ... 8724.27 \n",
"2020-09-30 1838.79 ... 10892.88 \n",
"2020-10-31 2028.63 ... 13396.26 \n",
"2020-11-30 2268.48 ... 16004.58 \n",
"2020-12-31 2348.43 ... 18732.81 \n",
"2021-01-31 2483.37 ... 21620.91 \n",
"2021-02-28 2733.21 ... 24713.88 \n",
"2021-03-31 2783.16 ... 28046.70 \n",
"2021-04-30 2883.09 ... 31554.42 \n",
"2021-05-31 2948.01 ... 35202.03 \n",
"2021-06-30 3122.91 ... 39069.51 \n",
"2021-07-31 3262.80 ... 43146.81 \n",
"2021-08-31 3442.65 ... 47459.01 \n",
"2021-09-30 3527.58 ... 51961.11 \n",
"2021-10-31 3617.52 ... 56613.09 \n",
"2021-11-30 3817.44 ... 61454.94 \n",
"2021-12-31 3837.42 ... 66281.82 \n",
"\n",
" forecast_licences-run-998 total_sales-run-999 \\\n",
"2020-01-31 249.81 209.85 \n",
"2020-02-29 419.70 539.61 \n",
"2020-03-31 739.50 1194.15 \n",
"2020-04-30 919.38 2103.54 \n",
"2020-05-31 1239.21 3277.74 \n",
"2020-06-30 1474.05 4596.84 \n",
"2020-07-31 1718.88 6270.75 \n",
"2020-08-31 1963.74 8094.54 \n",
"2020-09-30 2168.61 10183.17 \n",
"2020-10-31 2503.38 12496.62 \n",
"2020-11-30 2608.32 15024.90 \n",
"2020-12-31 2728.23 17753.04 \n",
"2021-01-31 2888.10 20636.10 \n",
"2021-02-28 3092.97 23714.01 \n",
"2021-03-31 3332.82 26941.80 \n",
"2021-04-30 3507.72 30289.53 \n",
"2021-05-31 3647.61 33827.10 \n",
"2021-06-30 3867.48 37584.51 \n",
"2021-07-31 4077.30 41456.85 \n",
"2021-08-31 4312.20 45469.08 \n",
"2021-09-30 4502.10 49616.22 \n",
"2021-10-31 4651.98 53973.21 \n",
"2021-11-30 4841.85 58500.09 \n",
"2021-12-31 4826.88 63226.83 \n",
"\n",
" forecast_licences-run-999 total_sales_0.1_quantile \\\n",
"2020-01-31 209.85 134.910 \n",
"2020-02-29 329.76 474.714 \n",
"2020-03-31 654.54 1009.395 \n",
"2020-04-30 909.39 1758.990 \n",
"2020-05-31 1174.20 2703.435 \n",
"2020-06-30 1319.10 3882.408 \n",
"2020-07-31 1673.91 5241.519 \n",
"2020-08-31 1823.79 6794.934 \n",
"2020-09-30 2088.63 8558.094 \n",
"2020-10-31 2313.45 10528.143 \n",
"2020-11-30 2528.28 12669.615 \n",
"2020-12-31 2728.14 15039.360 \n",
"2021-01-31 2883.06 17642.289 \n",
"2021-02-28 3077.91 20432.163 \n",
"2021-03-31 3227.79 23389.572 \n",
"2021-04-30 3347.73 26476.395 \n",
"2021-05-31 3537.57 29788.887 \n",
"2021-06-30 3757.41 33256.473 \n",
"2021-07-31 3872.34 36902.505 \n",
"2021-08-31 4012.23 40702.779 \n",
"2021-09-30 4147.14 44702.622 \n",
"2021-10-31 4356.99 48731.595 \n",
"2021-11-30 4526.88 53049.225 \n",
"2021-12-31 4726.74 57333.435 \n",
"\n",
" forecast_licences_0.1_quantile total_sales_0.5_quantile \\\n",
"2020-01-31 134.910 224.820 \n",
"2020-02-29 324.750 664.620 \n",
"2020-03-31 519.660 1329.240 \n",
"2020-04-30 714.450 2213.475 \n",
"2020-05-31 919.380 3323.040 \n",
"2020-06-30 1129.194 4632.045 \n",
"2020-07-31 1339.107 6160.605 \n",
"2020-08-31 1543.917 7932.105 \n",
"2020-09-30 1738.329 9905.955 \n",
"2020-10-31 1933.731 12079.620 \n",
"2020-11-30 2127.912 14495.115 \n",
"2020-12-31 2323.449 17103.255 \n",
"2021-01-31 2523.207 19912.065 \n",
"2021-02-28 2728.110 22929.240 \n",
"2021-03-31 2907.501 26115.735 \n",
"2021-04-30 3083.004 29499.765 \n",
"2021-05-31 3258.111 33045.915 \n",
"2021-06-30 3432.564 36733.995 \n",
"2021-07-31 3592.620 40656.750 \n",
"2021-08-31 3737.541 44689.770 \n",
"2021-09-30 3882.348 48862.260 \n",
"2021-10-31 4021.806 53200.950 \n",
"2021-11-30 4132.407 57648.840 \n",
"2021-12-31 4262.124 62230.200 \n",
"\n",
" forecast_licences_0.5_quantile total_sales_0.9_quantile \\\n",
"2020-01-31 224.820 304.800 \n",
"2020-02-29 439.740 839.403 \n",
"2020-03-31 659.550 1619.460 \n",
"2020-04-30 881.895 2623.881 \n",
"2020-05-31 1104.240 3872.889 \n",
"2020-06-30 1314.150 5366.472 \n",
"2020-07-31 1548.990 7069.542 \n",
"2020-08-31 1763.940 9019.182 \n",
"2020-09-30 1976.130 11207.652 \n",
"2020-10-31 2178.690 13611.747 \n",
"2020-11-30 2395.875 16239.099 \n",
"2020-12-31 2598.345 19051.290 \n",
"2021-01-31 2803.110 22145.994 \n",
"2021-02-28 2993.025 25414.122 \n",
"2021-03-31 3187.905 28902.897 \n",
"2021-04-30 3387.690 32551.839 \n",
"2021-05-31 3562.770 36422.373 \n",
"2021-06-30 3737.460 40419.447 \n",
"2021-07-31 3907.425 44641.545 \n",
"2021-08-31 4052.475 48998.409 \n",
"2021-09-30 4207.245 53599.323 \n",
"2021-10-31 4352.235 58261.746 \n",
"2021-11-30 4486.920 63030.126 \n",
"2021-12-31 4591.815 67981.848 \n",
"\n",
" forecast_licences_0.9_quantile \n",
"2020-01-31 304.800 \n",
"2020-02-29 549.690 \n",
"2020-03-31 804.480 \n",
"2020-04-30 1039.290 \n",
"2020-05-31 1279.200 \n",
"2020-06-30 1514.559 \n",
"2020-07-31 1758.813 \n",
"2020-08-31 1983.579 \n",
"2020-09-30 2213.463 \n",
"2020-10-31 2453.181 \n",
"2020-11-30 2658.363 \n",
"2020-12-31 2898.123 \n",
"2021-01-31 3107.919 \n",
"2021-02-28 3318.531 \n",
"2021-03-31 3527.709 \n",
"2021-04-30 3727.545 \n",
"2021-05-31 3907.263 \n",
"2021-06-30 4097.286 \n",
"2021-07-31 4257.090 \n",
"2021-08-31 4416.993 \n",
"2021-09-30 4567.458 \n",
"2021-10-31 4727.385 \n",
"2021-11-30 4846.608 \n",
"2021-12-31 4956.693 \n",
"\n",
"[24 rows x 2006 columns]"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"class monte_carlo_forecast():\n",
" \n",
" def __init__(self, start_date, number_of_months):\n",
" self.start_date = start_date # When the foreacst starts\n",
" self.number_of_months = number_of_months # Number of months to forecast\n",
" self.months = pd.date_range('2020-01', periods=60, freq='M')\n",
" \n",
" # Create a dataframe to store the results of all the sumulations\n",
" self.df = pd.DataFrame(index=self.months)\n",
" \n",
" # Store each simulation in this array so they can be explored later if needed\n",
" self.forecasts = []\n",
" \n",
" # These arrays will hold the names of generated columns for convienience later\n",
" self.total_sales_cols = []\n",
" self.forecast_licences_cols = []\n",
" \n",
" def forecast(self, number_of_runs, contracts, payment_frequencies, values, terms, increase_period, increase_percentages, quantiles=[0.1, 0.5, 0.9]):\n",
" # Loop for each simulation we need to run\n",
" for r in range(0, number_of_runs):\n",
" cnum = 0 # A counter to give each contract a unique name\n",
" f = forecast(self.start_date, self.number_of_months) # Generate a new forecast\n",
" \n",
" # Loop through each month\n",
" for m in range(0, self.number_of_months):\n",
" \n",
" # Loop through each contract we need to create this month\n",
" for c in range(0, random.choice(contracts)):\n",
" \n",
" # Create a contract with random properties from the passed in distributions\n",
" ct = contract(m, np.random.choice(payment_frequencies), np.random.choice(values), np.random.choice(terms), \"contract\" + str(cnum), increase_period, np.random.choice(increase_percentages))\n",
" f.add_contract(ct)\n",
" cnum += 1\n",
" \n",
" self.forecasts.append(f)\n",
" \n",
" # Add a columns to record the result of the simulation\n",
" self.df['total_sales-run-' + str(r)] = f.result().total_sales\n",
" self.total_sales_cols.append('total_sales-run-' + str(r))\n",
" \n",
" self.df['forecast_licences-run-' + str(r)] = f.result().forecast_licences\n",
" self.forecast_licences_cols.append('forecast_licences-run-' + str(r))\n",
" \n",
" # Calculate percentile outcomes for total sales and forecasted licences each period\n",
" for q in quantiles:\n",
" self.df['total_sales_' + str(q) + '_quantile'] = self.df[self.total_sales_cols].quantile(q, axis=1)\n",
" self.df['forecast_licences_' + str(q) + '_quantile'] = self.df[self.forecast_licences_cols].quantile(q, axis=1)\n",
"\n",
" \n",
" \n",
"mc = monte_carlo_forecast('2020-01', 60)\n",
"\n",
"mc.forecast(1000, contracts=contracts, payment_frequencies=[1], values=values, terms=terms, increase_period=12, increase_percentages=[0])\n",
"\n",
"\n",
"mc.df.head(n=24)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = mc.df[mc.forecast_licences_cols[:100]].plot(legend=False, color='#444444',linewidth=0.25, alpha=0.33)\n",
"\n",
"mc.df['forecast_licences_0.5_quantile'].plot(ax=ax, linewidth=2)\n",
"mc.df['forecast_licences_0.9_quantile'].plot(ax=ax, linewidth=2)\n",
"mc.df['forecast_licences_0.1_quantile'].plot(ax=ax, linewidth=2)\n",
"\n",
"fmt = '£{x:,.0f}'\n",
"tick = mtick.StrMethodFormatter(fmt)\n",
"ax.yaxis.set_major_formatter(tick) \n"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = mc.df[mc.total_sales_cols[:100]].plot(legend=False)\n",
"\n",
"plt.title(\"Sample licence revenue forecast simulations\")\n",
"\n",
"ax.set_xlabel(\"Date\")\n",
"ax.set_ylabel(\"Revenue\")\n",
"\n",
"fmt = '£{x:,.0f}'\n",
"tick = mtick.StrMethodFormatter(fmt)\n",
"ax.yaxis.set_major_formatter(tick) \n",
"\n",
"plt.savefig('Sample simulations.png')"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = mc.df[mc.total_sales_cols[:200]].plot(legend=False, color='#cccccc',linewidth=0.25, alpha=1)\n",
"\n",
"mc.df['total_sales_0.5_quantile'].plot(ax=ax, linewidth=2)\n",
"mc.df['total_sales_0.1_quantile'].plot(ax=ax, linewidth=2)\n",
"mc.df['total_sales_0.9_quantile'].plot(ax=ax, linewidth=2)\n",
"\n",
"plt.title(\"Licence revenue forecast\")\n",
"\n",
"ax.set_xlabel(\"Date\")\n",
"ax.set_ylabel(\"Revenue\")\n",
"\n",
"\n",
"fmt = '£{x:,.0f}'\n",
"tick = mtick.StrMethodFormatter(fmt)\n",
"ax.yaxis.set_major_formatter(tick) \n",
"\n",
"plt.savefig('Python Monte Carlo Business Case Forecast.png')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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