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dano2025/old data/preanalysis_old_bad/03_time_and_lags.ipynb
2025-12-16 01:51:05 +03:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "63ae0a4a",
"metadata": {},
"source": [
"# 03. Время, сезонность и лаги\n",
"\n",
"Цели: построить дневные агрегаты, CTR/CR во времени, сезонность по дням недели, лаги между коммуникациями и заказами."
]
},
{
"cell_type": "code",
"id": "8e14ab10",
"metadata": {
"ExecuteTime": {
"end_time": "2025-12-05T18:35:29.097764Z",
"start_time": "2025-12-05T18:35:28.681575Z"
}
},
"source": [
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from pathlib import Path\n",
"from eda_utils import (\n",
" load_data, DATA_PATH, CATEGORIES, ACTIVE_IMP_COLS, PASSIVE_IMP_COLS,\n",
" ACTIVE_CLICK_COLS, PASSIVE_CLICK_COLS, ORDER_COLS, NUMERIC_COLS, CAT_COLS,\n",
" describe_zero_share, safe_divide, build_daily, build_client, add_contact_density\n",
")\n",
"pd.set_option(\"display.max_columns\", None)\n",
"pd.options.display.float_format = '{:,.3f}'.format\n",
"sns.set_theme(style=\"ticks\", palette=\"deep\")\n",
"\n",
"df = load_data()\n",
"daily = build_daily(df)\n"
],
"outputs": [],
"execution_count": 1
},
{
"cell_type": "code",
"id": "899a0d83",
"metadata": {
"ExecuteTime": {
"end_time": "2025-12-05T18:35:29.146071Z",
"start_time": "2025-12-05T18:35:29.112908Z"
}
},
"source": [
"daily.describe().T"
],
"outputs": [
{
"data": {
"text/plain": [
" count mean \\\n",
"business_dt 284 2025-06-15 07:00:50.704225280 \n",
"active_imp_ent 284.000 130.644 \n",
"active_imp_super 284.000 158.236 \n",
"active_imp_transport 284.000 239.004 \n",
"active_imp_shopping 284.000 105.944 \n",
"active_imp_hotel 284.000 58.761 \n",
"active_imp_avia 284.000 80.282 \n",
"passive_imp_ent 284.000 229.817 \n",
"passive_imp_super 284.000 116.345 \n",
"passive_imp_transport 284.000 330.268 \n",
"passive_imp_shopping 284.000 286.606 \n",
"passive_imp_hotel 284.000 410.616 \n",
"passive_imp_avia 284.000 292.335 \n",
"active_click_ent 284.000 99.996 \n",
"active_click_super 284.000 114.680 \n",
"active_click_transport 284.000 184.342 \n",
"active_click_shopping 284.000 82.680 \n",
"active_click_hotel 284.000 14.673 \n",
"active_click_avia 284.000 22.430 \n",
"passive_click_ent 284.000 11.349 \n",
"passive_click_super 284.000 3.694 \n",
"passive_click_transport 284.000 8.482 \n",
"passive_click_shopping 284.000 4.514 \n",
"passive_click_hotel 284.000 23.930 \n",
"passive_click_avia 284.000 11.754 \n",
"orders_amt_ent 284.000 4.162 \n",
"orders_amt_super 284.000 9.063 \n",
"orders_amt_transport 284.000 22.113 \n",
"orders_amt_shopping 284.000 3.183 \n",
"orders_amt_hotel 284.000 1.634 \n",
"orders_amt_avia 284.000 3.644 \n",
"active_imp_total 284.000 772.870 \n",
"passive_imp_total 284.000 1,665.986 \n",
"active_click_total 284.000 518.799 \n",
"passive_click_total 284.000 63.722 \n",
"orders_amt_total 284.000 43.799 \n",
"click_total 284.000 582.521 \n",
"imp_total 284.000 2,438.856 \n",
"active_ctr 284.000 0.739 \n",
"passive_ctr 282.000 0.045 \n",
"ctr_all 284.000 0.258 \n",
"cr_click2order 284.000 0.079 \n",
"cr_imp2order 284.000 0.020 \n",
"\n",
" min 25% \\\n",
"business_dt 2025-01-09 00:00:00 2025-04-05 18:00:00 \n",
"active_imp_ent 0.000 29.000 \n",
"active_imp_super 0.000 38.000 \n",
"active_imp_transport 0.000 44.750 \n",
"active_imp_shopping 0.000 37.750 \n",
"active_imp_hotel 0.000 17.000 \n",
"active_imp_avia 0.000 7.000 \n",
"passive_imp_ent 0.000 70.750 \n",
"passive_imp_super 0.000 39.000 \n",
"passive_imp_transport 0.000 119.500 \n",
"passive_imp_shopping 0.000 141.250 \n",
"passive_imp_hotel 0.000 61.000 \n",
"passive_imp_avia 0.000 88.750 \n",
"active_click_ent 0.000 24.750 \n",
"active_click_super 0.000 40.750 \n",
"active_click_transport 0.000 55.750 \n",
"active_click_shopping 0.000 32.000 \n",
"active_click_hotel 0.000 3.000 \n",
"active_click_avia 0.000 2.000 \n",
"passive_click_ent 0.000 1.000 \n",
"passive_click_super 0.000 0.000 \n",
"passive_click_transport 0.000 1.000 \n",
"passive_click_shopping 0.000 0.750 \n",
"passive_click_hotel 0.000 1.000 \n",
"passive_click_avia 0.000 3.000 \n",
"orders_amt_ent 0.000 1.000 \n",
"orders_amt_super 0.000 4.000 \n",
"orders_amt_transport 0.000 9.000 \n",
"orders_amt_shopping 0.000 1.000 \n",
"orders_amt_hotel 0.000 0.000 \n",
"orders_amt_avia 0.000 1.000 \n",
"active_imp_total 4.000 326.750 \n",
"passive_imp_total 0.000 772.250 \n",
"active_click_total 3.000 257.000 \n",
"passive_click_total 0.000 23.000 \n",
"orders_amt_total 0.000 21.000 \n",
"click_total 3.000 293.750 \n",
"imp_total 4.000 1,147.000 \n",
"active_ctr 0.376 0.638 \n",
"passive_ctr 0.000 0.022 \n",
"ctr_all 0.168 0.211 \n",
"cr_click2order 0.000 0.057 \n",
"cr_imp2order 0.000 0.013 \n",
"\n",
" 50% 75% \\\n",
"business_dt 2025-06-15 12:00:00 2025-08-25 06:00:00 \n",
"active_imp_ent 73.500 164.000 \n",
"active_imp_super 93.500 197.500 \n",
"active_imp_transport 134.500 322.500 \n",
"active_imp_shopping 67.000 131.250 \n",
"active_imp_hotel 36.500 67.500 \n",
"active_imp_avia 27.500 88.000 \n",
"passive_imp_ent 146.500 265.250 \n",
"passive_imp_super 89.000 156.750 \n",
"passive_imp_transport 258.000 463.250 \n",
"passive_imp_shopping 245.500 381.250 \n",
"passive_imp_hotel 256.500 605.750 \n",
"passive_imp_avia 230.000 383.250 \n",
"active_click_ent 58.000 125.000 \n",
"active_click_super 76.000 144.000 \n",
"active_click_transport 125.000 251.500 \n",
"active_click_shopping 57.000 105.000 \n",
"active_click_hotel 7.000 17.000 \n",
"active_click_avia 8.000 31.000 \n",
"passive_click_ent 4.000 12.000 \n",
"passive_click_super 1.000 5.000 \n",
"passive_click_transport 2.500 7.000 \n",
"passive_click_shopping 2.000 5.000 \n",
"passive_click_hotel 6.000 17.000 \n",
"passive_click_avia 8.000 17.000 \n",
"orders_amt_ent 2.000 5.000 \n",
"orders_amt_super 7.000 12.000 \n",
"orders_amt_transport 17.000 29.000 \n",
"orders_amt_shopping 2.000 4.000 \n",
"orders_amt_hotel 1.000 2.000 \n",
"orders_amt_avia 3.000 5.000 \n",
"active_imp_total 581.500 990.750 \n",
"passive_imp_total 1,431.000 2,209.500 \n",
"active_click_total 423.500 693.250 \n",
"passive_click_total 46.500 88.000 \n",
"orders_amt_total 34.000 59.000 \n",
"click_total 504.000 793.250 \n",
"imp_total 2,001.500 3,296.000 \n",
"active_ctr 0.733 0.825 \n",
"passive_ctr 0.031 0.053 \n",
"ctr_all 0.242 0.284 \n",
"cr_click2order 0.071 0.095 \n",
"cr_imp2order 0.018 0.023 \n",
"\n",
" max std \n",
"business_dt 2025-11-04 00:00:00 NaN \n",
"active_imp_ent 2,066.000 193.570 \n",
"active_imp_super 1,621.000 202.249 \n",
"active_imp_transport 2,353.000 298.626 \n",
"active_imp_shopping 787.000 118.548 \n",
"active_imp_hotel 422.000 68.126 \n",
"active_imp_avia 1,022.000 133.998 \n",
"passive_imp_ent 1,782.000 265.838 \n",
"passive_imp_super 852.000 116.597 \n",
"passive_imp_transport 1,884.000 282.885 \n",
"passive_imp_shopping 988.000 198.064 \n",
"passive_imp_hotel 3,711.000 484.647 \n",
"passive_imp_avia 1,596.000 264.409 \n",
"active_click_ent 1,197.000 134.783 \n",
"active_click_super 1,250.000 130.122 \n",
"active_click_transport 959.000 183.123 \n",
"active_click_shopping 669.000 84.881 \n",
"active_click_hotel 161.000 21.294 \n",
"active_click_avia 258.000 34.353 \n",
"passive_click_ent 152.000 19.145 \n",
"passive_click_super 45.000 6.072 \n",
"passive_click_transport 116.000 16.013 \n",
"passive_click_shopping 50.000 6.915 \n",
"passive_click_hotel 836.000 62.580 \n",
"passive_click_avia 84.000 12.052 \n",
"orders_amt_ent 44.000 5.946 \n",
"orders_amt_super 72.000 8.018 \n",
"orders_amt_transport 124.000 19.553 \n",
"orders_amt_shopping 31.000 3.904 \n",
"orders_amt_hotel 11.000 1.785 \n",
"orders_amt_avia 15.000 3.043 \n",
"active_imp_total 5,369.000 683.514 \n",
"passive_imp_total 7,075.000 1,223.599 \n",
"active_click_total 2,084.000 365.193 \n",
"passive_click_total 904.000 71.187 \n",
"orders_amt_total 205.000 32.774 \n",
"click_total 2,163.000 399.912 \n",
"imp_total 11,433.000 1,826.622 \n",
"active_ctr 1.210 0.150 \n",
"passive_ctr 0.333 0.046 \n",
"ctr_all 0.750 0.073 \n",
"cr_click2order 0.333 0.037 \n",
"cr_imp2order 0.100 0.011 "
],
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" <th>std</th>\n",
" </tr>\n",
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" <tr>\n",
" <th>business_dt</th>\n",
" <td>284</td>\n",
" <td>2025-06-15 07:00:50.704225280</td>\n",
" <td>2025-01-09 00:00:00</td>\n",
" <td>2025-04-05 18:00:00</td>\n",
" <td>2025-06-15 12:00:00</td>\n",
" <td>2025-08-25 06:00:00</td>\n",
" <td>2025-11-04 00:00:00</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_imp_ent</th>\n",
" <td>284.000</td>\n",
" <td>130.644</td>\n",
" <td>0.000</td>\n",
" <td>29.000</td>\n",
" <td>73.500</td>\n",
" <td>164.000</td>\n",
" <td>2,066.000</td>\n",
" <td>193.570</td>\n",
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" <tr>\n",
" <th>active_imp_super</th>\n",
" <td>284.000</td>\n",
" <td>158.236</td>\n",
" <td>0.000</td>\n",
" <td>38.000</td>\n",
" <td>93.500</td>\n",
" <td>197.500</td>\n",
" <td>1,621.000</td>\n",
" <td>202.249</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_imp_transport</th>\n",
" <td>284.000</td>\n",
" <td>239.004</td>\n",
" <td>0.000</td>\n",
" <td>44.750</td>\n",
" <td>134.500</td>\n",
" <td>322.500</td>\n",
" <td>2,353.000</td>\n",
" <td>298.626</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_imp_shopping</th>\n",
" <td>284.000</td>\n",
" <td>105.944</td>\n",
" <td>0.000</td>\n",
" <td>37.750</td>\n",
" <td>67.000</td>\n",
" <td>131.250</td>\n",
" <td>787.000</td>\n",
" <td>118.548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_imp_hotel</th>\n",
" <td>284.000</td>\n",
" <td>58.761</td>\n",
" <td>0.000</td>\n",
" <td>17.000</td>\n",
" <td>36.500</td>\n",
" <td>67.500</td>\n",
" <td>422.000</td>\n",
" <td>68.126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_imp_avia</th>\n",
" <td>284.000</td>\n",
" <td>80.282</td>\n",
" <td>0.000</td>\n",
" <td>7.000</td>\n",
" <td>27.500</td>\n",
" <td>88.000</td>\n",
" <td>1,022.000</td>\n",
" <td>133.998</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_imp_ent</th>\n",
" <td>284.000</td>\n",
" <td>229.817</td>\n",
" <td>0.000</td>\n",
" <td>70.750</td>\n",
" <td>146.500</td>\n",
" <td>265.250</td>\n",
" <td>1,782.000</td>\n",
" <td>265.838</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_imp_super</th>\n",
" <td>284.000</td>\n",
" <td>116.345</td>\n",
" <td>0.000</td>\n",
" <td>39.000</td>\n",
" <td>89.000</td>\n",
" <td>156.750</td>\n",
" <td>852.000</td>\n",
" <td>116.597</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_imp_transport</th>\n",
" <td>284.000</td>\n",
" <td>330.268</td>\n",
" <td>0.000</td>\n",
" <td>119.500</td>\n",
" <td>258.000</td>\n",
" <td>463.250</td>\n",
" <td>1,884.000</td>\n",
" <td>282.885</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_imp_shopping</th>\n",
" <td>284.000</td>\n",
" <td>286.606</td>\n",
" <td>0.000</td>\n",
" <td>141.250</td>\n",
" <td>245.500</td>\n",
" <td>381.250</td>\n",
" <td>988.000</td>\n",
" <td>198.064</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_imp_hotel</th>\n",
" <td>284.000</td>\n",
" <td>410.616</td>\n",
" <td>0.000</td>\n",
" <td>61.000</td>\n",
" <td>256.500</td>\n",
" <td>605.750</td>\n",
" <td>3,711.000</td>\n",
" <td>484.647</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_imp_avia</th>\n",
" <td>284.000</td>\n",
" <td>292.335</td>\n",
" <td>0.000</td>\n",
" <td>88.750</td>\n",
" <td>230.000</td>\n",
" <td>383.250</td>\n",
" <td>1,596.000</td>\n",
" <td>264.409</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_click_ent</th>\n",
" <td>284.000</td>\n",
" <td>99.996</td>\n",
" <td>0.000</td>\n",
" <td>24.750</td>\n",
" <td>58.000</td>\n",
" <td>125.000</td>\n",
" <td>1,197.000</td>\n",
" <td>134.783</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_click_super</th>\n",
" <td>284.000</td>\n",
" <td>114.680</td>\n",
" <td>0.000</td>\n",
" <td>40.750</td>\n",
" <td>76.000</td>\n",
" <td>144.000</td>\n",
" <td>1,250.000</td>\n",
" <td>130.122</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_click_transport</th>\n",
" <td>284.000</td>\n",
" <td>184.342</td>\n",
" <td>0.000</td>\n",
" <td>55.750</td>\n",
" <td>125.000</td>\n",
" <td>251.500</td>\n",
" <td>959.000</td>\n",
" <td>183.123</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_click_shopping</th>\n",
" <td>284.000</td>\n",
" <td>82.680</td>\n",
" <td>0.000</td>\n",
" <td>32.000</td>\n",
" <td>57.000</td>\n",
" <td>105.000</td>\n",
" <td>669.000</td>\n",
" <td>84.881</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_click_hotel</th>\n",
" <td>284.000</td>\n",
" <td>14.673</td>\n",
" <td>0.000</td>\n",
" <td>3.000</td>\n",
" <td>7.000</td>\n",
" <td>17.000</td>\n",
" <td>161.000</td>\n",
" <td>21.294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_click_avia</th>\n",
" <td>284.000</td>\n",
" <td>22.430</td>\n",
" <td>0.000</td>\n",
" <td>2.000</td>\n",
" <td>8.000</td>\n",
" <td>31.000</td>\n",
" <td>258.000</td>\n",
" <td>34.353</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_click_ent</th>\n",
" <td>284.000</td>\n",
" <td>11.349</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>4.000</td>\n",
" <td>12.000</td>\n",
" <td>152.000</td>\n",
" <td>19.145</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_click_super</th>\n",
" <td>284.000</td>\n",
" <td>3.694</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>5.000</td>\n",
" <td>45.000</td>\n",
" <td>6.072</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_click_transport</th>\n",
" <td>284.000</td>\n",
" <td>8.482</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>2.500</td>\n",
" <td>7.000</td>\n",
" <td>116.000</td>\n",
" <td>16.013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_click_shopping</th>\n",
" <td>284.000</td>\n",
" <td>4.514</td>\n",
" <td>0.000</td>\n",
" <td>0.750</td>\n",
" <td>2.000</td>\n",
" <td>5.000</td>\n",
" <td>50.000</td>\n",
" <td>6.915</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_click_hotel</th>\n",
" <td>284.000</td>\n",
" <td>23.930</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>6.000</td>\n",
" <td>17.000</td>\n",
" <td>836.000</td>\n",
" <td>62.580</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_click_avia</th>\n",
" <td>284.000</td>\n",
" <td>11.754</td>\n",
" <td>0.000</td>\n",
" <td>3.000</td>\n",
" <td>8.000</td>\n",
" <td>17.000</td>\n",
" <td>84.000</td>\n",
" <td>12.052</td>\n",
" </tr>\n",
" <tr>\n",
" <th>orders_amt_ent</th>\n",
" <td>284.000</td>\n",
" <td>4.162</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>2.000</td>\n",
" <td>5.000</td>\n",
" <td>44.000</td>\n",
" <td>5.946</td>\n",
" </tr>\n",
" <tr>\n",
" <th>orders_amt_super</th>\n",
" <td>284.000</td>\n",
" <td>9.063</td>\n",
" <td>0.000</td>\n",
" <td>4.000</td>\n",
" <td>7.000</td>\n",
" <td>12.000</td>\n",
" <td>72.000</td>\n",
" <td>8.018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>orders_amt_transport</th>\n",
" <td>284.000</td>\n",
" <td>22.113</td>\n",
" <td>0.000</td>\n",
" <td>9.000</td>\n",
" <td>17.000</td>\n",
" <td>29.000</td>\n",
" <td>124.000</td>\n",
" <td>19.553</td>\n",
" </tr>\n",
" <tr>\n",
" <th>orders_amt_shopping</th>\n",
" <td>284.000</td>\n",
" <td>3.183</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>2.000</td>\n",
" <td>4.000</td>\n",
" <td>31.000</td>\n",
" <td>3.904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>orders_amt_hotel</th>\n",
" <td>284.000</td>\n",
" <td>1.634</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>2.000</td>\n",
" <td>11.000</td>\n",
" <td>1.785</td>\n",
" </tr>\n",
" <tr>\n",
" <th>orders_amt_avia</th>\n",
" <td>284.000</td>\n",
" <td>3.644</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>3.000</td>\n",
" <td>5.000</td>\n",
" <td>15.000</td>\n",
" <td>3.043</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_imp_total</th>\n",
" <td>284.000</td>\n",
" <td>772.870</td>\n",
" <td>4.000</td>\n",
" <td>326.750</td>\n",
" <td>581.500</td>\n",
" <td>990.750</td>\n",
" <td>5,369.000</td>\n",
" <td>683.514</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_imp_total</th>\n",
" <td>284.000</td>\n",
" <td>1,665.986</td>\n",
" <td>0.000</td>\n",
" <td>772.250</td>\n",
" <td>1,431.000</td>\n",
" <td>2,209.500</td>\n",
" <td>7,075.000</td>\n",
" <td>1,223.599</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_click_total</th>\n",
" <td>284.000</td>\n",
" <td>518.799</td>\n",
" <td>3.000</td>\n",
" <td>257.000</td>\n",
" <td>423.500</td>\n",
" <td>693.250</td>\n",
" <td>2,084.000</td>\n",
" <td>365.193</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_click_total</th>\n",
" <td>284.000</td>\n",
" <td>63.722</td>\n",
" <td>0.000</td>\n",
" <td>23.000</td>\n",
" <td>46.500</td>\n",
" <td>88.000</td>\n",
" <td>904.000</td>\n",
" <td>71.187</td>\n",
" </tr>\n",
" <tr>\n",
" <th>orders_amt_total</th>\n",
" <td>284.000</td>\n",
" <td>43.799</td>\n",
" <td>0.000</td>\n",
" <td>21.000</td>\n",
" <td>34.000</td>\n",
" <td>59.000</td>\n",
" <td>205.000</td>\n",
" <td>32.774</td>\n",
" </tr>\n",
" <tr>\n",
" <th>click_total</th>\n",
" <td>284.000</td>\n",
" <td>582.521</td>\n",
" <td>3.000</td>\n",
" <td>293.750</td>\n",
" <td>504.000</td>\n",
" <td>793.250</td>\n",
" <td>2,163.000</td>\n",
" <td>399.912</td>\n",
" </tr>\n",
" <tr>\n",
" <th>imp_total</th>\n",
" <td>284.000</td>\n",
" <td>2,438.856</td>\n",
" <td>4.000</td>\n",
" <td>1,147.000</td>\n",
" <td>2,001.500</td>\n",
" <td>3,296.000</td>\n",
" <td>11,433.000</td>\n",
" <td>1,826.622</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active_ctr</th>\n",
" <td>284.000</td>\n",
" <td>0.739</td>\n",
" <td>0.376</td>\n",
" <td>0.638</td>\n",
" <td>0.733</td>\n",
" <td>0.825</td>\n",
" <td>1.210</td>\n",
" <td>0.150</td>\n",
" </tr>\n",
" <tr>\n",
" <th>passive_ctr</th>\n",
" <td>282.000</td>\n",
" <td>0.045</td>\n",
" <td>0.000</td>\n",
" <td>0.022</td>\n",
" <td>0.031</td>\n",
" <td>0.053</td>\n",
" <td>0.333</td>\n",
" <td>0.046</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ctr_all</th>\n",
" <td>284.000</td>\n",
" <td>0.258</td>\n",
" <td>0.168</td>\n",
" <td>0.211</td>\n",
" <td>0.242</td>\n",
" <td>0.284</td>\n",
" <td>0.750</td>\n",
" <td>0.073</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cr_click2order</th>\n",
" <td>284.000</td>\n",
" <td>0.079</td>\n",
" <td>0.000</td>\n",
" <td>0.057</td>\n",
" <td>0.071</td>\n",
" <td>0.095</td>\n",
" <td>0.333</td>\n",
" <td>0.037</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cr_imp2order</th>\n",
" <td>284.000</td>\n",
" <td>0.020</td>\n",
" <td>0.000</td>\n",
" <td>0.013</td>\n",
" <td>0.018</td>\n",
" <td>0.023</td>\n",
" <td>0.100</td>\n",
" <td>0.011</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 2
},
{
"cell_type": "code",
"id": "2f78c792",
"metadata": {
"ExecuteTime": {
"end_time": "2025-12-05T18:35:29.182075Z",
"start_time": "2025-12-05T18:35:29.175467Z"
}
},
"source": [
"dow_table = daily.groupby('day_of_week').agg({\n",
" 'active_imp_total': 'mean',\n",
" 'passive_imp_total': 'mean',\n",
" 'active_click_total': 'mean',\n",
" 'passive_click_total': 'mean',\n",
" 'orders_amt_total': 'mean',\n",
" 'active_ctr': 'mean',\n",
" 'passive_ctr': 'mean',\n",
" 'cr_click2order': 'mean',\n",
" 'cr_imp2order': 'mean',\n",
"}).reset_index()\n",
"dow_table"
],
"outputs": [
{
"data": {
"text/plain": [
" day_of_week active_imp_total passive_imp_total active_click_total \\\n",
"0 Friday 990.814 2,138.860 612.419 \n",
"1 Monday 728.463 1,410.805 492.902 \n",
"2 Saturday 824.179 1,803.513 557.077 \n",
"3 Sunday 627.050 1,388.750 460.300 \n",
"4 Thursday 777.610 1,739.780 519.683 \n",
"5 Tuesday 663.317 1,358.317 448.537 \n",
"6 Wednesday 787.692 1,805.564 537.462 \n",
"\n",
" passive_click_total orders_amt_total active_ctr passive_ctr \\\n",
"0 75.930 57.930 0.683 0.044 \n",
"1 49.122 32.878 0.753 0.038 \n",
"2 85.282 53.769 0.752 0.048 \n",
"3 64.200 49.425 0.803 0.052 \n",
"4 62.829 43.317 0.724 0.053 \n",
"5 46.171 31.122 0.742 0.046 \n",
"6 62.949 37.795 0.723 0.036 \n",
"\n",
" cr_click2order cr_imp2order \n",
"0 0.091 0.022 \n",
"1 0.060 0.016 \n",
"2 0.091 0.022 \n",
"3 0.102 0.026 \n",
"4 0.073 0.018 \n",
"5 0.069 0.019 \n",
"6 0.065 0.016 "
],
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>day_of_week</th>\n",
" <th>active_imp_total</th>\n",
" <th>passive_imp_total</th>\n",
" <th>active_click_total</th>\n",
" <th>passive_click_total</th>\n",
" <th>orders_amt_total</th>\n",
" <th>active_ctr</th>\n",
" <th>passive_ctr</th>\n",
" <th>cr_click2order</th>\n",
" <th>cr_imp2order</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Friday</td>\n",
" <td>990.814</td>\n",
" <td>2,138.860</td>\n",
" <td>612.419</td>\n",
" <td>75.930</td>\n",
" <td>57.930</td>\n",
" <td>0.683</td>\n",
" <td>0.044</td>\n",
" <td>0.091</td>\n",
" <td>0.022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Monday</td>\n",
" <td>728.463</td>\n",
" <td>1,410.805</td>\n",
" <td>492.902</td>\n",
" <td>49.122</td>\n",
" <td>32.878</td>\n",
" <td>0.753</td>\n",
" <td>0.038</td>\n",
" <td>0.060</td>\n",
" <td>0.016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Saturday</td>\n",
" <td>824.179</td>\n",
" <td>1,803.513</td>\n",
" <td>557.077</td>\n",
" <td>85.282</td>\n",
" <td>53.769</td>\n",
" <td>0.752</td>\n",
" <td>0.048</td>\n",
" <td>0.091</td>\n",
" <td>0.022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Sunday</td>\n",
" <td>627.050</td>\n",
" <td>1,388.750</td>\n",
" <td>460.300</td>\n",
" <td>64.200</td>\n",
" <td>49.425</td>\n",
" <td>0.803</td>\n",
" <td>0.052</td>\n",
" <td>0.102</td>\n",
" <td>0.026</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Thursday</td>\n",
" <td>777.610</td>\n",
" <td>1,739.780</td>\n",
" <td>519.683</td>\n",
" <td>62.829</td>\n",
" <td>43.317</td>\n",
" <td>0.724</td>\n",
" <td>0.053</td>\n",
" <td>0.073</td>\n",
" <td>0.018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Tuesday</td>\n",
" <td>663.317</td>\n",
" <td>1,358.317</td>\n",
" <td>448.537</td>\n",
" <td>46.171</td>\n",
" <td>31.122</td>\n",
" <td>0.742</td>\n",
" <td>0.046</td>\n",
" <td>0.069</td>\n",
" <td>0.019</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Wednesday</td>\n",
" <td>787.692</td>\n",
" <td>1,805.564</td>\n",
" <td>537.462</td>\n",
" <td>62.949</td>\n",
" <td>37.795</td>\n",
" <td>0.723</td>\n",
" <td>0.036</td>\n",
" <td>0.065</td>\n",
" <td>0.016</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 3
},
{
"cell_type": "code",
"id": "01a4b02f",
"metadata": {
"ExecuteTime": {
"end_time": "2025-12-05T18:35:29.752895Z",
"start_time": "2025-12-05T18:35:29.258415Z"
}
},
"source": [
"fig, axes = plt.subplots(2, 2, figsize=(14, 8))\n",
"sns.lineplot(data=daily, x='business_dt', y='active_imp_total', ax=axes[0, 0], label='active')\n",
"sns.lineplot(data=daily, x='business_dt', y='passive_imp_total', ax=axes[0, 0], label='passive')\n",
"axes[0, 0].set_title('Impressions')\n",
"sns.lineplot(data=daily, x='business_dt', y='active_click_total', ax=axes[0, 1], label='active')\n",
"sns.lineplot(data=daily, x='business_dt', y='passive_click_total', ax=axes[0, 1], label='passive')\n",
"axes[0, 1].set_title('Clicks')\n",
"sns.lineplot(data=daily, x='business_dt', y='orders_amt_total', ax=axes[1, 0])\n",
"axes[1, 0].set_title('Orders')\n",
"sns.lineplot(data=daily, x='business_dt', y='active_ctr', ax=axes[1, 1], label='active_ctr')\n",
"sns.lineplot(data=daily, x='business_dt', y='passive_ctr', ax=axes[1, 1], label='passive_ctr')\n",
"sns.lineplot(data=daily, x='business_dt', y='cr_click2order', ax=axes[1, 1], label='cr_click2order')\n",
"axes[1, 1].set_title('CTR/CR')\n",
"plt.tight_layout()"
],
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1400x800 with 4 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 4
},
{
"cell_type": "code",
"id": "60fc88cf",
"metadata": {
"ExecuteTime": {
"end_time": "2025-12-05T18:35:30.073663Z",
"start_time": "2025-12-05T18:35:29.760009Z"
}
},
"source": [
"ctr_cols = ['active_ctr', 'passive_ctr', 'cr_click2order']\n",
"fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n",
"order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
"for ax, col in zip(axes, ctrcols):\n",
" sns.barplot(data=daily, x='day_of_week', y=col, ax=ax, order=order if set(order).issuperset(set(daily['day_of_week'])) else None)\n",
" ax.set_title(col)\n",
" ax.tick_params(axis='x', rotation=45)\n",
"plt.tight_layout()"
],
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1400x400 with 3 Axes>"
],
"image/png": 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},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 5
},
{
"cell_type": "code",
"id": "4bd200bc",
"metadata": {
"ExecuteTime": {
"end_time": "2025-12-05T18:35:30.206172Z",
"start_time": "2025-12-05T18:35:30.077818Z"
}
},
"source": [
"orders_calendar = daily.copy()\n",
"orders_calendar['week'] = orders_calendar['business_dt'].dt.isocalendar().week\n",
"orders_calendar['dow'] = orders_calendar['business_dt'].dt.weekday\n",
"pivot = orders_calendar.pivot_table(index='week', columns='dow', values='orders_amt_total', aggfunc='sum')\n",
"plt.figure(figsize=(10, 6))\n",
"sns.heatmap(pivot, cmap='YlGnBu')\n",
"plt.title('Heatmap заказов по неделям/дням недели')\n",
"plt.tight_layout()"
],
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
],
"image/png": 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hre51bp4mO9qoxjkkU5fhuBN6n3p/2hBDl9/QOYJaUdI3lboGpN5f8jXbtKuqxqFvKHXenC7jcauKmCZomlzq0g3Dhg0zSYjGrUmqc06fNubRyowmn3ou9M38nDlzzGPU+75+7TtNonQ+5rPPPmseu1ZKPR2jdevWJg69nbPxkCac2v3R2SVTb6/7nW/KdciuPgda+U1Ohxw6hx0651Nq5S4tVRZ9Peh51PvXmHSpDz2uPi867DEt9Hzp3Dx9XDqUVythmkhrwqCJsg5P1uuVLklyM5rMaiKtMek51zmqOo9Nq3paqdPHr3Fq4q4NYLTT562q0EqfP31dJ29y5IkORdaESDsK3yxxTJ7QaRKj51Hpa/hmtMmNJkapkd7xeuvvh86V1d9hlbzD7fXPpc6/1A9H9LnU15x+6KLNsvQDK13CRp9H52tGP1jS37XU/B3RnwUApORI8tSdAgB8jFboNDlL7ZttZAxandXnVRPDO9lvR5q86gcKt3qtetqfUelQVU3gnYnh7e4HAKS/Ox8zBAAAAADwCySOAACfoMto6NDkO91vRzpn17mo/Z3sz6h0OK0+rls17fG0HwCQ/hiqCgAAAABwi4ojAAAAAIDEEQAAAABw56g4AgAAAADcInEEAAAAALgV5H43ACCjSBLfWsvPFyUlXbM6BLgR4CjD+QH8VOYiLb16/KtH/i0ZHRVHAAAAAIBbVBwBAAAA+DWHg3qaJ5aeoUOHDsmkSZNk+PDhsmbNmhv2X7p0Sfr162dJbAAAAAAAixPHbdu2SdOmTWXp0qWydu1a6dKli7z66qsSFxfnuk1MTIwsXrzYqhABAAAA+AGHBHh18wWWDVUdN26cNG/eXN5++21zeeXKldK/f3/p3r27TJ48WYKCbi+0qKgot/ujo6PTFC8AAAAA+CvL0t+9e/fKCy+84LrcsGFDmTZtmqlE9u3b16qwAAAAAPjhHEdvbr7AsopjWFiYnD59WooWLeq6rkqVKjJmzBjp0aOH3HPPPdKpU6dUH4+KIgAAAABfc+7cOXnvvffkhx9+MD1gSpYsKb1795aqVaua/Rs2bDA51IEDB6RAgQLyyiuvyBNPPOH6+djYWHn33XdlxYoVZipgvXr15K233pJcuXLdVhyWpb916tSRIUOGyPbt2yU+Pt51ff369c2Q1Y8//liGDh1qVXgAAAAA/ISdK469evWSn376ySSPX375pZQuXVo6dOggv//+u0kWtVdMrVq1ZOHChfLss89Knz59TDLpNHjwYFm3bp1pSqo5lv6cFupu+xwlJSUliQXOnz8vr732mnlQU6ZMkdq1a6fYP2/ePBkxYoRcu3ZNdu/ebUWIAJChJMleq0OAB0lJ1zhHNhbgKGN1CAAski2ivVePf/HgrDv6ucOHD8ujjz5qcqMHH3zQXKfpm17XuHFjM4JTc6XPP//c9TNajdQq5YwZM+T48eNSt25d00NGC3fq4MGD8thjj8n8+fOlcuXK9h+qmj17dpk5c6YcOXJEcubMecP+Vq1aSWRkpKxatcqS+AAAAAD4B4fDIXaUM2dOmTp1qpQvXz5FrLpduHBBtm7dakZsJlejRg155513TIKp/WOc1zlFRERIvnz5ZMuWLbeVOFo+U7NIkSKSLVu2m+7TB6WlVwAAAADwN+Hh4aZSGBIS4rpOV6PQSqQOTz127Jjkz58/xc/kzZtXrl69KmfPnjUVR00+Q0NDb7iN/uztsKziCABIXw4pySm1uSTZZXUIAAAL6mlR6bR04H//+1/p16+fGaqqQ1C12U3ypFI5L8fFxZkE8vr9ShNJbZpzOyyvOAIAAAAA3Fu9erW89NJLUqlSJRk7dqwrAdQEMTnn5cyZM0umTJlu2K80adT9t4OKIwAAAAC/5u21FtO6dODcuXPNvEVtajNq1ChXFVGX3zhx4kSK2+rlLFmymOmAOoxVG+Vo8pi88qi30XmOt4OKIwAAAADY1Lx582TYsGHSunVrsyRH8gRQ13LcvHlzittv3LhRqlSpIgEBAaYTa2JioqtJjrOrqs59rFat2m3FQeIIAAAAwK/ZdR3HgwcPmiUKGzRoYJqGnjp1Sk6ePGm2ixcvStu2beXnn382Q1d1TUddtWLFihXSsWNH8/NaVXziiSdkwIABsmnTJnNbXReyevXqZshrhljHEQAAf5OYRHMcO2MdR8B/5bi/q1ePf27/5Dv6OV1/cfz48Tfd16xZM3n33XdlzZo1MmbMGDl06JAUKlRIXnnlFWnUqJHrdleuXDHJp3ZjVbVr1zaJ5M2WRHSHxBEAgLuExNHeSBwB/5Xz/u5ePf7Z/R9KRsdQVQAAAACAW3RVBQAAAODXvN1V1RdwhgAAAAAAblFxBAAAAODXqDh6RuIIW0iS3VaHAA8cUppzBKRRgIP/dgEAGRP/gwEAAADwa1QcPWOOIwAAAAAg4yWOnTt3lhMnTlgdBgAAAAA/4PDyP19g2VDVxYsX33Lfpk2bZNmyZZIrVy5zuWnTpncxMgAAAABAco6kpKQksUDlypUlJibGfO8uBIfDIbt3e26cEhUV5XZ/dHT0HUSJu4XmOPZHcxwgPezjNNraA1YHAMAieUv19urxT+wZJxmdZRXHhQsXyuuvvy7h4eHy7rvvSr58+VIklUuWLJHChQtbFR4AAAAAP0FzHBsnjhEREbJgwQKZOHGiNGnSRAYOHCiNGjW64+NRUQQAAAAAH1yOIygoSHr16iW1atWSvn37ynfffSeDBg2yMiQAAAAAfoaKYwbpqlqtWjXTLEfnOjZu3Fji4+OtDgkAAAAAYIeKY3I613HcuHEmgdT5j6GhoVaHBAAAAMAv2KKeZmuWdVW9++hkZ290sgPSKkn2chJtzlfW8vJd/F9kd5cT1lgdAjzIGlQ7Q56j/GX6efX4x3aNlIzONhVHAAAAALACcxw9oyYLAAAAAHCLiiMAAAAAv0bF0TMqjgAAAAAAt6g4AgAAAPBrDuppHlFxBAAAAAC4RcURAAAAgF9jjqNnVBwBAAAAAG5RcQQAAADg1xwOh9Uh2B4VRwAAAACAW35Tcfzu7/1WhwA3auW/wvmxubjEC1aHAA+CA7JwjmzuwIVjVocAN/Jl3sv5sbnMgbmtDgE+ijmOnlFxBAAAAAC45TcVRwAAAAC4GdZxtHnFcceOHTJ16lTX5Y0bN0rXrl2lcePG0r17d9m6dauV4QEAAAAArEwcV6xYIS1btpTNmzeby99//720b99ekpKSpE6dOhIfHy/t2rUz1wMAAACAN+c4enPzBZYNVf3ggw+kR48epsKoPvroI/P9q6++6rqNXjdx4kR55JFHPB4vKirK7f635vROh6gBAAAAwP9Ylv4eOXJEnnjiCdflP//8Uxo2bJjiNjpk9cCBAxZEBwAAAMBfUHG0ccWxcOHCsn79enn++efN5dKlS8uePXukVKlSrtv8/PPPki9fvlQdLzo62u3+7/7+Jo0RAwAAAIB/sixx7NSpkwwYMMBUGp3NcN58802JjY2VEiVKmMY5//rXv+Tll1+2KkQAAAAAfoCuqjZOHJs2bSoOh8PMYZw+fbr5XhvjDBo0yOzPmjWrdOzYUV588UWrQgQAAAAAWL2OY5MmTcx28OBBs126dEmCgoIkf/78UrZsWQkNDeVJAgAAAOBdPtL51GcTR6eIiAizAQAAAADsxxaJ491Q5R6rI4B7SZwgm4tPvGx1CPAgKSmBc2RzsdesjgDuLD0SwgmyuRbUGeAlvrLWojdxhgAAAAAAbvlNxREAAAAAbkYbdcI9EkcAAAAAfo3lODxjqCoAAAAAwC0qjgAAAAD8Gs1xPKPiCAAAAABwi4ojAAAAAP9GcxyPqDgCAAAAANyi4ggAAADAv1FO84jEEQAAAAAygClTpsi6detkzpw55nLbtm1l8+bNN73tqFGjpGnTpnLt2jWpXLmyxMbGptj/8ssvyyuvvJLq+/abxDHQEWp1CHBj59m/OD82t/+C3/y5yLDiEuOsDgEe7DybmXNkY3kzX7M6BHhwLSmGcwS/neP46aefyvvvvy9Vq1Z1XTdp0iSJj493XU5KSpLXXntNzp8/Lw0aNDDXHTp0yCSNX331leTOndt12yxZstzW/fNOEAAAAABs6vjx4zJo0CDZtGmTFCtWLMW+HDlypLg8d+5c+fnnn02SmDVrVnPd3r17JSwsTEqVKpWmOBjNCwAAAMC/acXRm1sa7Ny5U4KDg2XJkiVSsWLFW97uzJkzpiLZrVs3ue+++1zXa+JYvHhxSStLK46nTp2S7du3S8mSJaVw4cKyZ88e+eCDD+Tw4cMmm+7cubOUL1/eyhABAAAAwDL16tUzmyfTpk2TTJkySYcOHVJcv2/fPklISDDXa76VL18+adeunTRp0iRjJI47duyQjh07ysWLFyU0NFQmTpwovXv3NklkrVq1TGbcsmVLmT17dopxvAAAAACQrrw8DjMqKsrt/ujo6DQd/9KlS/LZZ5+ZhjeaWyX322+/SWJiovTo0UPy588v//nPf6Rfv35mbuQzzzxj/8RxzJgx8thjj0nfvn1lwYIFpqNPs2bNZMiQIa7baKn1vffek3nz5qX5yVi8on+6xA0AAAAAdrJ69WqJi4uT5s2b37Bv2bJlprOqc86jznX8+++/ZcaMGRkjcdy1a5eMHDnSTNRs3769SRBbtGiR4jaaSOoETwAAAADwliQvd1WNTmNFMTWJY506dSQ8PPyGfTp89XoPPPCAmTN5OyxLHLUD0J9//mnmNh49etRkwSdOnJCyZcu6bnPs2LGbPvg7eTIuxnv3yQIAAAAAK2zduvWmazJeuHBB6tevL2+++aY8/fTTrut/+eUXKVGiRMZIHHUyZp8+faRx48byww8/mMCnT58u2bNnl3Llypk5jkOHDpVHHnnEqhABAAAA+AP7L+N4S1qEO3v27E2X29AiXI0aNWT8+PFmDceiRYvKqlWrTLVxypQpkiESR524GRAQYCqFBQsWlP79+8v+/ftNhx/t+qOqVKkiPXv2tCpEAAAAALC1kydP3nRNR6cRI0bIpEmTzFqQp0+fNktzaGNSbUh6OxxJSUlJYiM6PFU7rmrHnwoVKogjncYbM1TV3g5cuGp1CPBg/wVLV+9BKsQlcprsbufZYKtDgBt5M1/j/Nhchwf4v8juwoI9LxthRyXqTvXq8X/7obNkdLb77dOEUbf0FuTInO7HRPo5FRPL6bS5sjn/NxIA9vXOjmxWhwAPBlW6yDmysbBgW32Wjpu4Zq96B+BXbJc4AgAAAMBd5eWuqr7Ay0tdAgAAAAAyOiqOAAAAAPwbBUePqDgCAAAAANyi4ggAAADAvwVQcvSEiiMAAAAAwC0qjgAAAAD8G11VPaLiCAAAAABwi4ojAAAAAP/GFEePqDgCAAAAANyi4ggAAADAv9FVNeMkjmfOnJGjR49KbGysZMmSRfLmzSu5cuVKt+NfiD+VbsdC+jsRE8JptbnNJ4OtDgEevF7uIufI5k7FMhbKznKEJlodAjy4lhTHOYJ38OfZ/onjokWLZOrUqXLo0CFzOSkpyXx1OBwSEREhXbp0kSZNmlgcJQAAAAD4L0sTxzlz5sjYsWPlxRdflBo1apgqY0hIiMTFxcmJEydkw4YNMmjQILl8+bK0atXKylABAAAA+KgkluOwd+I4e/ZsGTx4sDRr1uyGfcWLF5fIyEgpVqyYfPjhhySOAAAAAOCPiaPOa6xYsaLb2+j+kydPejxWVFSU2/3zlr162/EBAAAA8AM0x/F8isRC5cqVk1mzZkli4s0no+t8x+nTp0vp0qXvemwAAAAAABtUHPv37y8vvfSSrFmzRqpVqyYFChRIMcdx69atcunSJZkxY4bHY0VHR7vdf/zqknSMHAAAAIDPoKuqvRNHrSQuX75cFixYINu2bZN9+/ZJTEyMhIaGmiTyueeek2eeeSZdl+UAAAAAAGSw5Thy5MhhltwAAAAAAEvQVdXecxwBAAAAAPZnacWxbdu24khldv/JJ594PR4AAAAAfoiuqvZOHGvWrCkTJkyQiIgIqVChglfvK1twTq8eH2nTtChnEEirkIC8nESbu5Twl9UhwI1swcU4PzaXmHTN6hAAv2Vp4qhzG8PCwmTcuHEyZcoUKVSokJXhAAAAAPBHdFW1/xzH1q1bS/Xq1WX06NFWhwIAAAAAsGNXVTV06FDZuXOn1WEAAAAA8Ed0Vc0YiWPevHnNBgAAAACwH1skjgAAAABgGSqO9p/jCAAAAACwNyqOAAAAAPwb5TSPOEUAAAAAALeoOAIAAADwb8xx9IiKIwAAAADA/hXH+Ph4uXz5suTIkeOGfYmJiXLs2DEpWLBgmu4jS1C+NP084O/iEy9bHQI8SJJEzpHNBTkyWR0C3EhIjOX82FzMtdNWhwAPsodk0FPksDoA+7O04hgbGytvvfWWVKlSRSIjI6VFixayc+fOFLc5c+aMREVFWRYjAAAAAPg7SxPHCRMmyPr162X48OEyatQoSUhIkFatWsnatWtT3C4pKcmyGAEAAAD4tqQAh1c3X2Bp4rhixQoZNmyYNGnSRJ566in57LPPpF69evLKK6/Itm3bXLdzMFkVAAAAAPwzcTx79qwULVrUdTkoKEjGjh0rVatWlW7dusn+/futDA8AAACAP9BClTc3H2Bpc5zixYubqmPnzp1d1wUGBpohrDpktWPHjjJ69OhUHcvTPMjo6I/SHC8AAAAA+CNLK47du3c3SWKHDh1k7969ruuzZs0q06dPl8yZM5vkEQAAAAC8xuHlzQdYWnHU+Ywff/yxLFiw4IYGOHny5DHXjxgxQpYvX+7xWNHR0R5usS+N0QIAAADwST7SwMabHEkZoGWpruUYEJDW4iiJI5AWrOMIpF3stbOcRhsLDshmdQjwgHUc7S97yGOSERVvO9+rxz8w53nJ6CytOKZW2pNGAAAAALgFH2lg47OJY9u2bVO91MYnn3zi9XgAAAAAADZLHGvWrGma40REREiFChW8el8x18549fhIm8SkeE6hzcUnXrE6BHjgcARyjmzux+P8rbOz+8MvWx0CPAhhEJrtZQ+RjImCo70Txy5dukhYWJiMGzdOpkyZIoUKFbIyHAAAAADATVj+uU3r1q2levXqqV6vEQAAAADSvauqNzcfYIvmOEOHDpWdO3daHQYAAAAAwI4VR5U3b1555JFHrA4DAAAAgD/KIBXHKVOmmAajyQ0YMEBKliyZYqtXr16KpQ0nTpwotWrVkkqVKkmnTp3kjz/+yJiJIwAAAADg1j799FN5//33b7h+79690rVrV1m3bp1r++KLL1z7P/zwQ5k3b54MGzZM5s+fbxLJjh07SlxcnNwOEkcAAAAAfi3J4d0tLY4fP24Sw7Fjx0qxYsVS7EtKSpL9+/dLuXLlJE+ePK4tV65cZr8mhzNnzpQePXpI3bp1pVSpUjJ+/Hg5duyYrFq16rbiIHEEAAAAAJvSXjDBwcGyZMkSqVixYop9R44ckStXrsh9991305/ds2ePXL58WSIjI13XhYeHS5kyZWTLli0ZrzkOAAAAAFjGy51Po6Ki3O6Pjo6+5T6dr5h8zmJy+/btM1/nzJkja9askYCAAKldu7a89tprki1bNlNZVAUKFLihx4xzX2pRcQQAAACADGjfvn0mWdREcPLkyfLmm2+aOY7du3c3cxmvXr1qbhcSEpLi50JDQyU2Nva27ouKIwAAAAD/5vBuxTHaTUUxLbp16yatWrWSnDlzmssPPPCAmePYokUL+eWXXyRTpkyuuY7O75UmjZkzZ76t+6LiCAAAAAAZUEBAgCtpdCpRooT5qkNRnUNUT5w4keI2ejlfvny+UXHctm2blC9f/oay6p06duVkuhwH3jHrt9v7xAN335pjYZx2mxtV7ZzVIcCDEC/PoUHa7D5n27dF+D/Fw69xLuAdGfTvc58+fUwSOHv2bNd1WmlU999/vxQuXFjCwsJk06ZNUqRIEXP9hQsXZNeuXdKmTRvfqDjqwpTaehYAAAAAcKOGDRvKhg0b5IMPPjAdVv/zn/9I//79pXHjxlK8eHFThNMEUZfy0OGy2mVVG+fkz59fHn30Ubkdln60pt2BHLcYT6wTOdu2bSuBgYFeHRcMAAAAwM/ZtpzmuVvr+++/L1OnTpVp06aZTqpPPvmk9OzZ03UbXcMxISFBBgwYIDExMVKtWjWZMWOGWeIjwySODz/8sHzxxRfy0EMPmQeQfCHLKVOmSP369SVHjhxWhggAAAAAtvDuu+/ecN3jjz9utlvRQtwbb7xhtrSwNHEcPny41K1bVwYOHGgWoezVq5cr8505c6a0a9fOjMtNj7VRZiz+/1k3AAAAANytrqq+wPKirFYVFy9ebNYgad68ufz2229WhwQAAAAASMYW7cN0wUodZztr1iyzDomuR3K7PM2BPHRxaRoiBAAAAOCzMmhXVb+qOCbXvn17mTNnjixatMhM3AQAAAAAWM8WFcfkSpUqJV9++aXs2LHDVCIBAAAAwJuSmOOY8RJHpeuNJO+yCgAAAADw08RR12m81TqO1/vkk0+8Hg8AAAAAP2SrCXz2ZGniWLNmTZkwYYJERERIhQoVvHpfV68x4dXOupS6anUI8ODVsjxHdrf5pC0HkSCZQRuzcT5sbGLt81aHAA82HL+9Bctx95VhCXafZem7jC5dukhYWJiMGzdOpkyZIoUKFbIyHAAAAAD+iK6q9i/Ktm7dWqpXry6jR4+2OhQAAAAAwE3YYlzT0KFDZefOnVaHAQAAAMAf0VU1YySOuuwGS28AAAAAsARDVe0/VBUAAAAAYG+2qDgCAAAAgGVYgMEjKo4AAAAAALeoOAIAAADwa0nMcfSIiiMAAAAAwC0qjgAAAAD8GxXHjJE4XrlyRbJkyeK6/Ouvv8qff/4pRYsWldKlS6fLfRTMYouHilvIFJibc2NzDtY3sr06+eOsDgEerHs6M+fIxmKv8TtkdwWyXLY6BMBvWZpNnT17Vvr27SuHDh2SVatWycWLF6V79+6yZcsW1xvVGjVqyKRJkyQsLMzKUAEAAAD4Kj4gt/ccx3feeUf+/vtvGThwoLk8ZswYOXPmjHz++eeyfft2mT9/vpw6dUpGjRplZZgAAAAA4NcsTRzXrl0rI0aMkJo1a5rL69atk/79+0v58uUlU6ZMUrFiRRk8eLCpRgIAAACA17Iib24+wNKHkZiYKCEhIa7LQUFBEh4enuI22bNnl7g45hwAAAAAgF/OcaxVq5YMHTpUPvjgA8mVK5c0bdpUpk+fLu+9954EBgaahHHChAny0EMPeTxWVFSU2/0Ll7+RjpEDAAAA8BnMcbR34tivXz9p37691K9fXyIjI6VQoUKyYcMGczkiIkL27NkjAQEBMm/ePCvDBAAAAAC/ZmnimCdPHlm4cKEsW7ZM1q9fb7qp5siRwwxZVW3btpXnn39ecubM6fFY0dHRbvefj1uRbnEDAAAA8CGs4+iR5Ysb6hzHp59+2mwAAAAAAPuxPHEEAAAAAEtRcbR34qhDUR2pnIj6ySefeD0eAAAAAIDNEkddv1G7pmojnAoVKnj1vpIk0avHR9qciT3GKbS5oIAkq0OAByEB/395I9jThhPnrA4Bbhy+FMj5sbl7MjFYzu6KhEmGlERXVY8s/e3r0qWLhIWFybhx42TKlCmmqyoAAAAAwF4CrA6gdevWUr16dRk9erTVoQAAAADw16zIm5sPsEW9f+jQobJz506rwwAAAAAA2DVxzJs3r9kAAAAA4K5jjqNHPlI4BQAAAAD4dMURAAAAACzDOo4eUXEEAAAAALhFxREAAACAf6Pi6BEVRwAAAACAW1QcAQAAAPg3h9UB2B8VRwAAAABAxqs47tmzRw4fPizFihWTkiVLpssxD15MTJfjwDvyZ+bM2t2Px4OtDgEe/Pv3LJwjm9v60R9WhwA3kkIDOT82l/upQlaHAA+eLJIxT1EScxztnTjGx8fLhAkTZO3atVKxYkV5++23zbZ48WKz3+FwSN26dWX8+PGSKVMmK0MFAAAA4KscjFW19VDViRMnyqJFiyQyMlK2bNkinTt3lo0bN8qsWbPkp59+knnz5smhQ4dMcgkAAAAA8MPE8euvv5bRo0fLm2++KdOmTZMNGzZI//79TSKZOXNmqVy5sgwcOFBWrVplZZgAAAAAfJkOVfXm5gMsHap67tw5KVLkfwOhCxYsKIGBgVK4cOEUtylUqJC5nSdRUVFu94/97LU0RgsAAAAA/snSimPZsmXNsNQrV66YrwEBAbJkyZIUt9GhrCVKlLAsRgAAAAA+zuHlzQdYWnHUIaodOnSQf//73+Zy165d5cCBA9K+fXspX7687N271zTOmTx5ssdjRUdHu93/0+ll6RY3AAAAAPiTIKsrjitWrJCtW7dK7ty5zZzGS5cuyZgxY+T777+XfPnyydSpU6VmzZpWhgkAAADAhwVkkNXtp0yZIuvWrZM5c+a4rvvuu+/kX//6l/z++++SM2dOadiwobz66quuVSm2bdsmrVq1uuFYn3zyiTz00EMZZx3HHDlySP369V2Xw8LCZMiQIZbGBAAAAAB28umnn8r7778vVatWdV2nBbiXX35ZevToIY899pgcPnzYNBfVHjEjR440t9FRnNpXRlesSC579uy3df+WJ44AAAAAYCU7L+N4/PhxGTRokGzatEmKFSuWYt/8+fNN1VCn/Cnd/9prr8mAAQNMMS4kJET27dsn999/v+TJkydNcViaOLZt21YcqXyWtJQKAAAAAP5k586dEhwcbJqI6pDUv/76y7XvpZdeMg1Gk9PL8fHxZgpgrly5TMXxwQcfTHMcliaOOndxwoQJEhERIRUqVPDqfXVYeXulWNxd4dkzyMByP5aYaHUE8GTLPz/gJNnch6tftDoEuPHh9qycH5s7fijO6hDgo+xccaxXr57ZbqZMmTIpLmvCOHv2bClXrpxJGtVvv/1m5j4+/fTTpnr5wAMPmKrk7eZfliaOXbp0MXMax40bZyZ66pqNAAAAAOBLojysOe9phYjUSEhIkD59+phEUedDqqNHj8rFixfN8oc6fDUwMFDmzp0rbdq0kYULF5ohrBlmjmPr1q3NkhujR4+WiRMnWh0OAAAAAD+T2ulzdqXDUnv27CmbN2+WDz74wFVNLFCggGzZskUyZ85shrsqXfZw165dpjPr7TQltTxxVEOHDjVjdwEAAADA10SnQ0XxVk6cOCGdOnUycx9nzJgh1apVS7E/PDz8hjmQxYsXN8NWb4ctJpblzZtXHnnkEavDAAAAAOCHtODozc1bzp8/L+3atZMzZ86Y4anXJ41r1qyRypUryx9//JFiSOuePXtua5iqbSqOAAAAAIDbo2s1alI4ffp00wzn5MmTrn16uUqVKqYxTt++faV///5muOrUqVPNOo8vvnh7DdtIHAEAAAD4tYw4xfHatWvyzTffmE6qWnW82fBYbT6qXVbHjh0rHTp0kNjYWLM0hzbIueeee27r/kgcAQAAACADePfdd13fa4fUn3/+2ePPFClSJF2akJI4AgAAAPBrDlt0frE3ThEAAAAAIGNUHHWCpo65zZIli2TLls3qcAAAAAD4iYw4x9GvEseNGzeaDkDbtm2TmJgY1/WaPGoHIF2PpHr16ulyX7MeO58ux4F3FAv734KksK+Ya7FWhwAPjv7UmnNkc703h1kdAtzoXukS58fmQh9MsjoEwG9ZljhqB6A+ffpIw4YNTWtYXcsxNDTUVB11EUtNKl966SUZN26cuQ0AAAAAeEMAFUf7Jo4ffPCB9OrVyySHN/Pss89K2bJlTQcgEkcAAAAA8MPmOH///bc88sgjbm9Tt25d+fPPP+9aTAAAAAD8c46jNzdfYFniWLx4cVm6dKnb2yxatEiKFSt212ICAAAAANhoqOrrr78uXbt2lfXr10uNGjWkQIECEhISInFxcWaO4+bNm2XHjh3y0Ucfpep4UVFRbve/9/lr6RQ5AAAAAF/iK1VBn0wcIyMjZeHChfLxxx/L6tWr5dixY6azqjbI0SSyatWqMnjwYLn//vutChEAAAAAYPVyHIGBgZInTx6TRNaqVUvq1KmTYv+lS5ekX79+MnLkSI/Hio6Odrt/x5llaY4XAAAAgO9xUHK07xxHXbuxadOmZp7j2rVrzbDVV1991QxVddIK5OLFi60KEQAAAABgZeKo6zM2b95cVq1aJStXrpT3339f1q1bJ927d5eEhASeHAAAAAB3hSPAu5svsOxh7N27V1544QXXZV2rcdq0aaYS2bdvX6vCAgAAAOBnWI7DxoljWFiYnD59OsV1VapUkTFjxsjy5ctTNa8RAAAAAODDzXG0Ec6QIUPMVrZsWQkODjbX169fX/r37y/Dhw+Xo0ePptv95QpNSrdjIf0duhTPabW5Qxf/9zsK+yoSds3qEOBBbBz/F9nZuTgfGU/mw+7Nwt85eAe9cTyz7C9k7969JXfu3NKyZUvZsGFDin1t2rSRgQMHynfffWdVeAAAAAAAqyuO2bNnl5kzZ8qRI0ckZ86cN+xv1aqVWaZDm+cAAAAAgLdQcbT5Oo6qSJEit9wXEREhXbp0uavxAAAAAABsljgCAAAAgJUCHJx/T5gFDgAAAABwi4ojAAAAAL/GHEfPqDgCAAAAANyi4ggAAADAr1Fx9IyKIwAAAADALSqOAAAAAPyag7aq9k0cExMTZfLkyfLFF1/I+fPnpXbt2vLGG29IwYIFXbc5deqU1KpVS3bv3p3m+zsdQ49dO8udKcnqEODB0SucIrv783Kg1SHAg6jCMZwjGzsRw0AsuyudI8HqEAC/ZdlfyOnTp8vMmTPlmWeekY4dO8p///tfefrpp2XXrl0pbpeUREIBAAAAwLtzHL25+QLLEscvv/xShg8fLt27d5du3brJsmXLpESJEtK+fXs5cOCA63YOXznTAAAAAJBBWZY4njhxQsqWLeu6nC1bNpkyZYrce++90qlTJzl+/LhVoQEAAADwI1QcbTzHsVChQrJx40YpXLiw67osWbKY5LFFixZm+OrYsWNTfbyoqCi3+8d99lqa4gUAAAAAf3XbFcdjx47dct+1a9fko48+StVxXnzxRRkyZIgMHDhQDh8+7Lo+T548Zv7j2bNn5YUXXrjd8AAAAADgtlBx9ELFsU2bNjJnzhwpUKBAiut//vlnGTBggPz2229mzqInzZs3l+DgYJk/f76cOXNGihYt6tpXvHhxc32/fv1k69atqYorOjra7f7tp5el6jgAAAAAgDRWHLNmzWqSx7/++stcvnr1qowYMUJatmwply5dMktspFaFChWkRo0a8vXXX8uaNWtuGMqq1cuHH374dkMEAAAAgFTTZRy9ufll4jh37ly55557pG3btrJo0SJ54oknZN68eaYb6jfffCN16tRJ1XG2bdsmzZo1M91U165dK126dJFXX31V4uLiXLeJiYmRH3/88XZDBAAAAABYmThq99NZs2aZimD//v0lZ86csnDhQnn99dclU6ZMqT7OuHHjzLqNq1atkpUrV8r7778v69atM8tzJCSwuCsAAACAu4M5jumUOP79998ptnPnzsngwYPNchonT540lcHk+1Nj7969KZrfNGzYUKZNm2YqkX379k3VMQAAAAAANmmOU69ePXFoGn6dpKQk8/W5555Lcf3u3bs9HjMsLExOnz6doilOlSpVZMyYMdKjRw8zHFbXc0wvhbMmptuxkP5u9vqCveTPfM3qEODB5wczc45s7rN+h6wOAW5kafcA58fmKuaMtzoE+CiHZavb+1jiqM1v0vuNvc6F1OU4dNPKpXZYVfXr1zdDYIcPHy5Hjx5N1/sEAAAAAHgpcdS5iOmtd+/e8tprr5lurFOmTJHatWu79mnX1oCAAJOwAgAAAIA3MfjNC+s4Ku18+sUXX5iOpzrHURO8zZs3m8qhLrGRGtmzZ5eZM2fKkSNHTIOd67Vq1UoiIyNN8xwAAAAAgHVuezTvmTNnpHnz5vLOO+/I4cOH5eeffzbNcX744QezRMdPP/10W8crUqSI6dR6MxEREWaZDgAAAADwFp2W583NLxPH0aNHy+XLl82ajbqOo7NBzsSJE6V8+fLmKwAAAADAd9x24vj999/Lq6++arqhJs+eQ0ND5aWXXpKdO3emd4wAAAAA4DWs4+iFOY6xsbGSI0eOm+4LDAyU+HjaJAMAAADIOHxkNKm9Ko46HHXevHk33bd06VIpV65cesQFAAAAAMioFUcdpvriiy9KkyZNzFqMOlx12bJlMmnSJFm3bp1Mnz7dO5ECAAAAgBdQcfRCxbFq1aoya9YsyZw5s0kStTnO7NmzzbIcuh5jjRo1JK2OHTsmiYmJaT4OAAAAACDtHEnOtqh3QJfhOH/+vISFhUnWrFklvVSpUkW++uorKVy4cLodc/PJr9PtWEh/hbLyQYHdZQvOYnUI8OBS/BXOkc3lCs1ndQhwIz7xEufH5oIDwqwOAR6EBlbPkOcoavl6rx4/+vF/iN8NVXU6cOCArF+/Xk6cOGHWb9y9e7eUKlXKJJGp8cILL7hNSF9//XXTqVV98skndxomAAAAAPiEKVOmmOmBc+bMcV2nedg777wjv/76q+TKlctMK0yea+lIzg8++EA+//xzuXjxolSrVk0GDhx420W62x6qqnc8YMAAady4sYwYMUJmzJghp06dkg8//FCaNm1qhpmmRnBwsGzevFni4uLk3nvvTbEFBARIvnz5XJcBAAAAwFsCHN7d0sOnn34q77//forrzp49K+3bt5ciRYrIl19+Kf/85z9l7Nix5nsnzdO0uemwYcNk/vz5Jp/r2LGjycO8WnHUO9buqcOHD5e6devKP/7xv7LrG2+8YQIdP368jBo1yuNxNOHUuZF6vCeffFJat27t2rdixQpzvPQcqgoAAAAAGc3x48dl0KBBsmnTJilWrFiKfZ999pkpyA0dOlSCgoKkePHicvjwYZk6dao0b97cJIczZ840ozk1d1Oar9WqVUtWrVplioFeqzhq9tqjRw8TSPL1HEuXLm2u1+GrqaVlVC2zaubbqVMnU7kEAAAAgLspwJHk1S0tdu7caZLDJUuWSMWKFVPs27p1q1SvXt0kjU7arPTQoUMmt9qzZ49cvnxZIiMjXfvDw8OlTJkysmXLFu9WHDUATRJvRoeXXrhw4baOV7JkSZOMjh492lQeBw8ebJb4uF1RUVFu94+c3+u2jwkAAAAAaeUpV4mOjr7lvnr16pntZnSa4AMPPJDiurx585qvR48edU0jLFCgwA23Se0UwztOHIsWLSr/+c9/5OGHH75hn85Z1P23KyQkxMybrF27tvTv31+uXr1628cAAAAAgDuRXvMQ7zZtKqq5VHLOBqOxsbGuvOpmt9HVMbyaOLZr18504YmPj5dHHnnEVAd1HK2OudXxs2+++Waqj6UlVJ0vqUFr0qiblmDXrFkjuXPnlkuXLpkOQSNHjvR4LHdZumI5DgAAAABWiPaQq9ypTJky3dDkRhNGlSVLFrNf6W2c3ztvkzlzZu8mjs8++6ycOXNGPvroI9OdR/Xq1cuMu9XuPC1btkzVcbZt2yYdOnQwZVJNPrVL0KOPPipjxowx3Vmdw2IXL16cqsQRAAAAAO7EbTd+sYn8+fOb5RGTc17WaYQJCQmu67TzavLb6JRBryaOmhxqpXHBggXmDs+dO2cmWOpEzeTNcjwZN26cabDz9ttvm8srV640w1S7d+8ukydPTjHBEwAAAACQkq7JqI1Gr127JoGBgea6jRs3SkREhBnBmS1bNgkLCzOjQ52Jo/ak2bVrl7Rp08a7ybWOj9WkT6uC2tBm//79JnG8naRR7d27N8XClA0bNpRp06aZSmTfvn1vNywAAAAA8Lmuqu5oIU6n97311lsmL1u4cKFZ8rBLly6u3E0TRF3bUYfLapfV1157zVQqdbSn19dx1JKntn5du3atfP/99zJlyhTJlSuXmaOo1UhNAj3RzPf06dMpmulUqVLFDFXVZT3uueces0QHAAAAAOBGWlWcPn266QvTrFkzyZMnj/Tp08d876S5leZv2oxUm+lolXLGjBlmquHtcCQlJaU5Bd6+fbtJ+LRaqPMVd+/e7fFntMHOjh07ZMiQIVK2bNkUgc+dO1eGDx9usuBvv/02Vcfz5EL86jQfA94TkGFHlvuPuMTLVocAD4ICbm+SO+6+tcfiOe02Vjn3/+YCwb7Cgvk7Z3fhwfUlI2qyeq1Xj/9V/VqS0d3RRMK//vrLLBipy2/o1z///NN05dGK40MPPZSqY/Tu3duUSbWZjlYs9WedtJwaEBAgI0aMuJPwAAAAAABWJo66+KQuJqlDTStUqCDPPPOMSRbLly/vmpCZGtmzZzfLdxw5ckRy5sx5w/5WrVpJZGSkrFq16nZDBAAAAIBUY+ybFxJHrQTq6Fad01i4cGHXdjtJY3LJ28JeT7sBOSd2AgAAAAAySOK4evVqM1R1w4YNZtPhpNrkRpO86tWrm+rj448/7p1oAQAAACCdBTg4pXelOc4vv/xi5ilqUpna5jh3G81x7I3mOPZHcxz7ozmO/dEcx95ojmN/NMexv4zaHKd5tHeb43wZ5afNcTTX/Pnnn+XHH380m3ZHTUxMNK1d69Spk/5RAgAAAICXOLy41qKvuO3E8Z///KfppqoLTebIkcN0Q9XOqLVq1ZJs2bJ5J0oAAAAAQMZJHLWjqi6XUbduXdNVVYemAgAAAEBGxRxHLySOCxcuvN0fAQAAAAD42xxHbzpz5ozp2lqoUKGbru8IAAAAAOmJdRxtnDjGxsbKqFGjTGOdL7/8UuLi4uTtt9+WJUuWmOY7QUFB0rRpUxk0aJAEBwen+f4yBeZIl7jhHXHXLnFqgTQ6fiWGc2hznx+kF4CdLT2SaHUI8CBLEA1M7O69h6yOAD6XXI8ePdos36GNddSECRPMupDjx4+Xr7/+2uxft26duR4AAAAAvCXAkeTVzRdYVnFcuXKljBkzRiIjI83lb7/9VgYOHCj16/9v7ZfixYubLq39+vWT119/3aowAQAAAMDvWZY4Xr58WfLly+e6HB8fLwULFkxxm8KFC5tlPwAAAADAW+iqauOhqtWqVTPDUjVhVA0bNpQvvvgixW1mz54t5cuXtyhCAAAAAP4gwMubL7Cs4ti/f3+zHuSjjz4qDRo0kLx588q0adNk165dUqJECfn555/lyJEjMmfOnFQdLyoqyu3+5d+OSqfIAQAAAMC/WJY4FitWTJYtWyZz5841TXAOHjxohqXu3r1bzp49ayqS77//vkRERFgVIgAAAAA/wFBVm6/jeO7cObP0Rrly5aRbt25Sp06dFPs1kdTmOCNHjvR4rOjoaLf74xK3pjleAAAAAPBHlg253bZtm1mncenSpbJ27Vrp2rWrvPrqq2Y9R6eYmBhZvHixVSECAAAA8AMsx2HjxHHcuHHSvHlzWbVqlVmaQ4el6pDV7t27S0JCglVhAQAAAADskjju3btXXnjhBddl7aqqzXG0Etm3b1+rwgIAAADgh3Mcvbn5AsvmOIaFhcnp06elaNGiruuqVKkiY8aMkR49esg999wjnTp1Srf7G/vz2XQ7FtLfSyWvclptLnNgqNUhwINFh32l4bfvirnmI+8efFSfCpetDgEeLDvC/0WAVSx7l6GNcIYMGSLbt293reWo6tevb5bq+Pjjj2Xo0KFWhQcAAADAT7COo40Tx969e0vu3LmlZcuWsmHDhhT7dH3HgQMHynfffWdVeAAAAAAAq4eqZs+eXWbOnClHjhyRnDlz3rC/VatWEhkZaZrnAAAAAIA3u6rCxus4qiJFitxyX0REhHTp0uWuxgMAAAAAsFniCAAAAABW8pXOp95ECz4AAAAAgFtUHAEAAAD4NSqOnlFxBAAAAAC4RcURAAAAgF+jmpYBz9HZs2fl119/lYsXL1odCgAAAADA6orjv//9b1m7dq1UqlRJOnfuLJMmTZIpU6ZIQkKCBAQEmLUc+/XrJ4GBgWm+r66lY9IlZnhHgCOYU2tzf12JtzoEePBCiUTOkc1Vyc3vkZ3lDuV3yO66lLpmdQjwUazjaOPEcebMmTJx4kSpVauWzJ49W/bv3y8//PCDDB482CSSe/bskXfffVfy5MnDWo4AAAAA4I+J4/z582XkyJHy+OOPy969e6VJkyYyYsQIefrpp83++++/XzJlyiRjx44lcQQAAADgNXRVtfEcx5MnT0r58uXN9yVLljTDUcuUKZPiNqVKlZLjx49bFCEAAAAAwNLEsXjx4rJ06VLz/ddffy1JSUmyZs2aFLf5/vvvpVixYhZFCAAAAMBfkiJvbr7AsqGqvXr1kq5du8rHH38s58+fl2eeeUY2btwoR44cMZVIHb762WefyTvvvJOq40VFRbnd//k3PdMpcgAAAADwL5Yljg8//LB89dVXpsqYO3duadSokRm+OmDAAFOBzJ8/vwwcONDMfQQAAAAAb2GOo82X43A4HHLhwgX5448/JDw8XGrXri3Tpk1z7b906ZJZjkOb6HgSHR3tdv+Z2P8NiwUAAAAA3B7Lhtxu27ZNmjZtauY56lqOXbp0kVdffVXi4uJct4mJiZHFixdbFSIAAAAAP+BwJHl18wWWJY7jxo2T5s2by6pVq2TlypXy/vvvy7p166R79+6SkJBgVVgAAAAAALskjtr85oUXXnBdbtiwoRmmqpXIvn37WhUWAAAAAD+c4+jNzRdYljiGhYXJ6dOnU1xXpUoVGTNmjCxfvjxV8xoBAAAAIK1YjsPGzXHq1KkjQ4YMMVvZsmUlODjYXF+/fn3p37+/DB8+XI4ePZpu95ctuFC6HQvpL/baeU6rzQU7LlkdAjw4FeMrK0X5ru+PhlodAtxY8Wcmzo/Nlc4Rb3UI8KBDSU6Rr7LsXUbv3r3NMhwtW7aUDRs2pNjXpk0bsxTHd999Z1V4AAAAAPxEgCPJq5svsKzimD17dpk5c6YcOXJEcubMecP+Vq1aSWRkpGmeAwAAAADw03UcVZEiRW65LyIiwizTAQAAAADe4isNbHw6cQQAAAAA3GjTpk0pVqJIrlChQhIdHS0fffSRWdrwZqtYpCcSRwAAAAB+za4Vx8qVK5u17pPbvn27vPLKK9K9e3dXgtikSRN54403vBoLiSMAAAAA2FBISIjkyZPHdfnKlStm2cJmzZpJ8+bNzXX79u2TFi1apLidN5A4AgAAAPBrgZIxTJ48Wa5evSp9+/Y1l+Pi4uTQoUNy3333ef2+WfQLAAAAAGzuzJkzMnv2bOnatavkyJHDXLd//365du2arFy5Uho2bCh169Y1Q1ZPnDiR7vdPxREAAACAX/P2WotRUVFu92uTG0/mzZsn2bJlk+eee851nQ5TVZkzZ5YJEybI6dOn5b333jMNdRYvXiyZMmUSn0ocNXs+evSoxMbGSpYsWSRv3rySK1cuq8MCAAAAAFvQRLBp06YpkkG9XLt27RS5U4kSJcx13333nTRq1Mg3EsdFixbJ1KlTzbhclZT0v0zf4XC41nDUDkHp4bcLf6XLceAdJ68yatruCmX17idxSLvPD2bmNNrcV7+GWB0C3GhSLo7zY3NDlwZbHQI86FAyY54ib3dVjU5FRdGdPXv2yB9//CFPPvnkDfuuL7hpEU6Hsh47dkzSk2WJ45w5c2Ts2LHy4osvSo0aNcwD1K5BOsFTx+Ru2LBBBg0aJJcvX5ZWrVpZFSYAAAAAWGrr1q2SO3duKVWqVIrrx48fLytWrDCbFt/Un3/+KWfPnpX777/fNxJHndg5ePBg00r2esWLF5fIyEgpVqyYfPjhhySOAAAAAPxuHUenXbt2ScmSN5ZzGzRoIDNmzDB5lRbkTp06JSNGjJAqVapIrVq1JD0FWDmvsWLFim5vo/tPnjx512ICAAAAALs5efKkq5NqcuXKlZNp06bJ3r175emnn5aXX35ZSpcubZbtcFYgM3zFUR/krFmzZMiQIRIQcGP+qvMdp0+fbh44AAAAAHhLoM0rjtOmTbvlPh2pqZu3WZY49u/fX1566SVZs2aNVKtWTQoUKJBijqOO47106ZIpvaZHi9tJX76WTpEDAAAAgH+xLHHUSuLy5ctlwYIFsm3bNrMGSUxMjGkvq0mkrk/yzDPPsCwHAAAAAL+e42gHli7HoQtV/uMf/5B27dqZhFEnfc6dO9dUHHUOZHx8fLq1uN11blk6RAwAAAAA/sey5ji///676QL07LPPmoUpf/zxR2ndurXs2LFDsmbNahLBp556Sg4cOGBViAAAAAD8QIAjyaubL7AscRw1apRUqlRJFi1aJNWrV5du3brJ448/LsuWLZMJEyaYYaw1a9aUkSNHWhUiAAAAAMDKxHHz5s3Ss2dPs4hlnz59JDY2Vtq0aeNqGxsUFCRdunQx8x8BAAAAwJtzHL25+QLL5jjqnMarV6+a73PlyiUtWrSQ0NDQFLe5cOGCZMuWLV3ub8SO9DkOvKNUeOrnswK4uWAf+Y/Jl7WpHGN1CHBj6ocXOD8258if1eoQAL9lWcVRh6EOGzZM9u/fby4PHTpUihcvbr5PTEyU9evXy4ABA6R+/fpWhQgAAADADwR6efMFliWO/fr1M18nT558w74VK1ZIhw4dpGjRotKrVy8LogMAAAAAWD5UVYenzp8/3wxHvV5kZKQsXbpUSpQoYUlsAAAAAPyHr8xD9Nl1HFV4ePgN1+XMmdNsAAAAAADrWZ44AgAAAICVfGWtRZ+c4wgAAAAAyBioOAIAAADwa4HMcfSIxBEAAACAX6M5jmcMVQUAAAAAuEXFEQAAAIBfo+KYARLH+Ph4uXz5suTIkeOGfYmJiXLs2DEpWLBgmu+nYOZraT4GvOfyNQaW292zxWKsDgEe/HLW8j/p8KBU9gTOkY39Y0gmq0OAB1tPBXKOAH8bqhobGytvvfWWVKlSRSIjI6VFixayc+fOFLc5c+aMREVFWRUiAAAAAD+pOHpz8wWWJY4TJkyQ9evXy/Dhw2XUqFGSkJAgrVq1krVr16a4XVISa6oAAAAAgF8mjitWrJBhw4ZJkyZN5KmnnpLPPvtM6tWrJ6+88ops27bNdTuHw0dSdAAAAAC2FOhI8urmCyxLHM+ePStFixZ1XQ4KCpKxY8dK1apVpVu3brJ//36rQgMAAAAAJGNZJ4XixYubqmPnzp1d1wUGBpohrDpktWPHjjJ69OhUH8/TXMgHR76VpngBAAAA+CbWKLTxOerevbtJEjt06CB79+51XZ81a1aZNm2aZM6c2SSPAAAAAAA/rTjqfMaPP/5YFixYcEMDnLx585rrR4wYIcuXL0/V8aKjo93u77P5uzTFCwAAAMA3+UrnU2+ydNGv8uXLS6ZMmaRYsWLm8u7du2Xu3Lly/PhxKVGihPTs2dMkjwAAAAAAPxyq+vvvv0uDBg3k2WeflUaNGsmPP/4oLVu2lO3bt5vhqqtXrzYdVw8ePGhViAAAAAD8AOs42jhx1LUbK1WqJIsWLZLq1aubTqqaQC5btszMfdQhqjVr1pSRI0daFSIAAAAAwMrEcfPmzWYoaqlSpaRPnz4SGxsrbdq0ca3bqMtzdOnSJcWajgAAAACQ3ljH0cZzHHVu49WrV833uXLlkhYtWkhoaGiK21y4cEGyZcuWLvfX/oEr6XIceEdwgG8sjOrLsofwHNldieyZrA4BHsRdi+Uc2VhwYBarQ4AHZXLwfg7wu4qjDkMdNmyY7N+/31weOnSoWdtRJSYmyvr162XAgAFSv359q0IEAAAA4AeY42jjxLFfv37m6+TJk2/Yt2LFCrO+Y9GiRaVXr14WRAcAAAAAsHyoqg5PnT9/vhmOer3IyEhZunSpWZIDAAAAALyJdRxtvo6jCg8Pv+G6nDlzmg0AAAAAYD3LE0cAAAAAsBIVRxvPcQQAAAAAZAxUHAEAAAD4tcD/LSUPN6g4AgAAAADcouIIAAAAwK8FOJKsDsH2bFlx3LZtm8TFxVkdBgAAAADArhXHTp06yVdffSWFCxdOt2MWzpol3Y6F9BcUwPNjd7vPnbI6BHiQKfAq58jmdp4NsToEuFExVwznx+ayBjMRDX5UTbMZyxLHevXqicNx81/+q1evStu2bSUwMNBcjo6OvsvRAQAAAAAsTxwffvhh+eKLL+Shhx6SatWqua5PSkqSKVOmSP369SVHjhxWhQcAAADAT7COo40Tx+HDh0vdunVl4MCBUqZMGenVq5cEBwebfTNnzpR27dql61BVAAAAAEAGHM6rVcXFixfLvn37pHnz5vLbb79ZGQ4AAAAAP6TrOHpz8wWWN8fJmzevzJgxQ2bNmiWtWrWSbt263dFxoqKi3O7/asVbdxghAAAAAF/GchwZqIFQ+/btZc6cObJo0SKJiaGrGQAAAADYhaUVx9jYWDM89f7775dMmTKZxjjly5eXnDlzyqeffiovvvii5M+fP1XH8tR59VL8d+kUNQAAAABfQnMcG1ccf//9d2nQoIE888wz0qhRI/nxxx+lZcuWsmPHDpM4aiLYpEkTOXDggFUhAgAAAACsTBxHjRollSpVMs1xqlevbuY2agK5bNkymTBhgixfvlxq1qwpI0eO5IkCAAAA4NWKoze3tDh+/LiULFnyhm3hwoVm/+7du6VNmzYmt6pXr5588skn4lNDVTdv3ixffvml3HfffdKnTx+TQOoDdjj+d2aDgoKkS5cu8txzz1kVIgAAAABYas+ePRIaGiqrV6925UoqW7ZscvbsWdMrRhPGIUOGyPbt283XrFmzmlUrfCJx1DmNV69eNd/nypVLWrRoYU5IchcuXDAnJD0EOP63RiTsKSGRhkh2lys0yeoQ4EGwbdqd4VYq5Erg5NhYtpBEq0OAB4cvBnKObK5gFsmQ7Pxf6L59+6RYsWJmNYrrffzxxxIcHCxDhw41hbfixYvL4cOHZerUqemeOFp2jnQY6rBhw2T//v3msj5YfaAqMTFR1q9fLwMGDDBrPQIAAACAP9q7d68rT7re1q1bzbQ/TRqdatSoIYcOHZJTp075RsWxX79+0r17d5k8ebKMHTs2xb4VK1ZIr169pE6dOuYrAAAAAHhLshGgXhHlYc15dytEaMVRm4e2bt1aDh48KEWLFjX9YWrXri3Hjh2TBx54IMXtnZXJo0ePyj333JPxE0cdnjp//nwzHPV6kZGRsnTpUilRooQlsQEAAACA1RISEsxqFLp84ZtvvilhYWHy9ddfS+fOnWXWrFkSExMjISEhKX7GOf1Plz70mXUcVXh4+A3XaUatGwAAAAB4m5cLjuJpzflb0SGomzZtksDAQNMjRpUrV05+++03mTFjhrkuLi4uxc84E8YsWbL4zTxQAAAAAPBrWbNmdSWNTjoyU5fpyJ8/v5w4cSLFPuflfPnypWscJI4AAAAAxN/nOHpzu1NaWaxSpYqpOib366+/muGr1apVk23btsm1a9dc+zZu3CgRERGSO3duSU8kjgAAAABgQ8WLFzfr3usKFNpB9cCBAzJy5EizXqM2yNElNy5duiRvvfWWWa1i4cKFMnv2bOnSpUu6x2L5HEcAAAAAsJJdq2kBAQFmFYpx48ZJz549TWPRMmXKmMY4zm6q06dPl3feeUeaNWsmefLkkT59+pjv05sjKSnJL1b1vpKw1uoQ4EZi0v8vr8OeTsdetDoEeBBs1//14HIp3tvtF5AW4SGJnECbO3wx0OoQ4MFDeZ/IkOfov6e+9urxq9yTMc9LclQcAQAAAPg1h8MvamkZO3G8cuVKilaxOtHzzz//NAtbli5d2tLYAAAAAAAWJo5nz56Vvn37yqFDh2TVqlVy8eJF6d69u2zZssXsdzgcUqNGDZk0aZJZ6DKt/r5yLh2ihrfsv2D5ZxjwIHsI4yDtjmfI/nad42+dnZXJkWB1CPAgWwhVIXgHEwls/D5DJ3D+/fffMnDgQHN5zJgxcubMGfn8889Nl6D58+fLqVOnZNSoUVaFCAAAAACwMnFcu3atjBgxQmrWrGkur1u3Tvr37y/ly5c3C1xWrFhRBg8ebKqRAAAAAOBv6zjaiWWJY2JiooSEhLguBwUFSXh4eIrbZM+eXeLi4iyIDgAAAADgZNlki1q1apmFLD/44APJlSuXNG3a1KxB8t5770lgYKBJGCdMmCAPPfRQqo4XFRXldv+URT3TKXIAAAAAvsRHioK+mTj269dP2rdvL/Xr15fIyEgpVKiQbNiwwVyOiIiQPXv2mAUv582bZ1WIAAAAAAArE8c8efLIwoULZdmyZbJ+/XrTTTVHjhxmyKp2VG3btq08//zzkjNnzlQdLzo62u3+/ReWplPkAAAAAHxJACVHjyztC56UlCQPPPCANGrUyDTE2bVrl8ydO1dOnDgh58+fZ34jAAAAAPhzc5zff/9dGjRoIM8++6xJHH/88Udp1aqV7NixQ7JmzWoqiE899ZQcOHDAqhABAAAA+AGHlzdfYFniqOszVqpUSRYtWiTVq1eXbt26mQRSh65qU5zly5ebpTpGjhxpVYgAAAAAACsTx82bN0vPnj2lVKlS0qdPH4mNjZU2bdqY+Y1K5zp26dJFtm3bxhMFAAAAwGtYx9HGcxx1TuPVq1fN97ocR4sWLSQ0NDTFbS5cuCDZsmVLl/vLlfLQsJl/5Pv/a3rCnhKTEqwOAR4lcY5srli2WKtDgBsX431lQJnvyp85fd4XAshAFUcdhjps2DDZv3+/uaxrOhYvXtx8n5iYaDqtDhgwwCzPAQAAAADewhxHGyeOuo6jmjx58g37VqxYIR06dJCiRYtKr169LIgOAAAAgL8gcfTMkaRrYlhIh6OGh4enuO7s2bNy6tQpKVGiRLrdz5lY1nG0s+CALFaHAA8YqpoRMFTV7mKuxVkdAtxgqKr9MVTV/sKC60pGtOfcMq8ev1SOxpLRWbqOo7o+aVQ5c+Y0GwAAAAB4WwBTnO07VBUAAAAAkDFYXnEEAAAAACtRcPSMiiMAAAAAwC0qjgAAAAD8msNBgzlPqDgCAAAAADJWxXHPnj1y+PBhKVasmJQsWdLqcAAAAAD4OOY42jhxjI+PlwkTJsjatWulYsWK8vbbb5tt8eLFZr/D4ZC6devK+PHjJVOmTGm+v6xB+dIhanjLtaR4Tq7NXUs6b3UI8CD2WgLnyOZG7gizOgS40axoDOfH5rIGXbQ6BHgQFswp8lWWDVWdOHGiLFq0SCIjI2XLli3SuXNn2bhxo8yaNUt++uknmTdvnhw6dMgklwAAAADgLQ6HdzdfYFni+PXXX8vo0aPlzTfflGnTpsmGDRukf//+JpHMnDmzVK5cWQYOHCirVq2yKkQAAAAAgJVDVc+dOydFihQx3xcsWFACAwOlcOHCKW5TqFAhczsAAAAA8BY6htr4HJUtW9YMS71y5Yr5GhAQIEuWLElxGx3KWqJECatCBAAAAABYWXHUIaodOnSQf//73+Zy165d5cCBA9K+fXspX7687N271zTOmTx5cqqOFxUV5Xb/N6tGpkvcAAAAAHyLr8xD9MnEUSuOK1askK1bt0ru3LnNnMZLly7J2LFj5fvvv5f8+fPL1KlTpWbNmlaFCAAAAACweh1HbYKjCeL9999vLv/xxx8SFxcnefPmleLFi7uuT43o6Gi3+2OvbU5zvAAAAAB8DwVHG89x/P3336VBgwby7LPPSqNGjeTHH3+Uli1byo4dOyQsLMwkgk2aNDHDVwEAAAAAfpg4jho1SipVqmQa4FSvXl26detmEshly5aZtRuXL19uhqmOHMncRAAAAADewzqONk4cN2/eLD179pRSpUpJnz59JDY2Vtq0aSOO/5uZGhQUJF26dJFt27ZZFSIAAAAAwMo5jpkyZZKrV6+a73PlyiUtWrSQ0NDQFLe5cOGCZMuWzaIIcTcFOAI54TaXNaig1SHAg40njnKObK7BvbFWhwA3jl5hJTe7K5czweoQ4KOY4+iZZX8hdRjqsGHDZP/+/eby0KFDTUMclZiYKOvXr5cBAwZI/fr1rQoRAAAAAGBl4tivXz/z9WbrNOoyHbrGY9GiRaVXr14WRAcAAADAXwQ4vLv5AsuGqurw1Pnz55vhqNeLjIyUpUuXSokSJSyJDQAAAABgk3UcVXh4+A3X5cyZ02wAAAAA4G0+UhT0KmaBAwAAAADsXXEEAAAAACs5HEk8AR5QcQQAAAAAuEXFEQAAAIBfY46jZ1QcAQAAAABuUXEEAAAA4NcclBwzRuJ45swZOXr0qMTGxkqWLFkkb968Zp1HAAAAAPA28kabJ46LFi2SqVOnyqFDh8zlpKT/dTNyOBwSEREhXbp0kSZNmqTLfV29dipdjgPvCHCEcGptLiHxhNUhwINa+XNwjmwuIfGK1SHAjavX4jg/NhdP40vA/xLHOXPmyNixY+XFF1+UGjVqmCpjSEiIxMXFyYkTJ2TDhg0yaNAguXz5srRq1cqqMAEAAAD4ODs3fjl37py899578sMPP8ilS5ekZMmS0rt3b6latarZ3759e/nxxx9T/Ez16tVNvuUTiePs2bNl8ODB0qxZsxv2FS9eXCIjI6VYsWLy4YcfkjgCAAAA8Eu9evWSkydPmuQxd+7cJiHs0KGDGb153333yd69e01eVb9+fdfPBAcHp3scQVbOa6xYsaLb2+h+PUkAAAAA4G/NcQ4fPizr16+XefPmyYMPPmiue/vtt2Xt2rWydOlSadOmjZw+fdrkTXny5PFqLJYljuXKlZNZs2bJkCFDJCDgxuKwznecPn26lC5dOlXHi4qKcrv/y+W97zhWAAAAALjbcubMaXrClC9f3nWd9oPR7cKFC6ba6OwP422WJY79+/eXl156SdasWSPVqlWTAgUKpJjjuHXrVjOGd8aMGVaFCAAAAMAv2LPkGB4eLnXq1Elx3cqVK00lUvOpffv2SbZs2WTo0KGmMqkrVDz22GPSvXt3k1v5ROKolcTly5fLggULZNu2beZBx8TESGhoqBQsWFCee+45eeaZZ1K9LEd0dLTb/efivkmnyAEAAAAg9TyNjvSUyzj997//lX79+smjjz4qdevWNcmjLmlYoUIF0yRn9+7dMnr0aPn777/N1/TkSHKugWEjnTt3luHDh5tOq+mFxNHeWI7D/lhGwP5CA1mOw+74PbI3luMA0i5/5qcy5Gk8G7vMq8d/ptH4NCeOq1evltdff12qVKkiH330kSm4JSQkmFUosmfP7rrdN998I6+99pqpQN5zzz2S4SuOixcvvuW+TZs2ybJly1zVxqZNm97FyAAAAAAg/USnsqJ4K3PnzpV33nnHDEMdNWqUaxhqUFBQiqRRlShRwnw9duyYbySO2hRHh6aqmxU9naVVnexJ4ggAAADAWxwO+67kOG/ePBk2bJi0bdtW3nrrLZMfOel1hQoVkpEjR7qu++WXX8xyHLq0YXqyLHFcuHChKbXqhM93331X8uXL59pXuXJlWbJkiRQuXNiq8AAAAADAUgcPHpQRI0ZIgwYNpEuXLnLq1CnXvkyZMknDhg3Nfp3jWLNmTZM0agFO13kMCwvzjcRRW8ZqY5yJEydKkyZNZODAgdKoUSOv3d+pmGteOzbSLlfoFU6jzQU40n8hWaSvo1fOc0ptruPa1DV8gzUW1DvNqbe5R7/MaXUI8GBHm4x6iuzZVXXlypUSHx8v3377rdmSa9asmSnAaQVyzpw5JoHUtRxffPFF0zMmvVmWOJo7DwqSXr16Sa1ataRv377y3XffyaBBg6wMCQAAAABsoWvXrmZzp3Xr1mbzNlsM5tV1HLVZjs51bNy4scmqAQAAAOBucHj5ny+wtOKYnM51HDdunEkgdf6jtpcFAAAAAFjPNomjk3ZQpYsqAAAAgLvHN6qCPj9UFQAAAABgX7arOAIAAADA3WTndRztgjMEAAAAAHCLiiMAAAAAP8ccR0+oOAIAAAAA7J046pqN586du+m+xMRE+fvvv+96TAAAAAD8B+s42nioamxsrAwdOlSWLFkiCQkJUr58eRk0aJCULVvWdZszZ85IVFSU7N69O833F0T1GUiTKwkJnEGb48+c/b330M0/KIU9nI+z/PN0eDCiziXOEWARy/5CTpgwQdavXy/Dhw+XUaNGmeSxVatWsnbt2hS3S0pKsipEAAAAAH6AiqONE8cVK1bIsGHDpEmTJvLUU0/JZ599JvXq1ZNXXnlFtm3b5rqdw8Fn6AAAAADgl4nj2bNnpWjRoq7LQUFBMnbsWKlatap069ZN9u/fb1VoAAAAAPwuLfLmlvFZ9iiKFy9uqo7JBQYGmiGsBQoUkI4dO8rvv/9uVXgAAAAAAKub43Tv3t0MS920aZP06dNHSpYsaa7PmjWrTJs2Tdq1a2eSx9TSJjruzFjcM80xAwAAAPA9TI+zccVR5zN+/PHHkitXrhsa4OTNm1cWLFggjRo1kpCQEKtCBAAAAABocp1kw7alnTt3Nt1WNYHUtRwDAtKe3x66uDRdYoN3hIfY7mWI68Rco1GV3V1lxRTbY7kHewsL5v8iu/vtQqDVIcCDJwo/niHP0eWENV49ftag2pLRWTZUdfHixbfcp8NXly1bZqqRqmnTpncxMgAAAAD+thwHbFpxrFy5ssTExJjv3YWg4413796d5vuj4mhvVBztj4qj/VFxtD8qjvZGxdH+qDjaX0atOF5JSLmWfHrLElRLMjrLKo4LFy6U119/XcLDw+Xdd9+VfPnypUgqlyxZIoULF7YqPAAAAAB+wzeWzPDJxDEiIsI0wJk4caI0adJEBg4caJrheEsIQ+JtLcBh2UsRqXaNc2VzeTNnsToEeJA7UyznyMauJCRaHQI8KJWdydyAX6bWQUFB0qtXL5k0aZKMHTvWVCAvXrxoZUgAAAAA/HCOozf/+QJb1GSrVatmmuXoXMfGjRtLfHy81SEBAAAAAP6PbcYH6lzHcePGmQRS5z+GhoZaHRIAAAAAP6ANOZFBEkcnXXqD5TcAAAAAwD5slzgCAAAAwN1FxTFDzHEEAAAAANgXFUcAAAAAfs1BPc0jKo4AAAAAALeoOAIAAADwc8xx9ISKIwAAAAAg4yWO27Ztk7i4OKvDAAAAAOAHdB1Hb26+wJZDVTt16iRfffWVFC5cON2OeTUh3Q4FLwhw8ATZ3bUk3/ij58uuJcVaHQI8iE/kb5298XfO7jLb8p0r4B8s+/WrV6/eLbPvq1evStu2bSUwMNBcjo6OvsvRAQAAAPAffHBk28Tx4Ycfli+++EIeeughqVatmuv6pKQkmTJlitSvX19y5MhhVXgAAAAAgP/jSNJMzSKrV6+WgQMHSpMmTaRXr14SHBxsrq9cubIsWbIkXYeqHriwNN2OhfSXNdiylyFSKT6RT+LsLlvw/0ZpwL4Yqmpv/J0D0q5glicz5GmMT/zJq8cPDqgsGZ2lI8W1qlihQgXp16+fNG/eXMaNGyclSpS4o2NFRUW53T91Uc87jBIAAAAA/JvlXVXz5s0rM2bMkGbNmkmrVq1k5syZVocEAAAAwK84vLxlfLbpTdW+fXuJjIyUN954Q2JiYm775z010GGoKgAAAABk0IpjcqVKlTINc7RZTmhoqNXhAAAAAPADDi//8wWWVRwXL158y307duyQZcuWSa5cuczlpk2b3sXIAAAAAAC26KqqnVOdQ1LdhaBrPe7evTvN98dQVXujq6r90W3Q/uiqan90VbU3/s4B/ttV9VrSz149fqCjgmR0llUcFy5cKK+//rqEh4fLu+++K/ny5XPt88ZyHAAAAACADJY4RkREyIIFC2TixIlmHUddz7FRo0Zeu798mbN67dhIu6CALJxGm8sUWMPqEAAAAPyh9YstWXqGgoKCpFevXjJp0iQZO3asqUBevHjRypAAAAAAAHZMrbWLqjbL0bmOjRs3lvj4eKtDAgAAAOAn6KqagdZx1LmO48aNMwmkzn9kOQ4AAAAA8POuqnfbpfjvrA4BbjDH0f6Y4wgAAHxVYtIurx4/wFFGMjrbVBwBAAAAwAq6BCAywBxHAAAAAMCNEhMTzUoUtWrVkkqVKkmnTp3kjz/+uOunisQRAAAAgJ8L8PJ25z788EOZN2+eDBs2TObPn28SyY4dO0pcXJzcTSSOAAAAAGBDcXFxMnPmTOnRo4fUrVtXSpUqJePHj5djx47JqlWr7mosJI4AAAAA/Jpdl+PYs2ePXL58WSIjI1OsRlGmTBnZsmWL3E00xwEAAAAAL4qKinK7Pzo6+qbXa2VRFShQIMX1efPmde27W/wmcQwLrie+9sK71QsM1uM5sj+eI3vj+bE/niP74zmyN54fu3lA7Ojq1avma0hISIrrdc378+fP39VY/CZxBAAAAAArRN9hwSdTpkyuuY7O71VsbKxkzpxZ7ibmOAIAAACADRX4vyGqJ06cSHG9Xs6XL99djYXEEQAAAABsqFSpUhIWFiabNm1yXXfhwgXZtWuXVKtW7a7GwlBVAAAAALChkJAQadOmjYwdO1Zy5col9957r4wZM0by588vjz766F2NhcQRAAAAAGyqR48ekpCQIAMGDJCYmBhTaZwxY4YEBwff1ThIHAEAAADApgIDA+WNN94wm5WY4wgAAAAAcMuRlJSU5P4mAAAAAAB/RsURAAAAAOAWiSMAAAAAwC0SRwAAAACAWySOAAAAAAC3SBwzkMTERJk4caLUqlVLKlWqJJ06dZI//vjD6rBwC1OmTJG2bdtyfmzm3LlzMnDgQKldu7ZUqVJFWrZsKVu3brU6LCRz+vRp03K8Ro0aUrlyZencubMcOHCAc2RDBw8eNM/RwoULrQ4FyRw/flxKlix5w8bzZC+LFy+WRo0aSfny5eWJJ56Q5cuXWx0S4BaJYwby4Ycfyrx582TYsGEyf/58k0h27NhR4uLirA4N1/n000/l/fff57zYUK9eveSnn36S9957T7788kspXbq0dOjQQX7//XerQ8P/+ec//ymHDx+WqVOnyhdffCGZMmWSF198Ua5evco5spH4+Hh5/fXX5cqVK1aHguvs2bNHQkNDZe3atbJu3TrXpkkK7OGrr76St956S1q3bi1ff/21NG7c2PX/E2BXJI4ZhCaHM2fOlB49ekjdunWlVKlSMn78eDl27JisWrXK6vCQ7FPerl27ytixY6VYsWKcF5vRZGT9+vUyePBgqVq1qkRERMjbb78tefPmlaVLl1odHkTk/Pnzcu+998rw4cOlQoUKUrx4cenevbucOHFCfvvtN86RjUyaNEnCwsKsDgM3sW/fPvN/kP5ty5Mnj2vTD2FgPV0Jb8KECfLCCy+YxLFIkSLSrVs3efjhh2Xz5s1WhwfcEoljBvr08PLlyxIZGem6Ljw8XMqUKSNbtmyxNDb8fzt37pTg4GBZsmSJVKxYkVNjMzlz5jRVLB0W5ORwOMx24cIFS2PD/2TPnl3GjRsnDzzwgLl85swZmT17tuTPn1/uv/9+TpNN6P87CxYskHfffdfqUHATe/fuNR+6wL5DvP/66y958sknU1w/Y8YM6dKli2VxAZ4EebwFbEEri6pAgQIprtdPE537YL169eqZDfakH7bUqVMnxXUrV640lcj+/ftbFhduTqvBn332mYSEhMhHH30kWbJk4VTZgH7I0qdPHxkwYMAN/yfBPhVH/aBMq1mapBQtWtRUtHRuN6ynz4nSYd46VWLXrl1SqFAh8xzxHgJ2RsUxg3DO7dE3UMnpHIbY2FiLogIytv/+97/Sr18/efTRR80QcNhLu3btzDxUnfuj8x61og/r6VBvbYhzfbUE9pCQkGDmbOuw71deecWMstCGetpkasOGDVaHBxG5dOmSOQ99+/Y1f990KtI//vEPMyyf5wh2RsUxg3DOS9C5jsnnKGjSmDlzZgsjAzKm1atXm8Ye2llV56TCfpxDU9955x3ZsWOHzJ07V0aOHGl1WOLvXSC1CzFzgu0rKChINm3aJIGBga73C+XKlTNzhHUoZPIpL7CGTmlRWm1s1qyZ+V4btWnlcdasWTxHsC0qjhmEcziQNohITi/ny5fPoqiAjEkTEP0k/pFHHpHJkyebyj3sQec0aodBrZo4BQQEmCTy+r9/uPu0AqzLpWiFXquOuqlBgwaZLt+wh6xZs97QCKdEiRKmgRus53zf5pzL7aR/5/7880+LogI8I3HMILSLqnav008Rk88z0U+nqlWrZmlsQEbiXNJG5/7okhzXD/+GtU6dOmVa0icfrqXLPujfOpp9WE+r8998842pPDo3pR2/tTIM62llUUdSJH+/oH799VcaTNlE2bJlTXKvIymun5uqHVYBu2Koagahb27btGlj/tPOlSuXaVc/ZswY02lQ52cBSF1DghEjRkiDBg1M5zpNUpz00/ls2bJxGi2mn8BrAw9djkM37bI6ZcoU80GZruUIa91qhEvu3LkZ/WIT+gHLfffdJ0OHDpUhQ4aYJjnaZGr79u2mYgzr6f83WqH/17/+ZX5vdOkhHWmhy0VpF2nArkgcMxD9RFeHb2knu5iYGFNp1PkKzrHyANzTDqpavfr222/NlpzOM2FpAXvQSrAuyfHaa6/JxYsXzZqbn376qRQsWNDq0ADb06HdOgRff4d69uxpPnTRpbt07tz1QyNhHW2Eoz0qdE1uHUKsCb+ujfrQQw/xtMC2HEm6CikAAAAAALfAHEcAAAAAgFskjgAAAAAAt0gcAQAAAABukTgCAAAAANwicQQAAAAAuEXiCAAAAABwi8QRAAAAAOAWiSMAAAAAwC0SRwCAJRYuXCglS5aUP//8k2cAAACbI3EEAAAAALhF4ggAAAAAcIvEEQDgdYmJifLhhx9K3bp1pWLFitK9e3c5f/58itv88ssv0qFDB3nooYekSpUq0rVrV/ntt9/Mvj179phhrd9++63r9lu3bjXXvf/++67rzp49K6VLl5Zly5bxrAIAkI5IHAEAXjdmzBj517/+Jc8884x88MEHkiNHDhk3bpxr/8aNG6Vly5bm+xEjRsjw4cPl6NGj8vzzz8uBAwekVKlSUqBAAfnxxx9dP7NhwwZXAum0fv16CQgIkFq1avGsAgCQjoLS82AAAFzvwoULMmfOHGnfvr28/PLL5jpN7E6cOCFr1641lzWJLFq0qEydOlUCAwPNdTVr1pQGDRrIxIkTZcKECVK7du0bEseyZcvKjh07JDY2VkJDQ83xtFqZPXt2nggAANIRFUcAgFdt375d4uPj5ZFHHklx/eOPP26+Xr161QxT1cvOpFGFh4ebn9m8ebO5rMNcDx06ZCqRV65ckZ9//tkMZ42LizPJY1JSkqxbt87cDgAApC8qjgAAr3LOZcyZM2eK6/PkyeOqSGrSd88999zws3rdxYsXzfeRkZGmqqhVR70+ODhY6tWrJ8WKFTPJZdasWeXUqVM3JKgAACDtSBwBAF7lTBhPnz4t9913n+v6c+fOuSqLDofDJH3XO3nypJkPqTJnzizVq1c3Q1Q16dQhqUFBQaaZjiaOWq3U4a7J7wMAAKQPhqoCALyqcuXKkilTJlmxYkWK67///ntXQliuXDlZvny5XLt2zbVfK40//PCDPPjgg67rdBjqpk2bTEMcTRhVjRo1zHDY1atXU20EAMBLSBwBAF6lQ0h1+Y158+bJ2LFjzTzEd955x5U4qt69e8vBgwelc+fOEh0dbZLMdu3amfmL//znP123q1Onjmmqo/Mbtfqo9Ks2x/n111+Z3wgAgJc4knRiCQAAXqadVT/++GM5fvy4qUJqM5zBgwebRLFQoUKmkqgdVDUBDAkJkapVq0qvXr2kRIkSKY7TqFEj0yBny5YtZqiqeuKJJ8xxdRirzn0EAADpi8QRAAAAAOAWQ1UBAAAAAG6ROAIAAAAA3CJxBAAAAAC4ReIIAAAAAHCLxBEAAAAA4BaJIwAAAADALRJHAAAAAIBbJI4AAAAAALdIHAEAAAAAbpE4AgAAAADcInEEAAAAALhF4ggAAAAAEHf+Hyv377R2+LWnAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 6
},
{
"cell_type": "code",
"id": "d8f2f590",
"metadata": {
"ExecuteTime": {
"end_time": "2025-12-05T18:35:30.390598Z",
"start_time": "2025-12-05T18:35:30.209938Z"
}
},
"source": [
"lag_results = []\n",
"max_lag = 7\n",
"for cat in ['hotel', 'avia']:\n",
" for channel, imp_tpl, click_tpl in [('active', 'active_imp_{}', 'active_click_{}'), ('passive', 'passive_imp_{}', 'passive_click_{}')]:\n",
" imp_col = imp_tpl.format(cat)\n",
" for lag in range(0, max_lag + 1):\n",
" corr_imp = daily['orders_amt_total'].corr(daily[imp_col].shift(lag))\n",
" corr_click = daily['orders_amt_total'].corr(daily[click_tpl.format(cat)].shift(lag))\n",
" lag_results.append({'category': cat, 'channel': channel, 'lag': lag, 'corr_orders_imp': corr_imp, 'corr_orders_click': corr_click})\n",
"lag_df = pd.DataFrame(lag_results)\n",
"fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
"sns.lineplot(data=lag_df, x='lag', y='corr_orders_imp', hue='category', style='channel', markers=True, ax=axes[0])\n",
"axes[0].set_title('Лаг vs corr(orders, impressions)')\n",
"sns.lineplot(data=lag_df, x='lag', y='corr_orders_click', hue='category', style='channel', markers=True, ax=axes[1])\n",
"axes[1].set_title('Лаг vs corr(orders, clicks)')\n",
"plt.tight_layout()"
],
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 7
},
{
"cell_type": "code",
"id": "9aac3573",
"metadata": {
"ExecuteTime": {
"end_time": "2025-12-05T18:35:30.475406Z",
"start_time": "2025-12-05T18:35:30.394860Z"
}
},
"source": [
"imp_mask = (df[ACTIVE_IMP_COLS + PASSIVE_IMP_COLS].sum(axis=1) > 0)\n",
"click_mask = (df[ACTIVE_CLICK_COLS + PASSIVE_CLICK_COLS].sum(axis=1) > 0)\n",
"order_mask = (df[ORDER_COLS].sum(axis=1) > 0)\n",
"first_imp = df.loc[imp_mask].groupby('id')['business_dt'].min()\n",
"first_click = df.loc[click_mask].groupby('id')['business_dt'].min()\n",
"first_order = df.loc[order_mask].groupby('id')['business_dt'].min()\n",
"lag_clients = pd.DataFrame({'first_imp_date': first_imp, 'first_click_date': first_click, 'first_order_date': first_order})\n",
"lag_clients['days_imp_to_order'] = (lag_clients['first_order_date'] - lag_clients['first_imp_date']).dt.days\n",
"lag_clients['days_click_to_order'] = (lag_clients['first_order_date'] - lag_clients['first_click_date']).dt.days\n",
"lag_clients.describe()"
],
"outputs": [
{
"data": {
"text/plain": [
" first_imp_date first_click_date \\\n",
"count 8339 8339 \n",
"mean 2025-03-08 01:33:56.359275776 2025-03-08 01:33:56.359275776 \n",
"min 2025-01-09 00:00:00 2025-01-09 00:00:00 \n",
"25% 2025-02-12 00:00:00 2025-02-12 00:00:00 \n",
"50% 2025-02-25 00:00:00 2025-02-25 00:00:00 \n",
"75% 2025-03-30 00:00:00 2025-03-30 00:00:00 \n",
"max 2025-09-14 00:00:00 2025-09-14 00:00:00 \n",
"std NaN NaN \n",
"\n",
" first_order_date days_imp_to_order days_click_to_order \n",
"count 4710 4,710.000 4,710.000 \n",
"mean 2025-05-17 18:05:39.363057408 72.924 72.924 \n",
"min 2025-01-09 00:00:00 0.000 0.000 \n",
"25% 2025-03-28 06:00:00 13.000 13.000 \n",
"50% 2025-05-07 00:00:00 59.000 59.000 \n",
"75% 2025-07-04 00:00:00 113.000 113.000 \n",
"max 2025-11-04 00:00:00 274.000 274.000 \n",
"std NaN 66.935 66.935 "
],
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>first_imp_date</th>\n",
" <th>first_click_date</th>\n",
" <th>first_order_date</th>\n",
" <th>days_imp_to_order</th>\n",
" <th>days_click_to_order</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>8339</td>\n",
" <td>8339</td>\n",
" <td>4710</td>\n",
" <td>4,710.000</td>\n",
" <td>4,710.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>2025-03-08 01:33:56.359275776</td>\n",
" <td>2025-03-08 01:33:56.359275776</td>\n",
" <td>2025-05-17 18:05:39.363057408</td>\n",
" <td>72.924</td>\n",
" <td>72.924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>2025-01-09 00:00:00</td>\n",
" <td>2025-01-09 00:00:00</td>\n",
" <td>2025-01-09 00:00:00</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>2025-02-12 00:00:00</td>\n",
" <td>2025-02-12 00:00:00</td>\n",
" <td>2025-03-28 06:00:00</td>\n",
" <td>13.000</td>\n",
" <td>13.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>2025-02-25 00:00:00</td>\n",
" <td>2025-02-25 00:00:00</td>\n",
" <td>2025-05-07 00:00:00</td>\n",
" <td>59.000</td>\n",
" <td>59.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2025-03-30 00:00:00</td>\n",
" <td>2025-03-30 00:00:00</td>\n",
" <td>2025-07-04 00:00:00</td>\n",
" <td>113.000</td>\n",
" <td>113.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>2025-09-14 00:00:00</td>\n",
" <td>2025-09-14 00:00:00</td>\n",
" <td>2025-11-04 00:00:00</td>\n",
" <td>274.000</td>\n",
" <td>274.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>66.935</td>\n",
" <td>66.935</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 8
},
{
"cell_type": "code",
"id": "1d13bafe",
"metadata": {
"ExecuteTime": {
"end_time": "2025-12-05T18:35:30.643470Z",
"start_time": "2025-12-05T18:35:30.502450Z"
}
},
"source": [
"plt.figure(figsize=(12, 4))\n",
"plt.subplot(1, 2, 1)\n",
"sns.histplot(lag_clients['days_imp_to_order'].dropna(), bins=40, kde=True)\n",
"plt.title('Days: first impression -> order')\n",
"plt.subplot(1, 2, 2)\n",
"sns.ecdfplot(lag_clients['days_imp_to_order'].dropna())\n",
"plt.title('ECDF lag')\n",
"plt.tight_layout()"
],
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
],
"image/png": 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},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 9
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"language": "python",
"display_name": "Python 3 (ipykernel)"
}
},
"nbformat": 4,
"nbformat_minor": 5
}