From 668d4b2861fa86d7a46adc73811d0ad94e258e9d Mon Sep 17 00:00:00 2001 From: eloiventura Date: Sun, 21 Feb 2021 01:19:19 +0800 Subject: [PATCH] Update Chapter3 --- .../03_VectorAutoregressiveMethods.ipynb | 300 +++++++++++++++--- 1 file changed, 262 insertions(+), 38 deletions(-) diff --git a/03_VectorAutoregressiveModels/03_VectorAutoregressiveMethods.ipynb b/03_VectorAutoregressiveModels/03_VectorAutoregressiveMethods.ipynb index 1bdf2ac..cc7146f 100644 --- a/03_VectorAutoregressiveModels/03_VectorAutoregressiveMethods.ipynb +++ b/03_VectorAutoregressiveModels/03_VectorAutoregressiveMethods.ipynb @@ -1716,8 +1716,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 414 ms, sys: 9.33 ms, total: 423 ms\n", - "Wall time: 118 ms\n" + "CPU times: user 401 ms, sys: 39.9 ms, total: 441 ms\n", + "Wall time: 202 ms\n" ] }, { @@ -1727,8 +1727,8 @@ "==================================\n", "Model: VAR\n", "Method: OLS\n", - "Date: Sat, 20, Feb, 2021\n", - "Time: 04:10:00\n", + "Date: Sun, 21, Feb, 2021\n", + "Time: 00:47:42\n", "--------------------------------------------------------------------\n", "No. of Equations: 3.00000 BIC: 7.42717\n", "Nobs: 4404.00 HQIC: 7.20458\n", @@ -2116,8 +2116,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 3.73 s, sys: 136 ms, total: 3.87 s\n", - "Wall time: 1.04 s\n" + "CPU times: user 4.32 s, sys: 268 ms, total: 4.58 s\n", + "Wall time: 1.48 s\n" ] }, { @@ -2541,7 +2541,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "***Load dataset***" + "##### Load dataset" ] }, { @@ -2571,7 +2571,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "***Check stationarity of each variable using ADF test***" + "##### Check stationarity of each variable using ADF test" ] }, { @@ -2583,8 +2583,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2min 43s, sys: 21.6 s, total: 3min 5s\n", - "Wall time: 47.3 s\n" + "CPU times: user 3min 11s, sys: 25.8 s, total: 3min 37s\n", + "Wall time: 57.2 s\n" ] }, { @@ -2818,7 +2818,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "***Select order p***" + "##### Select order p" ] }, { @@ -2830,8 +2830,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2min 37s, sys: 13.6 s, total: 2min 50s\n", - "Wall time: 52.8 s\n" + "CPU times: user 2min 57s, sys: 14.3 s, total: 3min 11s\n", + "Wall time: 1min\n" ] }, { @@ -2933,7 +2933,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "***Train VAR model using the training and validation data***" + "##### Train VAR model using the training and validation data" ] }, { @@ -2947,8 +2947,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.43 s, sys: 191 ms, total: 1.62 s\n", - "Wall time: 687 ms\n" + "CPU times: user 1.38 s, sys: 151 ms, total: 1.53 s\n", + "Wall time: 631 ms\n" ] } ], @@ -2960,22 +2960,6 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "forecast_var = pd.DataFrame(var_model.forecast(train_val_df.values, \n", - " steps=len(test_df)), \n", - " columns=train_val_df.columns, \n", - " index=test_df.index)\n", - "forecast_var = forecast_var.rename(columns={c: c+'-VAR' for c in\n", - " forecast_var.columns})" - ] - }, - { - "cell_type": "code", - "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -2983,9 +2967,16 @@ "fit_index = [test_index[:i].flatten() for i in range(len(test_index))]" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Forecast 24-hour weather measurements and evaluate performance on test set" + ] + }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -3002,7 +2993,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": { "scrolled": false }, @@ -3196,7 +3187,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -3293,7 +3284,7 @@ "MSE 87581.698748 " ] }, - "execution_count": 41, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -3304,7 +3295,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -3317,7 +3308,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": { "scrolled": true }, @@ -3334,6 +3325,239 @@ "print(f'VAR(26) MAE: {np.mean(T_MAEs)}')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Observation/s**: The VAR(26) model outperformed the [naive (MAE= 3.18), seasonal naive (MAE= 2.61)](../08_WinningestMethods/lightgbm_jena_forecasting.ipynb) and [ARIMA (MAE= 3.19)](../01_AutoRegressiveIntegratedMovingAverage/01_AutoRegressiveIntegratedMovingAverage.ipynb) models. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Forecast 24 hours beyond test set" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "all_data = pd.concat([train_df, val_df, test_df])" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "future_index = [all_data.index[-1]+pd.Timedelta(f'{h} hour') for h in np.arange(24)+1]" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "forecast_var_future = pd.DataFrame(var_model.forecast(all_data.values, \n", + " steps=24), \n", + " columns=all_data.columns, \n", + " index=future_index)\n", + "\n", + "forecast_var_future.columns = forecast_var_future.columns+['-VAR']" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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vaB4XyVujP+HP1w9m5cqVLP3xOwYNGgRAVFgw9aPDaB4XScPf9ObGP26jeVzkUf+ueXtCGXdTcnmHS0REpNwcSuTMjJDAAEKCAkiofWTi1jwuknsvbEXXpnWpVyuE2MhQcgqKmL9hL9+v3sX0n/bw0YKtPPbZcnLyiwgOCiA4MIDdmXnER4USExnKc5PXHHHc0KAAerTwdkP3OEeRx+FxjqAA4+xm9bjyrMRj3p0/GW/fcDbXjJlN379P5ZmrOnJx+wandLzq4v9+WMf//bCOiJBALk9uSERIEHmFRRzIKWTJln1szsihyHP8K1NtEqJ49NL2dD8jppJK7b/25xSwaPM+7hq3kH3ZBQBccmYDPB7H6O/WMmtdOq9f24UY3zPgBUUePkzbwjNfreJgXiEN64TTs1UsV3ZOJD4qlOTGdco1ab2sU0P++uVKPpy/hYd/267Mx9m2L4cBr84kw/ceQ4ICiA4L4tuVuwCIjQzlsk4NiQ4PYt3ugyREh7J82wFmrUsvPkZMrRAiQgOL96lXK4T2DaNpER9J7fBg2iRE0bheBHGRocRHh3Egt4C1u7L4z7zNTF6xk/ioUM5Oqke3ZvW4pGODMj1yM3XNbkZP+YmxQ1P0KG8lqPAE3cwuBl4CAoF/OueeKfPBvnoQdiwtr6J5JXSE35SuSGbGz6uW8uUnE1m0cCGFhYV07tyZLl26EBwUwP8O+wtvvPYaLVu2ZM6cOTw4/H4++2oy7dq0ZsWKFaxfv54uXbowffp0UlJS2LJly2HJOcD8+fPp0KFD8evHHnuMHj168Mgjj/DFF18wZswYwPsIwPjx45k5cybBwcHcdtttjB07lr59+/LEE0+wYMECoqKi6N27N506eUejXLZsGV26dDnm++vcuTMzZ87kqquuOmz5oEGDGDduHCkpKcyePZuYmBhatvQm+ePHj+e///0vq1ev5uWXXy5O0Ev6+uuvueKKK0r1txYREalOQoMCaVn/5Lt/92wVd9jrZrG1GNi1MUUex1sz17N2VxbhIYHkFhSxJyufqzon0rtNfHGPvOiwIHYeyGPHgRxaJ0TTIDqsQp9p79CoNl/fncrtYxdwz/jF3B+whOTGdbi7byt6tCzbY3VVwTlHVl4hYcGBrN9zkI8XbqVZbC1axkfy+eLt5BYWERQQQHhIIN2S6nFpp4acERdJk5gIsnIL2bE/l+37cwkMgITa4ew9mMd7szdx5wcLmXJvL2pHBJ+4EKeJrLxCXvthHRv3ZnPtOU3p1qzecbf/cV06Q96eR05BEQHmTcxvODeJrkn1cM7x/txNPDRpGe/M2sC9/VqTnpXH71//kXW7D9KtWT2euqJDqT6DZRETGUrftvUZN28z7RtF07t1/VLFfMOeg0xds5sXv11DXqGHibeeS1xkKNHhQYQGBbJgUwb7sgv4MG0z783eSH6Rh7ioUPZl55NYN4KH+rfl910bszsrj4TaYdQKCWRDejYzftrNsq0HWL59P/+Zt5nsgqLDejw1rhdOelY+2flFRIQE0r15DJl5hUxauJV3Z29kY/pB7ujd8tgFP4ZhExazOzOP6T/t4cJ29Uu9v5ROhSboZhYIvAJcCGwB5pnZp865FRV53sowffp0BgwYQESEtxvNZZddBkBWVhazZs1i4MCBxdvm5eURGRpEamoq06ZNY/369QwfPpw33niDXr16cfbZZx9x/O3btxMX98uX+rRp0/joo48AuOSSS6hbty4AU6ZMIS0trfgYOTk5xMfHM3fuXHr16kW9et7/JAcOHMiaNUdeiT+a+Ph4tm3bdsTya665hnPPPZfnn3+ecePGFSfh8+bNIy4ujqZNm5KYmMiQIUPIyMgoLuP999/PAw88wK5du5g9e/ZJlUFERMSfBQYYQ1ObH3ebZrHex8ViIkNp1/DUutmWRmLdCMbf3J2Za/eQtjGDL5Zu5/q35nJ+6zgiQoL465UdiQytvp0wC4s8/GXcQr5cuuOw5W9dfzYXtIkHvD0hAs0IOsp0W8fSvXksl748g/fmbOT2C1qceAc/5/E4Pl60lZem/MSmvdmEBQXy3cqdfHpnD844Rm/JmWv3cNO/55NYN5wRl7TlrMZ1DhuU0Mz4Y0pTJi/fyftzN5NYL4LXpq5ja0YOr/yhM/07JlRa9+6HLmnLFa/M4p7xi4mNDOX7Yb2OGGPq1zalZ/PatHW8P2cTAGcm1ub5gZ2OuKBwXgvvxa5DvQYO5BZQJyLE+2hsifdX8qJAs9haxf8nHJKTX8RPuzLZmpHD1n05zNuwF8Po0rQulyc3JD7a27vH43HcOjaN5yav4YulOxj1uzNPepYJj8eR63uU4Mul25WgV4KK/t+1G7DWOfczgJmNAy4Hypagl/JOd0U72n8QHo+HOnXqFD+3XlJqaiqvvfYa27Zt4/HHH2fUqFHF3dx/LTw8nNzc3MOWHe18zjkGDx7M008/fdjySZMmHbPc7du3Jy0tjd69ex91fW5uLuHh4cyZM4ebb74ZgMcff5zLLruMpKQkpk6dysSJE/nxxx8B+OCDD1i1ahVJSUkAHDhwgIkTJzJ06FAARo0axZVXXsno0aMZPHgwaWlpxyybiIiIVL2w4ED6tK1Pn7b1ueX8M7h3/GLmb9zLvuwCNu3N5p0h3agdXj3uIs9dv5cNew4SFxXKtyt3MnnFTnZn5tG/YwJbM3Lo27Y+57eOp2PiLwnJyQ5EVlLHxNqktozltanrOJhXSKO64WzYc5ApK3fRs1UcD13S9qjza9dEmbkFLNy0j29X7iQiJIj1e7L4aVcWWzNyaFU/im7N6mHAP2esp22DaN4feg5NYyL47T9mcOt7aXx6R48jukJ/mLaFYRMW0zyuFu8NTaF+9LGf6b/3wlZc/9ZcHvhwCQnRYbwzpBvnNK/cRwsS60bw/bBefLxoG//78TK+Wb6T33VJPGI7j8fx854sFmzax1+/XMm+7AKu696U67on0Ty21gl7vAQEWPFFitJefAgPCeTMxDqcmVgH4JgX/QICjBeuTub9OZt49Yd1PD95NW/d0O2kzrFgUwaZuYXUDg/m40VbubJzI1Jbxp14Rymzik7QGwGbS7zeAqSU3MDMbgJuAmjSpEkFF6f89OzZk+uvv54HH3yQwsJCPvvsM26++Waio6Np1qwZEyZMYODAgTjnWLJkCZ06dSIlJYXrrruO5s2bExYWRnJyMq+//jqff/75Ecdv27Ytzz///GHnGzt2LA8//DBfffUVGRkZAPTp04fLL7+ce+65h/j4ePbu3UtmZibdunXjnnvuISMjg6ioKCZOnEjHjh0BGD58OA888ACff/45CQkJ5OXl8frrr/OXv/wFgDVr1jBw4EBSUlKOuNAwaNAg7rnnHs444wwSExPxeDxMmDCBJUuW0KhRIwC+//57nnzyyeIEHSAgIIC77rqLd955h2+++YaLLrqofAMiIiIiFSI6LJh/DvYONDx5+Q5uf38Bd7y/gOcGdjpuklURnHMs2bKf3Zl5TFm1k/SsfCav2Fm8Pjw4kAvaxHF5ciMuap9wnCOVzeOXd+ChSUt5fdrPxc+sN6wdxtuzNrDzQC6jB51VY5L0giIP7/64kS0ZOdQOD6ZerWD2Hixg/Z4sPl70S0/KwACjaUwELeMj6dkyjqVb9/Puj95u2X3bxvPGdV2LE8vnB3bihrfn8d7sjYcli58t3sb/TFxCjxaxvHFd1xOOa9CpcR1+uP8C1u7KpF2D2lU2DkJUWDB/SmnCmGnrGD3lJ85OqkvTmF/uYn+9zDvn+vo9BwFoVCecCTd3r/Au+GURERLE0NTm7M8p4B/freXBiUu4r19r4qKOP9f7+3M3ERkaxJT7evGHN2Zzz/hFTL6nF/VqaTrGilLRCfrRLgMdNgKHc24MMAa806xVcHnKTefOnbn66qtJTk6madOmpKb+Mg3D2LFjufXWW3nyyScpKCjgmmuuoVOnToSGhtK4cWPOOeccwHtH/YMPPihOnEtq06YN+/fvJzMzk6ioKB599FEGDRpE586d6dWrV/HFjHbt2vHkk0/Sr18/PB4PwcHBvPLKK5xzzjmMGDGClJQUGjZsSLt27ahd23vluH///uzcuZO+ffsWd6UZMmQIAAUFBaxdu5auXY8Y8R/wdpW/6667+Mc//gF4u943atSoODkH78WEFStWsH379sP2NTMefvhh/va3vylBFxERqYH6tU/gics7MGLSUno8+x1XnpXITb2a06B2GBEhFdesdM4xft5m3pyxnp92ZQEQFhxAQnQY3ZvHcFOv5oQGBXBW47oVmsw1i63F+zeeQ05+Ebsyc4mLCiUiJIg3Z6znic9XcPXrP/LYZR0Ou1ufW1BE+sF8Mg7m88mirWzbl0tAgLHrQC51IoJ5+JJ2lT5ivnOOu8ct4oul26kVEnjYs8whgQH86ZwmnN8qnh4tYwkKOPJRgN2ZeXy5dDv9OzY47K7vBW3i6dEilme+WsW0n/YQ40viJi3cSucmdXj92i4nHZ/a4cF0aXr859krg5nxwu+TGfrv+dzx/kL+/vtOrN6ZyQdzNzFzbTqt60fx9JUd6dq0LmfERVboGBHlYch5zdi0N5uPFmxl6prdvHXD2cccqT63oIivlu7girMaERsZykvXnEX/0dN5a+Z67uvXupJLfvqo0HnQzaw7MNI5d5Hv9XAA59zTR9u+Os6DXpVeeOEFoqKiDrsTXRpZWVlERkZSWFjIgAEDGDJkCAMGDDjuPpMmTWLBggU88cQTZTrnqTidYy0iIlKTbErP5p8zfmbcvM3kF3oAaFA7jHYNorm2e1PObx1fruebvHwHN72bRodG0fwppSkt4iNp1zC6Qi8KlNYni7by2Gcr2J9TwO3nn8HV3Zow6utVh92NBu9d1gO5BTSPrcXiLftpUDuMpwZ0oHeb0j3b65zjm+U7WLf7IOc0j6FL07onve9/V+zkxn/PZ1i/VtzRuyX7swvIKSiiTkQwgQF2Sr0A9mXn8+QXK/kwbQvgvQN/w7lJPHBxG0KCakbvgqP5ZvkObn0vjUOD/TeoHcaQ85px/XlJNabXREnLt+1nyNvzyM4r4oWrk+nTNv6ILvbfrdrJkLfn886QbvTyDXh5y7tp/PhzOnNG9NGI7qfoWPOgV3SCHgSsAfoAW4F5wB+cc8uPtr0S9MPl5uYyYcIErr322jLtP2zYML799ltyc3Pp168fL7300gmfbZkwYQIXXnghderUKdM5T8XpHGsREZGaaEtGNtN/2sPeg/n8tDOTeRsy2Lovhz+mNCG1ZSzLth6goMjD0q37iQgJJLFuBJGhQQQEGO0bRpPaMvaESbbH4+g/ejq5BUV8e2+vUg3sVtkO5Bbw6CfLmbRwa/GyIec1o3VCZPHUsyUT6R9W7+Lu8Yso8jim3NfrpOda33kglzveX8C8DRnFyzo1rkO/dvW5pGMDEmqHFSdPuQVFfLpoGxgkxdQiOjyIoe/MJyIkkC/+klphyWVeYREBZhR5nN8kcmt2ZrJgYwbNYmvRNakegdX8bvmJbNuXw5C357FqRybXn5vE8P5tDhuf4YEPF/PFku0seOTC4uUzftrDn96cA8DEW7uXqpdDZq73QtDJ1nN/VyUJuu/E/YEX8U6z9i/n3FPH2lYJ+ulNsRYREanZcguKGPXNat6csb54WVCA0a5hNPmFHjamZ5NXWFR8FzIkKIA/pjRhRP9jD7D22eJt3PnBQl66JpnLkxsddZvqZtnW/YyZ9jOtE6JOOOL7mp2Z/Hb0DGqFBvLY5R24uH3Cce80FxZ5GPj6j6zekcmI/m259MyGvPPjBiav2MGyrQcA79zZTWIiyC/0sGN/LukH8w87RkhQAO/9OeWEU6KJ/8stKOLxz1fw/pxN1IkIZmiPZgxNbY7HOc5+8lv6d2zAqIGdirf3eBx9X5jKz7sPEhsZytT7z6fWSczq8MWS7dw1biFRYUFM/5/e1XomiMpSZQl6aRwrQW/Tpk2lTakgVcM5x6pVq5Sgi4iI+IFlW/ezJyuPzk3rEhRgR9wlLyjyMG/9Xj5auJUP07ZwVpM6dEqsw++6JB42/VNhkYd+L04jKMD46q6eNf6O5bGs3H6Au8ctYvXOTJrH1WJAciN6tIwluZyjqcYAABbpSURBVHGdI9rAh553P9oFi2Vb9zP753TmbdhLdn4RIYEB1AoN4vddGxMeEsDG9GwO5hfRv0MCMZHHHxxMTh9FHsd3q3Yxbu4mpqzaRZemdbm4fQJPfbmSCbd05+ykwy/kZOcXsnjzfga9MZunr+zIoG7HH+h714Fcznv2O5yDQo+jRXwk/7yuK0m/mjbuhH76Fr57HLJ2QUJHiGkJ4XUgrg007gZR5T8wZEWqsQn6+vXriYqKIiYmRkm6n3LOkZ6eTmZmJs2aNavq4oiIiEgl+jBtC/d/uBjnvAOU3Xr+Gdzcqzm7M/N4fvIaPl28jdf+1JmLOzSo6qJWqPxCD1NW7uTVH9axdOt+AK7s3Ih+7erTIj6K5rG1+M/8zTzy6XJ6tIjlzcFd1TaWcvfl0u3cPX4R+YUeEqLD+HF472NO9fybl6azOzOPm3o2Z/C5Scd8lOGlb3/ihW/X8MOw83n1h7X8Z/4W2iRE8fHt55384w+LPoCPb4WYFpDYFbamwYFtkJ/l28Cg9W/gmvehhnwuamyCXlBQwJYtW46YE1z8S1hYGImJiQQHV485VUVERKTyrN6RyfyNe/n3rI2s3plZPMf6/pwCerWK4+0bzj6tktH0rDxe+X4d/5r5y6MCdSKC2ZddQP3oUD685dxKH/ldTh9zfk5n6Dvzuf/i1lzXPemY232yaCt3jfNOyTyifxtu6nnGEdtsycjmohemkdI8hn9dfzYA36/axQ1vz+P6c5MYeVn7Exdo02x4+7fQtDsMGg8hJep+QQ7sXA5rp4CnEHo/VKr3WpVqbIIuIiIiIqePBZsy+NeM9azcfoAhPZrx2zMbFifsp5ufd2eRkV3Asq37WbApg06Jdbj+3KRqP5WX1HyFRZ4TDsjo8Tie/XoVb85YT5FzdG1al+cHJtMk5pcEevhHS/howVa+vbfXYReVHvlkGf/+cSNXdm7EY5e1JyrsGJ/xjA3wz74QGg03ToHwk5+toLpTgi4iIiIiIiLlKj0rj/dmb+KN6T9zZmJt3hx8NuEhgezOzKPHs99xVZdE/jqg42H7ZBzMp+/fp5J+MJ/zW8fx+rVdfhlBvqgQ9v4M2xbCt49675L/+b8Q16oK3l3FOVaCruHzREREREREpExiIkO5q29LQoMDeOarVdz07nweuqQtd4/zTiF4Y2rzI/apWyuEOSP68J/5W3h60hzWvPAIHdu0hi3zYddKcEXeDePawB8n+F1yfjxK0EVEREREROSU3NyzOVszcnh39kYufnE6AA9c3JpmxxitPSgwgD+kNCE2bxMtFu6FFZ9A/Q7Q427vYHAxLaBhZwg8vVLW0+vdioiIiIiISLkzM4amNuPd2RsB+OquVNo2iD7hfv169oCecyu6eDWGEnQRERERERE5ZU1javH6tV1oVT/qmHfO5fiUoIuIiIiIiEi5uKh9QlUXoUY7/tj5IiIiIiIiIlIplKCLiIiIiIiIVANK0EVERERERESqASXoIiIiIiIiItWAEnQRERERERGRakAJuoiIiIiIiEg1oARdREREREREpBpQgi4iIiIiIiJSDZxSgm5mo8xslZktMbNJZlanxLrhZrbWzFab2UWnXlQRERERERER/3Wqd9D/C3Rwzp0JrAGGA5hZO+AaoD1wMfCqmQWe4rlERERERERE/NYpJejOucnOuULfy9lAou/3y4Fxzrk859x6YC3Q7VTOJSIiIiIiIuLPyvMZ9CHAV77fGwGbS6zb4lt2BDO7yczmm9n83bt3l2NxRERERERERGqOoBNtYGbfAglHWfWQc+4T3zYPAYXA2EO7HWV7d7TjO+fGAGMAunbtetRtRERERERERPzdCRN051zf4603s8HAb4E+zrlDCfYWoHGJzRKBbWUtpIiIiIiIiIi/O9VR3C8G/ge4zDmXXWLVp8A1ZhZqZs2AlsDcUzmXiIiIiIiIiD874R30E3gZCAX+a2YAs51ztzjnlpvZf4AVeLu+3+6cKzrFc4mIiIiIiIj4rVNK0J1zLY6z7ingqVM5voiIiIiIiMjpojxHcRcRERERERGRMrJfxnWrema2G9hY1eU4jcQCe6q6EFJhFF+pLKpr/k3x9W+Kr39TfKWmOB3ralPnXNyvF1arBF0ql5nNd851repySMVQfKWyqK75N8XXvym+/k3xlZpCdfUX6uIuIiIiIiIiUg0oQRcRERERERGpBpSgn97GVHUBpEIpvlJZVNf8m+Lr3xRf/6b4Sk2huuqjZ9BFREREREREqgHdQRcRERERERGpBpSgi4iIiIiIiFQDStBPE2ZmVV0GERERqRpqB4iI1AxK0P2Yed1jZolOgw34JTM7w8zCq7oc4t/MLND3rxr4fsb3PXGJmcVXdVmk/Kkd4P/UDpCaRO2Jk6ME3U+Z2XXA98BZwAF9EPyLmf3RzJYDo4CJZhZU1WUS/2Nm15vZQuCuqi6LlD8zuwJYCdwBvGlm7au4SFKO1A7wb2oHSE2i9kTpKEH3Q2Z2HvA2MMw5d51z7sChK+f6gq75zOxy4Gbgz865K4EI4EbfOn2mpVyYWRvgNuBzoKeZNXfOOdUx/2BmMcAQ4Abn3G+AYKCdb52+J2o4tQP8m9oBUpOoPVF6+sP4iUNdRgCcczOBOUBb37oHzexSM4tUF7eaycwiS7xcDAx2zs32vR4NXAHgnPNUdtnEf5hZ1KHfnXOrgOuAF4AVeO+yqo7VYCXjC+QDkUCC77UHaGBmDSq9YFIu1A7wb2oHSE2i9sSpUYLuB8zsceARM4srsfgW4B0zWwTUAe4ERvmuYkkNYmYPAD+Y2SgzG+Sc2wBsLLFJc2BWlRRO/IaZPQgsNLNnzex63+LVzrm9wCTgDDPr6dtW3x01TIn4/s3M/uScywTeA/5gZruATcCZwBNA3yosqpSB2gH+Te0AqUnUnjh1+qPUYGYWambDgcF4G1ZnHVrnnFuM9wrVn51zDwJ/BBoATauirFJ6ZhZjZm8DXYGheO+G3G1mjZxzHjML9m2aAPxcRcUUP2BmvYH+wIXA18DTZnZmiTttK/E+y3ozeK96l7xbJ9Xbr+L7Fd4kraNz7l/A+8BY59wtwD1ABnBGlRVWSkXtAP+mdoDUNGpPlA8l6DVbAd7nOdoBs4ELzKzZoZXOuVedc2m+33cDe4F6VVFQKZODwGTn3O+dc4uAKcBSIBHAOVfg264jMN3MWpnZSN+zpSKlEQwsdM6td859D7wEPF1i/UHgQyDLzJ4ws78BSZVfTCmjo8X3b751e4EiM6vru6tueJ9nlZpB7QD/pnaA1DRqT5QDJeg1mO/ZjTXOuYPAeLz/YXczs1D4ZSAYM6tnZs/jvbo+r6rKK6XjnMsFPiuxqBBIBrYfWmBmTfA2th4DxgF7nHPplVlO8QsRQIyZhQE4557B+zzyQN9rB+TibQTeCux2zq2rqsJKqR0tvglmdimwA6iP967683jvesytspJKqagd4N/UDpAaSO2JcqAEvYY41qirzrk8378bgBlAL6CNb5nzXUkfj/eKVi/n3NpKKbCUynHim1niZQywyzm3qcSyULzdUXcB5znnXq64UkpNV3LQlpLPfTnnJuGtR78tsfnfgHtLvH4aWA40cc6NquCiShmUMr6jgAecc6uBkcBWIAs41zk3o1IKLKVynPiqHeAHjhNftQOk2jlOu1XtiXKgOROrOd9UGlfiHflwUYnlBtihZzecc0XAB0AHoL2ZnQnsc859ZmbX6Gpq9VTK+CbifT4UM7sIyAF+BNo757YfcXARHzP7DfAAsNnMVjvnnirx3FeQr4H/EvAXM5vva+jPAlLNLMrXQLzTdzdHqpkyxncG0MPMajnn1pnZSI3uXT2dIL5O7YCarZTxVTtAqtQJ2q0hak+UD91Br8bM7AK8I+p2ALqbWV3fcnNeHjNrDkQBOOcOAD8BrwCPAkW+5fpSroZKG1+gJxBiZv8HPIL3i7tAX8pyLGYWYGa3AI/jvWP6Ct66NgTAOVfknMvz1bPxwA/Aw2Z2OzAGCDx090ZfptVPOcQ3wNc1+lC3Q6lGTjK+agfUUGWJL2oHSBUo8ajMidqtak+UEyXo1dt6oB9wP5CC99mxQ13WAsw7jcFMvB8SM+/UKXcDo5xzLZxzX1ZVweWknGx8z/Nt39633Srn3HnOuelVUGapQXzPp24CBjnnvnTOzQG+xTvlEmYW6Ktnc4AewPPAW0A3YIrzjuwt1ZTi699KEV+1A2qgUsZX7QCpEoeSb9/L9cBFHL/dqu+bcqAu7tWImd0G7HTOTfRdrdrs69K0w9eVqZeZrXXObcU7pcZ+oJ1z7lB3pw1Ax0N3RKR6OdX44u26eLtzbl+VvAGpEUrWM9+ib4HCEl0k2wKrfOvi8dazViXq2Uwzm+3bVqoZxde/lTG+agfUEKcaX9QOkEpkZncAfcxsGvCBr7s6wPbjtFv1fVMOTL3aqp55BwYZBQwAagF1nHOF5h0kxPmuTHXCe8VqovMOwFBy/yDnXGGlF1xOSjnEN9j9MpWKyFEdr575ukmar669DYxxzs361f6BgEddnasnxde/lUN81Q6oxsohvmoHSKUyswHACLzjI1yHd3q0N5xzi33rj9du1ffNKVIX92rA90zGVOdcfbzzmb7iW1XcrcT3gZgHdDSz3r5uJIe6nuhLuRorh/jqS1lO6Hj1zLfemVkw0BhIM7NEM7sRiutZkb5Mqy/F17+VQ3zVDqjGyiG+agdIZUsB/s955zIfibd7+12HVp6g3arvm1OkBL2KHRp4AfjU9+/dwCAza+mcKzKzoBLbfAAMxTv4QkwlF1XKQPGVynAy9cy3vDXeunWXb9t6lVtSKQvF178pvv5N8ZWapER9/Rn4A4BzbiPwBVDLzC4rsbnarRVECXolM7OuZhZ/6HWJO6gHfV2ddgCvAv/0LS/0XVmtBYwGlgJnOufuL7m/VA+Kr1SGstQz36ZnAO2AZsAlzrlnS+4v1YPi698UX/+m+EpNYmZ9zazLodcl6tuHQLZ5p1UD2I53ZPZ25hWJdzo1tVsrgJ5BryRm1h54A0gH7nPOrfEtLznfdYDzjuqJmW0CrsZ7BauJc26emcU753ZV0VuQ41B8pTKcQj1bj3dk4Fwg3jk3t0regByX4uvfFF//pvhKTWJmZwF/xTvi+lDn3Hjf8kPjIRhwPd46+hvfsvuBWs65kb6eH/XUbq0YuoNeee4CJjnnLi3xn3aA8/L4rkTVLrH9s3in1pgORADoQ1CtKb5SGcpaz6YBCc65DWr8VWuKr39TfP2b4ivVnnmn7xuD92LSGOB9vLMHHBps8tCd23DgG7x3zseYWUPgLKAAinuAqt1aQZSgVzDfB6Ee4ICXfcsGmFkivsTMzJ7A25Wkg+/1b4A7gb8D7Z1zU6ui7HJiiq9UhnKqZz9UQdHlJCi+/k3x9W+Kr9Qkzjvl2ddAqvOOvv4RcIGZhR163MLMRgKTgPrAfcBOvIn8PuCZqij36UbzoFcAM+sF5Drn5jjvACDZQE+gt5kNAmKBy4BcM/sL3ueO7nDOrfUdYiNwoXNuc1WUX45P8ZXKoHrm3xRf/6b4+jfFV2qSkvUVwDn3kW+5AUXAGrwXk3LNO35CK+A259w63yEeNrMI51x25Zf+NOWc0085/QBReK9E7QX+BdQtse4BYANwre91I2AO0KfENoFV/R70o/jqp2p/VM/8+0fx9e8fxde/fxRf/dSkn2PVV7zT+x0ahywR73hIDY+yf0BVv4fT9Udd3MtXPvAd8CdgGzCwxLpX8T7PEQ/gnNsKTAWCofg5paJKLa2UluIrlUH1zL8pvv5N8fVviq/UJEetr87HVye34L2Q9LuSO5Yc0FAqnxL0U2Rm15lZLzOr45zLwzttxrd4u4t0NbNWAM65LLzPG11nZslmdivQF+/onehDUD0pvlIZVM/8m+Lr3xRf/6b4Sk1ysvX1UAJu3tHYfwIOljyO6mvV0jRrZeB7ZiMB74AJHmAdUAu4yzm3x7dNS2Aw3mc+niyx79VAJ6A9MMI5t7ySiy8noPhKZVA982+Kr39TfP2b4is1SVnra4kk/QUgyzn3v1XyBuQIStBLycwCnXdAkFbAI865P/muPr2A9/mNq0psOwC4EO8onduBfOdcgZl3jsEqeQNyXIqvVAbVM/+m+Po3xde/Kb5Sk5xCfd2Cd0yEg6qv1Y9GcT9Jvsr+OBBoZl8C0XhHPsQ5V2jeUTq3mVkv55s2yzk3ycza4p3OIBK4AFipD0H1o/hKZVA982+Kr39TfP2b4is1ieqrf9Mz6CfBvNMTpAF1gbXAE0AB3nkDu4F3wAW8H5SRJfYbCDwEfA+c6ZxbWbkll5Oh+EplUD3zb4qvf1N8/ZviKzWJ6qv/Uxf3k2BmqUCSc+5d3+tXgaVADnCnc66LmQXgHblzNPA/zrn1vv1wzk2voqLLSVB8pTKonvk3xde/Kb7+TfGVmkT11f/pDvrJSQP+Y2aBvtczgSbOubfxdi2503lHO0wEipxzh0bsnK4PQY2g+EplUD3zb4qvf1N8/ZviKzWJ6qufU4J+Epxz2c65PPfL/JUXArt9v98AtDWzz4EPgAVVUUYpO8VXKoPqmX9TfP2b4uvfFF+pSVRf/Z8GiSsF35UqB9QHPvUtzgRGAB2A9c65rVVUPDlFiq9UBtUz/6b4+jfF178pvlKTqL76L91BLx0PEAzsAc70XZ36X8DjnJuhD0GNp/hKZVA982+Kr39TfP2b4is1ieqrn9IgcaVkZucAs3w/bznn3qziIkk5UnylMqie+TfF178pvv5N8ZWaRPXVPylBLyUzSwSuBf7unMur6vJI+VJ8pTKonvk3xde/Kb7+TfGVmkT11T8pQRcRERERERGpBvQMuoiIiIiIiEg1oARdREREREREpBpQgi4iIiIiIiJSDShBFxEREREREakGlKCLiIiIiIiIVANK0EVERKoxMysys0VmttzMFpvZvWZ23O9vM0sysz+U4hwxvnMsMrMdZra1xOtuZjb61N+JiIiInIimWRMREanGzCzLORfp+z0eeB+Y6Zx79Dj7nA8Mc879tgznGwlkOeeeK1uJRUREpKx0B11ERKSGcM7tAm4C7jCvJDObbmYLfD/n+jZ9Bkj13QG/x8wCzWyUmc0zsyVmdvPJntPMzjezz32/jzSzd8xsspltMLMrzexvZrbUzL42s2Dfdl3MbKqZpZnZN2bWoLz/FiIiIv5ICbqIiEgN4pz7Ge/3dzywC7jQOdcZuBo41BX9QWC6cy7ZOfcC8Gdgv3PubOBs4EYza1bGIpwBXAJcDrwHfO+c6wjkAJf4kvR/AL9zznUB/gU8VcZziYiInFaCqroAIiIiUmrm+zcYeNnMkoEioNUxtu8HnGlmv/O9rg20BNaX4dxfOecKzGwpEAh87Vu+FEgCWgMdgP+aGb5ttpfhPCIiIqcdJegiIiI1iJk1x5uM7wIeBXYCnfDeVc891m7Anc65b8qhCHkAzjmPmRW4Xwaz8eBtVxiw3DnXvRzOJSIiclpRF3cREZEawszigNeAl32JcW1gu3POA1yL9241QCYQVWLXb4BbSzwj3srMalVQMVcDcWbW3XeuYDNrX0HnEhER8Su6gy4iIlK9hZvZIrzd2QuBd4G/+9a9Ckw0s4HA98BB3/IlQKGZLQbeBl7C2/18gXn7ne8GrqiIwjrn8n1d6UebWW28bY0XgeUVcT4RERF/omnWRERERERERKoBdXEXERERERERqQaUoIuIiIiIiIhUA0rQRURERERERKoBJegiIiIiIiIi1YASdBEREREREZFqQAm6iIiIiIiISDWgBF1ERERERESkGvh/zU096aV7DdAAAAAASUVORK5CYII=\n", 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\n", 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\n", 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iIiIiIqdmzrkmO9nQoUPdqlWrjtm2ceNGevfu3WRlCDaff/45s2bNYv78+U163smTJ/PQQw/Rs2fPJj1vc4+3iIiIiIiIma12zg09frt60ANs8ODBXHHFFacdjt7YKioqmDRpUpMn5yIiIiIiInJqQTFJnHPuhEnPmpNbbrmlSc8XHR3NTTfd1KTnBF+cRURERERE5OQC3oMeGxtLXl6ekrcwVzPre92Z5UVEREREROQrAe9B79SpE7t37yY3NzfQRZHzLDY2lk6dOgW6GCIiIiIiIkEp4Al6VFQUGRkZgS6GiIiIiIiISECdcYi7mc0zs4Nm9kWdbW3M7B0z+9L/u/X5LaaIiIiIiIhIeKvPPejPAv9x3La7gSXOuR7AEv9jEREREREREWmgMybozrn3gcPHbZ4IPOf/+zlgUiOXS0REREREpEEqq72ahFpCUkPvQW/nnNsH4JzbZ2ZtT3Wgmf0Q+CFA586dG3g6ERERERGR0yupqOLx97bylw+2075lLOkpCVzRM5WbL00nIuLkyzofLq5g+ZaDLFixi7sn9GJwZ929K4Fz3ieJc87NBeYCDB06NGQvY9VcgWvO67WLiIjIiaq9jr35pVzQJj7QRRFptpxzvLFuHzPe2Mi+gjKuHpBGcXkVX+w9yvtbcvm/j3IY2T2F4RltGHhBK0oqqnAOVuUc5uG3NlFW6QXgf5dn89SNQwL8bqQ5a2iCfsDM0vy952nAwcYsVDApr6rmhU93Mmf5NqI9Ebx152UkxUYFulgiIiISYNsPFfOXD7J5b9NB9hWU8fwtw7j8wtRAF0uk2fnyQCH3vbaej7fl0SetBX+eOpih6W0AX+L++tp9/H3Nbl7P2stLK3ae8PxLurbhl+N78sqaPbyyejf5JRW0io9u6rchAjQ8QX8NuBl42P/71UYrURB564t9/OSlz6msdmSkJLD9UDE/eH4Vj04ZRFrLuBOOz9yVz/q9BUSESC97aJQSQuTjxELlEw2BYoZAEYHQGVETGqUMoX/roVLOEIl8KHyeF7ZLonvbRAzwOli3p4Dlmw8y/9MdlFd5uahza/YVlHHTvBVc1iOFOd8bQmxkBJXVjkiPEeU5/ZQ/ldVe9hwpJT0l4azLtjOvhHkfbWfZ5oOYGV2S42kRG8UFbeK4vEcqOw6XsH5PAV/sPUpqYgwt46KoqPZSUe1l9+ESthwo4rqhnfjvq/ucsZwiwcQ5R9buAt7ZsJ+572cTF+XhwYl9+c7wLnjqDGU3M64Z2IFrBnag2uvYtP8oX+wpIC46kmiP0bFVPH06tMATYcRGeXhpxU7+mbWXGy9ND9ybk2bNzjR5gpm9BIwBUoADwH3AYuBvQGdgJ3Cdc+74ieROMHToULdq1apzLHLT+NWiLP62ajdtEqL54/UDGXNhKn/5YDt/+Pdm2rWI5cq+7Sgqr8LrBY/HGNkthTsX+pJ5ERERCT8R5kvQwXdh4ZKMZGZ8qx9dUxNZlXOYZz/O4V9f7Kfa+1VbIDEmkgvbJTK2dzsuTm/D4M6tTkiE73o5i5dX7+a3V/fhmoEdKKmool2LWGIiI8gtLGfNziN8vjOfaq/D66BVfBSt46PYtL+Q19fuo6C0kq4pCXRsHUdBaSX5JZXszS+lyl+O+GgPbZNiKK/y4nWO6MgIojwRpCTG0K5FLP/M2sukQR2Ydf2gU96jG6pKKqqI8kSc9uKDc77P1RNm7z0UlFRU8eJnO1mz8wgju6cw9eLOp6yDh4rKydyZz+YDhfwzay/5JZXsP1oGwMBOLZk37WKSE2POqTzOOSbM/oCYKA+v/njkOb0WQEWVl6LyKpxzfLwtj8gI4+t92p22Ph4qKqeorIqk2Ej+mbWXlvFRXNo1hfYtY8+5PBJczGy1c27oCdubcnbDUEnQnXP84PnVrNl5hEenDGJ0neFq72/J5e5X1nKkpJLE2Eg8Zhwtq6Skopqk2EgW/PASkhPO7T+HpuAIjQsJoTL5ZigUM1RmMg2RYoaMUPk89X9S4wqFYobK/0le5/j3hgOUVlRT7XV4Ioye7ZMY1T3lpENgl246yMKVu+iVlkRMpIfth4rYuK+QdXsKAOjVPoneaS0oLq+iQ6s4Nuw9yoqcE/s4oj0RxERGUFhe5XscGUG0JwIDivz3zibGRDKiWzK/ntCLbqmJxzz/UFE5Wbvy6dg6jp7tkk474ueJpVuZ+fZmBl7Qij9NGURGA3ryg1FpRTWXPbKU0ooqfnh5N7qmJhAX5eFoWSX7CspYmXOYtbsLKCqvoqraW3vBolV8FF8eKCIpNpIOreKY0K89Uy6+IGRGTQW7qmovcz/I5u31B9h1uITDxRWkJMZwqKicUd1TeGBi32Pqc0lFFX/5YDtPLd9GSUU1AEO6tOaC1nEMy0hmZPdkOrWOb7QLLE+/n82MNzfy7s9H071t4pmfcAoHC8uY/OTH7D5Sesz2uCgPCTGRDO/ahgn92tMiNoqcvGLaJsWwcV8hc5Zvo6LKe8LrdU1JoG/HlvRqn0TXlAQSYyPpmppIh5axx9TNsspq3tt0kCUbD5IQ42FIl9b0TmvBhe2SGvQ+yiqr+dO7X3LrZRmknOMFEDmWEvTzaNfhEp7/JIcpF3c+p3/IIiIiEp72FZTy8dY85izfRnlVNTGRHvbml9ImIZrrhlzALaPS2by/kM+2HyY1KYbs3GJKK6pIT0mgZ7skhmW0IdLf61ZcXkVReRWpiTGN0uPtnGPR6t3MeHMj+SWVtEmI5oqebZk2Ip3+nVqe8+s3pcpqX2JTVFbFiyt2MvPtzSQnRJNXXHHCsT3aJnJR59a0io8i2j9aYf/RMnILy+nUOg7n4MuDRWw/VMxvrurNDy7v2tRvJ6g553jri/2s3nGEUT1SGNPzlIs6AZBXVM5di9ayfEtu7SiTy3qkcOfXe3BR59b89bOd/M/rG0hPTuCtOy/DzFi4cif/88ZGCsuqmNCvPbeMyiA5IZqMlITzdsHkYGEZlz70HuP7tOMX43uSkZJQ7+TfOcfWg0Us2XSQFz7bQW5hOb8Y1xMz6JqaQFW145PsPApKK1m+Ofek9fLrvdvxH/3ac7i4nH4dW9IiNopPs/P4NPswG/cdZU/+sQl/hEGr+Gj6dWxJbmE5m/YfxTnfhQCA0krfRY1fjLuQn4ztcdafx6LVu/nly1lMHtyRWVMGnfXz5dSUoIuIiIjIKe06XMLra/fx5YFC/r3hAOVV1QzPSCYhxsMD3+wX1ENsSyqqeGXNHv7n9Q2U1+l9HNipJYt/PJJ9BWUcKangSHElqUkxpCbF0CbhzJOAOef40fzVLN+Sy5JfjKZTa99M/ZXVXsoqq5vFxMGlFdUcLCyjVXw0LeOicM7x9zV7eO6THNbuLqg9bua1A7hu6AUnfY3MXfnc9tfVHCqu4OZLu9CvY0uuHtDhhMT3ldW7+cXLWUwbkc6RkgpezdzLJV3bcNeVvRjSpemWPpuzbBu/f2sTANcM7MCfpw4+43P+vX4/z32Sw0db8wAY0Kklv726T+1kdcer9jrW7DxCUVkVPdolcqS4kvYtY0lNOn0vdWFZJTvySigsq2JbbhH7CkrJLSxn3Z6jVFV76d+pJRP6pXH5hSkA5Bwq4bElX/LGun1c0CaOeyb05qr+afX+LH78whreWLeP9i1iee+Xo4mPPu+LgDUbStBFREREpF4KSir57WtfsHZ3ATl5xaQkxvDU94Y0aZJ0qnLtyS8l+1ARL6/aTYdWsWzeX8ja3QVUeR0XdW5FWqs4WsRGMfiCVkzo3/6ck+jdR0r42h+XExlhDOjUEsPYmltEXlE51w7pxH3X9CUhJrSSlvKqagrLqoiN8pAYE0lFlZfconLe/mI/m/cXsmrHYWKjPBw4Ws6honLA11PbqXU83VITWLo5l+5tE/nBZRl8c2BHfjh/FR9tPcQz0y7miuN60l9asZP7Xl1PalIM/3vjEPp1PPWojMpqLz9bmMnra/cRF+Xh5hHp/GxcD2IiPef18ziZjfuO8vwnOby0Yhf/uG3ECWujF5RW8sGXuXy+0zdJ9KfZh2kVH8V/ju7GNwd1OOmE0oFSVlnN31bt4q+f7mBffhkLfnQJfTuceXTM3vxSrvjDMjq2iiMnr5jhGcnMm3YxcdFNH49wpARdRERERM7algOF/OD5Vew6XMKl3ZKZOKgjX+vVlqTYyPOeOO06XMI/1+5l2aZcdh0pYf/RsmPmgmgdH0VGSgKXdE1meNdkRnZLrr0VoDF9vvMIf1u1i837C/3njaZNQjSL1uwmPTmBn47twX/0a09s1FefR2W1l6KyKgrLqli6+SCeCKOgtJLCsiq6JMczZegFAZmU75XVu7nvtfUUlVdhBpERdswkx0mxkQzp0hqvg7QWsVzQJo52LWLZk1/K+r1HWb4ll3G92/H4dwbXDjMvqahi8pMfc+BoGbeMzCAu2kNqUgx/W7WLj7bmcfmFqcyeMojW9Ri1AL4LMVGRFvDe2iPFFYydtZyjpZU8OmUQQ7q0ZltuEUs2HuTlVbsorqgmJjKCHu0SGdurHT/5WvfzUv8ay+c7j3DdU59Q5XWM7J7Mfdf0Pe296ff8fS2vrNnDe78YzaqcI/zsb5nccHFnHprcvwlLHb6UoIuIiIhIg+SXVDDvw+28mrWXHXkltdtbxUdxQet4RvVI4eZL02nfMpaqai9eBzsPl2Dmm0U+PiqSuGgP0ZH1T15yDhUz8YmPKCitpG8H3yRXXZLj6ZaaSIQZY3qmBrzn+uNth7j3H1+QfaiYlMRoplx8AbGRHhZn7mFbbvFJnxPtiaCi2kvPdkn89po+jOyeclbnXLe7gFcz95BfWkmftBaM7J5CRkrCST/bmnZ+TSL9z6y93LHgc4ZntOEb/dM4UlJJaWU1CdG+icsu65FCt9TE097fXV5VTVRExAkXF7Jzi/j1K2tZmXOkdltyQjS3f607N12aHrKz5B8qKuf7z60ia1d+7bYoj/Ef/dKYNqILAzqduDJDMMs5VMy/N+zniaXbKC6v4jvDO/P9URl0ST52cshDReWMePg9rhvSiRnf8iXkM97YwNMfbGfujUO4/MLUYy5INRnnQmN9znpQgi4iIiIi58Q5R+aufFbvOEJpRTX7j5ax/VAxn2bn4YkwOrWOZ/uh4mOWpKsrOSGaXmlJDM9I5qZLu5x0JnyAo2WVTH7yYw4VlbNo+oignoS32uv4LNs3AeCHWw/hHHRvm8g1AzrQIi6S6MgI+nVoSdsWMURGRJCSGM38T3fw5NJtFJRWclX/NL7euy2XXZhK4mkuOFRVe3nw9Q0898kOoj0RtE6I4sBR3/DzmuX8OreJJzkxhmqv40hJBcu35GJA64Ro4qM9bNxXyJAurXn+lmHnLbnafqiYSP9oga6pCQHvBW8MZZXVvPXFfoorqujUOp6hXVoH/OLQuTpcXMEjb21i0erdeCKMUd1TGNUjhasHdCA1KYZfL1rLojW7eednl9PVP6t+cXkVX5+1nH0FZXRsFcdfbx1er1UfCkoqeXL5Vj7LPsy93+h9yvvyT2vv5/Dv/4acD6BlZ+h9DSS2hZgkSOkBaYMgtsXZv24AKUEXERERkfNiZ14Jz36cw64jJXRNTSAqIoJubROIMKOkopqSimpKK6rYdbiUjfuPsnZ3AYkxkXRvm0jXlASuHpjGkC5tSIyJJDu3iN+9voFPtuUx//vDubRbcqDfXr0VlVfx8dZDjOiectpkG+Dg0TIe/tcmlmw6SEFpJdGeCPp19I0UuHZIJ1rFR9G2RSxJMZGs33uUmW9vZvmWXL4/KoM7vtaDlvFRbN5fyIZ9BazYfphtB4vZlltEeZUXT4QRGxXB8Izk2mS5uKKKoV3a8MPRXWnRDCa3k/rZV1DKH97ewpqdR9h+qJjYqAi6piSyYd9RfjS6K/dM6H3M8Zm78nll9W5ezdxDekoCv5vYj+5tE09Z3yurvUz530/I3JVfe9FubK+2PHLtgPqvW5+1EF69DeKTYcD1cHATbFsCrs5ydJ4YuGomDLm5IR9DQChBFxEREZGgsGn/UZ5Yuo1Ps/PILfT1AnsijJZxURwursAMfj95ANdffPJZwcNJVbWXVTuOsGTjAdbuLmD93qMUlVfV7k+KiaSwvN8DpWQAABK9SURBVApPhPHgxH58Z3jnAJZWwtnWg4U8uWwbf1+zh/TkeN668/JTjrR4e/1+fjR/NQC901rw3eGd+VqvtnRo9dXkeCUVVfzg+VV8tDWP2TcMon/HlsxZto1Xs/aSkhDNryf04tJuybRNOsUKEWVH4YM/wEezIf0ymDIf4vyT9Xm9UFUKpfmQuxG+fNeXvHe8qFE/k/NJCbqIiIiIBJ0DR8vIzi3mw625fHmgiMGdWzMso03AZ4wPlCPFFXy8LY8qr5d9BWXsyCuhT1oSl/VIJb0ew4lFztWOvGLiojy0bXH6pRXfXLePRat3szLnMIVlVbSIjeTGS7vw4yu682l2HnPfz2bF9sM8fNzFti/2FPCj+avZk19KdGQEtw+K4uZhabQs3ALZy+DQVsjbCiWHwFsFQ6bBhJkQWb9JBkOFEnQRERERERFpVF6vY8vBQn7zjy9YveOrSQKjPMbDkwfw7SGdTnjO0bJKVu84wptr9zHui7sYb5/5dsS0hLa9Ibmb7x7zXtdApyFN9VaalBJ0EREREREROW+eXLaVj7fmcf3FF3Bp12RSk858n3nRts9ILMqB1unQcQh4QnsCvvpSgi4iIiIiIiISBE6VoIfOon0iIiIiIiIiYUwJuoiIiIiIiEgQUIIuIiIiIiIiEgSa9B50M8sFdjTZCQUgBTgU6ELIeaUYS1NRXWseFOfwpxiHP8VYQk1zrLNdnHOpx29s0gRdmp6ZrTrZ5AMSPhRjaSqqa82D4hz+FOPwpxhLqFGd/YqGuIuIiIiIiIgEASXoIiIiIiIiIkFACXr4mxvoAsh5pxhLU1Fdax4U5/CnGIc/xVhCjeqsn+5BFxEREREREQkC6kEXERERERERCQJK0EVERERERESCgBL0MGFmFugyiIiISPBQ20BEJPQoQQ9h5vMzM+vkNJlA2DKzbmYWF+hySPNgZh7/bzXsw5D/e+MbZtY20GWR80Ntg+ZBbQMJNWpf1J8S9BBlZjcBS4HBwFFV9vBjZt81s/XATOAVM4sMdJkkfJnZNDP7HPhpoMsi54eZTQI2ArcDz5hZ3wAXSRqZ2gbhT20DCTVqX5w9JeghyMxGAs8Cv3TO3eScO1pzlVxfxuHBzCYCPwK+75ybDMQDP/Dv079baVRm1gu4DXgduNzMujrnnOpa+DCzZOAW4P855yYAUUAf/z59b4QBtQ3Cn9oGEmrUvmgYfTghomZYCIBz7iPgM6C3f9/dZnaNmSVqOFvoMrPEOg+zgJudc5/6Hz8GTAJwznmbumwSfswsqeZv59wm4CbgUWADvh5W1bUQVzfGQAWQCLT3P/YCaWaW1uQFk0ajtkH4U9tAQo3aF+dOCXoIMLPfAb81s9Q6m6cDz5lZJtAK+Akw03+lSkKMmf0KWGZmM81sqnMuB9hR55CuwMcBKZyEHTO7G/jczH5vZtP8mzc75w4D/wC6mdnl/mP1PRGC6sT4ETP7nnOuEPgr8B0zOwjsBAYADwJfD2BRpYHUNgh/ahtIqFH7onHogwliZhZjZvcAN+NrSA2u2eecy8J3Fer7zrm7ge8CaUCXQJRVGsbMks3sWWAocCu+3o87zayjc85rZlH+Q9sD2QEqpoQRM/sacBUwDngLeMjMBtTpYduI7x7WH4HvKnfdXjoJfsfF+F/4ErT+zrl5wIvAC8656cDPgCNAt4AVVs6a2gbhT20DCUVqXzQeJejBrRLfPRt9gE+BK8wso2anc+5J59xq/9+5wGGgTSAKKg1WDPzbOXe9cy4TWAKsAzoBOOcq/cf1Bz4wswvN7H7//aQiDREFfO6c2+6cWwrMBh6qs78YWAQUmdmDZvYIkN70xZRzcLIYP+LfdxioNrPW/l51w3cfq4QOtQ3Cn9oGEorUvmgkStCDmP/+jC3OuWJgIb7/mIeZWQx8NemLmbUxsz/iu5K+MlDllbPnnCsD/llnUxUwCNhXs8HMOuNrXD0ALAAOOefymrKcElbigWQziwVwzj2M717k6/yPHVCGr+H3n0Cuc25boAorDXKyGLc3s2uA/UA7fL3qf8TX07EiYCWVs6a2QfhT20BClNoXjUQJepA41Qyrzrly/+8c4ENgNNDLv835r5ovxHfVarRzbmuTFFjO2mliXFjnYTJw0Dm3s862GHxDUA8CI51zj5+/Ukq4qDtJS937vJxz/8BXn66uc/gjwM/rPH4IWA90ds7NPM9FlQY6yxjPBH7lnNsM3A/sAYqAEc65D5ukwHLWThNjtQ3CxGlirLaBBKXTtGfVvmgkWjsxwPxLZkzGN7thZp3tBljN/RnOuWrgJaAf0NfMBgD5zrl/mtkNumoavM4yxp3w3ROKmV0JlAKfAH2dc/tOeHGR45jZBOBXwC4z2+ycm1HnPq9If8N+NnCHma3yN/A/Bi4zsyR/o/An/h4cCUINjPGHwCgzS3DObTOz+zWzd/A6Q4yd2gah7yxjrLaBBNwZ2rPRal80HvWgB5CZXYFvBt1+wKVm1tq/3ZyP18y6AkkAzrmjwJfAE8B9QLV/u76Ag9TZxhi4HIg2sznAb/F9SVfqC1jOxMwizGw68Dt8vaVP4KtztwA456qdc+X++rYQWAbca2Y/BuYCnpoeG315BqdGiHGEf1h0zVBDCTL1jLHaBiGsITFGbQMJkDq3zJypPav2RSNSgh5Y24HxwF3AcHz3idUMT4sw31IFH+H7h2DmWyblTmCmc667c+7NQBVc6q2+MR7pP76v/7hNzrmRzrkPAlBmCUH++1J3AlOdc2865z4D3sW31BJm5vHXt8+AUcAfgf8DhgFLnG9WbwliinH4O4sYq20Qos4yxmobSMDUJN/+h9uBKzl9e1bfPY1EQ9ybkJndBhxwzr3ivyK1yz90ab9/yNJoM9vqnNuDb+mMAqCPc65mWFMO0L+mB0SCz7nGGN9QxR875/ID8gYkpNStb/5N7wJVdYZF9gY2+fe1xVffLqxT3z4ys0/9x0oQUozDXwNjrLZBCDnXGKO2gTQxM7sdGGtm7wMv+YerA+w7TXtW3z2NxDTK7fwz3wQgM4FvAQlAK+dclfkmA3H+q08D8V2VesX5Jlmo+/xI51xVkxdc6q0RYhzlvlo2ReS0Tlff/EMjzV/nngXmOuc+Pu75HsCrYc7BSzEOf40QY7UNglwjxFhtA2lyZvYt4L/wzZFwE77l0Z52zmX595+uPavvnkagIe5NwH/fxXLnXDt8a5c+4d9VO3TEX+lXAv3N7Gv+oSI1w0v0BRzkGiHG+gKWejtdffPvd2YWBVwArDazTmb2A6itb9X68gxuinH4a4QYq20Q5BohxmobSCAMB+Y431rm9+Mb3v7Tmp1naM/qu6cRKEE/z2omVwBe8/++E5hqZj2cc9VmFlnnmJeAW/FNsJDcxEWVBlKMpSnVp775t/fEV8d+6j+2TdOWVBpKMQ5/inH4U4wl1NSps9nAdwCcczuAN4AEM/tmncPVnj2PlKA3MjMbamZtax7X6T0t9g9p2g88CfzFv73KfwU1AXgMWAcMcM7dVff5EjwUY2lKDalv/kO7AX2ADOAbzrnf132+BA/FOPwpxuFPMZZQY2ZfN7MhNY/r1LlFQIn5llUD2IdvZvY+5pOIbzk1tWfPE92D3kjMrC/wNJAH/MI5t8W/ve5a1xHON3snZrYTmILvKlVn59xKM2vrnDsYoLcgZ6AYS1M6h/q2Hd9swGVAW+fcioC8ATkjxTj8KcbhTzGWUGNmg4H/D9+M67c65xb6t9fMiWDANHz1dIJ/211AgnPufv/ojzZqz54/6kFvPD8F/uGcu6bOf84Rzsfrv9rUss7xv8e3hMYHQDyAKnrQU4ylKTW0vr0PtHfO5ajBF/QU4/CnGIc/xVhCgvmW8JuL74LSXOBFfCsI1Ew6WdNrGwe8ja/nfK6ZdQAGA5VQOzJU7dnzSAn6OfJX9jaAAx73b/uWmXXCn5SZ2YP4hov08z+eAPwEmAX0dc4tD0TZpX4UY2lKjVTflgWg6FJPinH4U4zDn2Isocb5ljx7C7jM+WZf/ztwhZnF1txyYWb3A/8A2gG/AA7gS+TzgYcDUe7mSOugN4CZjQbKnHOfOd9EHyXA5cDXzGwqkAJ8Eygzszvw3V90u3Nuq/8ldgDjnHO7AlF+OTPFWJqS6lv4U4zDn2Ic/hRjCTV16yyAc+7v/u0GVANb8F1QKjPfHAoXArc557b5X+JeM4t3zpU0fembMeecfur5AyThu9p0GJgHtK6z71dADnCj/3FH4DNgbJ1jPIF+D/pRjPUTPD+qb+H/oxiH/49iHP4/irF+Qu3nVHUW3xJ/NXOQdcI3T1KHkzw/ItDvoTn/aIj72akA3gO+B+wFrquz70l892y0BXDO7QGWA1FQez9SdZOWVhpCMZampPoW/hTj8KcYhz/FWELNSeus8/PXy934LiZdW/eJdSc1lMBQgn4GZnaTmY02s1bOuXJ8y2O8i29IyFAzuxDAOVeE776im8xskJn9J/B1fLN0oooevBRjaUqqb+FPMQ5/inH4U4wl1NS3ztYk4Oabjf1LoLju66jOBp6WWTsJ/30Z7fFNiuAFtgEJwE+dc4f8x/QAbsZ3X8f/1HnuFGAg0Bf4L+fc+iYuvtSDYixNSfUt/CnG4U8xDn+KsYSahtbZOkn6o0CRc+6/A/IG5KSUoB/HzDzON/HHhcBvnXPf819hehTfPRrfrnPst4Bx+Gbj3AdUOOcqzXzrCAbkDcgZKcbSlFTfwp9iHP4U4/CnGEuoOYc6uxvfvAjFqrPBSbO4+/kr9O8Aj5m9CbTAN7shzrkq883GudfMRjv/klnOuX+YWW98SxYkAlcAG1XRg5NiLE1J9S38KcbhTzEOf4qxhBrV2fCne9CpXYJgNdAa2Ao8CFTiWxtwGPgmVcD3j+H+Os+7DvgNsBQY4Jzb2LQll/pSjKUpqb6FP8U4/CnG4U8xllCjOts8aIg7YGaXAenOufn+x08C64BS4CfOuSFmFoFvhs7HgF8757b7n4dz7oMAFV3qSTGWpqT6Fv4U4/CnGIc/xVhCjeps86AedJ/VwN/MzON//BHQ2Tn3LL7hIz9xvhkNOwHVzrmamTk/UEUPGYqxNCXVt/CnGIc/xTj8KcYSalRnmwEl6IBzrsQ5V+6+WqdyHJDr//v/Ab3N7HXgJWBNIMoo50Yxlqak+hb+FOPwpxiHP8VYQo3qbPOgSeLq8F+NckA74DX/5kLgv4B+wHbn3J4AFU8agWIsTUn1LfwpxuFPMQ5/irGEGtXZ8KYe9GN5gSjgEDDAfwXqvwGvc+5DVfSwoBhLU1J9C3+KcfhTjMOfYiyhRnU2jGmSuOOY2SXAx/6f/3POPRPgIkkjU4ylKam+hT/FOPwpxuFPMZZQozobvpSgH8fMOgE3ArOcc+WBLo80PsVYmpLqW/hTjMOfYhz+FGMJNaqz4UsJuoiIiIiIiEgQ0D3oIiIiIiIiIkFACbqIiIiIiIhIEFCCLiIiIiIiIhIElKCLiIiIiIiIBAEl6CIiIiIiIiJBQAm6iIhIEDGzajPLNLP1ZpZlZj83s9N+X5tZupl95yzOkew/R6aZ7TezPXUeDzOzx879nYiIiMjZ0jJrIiIiQcTMipxzif6/2wIvAh855+47zXPGAL90zl3dgPPdDxQ55/7QsBKLiIhIY1EPuoiISJByzh0Efgjcbj7pZvaBma3x/4zwH/owcJm/B/xnZuYxs5lmttLM1prZj+p7TjMbY2av+/++38yeM7N/m1mOmU02s0fMbJ2ZvWVmUf7jhpjZcjNbbWZvm1laY38WIiIizYESdBERkSDmnMvG933dFjgIjHPOXQRMAWqGot8NfOCcG+ScexT4PlDgnLsYuBj4gZllNLAI3YBvABOBvwJLnXP9gVLgG/4k/c/Atc65IcA8YEYDzyUiItKsRQa6ACIiInJG5v8dBTxuZoOAauDCUxw/HhhgZtf6H7cEegDbG3DufznnKs1sHeAB3vJvXwekAz2BfsA7Zob/mH0NOI+IiEizpwRdREQkiJlZV3zJ+EHgPuAAMBBfr3rZqZ4G/MQ593YjFKEcwDnnNbNK99XkNV587QgD1jvnLm2Ec4mIiDRrGuIuIiISpMwsFXgKeNyfGLcE9jnnvMCN+HqrAQqBpDpPfRv4zzr3iF9oZgnnqZibgVQzu9R/rigz63ueziUiIhLW1IMuIiISXOLMLBPfcPYqYD4wy7/vSeAVM7sOWAoU+7evBarMLAt4FpiNb/j5GvONO88FJp2PwjrnKvxD6R8zs5b42hZ/Atafj/OJiIiEMy2zJiIiIiIiIhIENMRdREREREREJAgoQRcREREREREJAkrQRURERERERIKAEnQRERERERGRIKAEXURERERERCQIKEEXERERERERCQJK0EVERERERESCwP8PNUF65c3cdcAAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for c in train_val_df.columns:\n", + " fig, ax = plt.subplots(figsize=[14, 2])\n", + " all_data.iloc[-500:][c].plot(ax=ax)\n", + " forecast_var_future[[c+'-VAR']].plot(ax=ax)\n", + " plt.ylim(train_val_df[c].min(), train_val_df[c].max())\n", + " plt.legend(loc=2)\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {},