diff --git a/Polo Towers Prophet .ipynb b/Polo Towers Prophet .ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv('2019_Polo_Towers.csv')\n",
+ "df = df[:365]\n",
+ "df['occ_rate'] = df['Sum of Occ'].str.replace('%', '').astype(int) / 100\n",
+ "df['ADR (USD)'] = df['Sum of ADR'].str.replace('$', '').astype(int)\n",
+ "df['Rental_RevPar (USD)'] = df['Sum of Rental RevPar'].str.replace('$', '').astype(int)\n",
+ "df['Row Labels'] = pd.to_datetime(df['Row Labels'])\n",
+ "df = df.rename(columns={'Row Labels': 'Date'})"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "According to this [Github issue](https://github.com/facebook/prophet/issues/783), If we want to capture yearly seasonality, then we need at least a year of data, if we only care about weekly seasonality then a couple weeks would suffice. I don't think the hotels need us to forecast for the next week, because they know better from reservations on their books. And I still want to keep some data for testing purpose. So, I will use first 10 months data for training, and last two months data for testing."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Date \n",
+ " Sum of ADR \n",
+ " Sum of Occ \n",
+ " Sum of Rental RevPar \n",
+ " occ_rate \n",
+ " ADR (USD) \n",
+ " Rental_RevPar (USD) \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 2019-01-01 \n",
+ " $108 \n",
+ " 86% \n",
+ " $32 \n",
+ " 0.86 \n",
+ " 108 \n",
+ " 32 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2019-01-02 \n",
+ " $92 \n",
+ " 79% \n",
+ " $26 \n",
+ " 0.79 \n",
+ " 92 \n",
+ " 26 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 2019-01-03 \n",
+ " $87 \n",
+ " 77% \n",
+ " $27 \n",
+ " 0.77 \n",
+ " 87 \n",
+ " 27 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 2019-01-04 \n",
+ " $105 \n",
+ " 70% \n",
+ " $30 \n",
+ " 0.70 \n",
+ " 105 \n",
+ " 30 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 2019-01-05 \n",
+ " $102 \n",
+ " 64% \n",
+ " $29 \n",
+ " 0.64 \n",
+ " 102 \n",
+ " 29 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Sum of ADR Sum of Occ Sum of Rental RevPar occ_rate ADR (USD) \\\n",
+ "0 2019-01-01 $108 86% $32 0.86 108 \n",
+ "1 2019-01-02 $92 79% $26 0.79 92 \n",
+ "2 2019-01-03 $87 77% $27 0.77 87 \n",
+ "3 2019-01-04 $105 70% $30 0.70 105 \n",
+ "4 2019-01-05 $102 64% $29 0.64 102 \n",
+ "\n",
+ " Rental_RevPar (USD) \n",
+ "0 32 \n",
+ "1 26 \n",
+ "2 27 \n",
+ "3 30 \n",
+ "4 29 "
+ ]
+ },
+ "execution_count": 127,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from fbprophet import Prophet\n",
+ "from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
+ "from math import sqrt\n",
+ "\n",
+ "plt.style.use('fivethirtyeight')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df[['Date', 'occ_rate']]\n",
+ "df.set_index('Date', inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "split_date = '2019-11-01'\n",
+ "train = df.loc[df.index < split_date].copy()\n",
+ "test = df.loc[df.index >= split_date].copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pd.plotting.register_matplotlib_converters()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "test \\\n",
+ ".rename(columns={'occ_rate': 'Test set'}) \\\n",
+ ".join(train.rename(columns={'occ_rate': 'Training set'}),\n",
+ " how='outer') \\\n",
+ ".plot(figsize=(10,5), title='Occupancy rate')\n",
+ "plt.show();"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " ds \n",
+ " y \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 2019-01-01 \n",
+ " 0.86 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2019-01-02 \n",
+ " 0.79 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 2019-01-03 \n",
+ " 0.77 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 2019-01-04 \n",
+ " 0.70 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 2019-01-05 \n",
+ " 0.64 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 299 \n",
+ " 2019-10-27 \n",
+ " 0.91 \n",
+ " \n",
+ " \n",
+ " 300 \n",
+ " 2019-10-28 \n",
+ " 0.85 \n",
+ " \n",
+ " \n",
+ " 301 \n",
+ " 2019-10-29 \n",
+ " 0.82 \n",
+ " \n",
+ " \n",
+ " 302 \n",
+ " 2019-10-30 \n",
+ " 0.75 \n",
+ " \n",
+ " \n",
+ " 303 \n",
+ " 2019-10-31 \n",
+ " 0.85 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
304 rows × 2 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " ds y\n",
+ "0 2019-01-01 0.86\n",
+ "1 2019-01-02 0.79\n",
+ "2 2019-01-03 0.77\n",
+ "3 2019-01-04 0.70\n",
+ "4 2019-01-05 0.64\n",
+ ".. ... ...\n",
+ "299 2019-10-27 0.91\n",
+ "300 2019-10-28 0.85\n",
+ "301 2019-10-29 0.82\n",
+ "302 2019-10-30 0.75\n",
+ "303 2019-10-31 0.85\n",
+ "\n",
+ "[304 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 133,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train.reset_index() \\\n",
+ ".rename(columns={'Date':'ds',\n",
+ " 'occ_rate':'y'})"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Start with a simple model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n",
+ "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 135,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Setup and train model and fit\n",
+ "model_simple = Prophet(interval_width=0.95)\n",
+ "model_simple.fit(train.reset_index() \\\n",
+ " .rename(columns={'Date':'ds',\n",
+ " 'occ_rate':'y'}))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "forecast_simple = model_simple.predict(df=test.reset_index() \\\n",
+ " .rename(columns={'Date':'ds'}))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 137,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " ds \n",
+ " trend \n",
+ " yhat_lower \n",
+ " yhat_upper \n",
+ " trend_lower \n",
+ " trend_upper \n",
+ " additive_terms \n",
+ " additive_terms_lower \n",
+ " additive_terms_upper \n",
+ " weekly \n",
+ " weekly_lower \n",
+ " weekly_upper \n",
+ " multiplicative_terms \n",
+ " multiplicative_terms_lower \n",
+ " multiplicative_terms_upper \n",
+ " yhat \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 2019-11-01 \n",
+ " 0.883824 \n",
+ " 0.747892 \n",
+ " 1.191869 \n",
+ " 0.883813 \n",
+ " 0.883829 \n",
+ " 0.078290 \n",
+ " 0.078290 \n",
+ " 0.078290 \n",
+ " 0.078290 \n",
+ " 0.078290 \n",
+ " 0.078290 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.962114 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2019-11-02 \n",
+ " 0.883786 \n",
+ " 0.750775 \n",
+ " 1.196249 \n",
+ " 0.883749 \n",
+ " 0.883817 \n",
+ " 0.093632 \n",
+ " 0.093632 \n",
+ " 0.093632 \n",
+ " 0.093632 \n",
+ " 0.093632 \n",
+ " 0.093632 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.977418 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 2019-11-03 \n",
+ " 0.883749 \n",
+ " 0.690699 \n",
+ " 1.126964 \n",
+ " 0.883670 \n",
+ " 0.883819 \n",
+ " 0.010359 \n",
+ " 0.010359 \n",
+ " 0.010359 \n",
+ " 0.010359 \n",
+ " 0.010359 \n",
+ " 0.010359 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.894108 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 2019-11-04 \n",
+ " 0.883712 \n",
+ " 0.607181 \n",
+ " 1.038821 \n",
+ " 0.883586 \n",
+ " 0.883845 \n",
+ " -0.072214 \n",
+ " -0.072214 \n",
+ " -0.072214 \n",
+ " -0.072214 \n",
+ " -0.072214 \n",
+ " -0.072214 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.811498 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 2019-11-05 \n",
+ " 0.883674 \n",
+ " 0.615762 \n",
+ " 1.037869 \n",
+ " 0.883491 \n",
+ " 0.883862 \n",
+ " -0.063803 \n",
+ " -0.063803 \n",
+ " -0.063803 \n",
+ " -0.063803 \n",
+ " -0.063803 \n",
+ " -0.063803 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.819871 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " ds trend yhat_lower yhat_upper trend_lower trend_upper \\\n",
+ "0 2019-11-01 0.883824 0.747892 1.191869 0.883813 0.883829 \n",
+ "1 2019-11-02 0.883786 0.750775 1.196249 0.883749 0.883817 \n",
+ "2 2019-11-03 0.883749 0.690699 1.126964 0.883670 0.883819 \n",
+ "3 2019-11-04 0.883712 0.607181 1.038821 0.883586 0.883845 \n",
+ "4 2019-11-05 0.883674 0.615762 1.037869 0.883491 0.883862 \n",
+ "\n",
+ " additive_terms additive_terms_lower additive_terms_upper weekly \\\n",
+ "0 0.078290 0.078290 0.078290 0.078290 \n",
+ "1 0.093632 0.093632 0.093632 0.093632 \n",
+ "2 0.010359 0.010359 0.010359 0.010359 \n",
+ "3 -0.072214 -0.072214 -0.072214 -0.072214 \n",
+ "4 -0.063803 -0.063803 -0.063803 -0.063803 \n",
+ "\n",
+ " weekly_lower weekly_upper multiplicative_terms \\\n",
+ "0 0.078290 0.078290 0.0 \n",
+ "1 0.093632 0.093632 0.0 \n",
+ "2 0.010359 0.010359 0.0 \n",
+ "3 -0.072214 -0.072214 0.0 \n",
+ "4 -0.063803 -0.063803 0.0 \n",
+ "\n",
+ " multiplicative_terms_lower multiplicative_terms_upper yhat \n",
+ "0 0.0 0.0 0.962114 \n",
+ "1 0.0 0.0 0.977418 \n",
+ "2 0.0 0.0 0.894108 \n",
+ "3 0.0 0.0 0.811498 \n",
+ "4 0.0 0.0 0.819871 "
+ ]
+ },
+ "execution_count": 137,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "forecast_simple.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 146,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "f, ax = plt.subplots(1)\n",
+ "f.set_figheight(5)\n",
+ "f.set_figwidth(15)\n",
+ "ax.scatter(test.index, test['occ_rate'], color='r')\n",
+ "fig = model_simple.plot(forecast_simple, ax=ax)\n",
+ "plot = plt.suptitle('Occupancy %');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 145,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot the components of the model\n",
+ "model_simple.plot_components(forecast_simple);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 149,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot the forecast vs. the actual\n",
+ "f, ax = plt.subplots(1)\n",
+ "f.set_figheight(5)\n",
+ "f.set_figwidth(15)\n",
+ "ax.scatter(test.index, test['occ_rate'], color='r')\n",
+ "fig = model.plot(forecast_simple, ax=ax)\n",
+ "ax.set_xbound(lower='2019-12-01',\n",
+ " upper='2019-12-31')\n",
+ "plot = plt.suptitle('December 2019 Forecast vs Actual')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The MSE is 0.016715338827504696\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('The MSE is {}'. format(mean_squared_error(y_true=test['occ_rate'], y_pred=forecast_simple['yhat'])))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 152,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The MAE is 0.09879151191670789\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('The MAE is {}'. format(mean_absolute_error(y_true=test['occ_rate'], y_pred=forecast_simple['yhat'])))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Adding public holiday as an indicator, remove a couple of outliers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 153,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from pandas.tseries.holiday import USFederalHolidayCalendar as calendar\n",
+ "\n",
+ "cal = calendar()\n",
+ "train_holidays = cal.holidays(start=train.index.min(),\n",
+ " end=train.index.max())\n",
+ "test_holidays = cal.holidays(start=test.index.min(),\n",
+ " end=test.index.max())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 155,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " occ_rate \n",
+ " \n",
+ " \n",
+ " Date \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 2019-01-01 \n",
+ " 0.86 \n",
+ " \n",
+ " \n",
+ " 2019-01-02 \n",
+ " 0.79 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " occ_rate\n",
+ "Date \n",
+ "2019-01-01 0.86\n",
+ "2019-01-02 0.79"
+ ]
+ },
+ "execution_count": 155,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 158,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create a dataframe with holiday, ds columns\n",
+ "df['date'] = df.index.date\n",
+ "df['is_holiday'] = df.date.isin([d.date() for d in cal.holidays()])\n",
+ "holiday_df = df.loc[df['is_holiday']] \\\n",
+ " .reset_index() \\\n",
+ " .rename(columns={'date':'ds'})\n",
+ "holiday_df['holiday'] = 'USFederalHoliday'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 160,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " ds \n",
+ " holiday \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 2019-01-01 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2019-01-21 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 2019-02-18 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 2019-05-27 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 2019-07-04 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " 2019-09-02 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " 2019-10-14 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " 2019-11-11 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " 2019-11-28 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 2019-12-25 \n",
+ " USFederalHoliday \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " ds holiday\n",
+ "0 2019-01-01 USFederalHoliday\n",
+ "1 2019-01-21 USFederalHoliday\n",
+ "2 2019-02-18 USFederalHoliday\n",
+ "3 2019-05-27 USFederalHoliday\n",
+ "4 2019-07-04 USFederalHoliday\n",
+ "5 2019-09-02 USFederalHoliday\n",
+ "6 2019-10-14 USFederalHoliday\n",
+ "7 2019-11-11 USFederalHoliday\n",
+ "8 2019-11-28 USFederalHoliday\n",
+ "9 2019-12-25 USFederalHoliday"
+ ]
+ },
+ "execution_count": 160,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "holiday_df.drop(['occ_rate','Date','is_holiday'], axis=1, inplace=True)\n",
+ "holiday_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 162,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "holiday_df['ds'] = pd.to_datetime(holiday_df['ds'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 174,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train = train.reset_index().rename(columns={'Date':'ds', 'occ_rate':'y'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 176,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "train.loc[(train['ds'] >= '2019-01-13') & (train['ds'] <= '2019-01-15'), 'y'] = None\n",
+ "train.loc[(train['ds'] >= '2019-01-28') & (train['ds'] <= '2019-01-30'), 'y'] = None\n",
+ "train.loc[(train['ds'] >= '2019-02-11') & (train['ds'] <= '2019-02-12'), 'y'] = None"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 177,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n",
+ "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 177,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model_with_holidays = Prophet(holidays=holiday_df)\n",
+ "model_with_holidays.fit(train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 178,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "forecast_with_holidays = \\\n",
+ " model_with_holidays.predict(df=test.reset_index() \\\n",
+ " .rename(columns={'Date':'ds'}))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 180,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "model_with_holidays.plot_components(forecast_with_holidays);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 182,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The MSE is 0.016819355931023253\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('The MSE is {}'. format(mean_squared_error(y_true=test['occ_rate'], y_pred=forecast_with_holidays['yhat'])))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 183,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The MAE is 0.09906962401211249\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('The MAE is {}'. format(mean_absolute_error(y_true=test['occ_rate'],\n",
+ " y_pred=test_fcst_with_holidays['yhat'])))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Compare with the simple model, the error increased a little. I think it is because the first 10 months holiday and outliers do not give valuable information to the last 2 months. If we use 2019 one-year (at least) to forecast 2010, the holiday and outliers should be useful. Regardless, I will use 2019 data to forecast 2020 using this model."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 188,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.reset_index(inplace=True)\n",
+ "df = df[['Date', 'occ_rate']]\n",
+ "df = df.rename(columns = {'Date': 'ds', 'occ_rate': 'y'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 190,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.loc[(df['ds'] >= '2019-01-13') & (df['ds'] <= '2019-01-15'), 'y'] = None\n",
+ "df.loc[(df['ds'] >= '2019-01-28') & (df['ds'] <= '2019-01-30'), 'y'] = None\n",
+ "df.loc[(df['ds'] >= '2019-02-11') & (df['ds'] <= '2019-02-12'), 'y'] = None"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 191,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n",
+ "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 191,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model = Prophet(holidays=holiday_df)\n",
+ "model.fit(df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 199,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "forecast = model.make_future_dataframe(periods=12, freq='MS')\n",
+ "forecast = model.predict(forecast)\n",
+ "plt.figure(figsize=(20, 5))\n",
+ "model.plot(forecast, xlabel = 'Date', ylabel = 'occupancy %')\n",
+ "plt.title('Occupancy forecast');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 201,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "model.plot_components(forecast);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 198,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The MSE is 0.011724841859149317\n"
+ ]
+ }
+ ],
+ "source": [
+ "metric_df = forecast.set_index('ds')[['yhat']].join(df.set_index('ds').y).reset_index()\n",
+ "metric_df.dropna(inplace=True)\n",
+ "error = mean_squared_error(metric_df.y, metric_df.yhat)\n",
+ "print('The MSE is {}'. format(error))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 115,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv('2019_Polo_Towers.csv')\n",
+ "df = df[:365]\n",
+ "df['occ_rate'] = df['Sum of Occ'].str.replace('%', '').astype(int) / 100\n",
+ "df['ADR (USD)'] = df['Sum of ADR'].str.replace('$', '').astype(int)\n",
+ "df['Rental_RevPar (USD)'] = df['Sum of Rental RevPar'].str.replace('$', '').astype(int)\n",
+ "\n",
+ "df['Row Labels'] = pd.to_datetime(df['Row Labels'])\n",
+ "df = df.rename(columns={'Row Labels': 'Date'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df[['Date', 'occ_rate']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 119,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n",
+ "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df = df.rename(columns = {'Date': 'ds', 'occ_rate': 'y'})\n",
+ "#occ['hurricane_season'] = occ['ds'].apply(is_hurricane_season)\n",
+ "#occ['not_hurricane_season'] = ~occ['ds'].apply(is_hurricane_season)\n",
+ "model = Prophet(interval_width=0.95, holidays=holiday_df)\n",
+ "# Remove outliers in Jan\n",
+ "df.loc[(df['ds'] >= '2019-01-13') & (df['ds'] <= '2019-01-15'), 'y'] = None\n",
+ "# Add hurricane\n",
+ "#model.add_seasonality(name='hurricane_season', period=365, fourier_order=10, condition_name='hurricane_season')\n",
+ "#model.add_seasonality(name='not_hurricane_season', period=365, fourier_order=10, condition_name='not_hurricane_season')\n",
+ "model.fit(df)\n",
+ "forecast = model.make_future_dataframe(periods=60, freq='D')\n",
+ "# forecast['hurricane_season'] = forecast['ds'].apply(is_hurricane_season)\n",
+ "# forecast['not_hurricane_season'] = ~forecast['ds'].apply(is_hurricane_season)\n",
+ "\n",
+ "forecast = model.predict(forecast)\n",
+ "plt.figure(figsize=(10, 5))\n",
+ "model.plot(forecast, xlabel = 'Date', ylabel = 'occupancy %')\n",
+ "plt.title('Occupancy forecast');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The MSE is 0.012306735525578625\n"
+ ]
+ }
+ ],
+ "source": [
+ "metric_df = forecast.set_index('ds')[['yhat']].join(df.set_index('ds').y).reset_index()\n",
+ "metric_df.dropna(inplace=True)\n",
+ "error = mean_squared_error(metric_df.y, metric_df.yhat)\n",
+ "print('The MSE is {}'. format(error))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 124,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " ds \n",
+ " yhat \n",
+ " y \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 2019-01-01 \n",
+ " 0.781308 \n",
+ " 0.86 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2019-01-02 \n",
+ " 0.713505 \n",
+ " 0.79 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 2019-01-03 \n",
+ " 0.763061 \n",
+ " 0.77 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 2019-01-04 \n",
+ " 0.835541 \n",
+ " 0.70 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 2019-01-05 \n",
+ " 0.853502 \n",
+ " 0.64 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 360 \n",
+ " 2019-12-27 \n",
+ " 0.926168 \n",
+ " 0.93 \n",
+ " \n",
+ " \n",
+ " 361 \n",
+ " 2019-12-28 \n",
+ " 0.943235 \n",
+ " 0.95 \n",
+ " \n",
+ " \n",
+ " 362 \n",
+ " 2019-12-29 \n",
+ " 0.870796 \n",
+ " 0.92 \n",
+ " \n",
+ " \n",
+ " 363 \n",
+ " 2019-12-30 \n",
+ " 0.779498 \n",
+ " 0.92 \n",
+ " \n",
+ " \n",
+ " 364 \n",
+ " 2019-12-31 \n",
+ " 0.796171 \n",
+ " 0.96 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
362 rows × 3 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " ds yhat y\n",
+ "0 2019-01-01 0.781308 0.86\n",
+ "1 2019-01-02 0.713505 0.79\n",
+ "2 2019-01-03 0.763061 0.77\n",
+ "3 2019-01-04 0.835541 0.70\n",
+ "4 2019-01-05 0.853502 0.64\n",
+ ".. ... ... ...\n",
+ "360 2019-12-27 0.926168 0.93\n",
+ "361 2019-12-28 0.943235 0.95\n",
+ "362 2019-12-29 0.870796 0.92\n",
+ "363 2019-12-30 0.779498 0.92\n",
+ "364 2019-12-31 0.796171 0.96\n",
+ "\n",
+ "[362 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 124,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "metric_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "model.plot_components(forecast);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "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": "3.6.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}