{"cells":[{"source":"# Data Analyst Professional Practical Exam Submission\n\n**You can use any tool that you want to do your analysis and create visualizations. Use this template to write up your summary for submission.**\n\nYou can use any markdown formatting you wish. If you are not familiar with Markdown, read the [Markdown Guide](https://s3.amazonaws.com/talent-assets.datacamp.com/Markdown+Guide.pdf) before you start.\n","metadata":{},"id":"a3d4387f-fa24-4a80-906b-4cca195b6736","cell_type":"markdown"},{"source":"## 📝 Task List\n\nYour written report should include written text summaries and graphics of the following:\n- Data validation:   \n  - Describe validation and cleaning steps for every column in the data \n- Exploratory Analysis:  \n  - Include two different graphics showing single variables only to demonstrate the characteristics of data  \n  - Include at least one graphic showing two or more variables to represent the relationship between features\n  - Describe your findings\n- Definition of a metric for the business to monitor  \n  - How should the business use the metric to monitor the business problem\n  - Can you estimate initial value(s) for the metric based on the current data\n- Final summary including recommendations that the business should undertake\n\n*Start writing report here..*","metadata":{},"id":"562d9d77-2e1e-4523-a28e-1e3b388f930c","cell_type":"markdown"},{"source":"### Here's what I'll do for validation and cleaning of each column:\n\n- **week**: Ensure it's a numeric column with no negative or non-integer values.\n- **sales_method**: Confirm that each entry matches one of the three expected methods.\n- **customer_id**: Check for unique values.\n- **nb_sold**: Make sure it's numeric, non-negative, and an integer.\n- **revenue**: It should be numeric and rounded to two decimal places; handle NaN values appropriately.\n- **years_as_customer**: It should be numeric, non-negative, and an integer since the company was founded in 1984 (40 years).\n- **nb_site_visits**: Confirm that it's numeric, non-negative, and an integer.\n- **state**: This should be a character field; no validation needed except for empty strings, perhaps.","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true}},"cell_type":"markdown","id":"f2390661-d47d-4f70-b0a5-b5445aa64327"},{"source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\nproduct_sales = pd.read_csv('product_sales.csv')\nproduct_sales","metadata":{"executionCancelledAt":null,"executionTime":3539,"lastExecutedAt":1712391658350,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\nproduct_sales = pd.read_csv('product_sales.csv')\nproduct_sales","outputsMetadata":{"0":{"height":322,"type":"dataFrame"},"1":{"height":325,"type":"dataFrame"}},"collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"9534c5eb-4228-4f98-b010-8ca8a5a2e87c","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"week","type":"integer"},{"name":"sales_method","type":"string"},{"name":"customer_id","type":"string"},{"name":"nb_sold","type":"integer"},{"name":"revenue","type":"number"},{"name":"years_as_customer","type":"integer"},{"name":"nb_site_visits","type":"integer"},{"name":"state","type":"string"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046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York","Virginia","California","New York","Virginia","Missouri","Georgia","Indiana","Texas","New Mexico","Tennessee","New York","California","Iowa","Maryland","Texas","Minnesota","Florida","Tennessee","Texas","Florida","California","Connecticut","Ohio","California","Florida","Maine","Texas","California"]}},"total_rows":15000,"truncation_type":"limit"},"text/plain":"       week  sales_method  ... nb_site_visits          state\n0         2         Email  ...             24        Arizona\n1         6  Email + Call  ...             28         Kansas\n2         5          Call  ...             26      Wisconsin\n3         4         Email  ...             25        Indiana\n4         3         Email  ...             28       Illinois\n...     ...           ...  ...            ...            ...\n14995     4          Call  ...             22   Pennsylvania\n14996     5          Call  ...             27         Kansas\n14997     1          Call  ...             22  West Virginia\n14998     6          Call  ...             27     New Jersey\n14999     5  Email + Call  ...             25       Illinois\n\n[15000 rows x 8 columns]","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>week</th>\n      <th>sales_method</th>\n      <th>customer_id</th>\n      <th>nb_sold</th>\n      <th>revenue</th>\n      <th>years_as_customer</th>\n      <th>nb_site_visits</th>\n      <th>state</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2</td>\n      <td>Email</td>\n      <td>2e72d641-95ac-497b-bbf8-4861764a7097</td>\n      <td>10</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>24</td>\n      <td>Arizona</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>6</td>\n      <td>Email + Call</td>\n      <td>3998a98d-70f5-44f7-942e-789bb8ad2fe7</td>\n      <td>15</td>\n      <td>225.47</td>\n      <td>1</td>\n      <td>28</td>\n      <td>Kansas</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>5</td>\n      <td>Call</td>\n      <td>d1de9884-8059-4065-b10f-86eef57e4a44</td>\n      <td>11</td>\n      <td>52.55</td>\n      <td>6</td>\n      <td>26</td>\n      <td>Wisconsin</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>Email</td>\n      <td>78aa75a4-ffeb-4817-b1d0-2f030783c5d7</td>\n      <td>11</td>\n      <td>NaN</td>\n      <td>3</td>\n      <td>25</td>\n      <td>Indiana</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>3</td>\n      <td>Email</td>\n      <td>10e6d446-10a5-42e5-8210-1b5438f70922</td>\n      <td>9</td>\n      <td>90.49</td>\n      <td>0</td>\n      <td>28</td>\n      <td>Illinois</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>14995</th>\n      <td>4</td>\n      <td>Call</td>\n      <td>17267b41-d048-4346-8b90-7f787690a836</td>\n      <td>10</td>\n      <td>50.82</td>\n      <td>0</td>\n      <td>22</td>\n      <td>Pennsylvania</td>\n    </tr>\n    <tr>\n      <th>14996</th>\n      <td>5</td>\n      <td>Call</td>\n      <td>09e10d6f-4508-4b27-895e-4db11ce8302b</td>\n      <td>10</td>\n      <td>52.33</td>\n      <td>1</td>\n      <td>27</td>\n      <td>Kansas</td>\n    </tr>\n    <tr>\n      <th>14997</th>\n      <td>1</td>\n      <td>Call</td>\n      <td>839653cb-68c9-48cb-a097-0a5a3b2b298b</td>\n      <td>7</td>\n      <td>34.87</td>\n      <td>4</td>\n      <td>22</td>\n      <td>West Virginia</td>\n    </tr>\n    <tr>\n      <th>14998</th>\n      <td>6</td>\n      <td>Call</td>\n      <td>e4dad70a-b23b-407c-8bd3-e32ea00fae17</td>\n      <td>13</td>\n      <td>64.90</td>\n      <td>2</td>\n      <td>27</td>\n      <td>New Jersey</td>\n    </tr>\n    <tr>\n      <th>14999</th>\n      <td>5</td>\n      <td>Email + Call</td>\n      <td>4e077235-7c17-4054-9997-7a890336a214</td>\n      <td>13</td>\n      <td>NaN</td>\n      <td>4</td>\n      <td>25</td>\n      <td>Illinois</td>\n    </tr>\n  </tbody>\n</table>\n<p>15000 rows × 8 columns</p>\n</div>"},"metadata":{},"execution_count":1}],"execution_count":1},{"source":"product_sales.shape","metadata":{"executionCancelledAt":null,"executionTime":113,"lastExecutedAt":1712391658464,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales.shape","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"4fb31a6d-9b2b-4731-bd43-fd0b8570d69b","outputs":[{"output_type":"execute_result","data":{"text/plain":"(15000, 8)"},"metadata":{},"execution_count":2}],"execution_count":2},{"source":"product_sales.nunique()","metadata":{"executionCancelledAt":null,"executionTime":66,"lastExecutedAt":1712391658530,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales.nunique()","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"6338ae5f-2c6a-4a87-9100-6a847dbdf3e7","outputs":[{"output_type":"execute_result","data":{"text/plain":"week                     6\nsales_method             5\ncustomer_id          15000\nnb_sold                 10\nrevenue               6743\nyears_as_customer       42\nnb_site_visits          27\nstate                   50\ndtype: int64"},"metadata":{},"execution_count":3}],"execution_count":3},{"source":"**All records in this dataset are under unique customers. 15000 unique customers in total.**","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true}},"cell_type":"markdown","id":"257b6cbe-4886-49de-8b96-4f931a56011f"},{"source":"product_sales.info()","metadata":{"executionCancelledAt":null,"executionTime":47,"lastExecutedAt":1712391658577,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales.info()","outputsMetadata":{"0":{"height":332,"type":"stream"}},"collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"bc233ba3-f578-4d8a-a707-ab37cbe152cd","outputs":[{"output_type":"stream","name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 15000 entries, 0 to 14999\nData columns (total 8 columns):\n #   Column             Non-Null Count  Dtype  \n---  ------             --------------  -----  \n 0   week               15000 non-null  int64  \n 1   sales_method       15000 non-null  object \n 2   customer_id        15000 non-null  object \n 3   nb_sold            15000 non-null  int64  \n 4   revenue            13926 non-null  float64\n 5   years_as_customer  15000 non-null  int64  \n 6   nb_site_visits     15000 non-null  int64  \n 7   state              15000 non-null  object \ndtypes: float64(1), int64(4), object(3)\nmemory usage: 937.6+ KB\n"}],"execution_count":4},{"source":"product_sales.describe()","metadata":{"executionCancelledAt":null,"executionTime":67,"lastExecutedAt":1712391658645,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales.describe()","outputsMetadata":{"0":{"height":272,"type":"dataFrame"}},"collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"59e1062f-0430-4061-8a17-9a102813e518","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"string"},{"name":"week","type":"number"},{"name":"nb_sold","type":"number"},{"name":"revenue","type":"number"},{"name":"years_as_customer","type":"number"},{"name":"nb_site_visits","type":"number"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":["count","mean","std","min","25%","50%","75%","max"],"week":[15000,3.0982666667,1.6564198071,1,2,3,5,6],"nb_sold":[15000,10.0846666667,1.8122133327,7,9,10,11,16],"revenue":[13926,93.9349425535,47.4353122457,32.54,52.47,89.5,107.3275,238.32],"years_as_customer":[15000,4.9659333333,5.0449515589,0,1,3,7,63],"nb_site_visits":[15000,24.9908666667,3.5009142152,12,23,25,27,41]}},"total_rows":8,"truncation_type":null},"text/plain":"               week       nb_sold  ...  years_as_customer  nb_site_visits\ncount  15000.000000  15000.000000  ...       15000.000000    15000.000000\nmean       3.098267     10.084667  ...           4.965933       24.990867\nstd        1.656420      1.812213  ...           5.044952        3.500914\nmin        1.000000      7.000000  ...           0.000000       12.000000\n25%        2.000000      9.000000  ...           1.000000       23.000000\n50%        3.000000     10.000000  ...           3.000000       25.000000\n75%        5.000000     11.000000  ...           7.000000       27.000000\nmax        6.000000     16.000000  ...          63.000000       41.000000\n\n[8 rows x 5 columns]","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>week</th>\n      <th>nb_sold</th>\n      <th>revenue</th>\n      <th>years_as_customer</th>\n      <th>nb_site_visits</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>15000.000000</td>\n      <td>15000.000000</td>\n      <td>13926.000000</td>\n      <td>15000.000000</td>\n      <td>15000.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>3.098267</td>\n      <td>10.084667</td>\n      <td>93.934943</td>\n      <td>4.965933</td>\n      <td>24.990867</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>1.656420</td>\n      <td>1.812213</td>\n      <td>47.435312</td>\n      <td>5.044952</td>\n      <td>3.500914</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1.000000</td>\n      <td>7.000000</td>\n      <td>32.540000</td>\n      <td>0.000000</td>\n      <td>12.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>2.000000</td>\n      <td>9.000000</td>\n      <td>52.470000</td>\n      <td>1.000000</td>\n      <td>23.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>3.000000</td>\n      <td>10.000000</td>\n      <td>89.500000</td>\n      <td>3.000000</td>\n      <td>25.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>5.000000</td>\n      <td>11.000000</td>\n      <td>107.327500</td>\n      <td>7.000000</td>\n      <td>27.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>6.000000</td>\n      <td>16.000000</td>\n      <td>238.320000</td>\n      <td>63.000000</td>\n      <td>41.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{},"execution_count":5}],"execution_count":5},{"source":"product_sales[product_sales['years_as_customer'] > (2024 - 1984)]","metadata":{"executionCancelledAt":null,"executionTime":72,"lastExecutedAt":1712391658717,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales[product_sales['years_as_customer'] > (2024 - 1984)]","outputsMetadata":{"0":{"height":121,"type":"dataFrame"}},"collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"3eeef69b-a276-40ec-97ed-48713df94b1f","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"week","type":"integer"},{"name":"sales_method","type":"string"},{"name":"customer_id","type":"string"},{"name":"nb_sold","type":"integer"},{"name":"revenue","type":"number"},{"name":"years_as_customer","type":"integer"},{"name":"nb_site_visits","type":"integer"},{"name":"state","type":"string"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[13741,13800],"week":[2,4],"sales_method":["Email","Call"],"customer_id":["18919515-a618-430c-9a05-2c7d8fea96af","2ea97d34-571d-4e1b-95be-fea1c404649f"],"nb_sold":[10,10],"revenue":[97.22,50.47],"years_as_customer":[63,47],"nb_site_visits":[24,27],"state":["California","California"]}},"total_rows":2,"truncation_type":null},"text/plain":"       week sales_method  ... nb_site_visits       state\n13741     2        Email  ...             24  California\n13800     4         Call  ...             27  California\n\n[2 rows x 8 columns]","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>week</th>\n      <th>sales_method</th>\n      <th>customer_id</th>\n      <th>nb_sold</th>\n      <th>revenue</th>\n      <th>years_as_customer</th>\n      <th>nb_site_visits</th>\n      <th>state</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>13741</th>\n      <td>2</td>\n      <td>Email</td>\n      <td>18919515-a618-430c-9a05-2c7d8fea96af</td>\n      <td>10</td>\n      <td>97.22</td>\n      <td>63</td>\n      <td>24</td>\n      <td>California</td>\n    </tr>\n    <tr>\n      <th>13800</th>\n      <td>4</td>\n      <td>Call</td>\n      <td>2ea97d34-571d-4e1b-95be-fea1c404649f</td>\n      <td>10</td>\n      <td>50.47</td>\n      <td>47</td>\n      <td>27</td>\n      <td>California</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{},"execution_count":6}],"execution_count":6},{"source":"Since the company was founded in 1984, the two records (**13741 & 13800**)contain incorrect values in the **years_as_customer** field. For the moment, I will leave these as they are, but I will mention this in the final recommendations. Additionally, I will be mindful of these anomalies when using the 'years_as_customer' data for future analyses\n\nThe **week**, **nb_sold**, **years_as_customer**, and **nb_site_visits** columns are confirmed to be non-negative integers.","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true}},"cell_type":"markdown","id":"05c89ab3-e790-4ecf-b845-4bd4ad4a5dee"},{"source":"product_sales.isna().sum()","metadata":{"executionCancelledAt":null,"executionTime":53,"lastExecutedAt":1712391658774,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales.isna().sum()","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"6327ca57-b9f0-45f4-bf66-d92658e69c20","outputs":[{"output_type":"execute_result","data":{"text/plain":"week                    0\nsales_method            0\ncustomer_id             0\nnb_sold                 0\nrevenue              1074\nyears_as_customer       0\nnb_site_visits          0\nstate                   0\ndtype: int64"},"metadata":{},"execution_count":7}],"execution_count":7},{"source":"already_rounded_mask = product_sales['revenue'].round(2) == product_sales['revenue']\nalready_rounded_count = already_rounded_mask.sum()\n\nalready_rounded_count == product_sales['revenue'].notnull().sum()","metadata":{"executionCancelledAt":null,"executionTime":51,"lastExecutedAt":1712391658825,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"already_rounded_mask = product_sales['revenue'].round(2) == product_sales['revenue']\nalready_rounded_count = already_rounded_mask.sum()\n\nalready_rounded_count == product_sales['revenue'].notnull().sum()","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"f6a152a7-b4ab-4936-8919-266d362b57d6","outputs":[{"output_type":"execute_result","data":{"text/plain":"True"},"metadata":{},"execution_count":8}],"execution_count":8},{"source":"The **revenue** column is indeed converted to numeric with two decimal places, though there are NaN values present. \nI will adress it after validating **'sales_method'** column","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true}},"cell_type":"markdown","id":"74991d30-b66e-4849-a595-8cab98ffe23b"},{"source":"unique_sales_methods = product_sales['sales_method'].unique()\nunique_sales_methods","metadata":{"executionCancelledAt":null,"executionTime":76,"lastExecutedAt":1712391658902,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"unique_sales_methods = product_sales['sales_method'].unique()\nunique_sales_methods","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"b13504f2-d62a-4c2a-94aa-28d6d97aae03","outputs":[{"output_type":"execute_result","data":{"text/plain":"array(['Email', 'Email + Call', 'Call', 'em + call', 'email'],\n      dtype=object)"},"metadata":{},"execution_count":9}],"execution_count":9},{"source":"valid_methods = ['Email', 'Call', 'Email + Call']\nproduct_sales[~product_sales['sales_method'].isin(valid_methods)]","metadata":{"executionCancelledAt":null,"executionTime":98,"lastExecutedAt":1712391659000,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"valid_methods = ['Email', 'Call', 'Email + Call']\nproduct_sales[~product_sales['sales_method'].isin(valid_methods)]","outputsMetadata":{"0":{"height":322,"type":"dataFrame"}},"collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"29ddab7e-5598-4f26-9824-f37464500386","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"week","type":"integer"},{"name":"sales_method","type":"string"},{"name":"customer_id","type":"string"},{"name":"nb_sold","type":"integer"},{"name":"revenue","type":"number"},{"name":"years_as_customer","type":"integer"},{"name":"nb_site_visits","type":"integer"},{"name":"state","type":"string"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[22,603,954,1260,1674,1693,2174,3598,3601,3635,4427,4715,5187,5325,5329,5483,5946,5998,6328,6573,7547,9163,9887,11236,12583,12933,13249,13325,13350,13513,13802,13980,14992],"week":[3,1,5,4,5,1,3,4,2,3,5,5,5,3,2,4,3,5,4,5,4,4,5,1,5,4,4,4,5,4,5,4,5],"sales_method":["em + call","em + call","em + call","em + call","em + call","email","email","em + call","em + call","em + call","em + call","em + call","email","email","email","em + call","em + call","em + call","email","em + call","em + call","email","em + call","email","em + call","em + call","email","em + call","em + call","em + call","em + call","email","em + call"],"customer_id":["d72de17a-0d71-401b-b64a-dc4492b2b1ed","622b3c27-c6a3-4796-a89e-010599a21ee8","c07b5315-e4aa-4f8c-ad2f-b12ac74dcca0","0829c4e8-a3d4-49b3-947e-b5bde2ec2c0b","b2a5de5e-a76d-4e3f-b31c-cc82f0432cad","39e91aab-35a9-42e7-aa5e-c20da21752ca","62e90458-5a17-4ef8-bc1c-7a44a154c731","3325c590-486b-4a00-83b5-2f1d1fe6e607","5c6a43b9-baec-4634-9554-4321f74eb44c","8e445cdf-fd7c-4a3f-bd23-5e474bffd660","5d4b8add-b83a-4d19-aefd-8e84ab468ed8","2d684a1e-22cf-4f18-af4e-a85e1e8b6d24","520aa458-de13-467d-b475-3f87eb73a116","07698a45-7045-429b-9f2d-6fbcdd6260aa","81b6a40f-ab03-4643-ba59-ed43d9c9a029","0124a865-fc26-4432-9b44-781be11f1f50","21002f7c-1621-45f7-ae29-225bfd885ccd","d3825bb8-46bd-42a6-852c-5889ef99cfd1","b5e64ea9-21b8-4b54-ad93-d7c13e375f28","ebc5ca82-a1c2-4a28-91a6-b20c5918f721","db5d273d-102a-4610-b3a6-c6489a279111","b13f2da6-79e7-4e53-9e95-6f640a1b5ca7","eea83511-8616-4dae-bf5c-97ee464c4ebf","319b8359-1c68-4684-b5a0-b7468130fa14","84e8d44f-e93e-46c1-83c4-1729adc41b1a","af79cfbe-db8b-45b3-8503-937b0527b076","3f4ea5fc-ab2d-4ff9-8cf0-2936ffc24708","a98fc6f2-3c3c-4e8f-9461-cd5de9a05bf2","f6afc03c-30ea-4c7c-b125-8babd040cabc","2278d483-06b4-442d-8380-7962cb8b130b","3d4e0661-d7af-4b50-b506-25ce337d6ab4","48cb0711-2105-44e2-a655-4f83998a3560","cd9e6945-ae21-4bed-a6cf-f0302e6c4795"],"nb_sold":[10,8,13,12,12,10,9,12,10,10,13,12,11,9,10,12,10,12,11,13,12,11,12,8,12,12,11,12,12,12,12,11,12],"revenue":[150.47,126.02,null,181.52,185.65,95.39,92.19,176.85,152.61,146.77,190.9,184.04,111.93,90.88,null,178.72,148.38,183.53,106.25,187.59,181.02,null,186.17,80.72,187.42,177.96,null,174.07,187.12,null,182.73,109.72,null],"years_as_customer":[20,10,9,22,3,1,4,11,2,1,3,2,1,7,1,9,4,2,3,7,1,10,1,1,1,4,2,11,1,1,0,0,1],"nb_site_visits":[21,19,30,28,28,22,26,34,23,22,27,30,29,22,28,23,30,28,21,29,32,30,30,24,31,27,28,27,28,27,29,26,34],"state":["North Carolina","Ohio","California","Maryland","Washington","California","Indiana","Minnesota","Pennsylvania","Texas","New York","California","California","North Carolina","California","New York","Michigan","Tennessee","Utah","Michigan","Texas","California","Illinois","Alabama","Indiana","New York","Maryland","Florida","Illinois","Georgia","Virginia","Indiana","New York"]}},"total_rows":33,"truncation_type":null},"text/plain":"       week sales_method  ... nb_site_visits           state\n22        3    em + call  ...             21  North Carolina\n603       1    em + call  ...             19            Ohio\n954       5    em + call  ...             30      California\n1260      4    em + call  ...             28        Maryland\n1674      5    em + call  ...             28      Washington\n1693      1        email  ...             22      California\n2174      3        email  ...             26         Indiana\n3598      4    em + call  ...             34       Minnesota\n3601      2    em + call  ...             23    Pennsylvania\n3635      3    em + call  ...             22           Texas\n4427      5    em + call  ...             27        New York\n4715      5    em + call  ...             30      California\n5187      5        email  ...             29      California\n5325      3        email  ...             22  North Carolina\n5329      2        email  ...             28      California\n5483      4    em + call  ...             23        New York\n5946      3    em + call  ...             30        Michigan\n5998      5    em + call  ...             28       Tennessee\n6328      4        email  ...             21            Utah\n6573      5    em + call  ...             29        Michigan\n7547      4    em + call  ...             32           Texas\n9163      4        email  ...             30      California\n9887      5    em + call  ...             30        Illinois\n11236     1        email  ...             24         Alabama\n12583     5    em + call  ...             31         Indiana\n12933     4    em + call  ...             27        New York\n13249     4        email  ...             28        Maryland\n13325     4    em + call  ...             27         Florida\n13350     5    em + call  ...             28        Illinois\n13513     4    em + call  ...             27         Georgia\n13802     5    em + call  ...             29        Virginia\n13980     4        email  ...             26         Indiana\n14992     5    em + call  ...             34        New York\n\n[33 rows x 8 columns]","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>week</th>\n      <th>sales_method</th>\n      <th>customer_id</th>\n      <th>nb_sold</th>\n      <th>revenue</th>\n      <th>years_as_customer</th>\n      <th>nb_site_visits</th>\n      <th>state</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>22</th>\n      <td>3</td>\n      <td>em + call</td>\n      <td>d72de17a-0d71-401b-b64a-dc4492b2b1ed</td>\n      <td>10</td>\n      <td>150.47</td>\n      <td>20</td>\n      <td>21</td>\n      <td>North Carolina</td>\n    </tr>\n    <tr>\n      <th>603</th>\n      <td>1</td>\n      <td>em + call</td>\n      <td>622b3c27-c6a3-4796-a89e-010599a21ee8</td>\n      <td>8</td>\n      <td>126.02</td>\n      <td>10</td>\n      <td>19</td>\n      <td>Ohio</td>\n    </tr>\n    <tr>\n      <th>954</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>c07b5315-e4aa-4f8c-ad2f-b12ac74dcca0</td>\n      <td>13</td>\n      <td>NaN</td>\n      <td>9</td>\n      <td>30</td>\n      <td>California</td>\n    </tr>\n    <tr>\n      <th>1260</th>\n      <td>4</td>\n      <td>em + call</td>\n      <td>0829c4e8-a3d4-49b3-947e-b5bde2ec2c0b</td>\n      <td>12</td>\n      <td>181.52</td>\n      <td>22</td>\n      <td>28</td>\n      <td>Maryland</td>\n    </tr>\n    <tr>\n      <th>1674</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>b2a5de5e-a76d-4e3f-b31c-cc82f0432cad</td>\n      <td>12</td>\n      <td>185.65</td>\n      <td>3</td>\n      <td>28</td>\n      <td>Washington</td>\n    </tr>\n    <tr>\n      <th>1693</th>\n      <td>1</td>\n      <td>email</td>\n      <td>39e91aab-35a9-42e7-aa5e-c20da21752ca</td>\n      <td>10</td>\n      <td>95.39</td>\n      <td>1</td>\n      <td>22</td>\n      <td>California</td>\n    </tr>\n    <tr>\n      <th>2174</th>\n      <td>3</td>\n      <td>email</td>\n      <td>62e90458-5a17-4ef8-bc1c-7a44a154c731</td>\n      <td>9</td>\n      <td>92.19</td>\n      <td>4</td>\n      <td>26</td>\n      <td>Indiana</td>\n    </tr>\n    <tr>\n      <th>3598</th>\n      <td>4</td>\n      <td>em + call</td>\n      <td>3325c590-486b-4a00-83b5-2f1d1fe6e607</td>\n      <td>12</td>\n      <td>176.85</td>\n      <td>11</td>\n      <td>34</td>\n      <td>Minnesota</td>\n    </tr>\n    <tr>\n      <th>3601</th>\n      <td>2</td>\n      <td>em + call</td>\n      <td>5c6a43b9-baec-4634-9554-4321f74eb44c</td>\n      <td>10</td>\n      <td>152.61</td>\n      <td>2</td>\n      <td>23</td>\n      <td>Pennsylvania</td>\n    </tr>\n    <tr>\n      <th>3635</th>\n      <td>3</td>\n      <td>em + call</td>\n      <td>8e445cdf-fd7c-4a3f-bd23-5e474bffd660</td>\n      <td>10</td>\n      <td>146.77</td>\n      <td>1</td>\n      <td>22</td>\n      <td>Texas</td>\n    </tr>\n    <tr>\n      <th>4427</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>5d4b8add-b83a-4d19-aefd-8e84ab468ed8</td>\n      <td>13</td>\n      <td>190.90</td>\n      <td>3</td>\n      <td>27</td>\n      <td>New York</td>\n    </tr>\n    <tr>\n      <th>4715</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>2d684a1e-22cf-4f18-af4e-a85e1e8b6d24</td>\n      <td>12</td>\n      <td>184.04</td>\n      <td>2</td>\n      <td>30</td>\n      <td>California</td>\n    </tr>\n    <tr>\n      <th>5187</th>\n      <td>5</td>\n      <td>email</td>\n      <td>520aa458-de13-467d-b475-3f87eb73a116</td>\n      <td>11</td>\n      <td>111.93</td>\n      <td>1</td>\n      <td>29</td>\n      <td>California</td>\n    </tr>\n    <tr>\n      <th>5325</th>\n      <td>3</td>\n      <td>email</td>\n      <td>07698a45-7045-429b-9f2d-6fbcdd6260aa</td>\n      <td>9</td>\n      <td>90.88</td>\n      <td>7</td>\n      <td>22</td>\n      <td>North Carolina</td>\n    </tr>\n    <tr>\n      <th>5329</th>\n      <td>2</td>\n      <td>email</td>\n      <td>81b6a40f-ab03-4643-ba59-ed43d9c9a029</td>\n      <td>10</td>\n      <td>NaN</td>\n      <td>1</td>\n      <td>28</td>\n      <td>California</td>\n    </tr>\n    <tr>\n      <th>5483</th>\n      <td>4</td>\n      <td>em + call</td>\n      <td>0124a865-fc26-4432-9b44-781be11f1f50</td>\n      <td>12</td>\n      <td>178.72</td>\n      <td>9</td>\n      <td>23</td>\n      <td>New York</td>\n    </tr>\n    <tr>\n      <th>5946</th>\n      <td>3</td>\n      <td>em + call</td>\n      <td>21002f7c-1621-45f7-ae29-225bfd885ccd</td>\n      <td>10</td>\n      <td>148.38</td>\n      <td>4</td>\n      <td>30</td>\n      <td>Michigan</td>\n    </tr>\n    <tr>\n      <th>5998</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>d3825bb8-46bd-42a6-852c-5889ef99cfd1</td>\n      <td>12</td>\n      <td>183.53</td>\n      <td>2</td>\n      <td>28</td>\n      <td>Tennessee</td>\n    </tr>\n    <tr>\n      <th>6328</th>\n      <td>4</td>\n      <td>email</td>\n      <td>b5e64ea9-21b8-4b54-ad93-d7c13e375f28</td>\n      <td>11</td>\n      <td>106.25</td>\n      <td>3</td>\n      <td>21</td>\n      <td>Utah</td>\n    </tr>\n    <tr>\n      <th>6573</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>ebc5ca82-a1c2-4a28-91a6-b20c5918f721</td>\n      <td>13</td>\n      <td>187.59</td>\n      <td>7</td>\n      <td>29</td>\n      <td>Michigan</td>\n    </tr>\n    <tr>\n      <th>7547</th>\n      <td>4</td>\n      <td>em + call</td>\n      <td>db5d273d-102a-4610-b3a6-c6489a279111</td>\n      <td>12</td>\n      <td>181.02</td>\n      <td>1</td>\n      <td>32</td>\n      <td>Texas</td>\n    </tr>\n    <tr>\n      <th>9163</th>\n      <td>4</td>\n      <td>email</td>\n      <td>b13f2da6-79e7-4e53-9e95-6f640a1b5ca7</td>\n      <td>11</td>\n      <td>NaN</td>\n      <td>10</td>\n      <td>30</td>\n      <td>California</td>\n    </tr>\n    <tr>\n      <th>9887</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>eea83511-8616-4dae-bf5c-97ee464c4ebf</td>\n      <td>12</td>\n      <td>186.17</td>\n      <td>1</td>\n      <td>30</td>\n      <td>Illinois</td>\n    </tr>\n    <tr>\n      <th>11236</th>\n      <td>1</td>\n      <td>email</td>\n      <td>319b8359-1c68-4684-b5a0-b7468130fa14</td>\n      <td>8</td>\n      <td>80.72</td>\n      <td>1</td>\n      <td>24</td>\n      <td>Alabama</td>\n    </tr>\n    <tr>\n      <th>12583</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>84e8d44f-e93e-46c1-83c4-1729adc41b1a</td>\n      <td>12</td>\n      <td>187.42</td>\n      <td>1</td>\n      <td>31</td>\n      <td>Indiana</td>\n    </tr>\n    <tr>\n      <th>12933</th>\n      <td>4</td>\n      <td>em + call</td>\n      <td>af79cfbe-db8b-45b3-8503-937b0527b076</td>\n      <td>12</td>\n      <td>177.96</td>\n      <td>4</td>\n      <td>27</td>\n      <td>New York</td>\n    </tr>\n    <tr>\n      <th>13249</th>\n      <td>4</td>\n      <td>email</td>\n      <td>3f4ea5fc-ab2d-4ff9-8cf0-2936ffc24708</td>\n      <td>11</td>\n      <td>NaN</td>\n      <td>2</td>\n      <td>28</td>\n      <td>Maryland</td>\n    </tr>\n    <tr>\n      <th>13325</th>\n      <td>4</td>\n      <td>em + call</td>\n      <td>a98fc6f2-3c3c-4e8f-9461-cd5de9a05bf2</td>\n      <td>12</td>\n      <td>174.07</td>\n      <td>11</td>\n      <td>27</td>\n      <td>Florida</td>\n    </tr>\n    <tr>\n      <th>13350</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>f6afc03c-30ea-4c7c-b125-8babd040cabc</td>\n      <td>12</td>\n      <td>187.12</td>\n      <td>1</td>\n      <td>28</td>\n      <td>Illinois</td>\n    </tr>\n    <tr>\n      <th>13513</th>\n      <td>4</td>\n      <td>em + call</td>\n      <td>2278d483-06b4-442d-8380-7962cb8b130b</td>\n      <td>12</td>\n      <td>NaN</td>\n      <td>1</td>\n      <td>27</td>\n      <td>Georgia</td>\n    </tr>\n    <tr>\n      <th>13802</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>3d4e0661-d7af-4b50-b506-25ce337d6ab4</td>\n      <td>12</td>\n      <td>182.73</td>\n      <td>0</td>\n      <td>29</td>\n      <td>Virginia</td>\n    </tr>\n    <tr>\n      <th>13980</th>\n      <td>4</td>\n      <td>email</td>\n      <td>48cb0711-2105-44e2-a655-4f83998a3560</td>\n      <td>11</td>\n      <td>109.72</td>\n      <td>0</td>\n      <td>26</td>\n      <td>Indiana</td>\n    </tr>\n    <tr>\n      <th>14992</th>\n      <td>5</td>\n      <td>em + call</td>\n      <td>cd9e6945-ae21-4bed-a6cf-f0302e6c4795</td>\n      <td>12</td>\n      <td>NaN</td>\n      <td>1</td>\n      <td>34</td>\n      <td>New York</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{},"execution_count":10}],"execution_count":10},{"source":"The **sales_method** column contains inconsistent entries: **'em + call'** and **'email'**, which do not match the predefined categories of 'Email', 'Call', or 'Email + Call'. There are only 33 such entries. Ideally, I would check with the sales department if it's okay to interpret 'em + call' as 'Email + Call' and 'email' as 'Email'. However, considering the circumstances, it seems reasonable to replace these irregular entries with the established categories.","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true}},"cell_type":"markdown","id":"55642a91-b146-4654-950f-8a91e2503269"},{"source":"product_sales['sales_method'] = product_sales['sales_method'].apply(lambda x: x.replace('em + call', 'Email + Call').replace('email', 'Email'))\nproduct_sales[~product_sales['sales_method'].isin(valid_methods)].count()","metadata":{"executionCancelledAt":null,"executionTime":73,"lastExecutedAt":1712391659073,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales['sales_method'] = product_sales['sales_method'].apply(lambda x: x.replace('em + call', 'Email + Call').replace('email', 'Email'))\nproduct_sales[~product_sales['sales_method'].isin(valid_methods)].count()","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"61fcdcb4-738f-45fc-84d2-9feeebefbc9b","outputs":[{"output_type":"execute_result","data":{"text/plain":"week                 0\nsales_method         0\ncustomer_id          0\nnb_sold              0\nrevenue              0\nyears_as_customer    0\nnb_site_visits       0\nstate                0\ndtype: int64"},"metadata":{},"execution_count":11}],"execution_count":11},{"source":"Now all records in the **sales_method** column contain categories of **'Email'**, **'Call'**, or **'Email + Call'**","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true}},"cell_type":"markdown","id":"19276f3e-dae5-49ef-a64b-2a88f92198fc"},{"source":"unique_states = product_sales['state'].unique()\nunique_states","metadata":{"executionCancelledAt":null,"executionTime":49,"lastExecutedAt":1712391659122,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"unique_states = product_sales['state'].unique()\nunique_states","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"ccdb691e-541d-4235-8abb-20e90d601c73","outputs":[{"output_type":"execute_result","data":{"text/plain":"array(['Arizona', 'Kansas', 'Wisconsin', 'Indiana', 'Illinois',\n       'Mississippi', 'Georgia', 'Oklahoma', 'Massachusetts', 'Missouri',\n       'Texas', 'New York', 'Maryland', 'California', 'Tennessee',\n       'Pennsylvania', 'North Dakota', 'Florida', 'Michigan',\n       'North Carolina', 'Hawaii', 'Colorado', 'Louisiana', 'Virginia',\n       'New Mexico', 'Arkansas', 'Alaska', 'Oregon', 'New Hampshire',\n       'Ohio', 'New Jersey', 'Connecticut', 'Iowa', 'Montana',\n       'Washington', 'Kentucky', 'Alabama', 'Nebraska', 'South Carolina',\n       'Minnesota', 'South Dakota', 'Delaware', 'Maine', 'Utah',\n       'West Virginia', 'Vermont', 'Rhode Island', 'Nevada', 'Idaho',\n       'Wyoming'], dtype=object)"},"metadata":{},"execution_count":12}],"execution_count":12},{"source":"Back to missing values.\n\nThere are 1,074 missing values in the **revenue** column, which constitutes approximately 7.16% of our data. Considering this is a significant but not overwhelming portion of the data, we have 2 options:\n\n- **Imputation**: Given that revenue is a key metric for analysis, we might want to impute missing values. However, we should consider the distribution of the revenue data and the sales methods to choose an appropriate imputation strategy.\n\n- **Exclusion**: Since it's a reasonable amount of data and if the missing values are randomly distributed, we could also consider excluding these rows from our analysis. This decision might depend on whether the rows with missing data have any pattern or bias.","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true}},"cell_type":"markdown","id":"61f8aa1c-8fa0-4962-9421-eb723752e9c4"},{"source":"treshhold = len(product_sales) * 0.05\ncols_with_missing_values = product_sales.columns[product_sales.isna().sum() <= treshhold ]\nproduct_sales_dict = product_sales.groupby('sales_method')['revenue'].median().to_dict()\nproduct_sales_imputed = product_sales.copy()\nproduct_sales_imputed['revenue'] = product_sales['revenue'].fillna(product_sales_imputed['sales_method'].map(product_sales_dict))\n\nproduct_sales_imputed.isna().sum()","metadata":{"executionCancelledAt":null,"executionTime":81,"lastExecutedAt":1712391659203,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"treshhold = len(product_sales) * 0.05\ncols_with_missing_values = product_sales.columns[product_sales.isna().sum() <= treshhold ]\nproduct_sales_dict = product_sales.groupby('sales_method')['revenue'].median().to_dict()\nproduct_sales_imputed = product_sales.copy()\nproduct_sales_imputed['revenue'] = product_sales['revenue'].fillna(product_sales_imputed['sales_method'].map(product_sales_dict))\n\nproduct_sales_imputed.isna().sum()","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"c393ec4c-e8f5-4695-96ff-2ebee7ebf25d","outputs":[{"output_type":"execute_result","data":{"text/plain":"week                 0\nsales_method         0\ncustomer_id          0\nnb_sold              0\nrevenue              0\nyears_as_customer    0\nnb_site_visits       0\nstate                0\ndtype: int64"},"metadata":{},"execution_count":13}],"execution_count":13},{"source":"## Data validation and cleaning","metadata":{},"cell_type":"markdown","id":"b57aa0b2-c12a-4ff0-808f-2bc8c3b8756b"},{"source":"### Here is a recap of the validation and cleaning performed on each column (20 hidden cells above):\n\n**week**: A numeric column with values ranging from 1 to 6, including 6 unique values with no negative or non-integer values, without missing values. Representing 6 weeks of sale was made, counted as weeks since product launch. **No cleaning is needed.**\n\n**sales_method**: column contained 33 inconsistent entries: **'em + call'** and **'email'**, which do not match the predefined categories of **'Email'**, **'Call'**, or **'Email + Call'**. Ideally, I would check with the sales department if it's okay to interpret 'em + call' as **'Email + Call'** and **'email'** as **'Email'**. However, considering the circumstances, it seemed reasonable to replace these irregular entries with the established categories. \nAfter replacement of inconsistent entries, records in the **sales_method** column contain character categories of **'Email'**, **'Call'**, or **'Email + Call'**\n\n**customer_id**: contains unique customer IDs for all records, totaling 15,000 unique customers, with each ID stored as a text field. **No cleaning is needed, _however, insights into the effectiveness of sales methods on customer recurrence would be enhanced if the dataset included information on repeat purchase behavior._**\n\n**nb_sold**: A numeric column with values ranging from 7 to 16, non-negative integers, representing number of new products sold. **No cleaning is needed.**\n\n**revenue**: numeric and rounded to two decimal places values ranging from 32.54 to 238.32; There were 1,074 missing values in the **revenue** column, which constitutes approximately 7.16% of our data:","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":false}},"cell_type":"markdown","id":"c22f7f5b-2a69-4515-8b29-7b0e94829f11"},{"source":"missing_percent = (product_sales.isna().sum() / len(product_sales)) * 100\nmissing_percent.plot(kind='bar')\nplt.xlabel('Variables')\nplt.ylabel('Percentage of Missing Values')\nplt.grid(visible = True)\nplt.title('Missing Values per Variable (as a Percentage of Total)')\nplt.axhline(y=5, color='r', linestyle='-', label='5% Threshold')\nrevenue_index = missing_percent.index.tolist().index('revenue')\nplt.text(revenue_index, 7.16, '7.16%', ha='center', va='bottom')\nplt.legend()\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":640,"lastExecutedAt":1712391659843,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"missing_percent = (product_sales.isna().sum() / len(product_sales)) * 100\nmissing_percent.plot(kind='bar')\nplt.xlabel('Variables')\nplt.ylabel('Percentage of Missing Values')\nplt.grid(visible = True)\nplt.title('Missing Values per Variable (as a Percentage of Total)')\nplt.axhline(y=5, color='r', linestyle='-', label='5% Threshold')\nrevenue_index = missing_percent.index.tolist().index('revenue')\nplt.text(revenue_index, 7.16, '7.16%', ha='center', va='bottom')\nplt.legend()\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"df866115-5205-490c-a1cc-98cff5341c77","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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"},"metadata":{}}],"execution_count":14},{"source":"- Considering this is a significant but not overwhelming portion of the data, I had 2 options:\n\n-- **Imputation**: Given that revenue is a key metric for analysis, we might want to impute missing values. However, I should've considered the distribution of the revenue data and the sales methods to choose an appropriate imputation strategy.\n\n-- **Exclusion**: Since it's a reasonable amount of data and if the missing values are randomly distributed, we could also consider excluding these rows from our analysis. This decision might depend on whether the rows with missing data have any pattern or bias.","metadata":{},"cell_type":"markdown","id":"dbcd072a-a5c0-47a6-946d-65e9a3402b7b"},{"source":"from matplotlib.ticker import MaxNLocator\nsns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.catplot(x = 'revenue', y = 'sales_method', data = product_sales, kind = 'box', height=5, aspect=2, order = ['Call', 'Email', 'Email + Call'])\ng.ax.set_xlim(0,250)\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins='25'))\ng.fig.suptitle('Revenue distribution between sales methods', y = 1.03)\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":682,"lastExecutedAt":1712391660525,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from matplotlib.ticker import MaxNLocator\nsns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.catplot(x = 'revenue', y = 'sales_method', data = product_sales, kind = 'box', height=5, aspect=2, order = ['Call', 'Email', 'Email + Call'])\ng.ax.set_xlim(0,250)\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins='25'))\ng.fig.suptitle('Revenue distribution between sales methods', y = 1.03)\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"744e0250-be49-4496-8907-af36c9ef9b68","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x500 with 1 Axes>","image/png":"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"},"metadata":{}}],"execution_count":15},{"source":"The revenue distribution varies greatly between sales methods. Given the presence of outliers, using the median revenue for each sales method seemed to me as an effective strategy for imputation.","metadata":{},"cell_type":"markdown","id":"d2d7105b-f8f9-4c3b-9508-6896eeaf5be2"},{"source":"threshhold = len(product_sales) * 0.05\ncols_with_missing_values = product_sales.columns[product_sales.isna().sum() > 0]\n\nproduct_sales_dict = product_sales.groupby('sales_method')['revenue'].median().to_dict()\n\ncategories = list(product_sales_dict.keys())\nvalues = list(product_sales_dict.values())\nplt.bar(categories, values)\nfor i, value in enumerate(values):\n    plt.text(i, value + 2, f'{value:.2f}', ha='center', va='bottom')\nplt.xlabel('Sales Method')\nplt.ylabel('Median Revenue')\nplt.title('Median Revenue by Sales Method')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":322,"lastExecutedAt":1712391660847,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"threshhold = len(product_sales) * 0.05\ncols_with_missing_values = product_sales.columns[product_sales.isna().sum() > 0]\n\nproduct_sales_dict = product_sales.groupby('sales_method')['revenue'].median().to_dict()\n\ncategories = list(product_sales_dict.keys())\nvalues = list(product_sales_dict.values())\nplt.bar(categories, values)\nfor i, value in enumerate(values):\n    plt.text(i, value + 2, f'{value:.2f}', ha='center', va='bottom')\nplt.xlabel('Sales Method')\nplt.ylabel('Median Revenue')\nplt.title('Median Revenue by Sales Method')\nplt.show()","outputsMetadata":{"0":{"height":199,"type":"dataFrame"}},"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"7e067bdf-a1fb-436c-8c7a-8027139b2c8b","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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"},"metadata":{}}],"execution_count":16},{"source":"**years_as_customer**: A numeric column with values ranging from 0 to 63, with no negative or non-integer values, without missing values. Since the company was founded in 1984, the **two records contain incorrect values of more than 40 years in this field**. I will be mindful of these anomalies when using the 'years_as_customer' data for future analysis **by filtering them out** when using years_as_customer field and will mention this in the final recommendations for sales team.\n\n**nb_site_visits**: A numeric column with values ranging from 12 to 41, non-negative integers, representing number of times the customer has visited our websitein the last 6 months **No cleaning is needed. Yet, additional data detailing site visits since introducing a new product line would offer a clearer perspective on how sales methods influence customer interest in our offerings.**\n\n**state**: Character field with no empty strings, appears to include all valid U.S. states.  **No cleaning is needed.**","metadata":{},"cell_type":"markdown","id":"9f3cf0c7-fffb-4317-b249-aaecf3670054"},{"source":"product_sales_imputed.info()","metadata":{"outputsMetadata":{"0":{"height":332,"type":"stream"}},"executionCancelledAt":null,"executionTime":86,"lastExecutedAt":1712391660933,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed.info()","lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"b5772b78-42fb-4a59-8b69-3d6573a7b5aa","outputs":[{"output_type":"stream","name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 15000 entries, 0 to 14999\nData columns (total 8 columns):\n #   Column             Non-Null Count  Dtype  \n---  ------             --------------  -----  \n 0   week               15000 non-null  int64  \n 1   sales_method       15000 non-null  object \n 2   customer_id        15000 non-null  object \n 3   nb_sold            15000 non-null  int64  \n 4   revenue            15000 non-null  float64\n 5   years_as_customer  15000 non-null  int64  \n 6   nb_site_visits     15000 non-null  int64  \n 7   state              15000 non-null  object \ndtypes: float64(1), int64(4), object(3)\nmemory usage: 937.6+ KB\n"}],"execution_count":17},{"source":"## Exploratory Analysis","metadata":{},"cell_type":"markdown","id":"8ce1aa58-faf5-4b4b-8a8e-b35fd9a93e33"},{"source":"## How many customers were there for each approach?","metadata":{},"cell_type":"markdown","id":"8fdd8eb2-2d5e-4b17-98f7-c3066b435c4c"},{"source":"product_sales_imputed.groupby('sales_method')['customer_id'].count()","metadata":{"executionCancelledAt":null,"executionTime":63,"lastExecutedAt":1712391660997,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed.groupby('sales_method')['customer_id'].count()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"f59d2a5f-96fb-40e4-91fe-ff5a8cea92c9","outputs":[{"output_type":"execute_result","data":{"text/plain":"sales_method\nCall            4962\nEmail           7466\nEmail + Call    2572\nName: customer_id, dtype: int64"},"metadata":{},"execution_count":18}],"execution_count":18},{"source":"Based on the last 6 weeks of data, we observe that the email sales method attracted the highest number of customers, with a total of 7,466, which significantly exceeds those attracted by calls and the combined method of email and calls. \n\nThe call-only method falls in the middle, drawing 4,962 customers. On the other end, the combined approach of email and calls has attracted the fewest customers, with a total of 2,572. This indicates that, while the combined method might be perceived as more personalized or engaging, it does not necessarily translate to a larger customer base compared to the other methods. Given that the email method required the least effort from the team and yielded the highest number of customers, it appears to be the most efficient strategy among the three tested methods. \n\nHowever, it's important to consider the revenue generated and customer retention to make a comprehensive evaluation of the sales method effectiveness.","metadata":{},"cell_type":"markdown","id":"9ce4449c-368b-4e8c-bb01-709e52612dd1"},{"source":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.countplot(x='sales_method', data=product_sales_imputed, hue='sales_method', order = ['Email + Call', 'Call', 'Email'])\ng.set_title('Customers Attracted By Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Sales Method', fontweight='bold', fontsize='large')\ng.set_ylabel('Count / Customers Attracted', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nfor p in g.patches:\n    g.text(p.get_x() + p.get_width() / 2., p.get_height(), '%d' % int(p.get_height()), \n           ha='center', va='bottom', fontsize='large', fontweight='bold', color='black')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":403,"lastExecutedAt":1712391661401,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.countplot(x='sales_method', data=product_sales_imputed, hue='sales_method', order = ['Email + Call', 'Call', 'Email'])\ng.set_title('Customers Attracted By Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Sales Method', fontweight='bold', fontsize='large')\ng.set_ylabel('Count / Customers Attracted', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nfor p in g.patches:\n    g.text(p.get_x() + p.get_width() / 2., p.get_height(), '%d' % int(p.get_height()), \n           ha='center', va='bottom', fontsize='large', fontweight='bold', color='black')\nplt.show()","outputsMetadata":{"1":{"height":37,"type":"stream"},"3":{"height":37,"type":"stream"}},"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"e05db998-d590-44ce-a7e5-1c97574a0a2d","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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9Pzzz6tw4cI6c+aM3nzzTZlMJknSf//9p7lz5youLk5hYWEqUKBAqvu8cuWKNm3aJElq27atMfTzxRdfVExMjBYuXKhVq1Zp+PDhMpvNRg908eLF1axZM/n6+qpFixaqVauWvLy87O7JSZriPyEhQTt37pSzs7PRS+zv72+8p8kl/Z2WLFlSM2bMkJNT4mfZxYoVU79+/XTq1Cnt3LlT9erVS/PvfI8ePYx76J588kmjNz35h1bz5883eszHjh1rBOk2bdpo4MCB+u2333TmzBmtWbNGLVu21G+//Wa8tl+/fsbvYevWrdWmTZtHPoU98DgjeAF4ZNzc3IzwdevWLWP2sPTWvHlzffXVV4qPj1fv3r3l4+Mjf39/4z6j4sWLp2k7yYcdvfbaazbr2rdvr7lz50pKHEJ5Z/CqUaOGcSGW9Km/lDhkLil0SYkXYWfOnJGUeCHt6uqqv//+W1Lie3S34VIHDhxIEbzKli1rDMVK8sILL2jv3r26ePGiWrRooWLFisnf319169ZV48aNjXtb7mX9+vWKiIiQlHiBnXRcfn5+KlKkiM6fP69du3bp7Nmz6dqT6efnZ/OzyWRSjRo1VKNGDR0/flzff/+9/vrrL/35559Gr2NSr0pkZKQxo2LFihWN0CUlDpVMbahmakJDQ43vBw8ebDMcNHmbhIQEnTp1yrggrlevnhG6pMQeEWdn5xT38qVF0qyGUmIIvnLlipYvX66jR49q7ty5un37tkaMGCEpMeAmDQH9/fff9cYbb2jv3r26evWqJBmB/H6KFy+uOXPm6OzZs9qwYYO2bdumXbt2GUH+xo0b+uCDD4ye0CJFiqhIkSIKDw/Xxo0bdeDAAe3du9dm2Ny9jv3gwYNGwPv++++N0JxcdHS0jhw5opo1a6pp06Zas2aNtmzZooCAAFWoUEF+fn4KCAhQnTp15OrqmqbjTFK5cmW5u7vr1q1b2rFjh1xcXCRJHh4eqlSpUor2UVFROnHihKTEYXtJAfROBw4cMD6oSIukYbJSYg9mzpw5dfv2bZthqknnJQ8PD7344os2r2/fvr0RtHbt2qWWLVva9Gol9VJLiX9PTZs2JXgBjxBDDQE8MoULFza+v9tkA0eOHNGePXvu+oDWO5enNrlBxYoV9dVXX6lKlSqSpPDwcK1bt07jxo3Tc889pwEDBqRpeF3SLGaurq4pAk3yT+6TQklyyUNlUm+E9P8TIaS2LunY0jIkLbUb6O+sUZJef/11ffTRR8ZEJWfPntUPP/ygoUOHqkGDBpo+ffp995V8Eo6FCxcaw94qVKig8+fPG7WnNsnGw0jtePbu3auWLVuqRYsWGjZsmFauXKk8efLI3d3dpl3y3tXUtpNWafl/ER0drYiICCOUpLZPJyenB64jICBAzz77rJ599lm1aNFCXbt21ZIlS4xgt2zZMmN4o6urqzEM8sCBA7p48aJ+//13SYm/a6kNb7uT1WpVWFiYwsPDVaxYMXXt2lWzZ8/Wjh07NG7cOKOH9NChQ0ZPTGRkpAYNGqSAgAD17dtXs2bN0uXLl1WiRAmb7d5Nan9DqUn6vR8/frw6d+4sDw8PJSQk6NChQ1q0aJH69Omjxo0bp9pDdS/Ozs6qUaOGpMRgkxRuatasafM3miS1e77uVW9a3Xl+cHZO/Hw8+XuX9P86f/78Rs9ikvz58xvfJ72nyc91d/4OJh9SCsDx6PEC8MjUrl1bx44dk5Q4YUHym7+TzJkzR6tWrVL+/Pk1YcIEPfXUUzYXF3d+ap58WGFyTz75pJYvX66zZ8/qjz/+0N69exUSEqKrV69qzZo1Klq0aKq9F8nlyZNHp06dUmxsrK5fv25z0XLp0iXje19f3xSvTeoVulNqF3F38vDw0I0bN5Q3b16NHDky1TapXcTfbchgp06d1LFjRx08eFB//vmn9uzZo+3bt+v27duaNm2aqlatqoYNG6b62itXrigkJOS+NUuJAW3AgAF3PXZ7JQ2xTBIREaHevXvr5s2bKl26tEaMGKFatWrJ1dVVDRs2tAk+yYPvnTPixcXF6eTJkypZsuR9e0Y8PDyM79955527zm6XM2dOmx6uO+/7S0hISFHHw/Dy8lLp0qV14MABxcfH68yZM0bvZZs2bbR06VJZrVatWbNG69atk5TYC5f8wjw1u3fvVrdu3RQXF6fmzZvb3Cvl6uqqtm3bauPGjUaYCwsLU7FixfTJJ5/op59+ktls1vDhw/XCCy/I19dXQUFBKSbBSE3y9/nFF180wuOdkh4v4e7uruHDh2vw4MHatWuXdu7cqd27d2vPnj26evWq3n33XW3YsCHVv8278fPz0x9//KF//vnHOOfc7f6u5PWWK1dOAwcOTLVd8g+b0iItfzt58uTRxYsXdfnyZVmtVpvzY/Kgl3Tsd/5eJg9bScNoATwa9HgBeGTatWtnfD9v3rwUN+jv37/fGCYTFhamkiVLSpLNbHl3foKc2gNOv/vuOw0bNkw9evRQ/vz59dprr2nChAk2Ey/s27fP+D75hUvyT5aTPgFP2mZyyW92v9vF2YNKGrYUHh5uTP+dNIvgli1b9N9//6U6RPDOi7Zbt25p5syZevfddzVq1ChVqVJFPXv21BdffKGxY8ca7ZIPB7vTzz//bITdhg0bqn///im+koZOXrhwwWaGt7u9r8nrvFcvyJ3Hs2PHDqOnoUWLFqpXr55cXV11+fJlYyhdEk9PT6O35eDBgzbrt27dqpYtW6pmzZoKDg5OdV9Jkg8zs1gsxv+LRo0aaf369Tpy5IjMZrPc3NxUqlQpI/xu377dptft999/v+/kEvaIjo62mUEw+e9D9erVjf8nX331ldEreb9JNaTEmTCT3otNmzbZTIsuJf5OHTx4UFLi/98iRYpI+v/JOwoWLKjOnTsbF/1pHcaWfKje1atXjff52Wef1bFjx7Rv3z5FRkYqd+7cOnnypCZPnqy+ffvqxx9/VEBAgN555x0tWbJE7du3l5TYy3PkyJE07TtJ0t9x0oOqpf+/9+tOXl5exuMwLl++rDp16hj1WiwW/fHHH7p8+bLxAUlaf+fTIum8FBUVlWKq+dTOS8k/4EoKzFLihwHJ7/8C4Hj0eAF4ZCpUqKDOnTtr0aJFunbtml5++WV17txZJUqU0NGjR7Vo0SLjIr9jx47Gp8U+Pj7KlSuXbty4oSNHjuirr75SnTp19O233xo9aMkdPXrUuEekZ8+eatu2rZycnGxmdkv+DLHkwW7RokXKkyePOnTooFdffVWLFy9WTEyMpk6dqkuXLqlatWravXu3cWO9r6+vTaBMD23bttWOHTsUHx+v7t27q3v37nJ1ddXMmTONsHpnEEyNu7u7fvvtN2PiiNjYWD311FOKjIy0eYbPnc9TSy75bIZDhgwxJudIzsfHR6NHj5aU+Myi+vXrS7r7+5q8J+vgwYNauXKlChQokOq0/Mkl78VasmSJ8uTJI6vVqoULFxq/N8mnfH/llVc0efJkxcbGqlOnTurevbssFotmzZolKTFIJc0CmLymDRs2yNPTU/7+/nr22Wfl7e2tiIgIffHFF4qMjFTlypX122+/Gb9PHTt2VOPGjeXq6qoXXnhBK1as0I0bN9S1a1d17txZly5dMvb5ILZt22b0UlitVkVERGj58uVGD1q5cuVS3LfYqlUrBQUFGR9UuLm5pem+Nk9PT7Vt21ZLly5VdHS0OnbsqNdff12lS5fW1atX9f333xtBrkGDBsb9i56enoqKitL58+c1atQo1axZU+vWrTMmzJB0z2d5FSlSRPXq1dOff/6pP//8UwMGDNCzzz6rf/75R3PmzJHValW5cuXUqlUreXp6Kjg4WHFxcdq+fbsuXbqk0qVL67///rOZXTMpFKZVjRo15OLiYgTkHDlyqFq1andt37ZtW33++ecKDw9X165d1bFjR0VHR2vatGmKiIiQi4uL8UzAB/2dT03Hjh21Zs0aWa1WDR06VMeOHVOpUqW0YcMG4/hLly5tzHLYsmVLzZw5U/Hx8friiy8UGxurUqVK6eeff071/AnAcQheAB6poUOHGjOjhYWFpTrtc8OGDTVo0CDjZycnJ7Vp08aYJS/peUAmk0nPPPNMivs5+vfvrx07dujYsWPauXOnzYN8pcSgkPz5TRUrVjQuEKdNmyZXV1e1b99epUqV0ieffKJhw4YpLi5OixcvttmOp6enPv/88xT3ZTysVq1aaf369fr999919uxZm6mopcSZz+51QZjc2LFj1bVrV0VGRqY6aUHSw4BTc+jQIePCrHz58qmGLilxAo/x48crPj5e69atU0REhLy9ve/6vvr6+qpQoUK6cOGCLl26pCFDhqhdu3b3vQj18/NTyZIlderUKV2/ft1mGGbSBXPy55h169ZNW7du1c6dO3Xq1CljAook//vf/4yhg8l7tpLu8fn000/VsmVLjR49WgMHDlRcXJzmzZtns43SpUvrf//7n/FzYGCgduzYofPnz+vvv//WkCFDJCUODytTpozNZB1p9dFHH911naurqz788MMUy1u1aqXPPvvM6F1p3Lhxmiezee+993TkyBHt27dP4eHhqd4HWKRIEX3yySfGzy+//LJmzpwpKTEUL1myRJJsgkxSQLqbkSNHqkOHDgoLC9OaNWtsQpS7u7s++eQTmUwm5cuXTx999JE+/PBDY7jsnbp06WJzf1la5MiRQ1WqVDF6w6tXr37PoahvvPGGtm7dqn379unQoUMaPny4zfqhQ4faTPX/IL/zqalbt67effddTZ06VbGxsSlCff78+TV9+nTj/rDixYtr4MCBmjx5suLi4mzaN2rUyCYcA3AshhoCeKScnZ01duxYzZs3T02bNlW+fPnk7Owsb29vPfnkk5o4caK+/PLLFBc8gwYN0ptvvqn8+fPLzc1Nfn5+mjdvnpo3b55iHz4+Pvr666/19ttvq0KFCvLy8pKLi4uKFi2qdu3a6YcffrC5KOvRo4eaNWsmd3d3ubu7q2rVqsZ01a1atdKKFSvUtm1bFSpUSC4uLipQoIBefvllrVy5Mt2HGUqJgTIoKEgffvihMdual5eXqlevrgkTJhgX82lRpUoVrVy5Uu3bt1fJkiXl5uYmNzc3lStXTv/73/+0cOHCu15cJu/tuts9N1LiRWXSbGwxMTFatWqVpHu/r+PHj1e5cuXk4uKifPnypal3IkeOHMb/8zx58sjT01OVK1fWsGHDjCB98eJFY3ibq6ur5s6dq8DAQD3xxBNydXWVr6+vateurWnTptlM7168eHENHz5cBQoUkIuLi0qUKGFMf//cc8/pm2++UZMmTZQ7d265urqqRIkS6t69u5YsWWJzH1HevHm1dOlStWrVSrly5ZKnp6eaNWumZcuW2X2/T2pMJpNcXFzk6+urxo0ba8mSJTbPe0pSuHBhm6GyaRlmmMTT01OLFi3SRx99JH9/f3l7e8vZ2Vk+Pj6qWrWqBg4cqJ9++slmgpl+/fopMDBQJUuWVI4cOVS8eHG1bdtW33zzjTHk9H4TXpQsWVIrV67Ua6+9ZvO39vzzz+vbb7+1OZ527dppyZIlatKkiQoXLiwXFxd5eXnJ399fEyZM0AcffJDm400u+d/z3YYZJnFzc9P8+fM1cOBAPfHEE3Jzc5OPj4/q1KmjL7/8Uq+//rpN+wf5nb+b3r17a/HixXr++eeVL18+4/zWpUsXrVy5MsWHJL1799aECRNUrlw5ubq6qlSpUvr4448VGBj4wDUAsJ/J+rCDjQEAQKYSGRmpxo0b68aNG/Lx8dHWrVvtnmIdAJC+GGoIAEA2sW7dOlmtVi1evNiYCv/FF18kdAFAJkCPFwAA2USzZs2MB0dLicNuV65caTzHDQCQcbjHCwCAbKJKlSrKmTOnfHx81LBhQy1YsIDQBQCZBD1eAAAAAOBg9HgBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHc87oArKahIQExcfHy8nJSSaTKaPLAQAAAJBBrFarEhIS5OzsLCene/dpEbzsFB8fr9DQ0IwuAwAAAEAmUbVqVbm6ut6zDcHLTklJtmrVqjKbzRlcDQAAAICMYrFYFBoaet/eLongZbek4YVms5ngBQAAACBNtyAxuQYAAAAAOBjBCwAAAAAcjOAFAAAAAA5G8AIAAAAAByN4AQAA4LGzadMmmUymu359/PHHKV7ToUMHmUwmdevWzWZ5XFycRo8erTJlysjNzU2VKlVScHBwitdv3LhRTz/9tNzd3VWwYEH17t1b4eHhjjlAZDrMaggAAIDHTo4cOVSkSBGbZfHx8bp06ZIkqWjRojbrVq1apW+++SbVbXXu3FnffvutJMnb21uHDx9Wjx495OHhoXbt2hmvb926tSwWi7y8vHTlyhXNmTNH586d0y+//JLeh4dMiB4vAAAAPHaefPJJnTt3zuarb9++kqQ2bdqoZ8+eRtsbN24Y6+60bt06ffvtt8qVK5f++usvhYeHq2/fvnJyctLSpUslSQkJCXrrrbdksVg0atQoRURE6I8//pAkbdu2TefPn3fw0SIzIHgBAADgsXfkyBGNGzdO3t7e+uKLL2zWDRkyROfOnVOOHDlSvO7777+XJLVs2VJVq1aVJAUFBSkmJkY//PCDJGnnzp06e/asnJ2dNWjQIJlMJtWtW1dRUVGKiIhI0fOG7IngBQAAgMfekCFDFBMTo2HDhqlAgQLG8i1btujLL79UpUqV1LZt2xSv++uvvyRJ7u7ueumll+Tm5qaKFStq4cKFKdrky5dP06ZNU758+eTj46P+/fvrxo0bDj4yZBYELwAAADzW/vnnH/3888/KlSuX3nzzTWN5dHS0evXqJUmaPXu2XF1dU7z22rVrkqSvvvpKq1evlouLi06cOKE33nhDc+fOtWlz8eJFDR48WLGxsYqIiFBwcLBatmwpq9Xq6ENEJkDwAgAAwGNt2rRpslqtev3115UrVy5j+ccff6xjx47pzTffVEBAQKqvTQpNXl5eOnz4sCIiIoz7w5JmRkxqY7VaNX78eEVERGjTpk1ycnLSli1btGHDBgceHTILghcAAAAeaytXrpQkvfzyy8ayffv2afLkySpcuLDGjx9/19d6e3tLkp599lmVK1dOTk5OeuuttyRJ586d0+XLl402kox1DRs2VJUqVSRJe/bsSdfjQeZE8AIAAMBj6+jRozp79qzc3d3VoEEDY/mPP/6o+Ph4/ffff/Lx8ZHJZNKCBQskSQsWLJDJZJIkVapUSZIUFRVlvNbZ+f+f2GQ2m402d2tnNpsdcGTIbAheAAAAeGxt27ZNklS9enWbwJQrVy4VKVLE5svd3V1S4kQaSTMRtmzZUpK0fv16bd26VZKMhyeXKVNGefLkUUBAgHx9fSVJo0aNUkJCgvbu3WtMulG3bt1HcKTIaAQvAAAAPLaSnqGVvFdKkt59990Uz/l69dVXJUmvvvqqzp07J0lq27atGjVqpPj4eDVo0EC5cuXS1KlTJUljxoyRJLm6umrSpEmSpC+++ELe3t7y9/dXfHy8nn/+edWvX/+RHCsyFsELAAAAj61Lly5JkvLkyfNAr3dyctKqVav09ttvq2DBgoqJiVGNGjW0fPlyvfbaa0a7Hj166Ntvv1X16tUVGxurggUL6t1339Xy5cvT5TiQ+ZmszF9pF4vFov3796tGjRqMxwUAAAAeY/ZkA3q8AAAAAMDBCF4AAAAA4GAELwAAgEzOkpCQ0SUAWU5m+7txvn8TAAAAZCSzk5OGf71VJy9HZHQpQJZQKr+3Rnd8OqPLsEHwAgAAyAJOXo7QkfNhGV0GgAfEUEMAAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAABwsQ4PXjh07VL58+bt+TZ8+XZJ0+vRp9enTR/7+/qpbt65GjBihyMhIm21FRUVp5MiRCggIUM2aNdWrVy+dOHEixT4XLFigpk2bqlq1amrTpo02b978SI4VAAAAwOPLOSN3XrlyZX377bcplgcFBSk0NFQvvPCCbty4oa5duypv3rwaP368wsLCNGnSJJ07d05z5841XhMYGKgDBw5o0KBB8vT01PTp09WlSxetXr1a3t7ekqTg4GBNmjRJ/fr1U5UqVbR8+XL17dtXCxculL+//yM7bgAAAACPlwwNXp6enqpRo4bNsvXr12v79u367LPPVKpUKX355ZcKDw/XihUr5OvrK0kqUKCAevfurT179sjPz0/79u3Txo0bNXv2bDVs2FCS5O/vryZNmujrr79W3759FR0drZkzZ6p79+7q16+fJKlBgwZq3769ZsyYoeDg4Ed67AAAAAAeH5nqHq/o6GiNHj1ajRo1UvPmzSVJISEh8vPzM0KXJNWvX18eHh7asmWL0cbd3V3169c32vj6+qp27drGUMIDBw7oxo0batq0qdHGZDKpadOm2rFjh6Kjox/FIQIAAAB4DGVoj9edFi5cqEuXLmn+/PnGsuPHj6tFixY27cxms4oWLaqTJ08abYoWLSqz2WzTrnjx4vr555+NNpJUsmRJmzYlSpSQxWLRmTNnVK5cuTTXarFY0twWAADgYdx5jQMgbRx9zW7P9jNN8IqNjdXChQvVokULlShRwlh+8+ZNeXh4pGjv4eFhTLBx8+ZNeXp6ptomKipKkoy2d7ZL2vadk3XcT2hoqF3tAQAAHkTOnDlVqVKljC4DyJKOHj2q27dvZ3QZkjJR8FqzZo2uXLminj172iy3Wq13fY3JZEpzm4SEhHvu38nJvlGXVatW5dMnAAAAIBMrX768Q7dvsVjS3CGTqYLXE088oQoVKtgs9/T0NHqtkouMjFSBAgWMNlevXk3RJioqSl5eXpJk/DcqKsqY5TBpO8nXp5XZbCZ4AQAAAJlYZrpezxSTa8TFxSkkJMSYUCO5UqVK6cyZMzbLLBaLzp07pzJlyhhtzp07l6JX6/Tp0zZtkpbd2cbFxUXFihVLt+MBAAAAgOQyRfA6duyYbt++LT8/vxTrAgICtGvXLoWFhRnLQkJCdOvWLQUEBEhKnOUwKipKW7duNdqEhYVp9+7dRpuaNWvK3d1da9asMdpYrVatXbtWderUkaurq6MODwAAAMBjLlMMNTx27JgkGb1TyXXs2FGLFy9W9+7d1b9/f4WHh2vSpElq0KCBatWqJUmqXbu26tSpo0GDBmnQoEHy8fHRtGnT5OXlpQ4dOkhKvDG1R48emjFjhlxcXFSzZk0tX75cBw8e1MKFCx/dwQIAAAB47GSK4JV0f1bye6+S+Pr6auHChRo7dqzee+89eXh4qHnz5ho8eLBNu+nTp2v8+PGaOHGiEhISVKtWLQUFBdlss1+/fjKbzVq2bJnmzZunsmXLaubMman2tAEAAABAejFZ7zUlIFKwWCzav3+/atSokalu1gMAANlbp6BVOnI+7P4NAahCEV8teftFh+/HnmyQKe7xAgAAAIDsjOAFAAAAAA5G8AIAAAAAByN4AQAAAICDEbwAAAAAwMEIXgAAAADgYAQvAAAAAHAwghcAAAAAOBjBCwAAAAAcjOAFAAAAAA5G8AIAAAAAByN4AQAAAICDEbwAAAAAwMEIXgAAAADgYAQvAAAAAHAwghcAAAAAOBjBCwAAAAAcjOAFAAAAAA5G8AIAAAAAByN4AQAAAICDEbwAAAAAwMEIXgAAAADgYAQvAAAAAHAwghcAAAAAOBjBCwAAAAAcjOAFAAAAAA5G8AIAAAAAByN4AQAAAICDEbwAAAAAwMEIXgAAAADgYAQvAAAAAHAwghcAAAAAOBjBCwAAAAAcjOAFAAAAAA5G8AIAAAAAByN4AQAAAICDEbwAAAAAwMEIXgAAAADgYAQvAAAAAHAwghcAAAAAOBjBCwAAAAAcjOAFAAAAAA5G8AIAAAAAByN4AQAAAICDEbwAAAAAwMEIXgAAAADgYJkieO3fv1+dO3dWjRo19NRTT2nIkCG6du2asf706dPq06eP/P39VbduXY0YMUKRkZE224iKitLIkSMVEBCgmjVrqlevXjpx4kSKfS1YsEBNmzZVtWrV1KZNG23evNnhxwcAAADg8Zbhwevvv/9Wly5d5OHhoenTp+u9997Ttm3b1K9fP0nSjRs31LVrV129elXjx49XYGCgfvnlFw0cONBmO4GBgfrtt98UGBioCRMm6NKlS+rSpYsiIiKMNsHBwZowYYJat26tadOmqVixYurbt6927979SI8ZAAAAwOPFOaMLmDRpkipVqqSZM2fKySkxB3p6emrMmDE6e/asfvnlF4WHh2vFihXy9fWVJBUoUEC9e/fWnj175Ofnp3379mnjxo2aPXu2GjZsKEny9/dXkyZN9PXXX6tv376Kjo7WzJkz1b17dyPUNWjQQO3bt9eMGTMUHBycMW8AAAAAgGwvQ3u8rl+/rp07d6pDhw5G6JKk5557Tps3b1axYsUUEhIiPz8/I3RJUv369eXh4aEtW7ZIkkJCQuTu7q769esbbXx9fVW7dm1jKOGBAwd048YNNW3a1GhjMpnUtGlT7dixQ9HR0Y4+XAAAAACPqQzt8Tp69KgSEhLk6+urwMBAbdiwQZLUtGlTDR8+XLly5dLx48fVokULm9eZzWYVLVpUJ0+elCQdP35cRYsWldlstmlXvHhx/fzzz0YbSSpZsqRNmxIlSshisejMmTMqV65cmmu3WCx2HSsAAMCDuvMaB0DaOPqa3Z7tZ2jwCgsLkyR98MEHatCggWbOnKlTp05pypQpOnv2rL7++mvdvHlTHh4eKV7r4eFhTLBx8+ZNeXp6ptomKipKkoy2d7ZL2vadk3XcT2hoqF3tAQAAHkTOnDlVqVKljC4DyJKOHj2q27dvZ3QZkjI4eMXFxUmSKleurDFjxkiSnnzySeXKlUvvvvuutm3bJqvVetfXm0wmSUpTm4SEhHvWknyoY1pUrVqVT58AAACATKx8+fIO3b7FYklzh0yGBq+k3qbGjRvbLH/66aclSYcOHZKnp6fRa5VcZGSkChQoICmxF+vq1asp2kRFRcnLy0uSjP9GRUXJ29vbZjvJ16eV2WwmeAEAAACZWGa6Xs/QyTWS7reKjY21WR4fHy9JcnNzU6lSpXTmzBmb9RaLRefOnVOZMmUkSaVKldK5c+dS9GqdPn3apk3SsjvbuLi4qFixYulzUAAAAABwhwwNXmXKlFGRIkW0evVqm+GC69evl5Q4JXxAQIB27dpl3A8mJc5ieOvWLQUEBEhKnOUwKipKW7duNdqEhYVp9+7dRpuaNWvK3d1da9asMdpYrVatXbtWderUkaurq0OPFQAAAMDjK0OHGppMJg0ePFhvv/223nnnHbVr107//vuvpk6dqmbNmqlSpUoqWLCgFi9erO7du6t///4KDw/XpEmT1KBBA9WqVUuSVLt2bdWpU0eDBg3SoEGD5OPjo2nTpsnLy0sdOnSQlHhjao8ePTRjxgy5uLioZs2aWr58uQ4ePKiFCxdm5NsAAAAAIJszWe81M8UjsnHjRs2YMUNHjx6Vt7e3WrZsqXfeecfohTp27JjGjh2rffv2ycPDQ88++6wGDx5sM0NhRESExo8fr3Xr1ikhIUG1atXS+++/r9KlSxttEhISNGvWLC1btkxhYWEqW7asBg4caDx0OS0sFov279+vGjVqZKoxowAAIHvrFLRKR86H3b8hAFUo4qslb7/o8P3Ykw0yRfDKSgheAAAgIxC8gLTLjMErQ+/xAgAAAIDHAcELAAAAAByM4AUAAAAADkbwAgAAAAAHS9N08nPmzLFro7169XqgYgAAAAAgO0pT8Jo8ebJMJlOaN0rwAgAAAID/l6bgVbhwYZufr169qtjYWDk7O8vHx0fh4eGKj49X3rx5VaVKFYcUCgAAAABZVZqC14YNG4zvN27cqP79+6tPnz5666235OrqqtjYWAUFBWnBggV69dVXHVYsAAAAAGRFdk+u8emnn8rNzU1vv/22XF1dJUmurq4aPHiwcuTIoaCgoPSuEQAAAACyNLuD19mzZxUdHa1Lly7ZLD9//rxu376tM2fOpFtxAAAAAJAdpGmoYXJly5bV4cOH1alTJ3Xo0EH58uXTxYsXtWzZMklSxYoV071IAAAAAMjK7A5egYGBevPNN3Xu3Dl9+umnxnKr1So3Nze9//776VogAAAAAGR1dg81DAgI0MKFC9WwYUPlypVLTk5O8vX11fPPP6/vvvtO1atXd0SdAAAAAJBl2d3jJUm1atXSl19+md61AAAAAEC2ZHePl5Q4rHDdunUaPXq0/ve//0lKnHI+Ojo6XYsDAAAAgOzA7h6vqKgo9e7dW3v37pXVapXJZJIkDR8+XLlz59aCBQuUN2/edC8UAAAAALIqu3u8goKCtGfPHpUqVUo5c+aUJN2+fVuxsbE6ceKEJk+enO5FAgAAAEBWZnfw+v333+Xs7Kyvv/5auXLlkiTlzJlTP/74o8xms7Zu3ZruRQIAAABAVmZ38AoLC5Onp6d8fHxslhcpUkSurq66efNmetUGAAAAANmC3cGrWLFiioiI0ObNm41lt2/f1qeffqpbt26pRIkS6VogAAAAAGR1dgev7t27y2q1qk+fPrp8+bKkxOnl586dK5PJpA4dOqR7kQAAAACQldk9q+Grr76q8PBwzZw5U7dv3zaWe3h4qFevXgQvAAAAALjDAz1AOSlg7d+/X+Hh4cqXL58qV64sT0/P9K4PAAAAALI8u4NXly5dlCdPHk2dOlX169c3llssFrVr107e3t6aM2dOuhYJAAAAAFnZfYOX1WrVnj17ZLVaJUk7d+6Ur6+vdu3aZdMuMjJSR48eNR6oDAAAAABIdN/gZTKZtHDhQq1du9ZYdv36dXXp0iXV9oUKFUq/6gAAAAAgG0jTrIaDBw+Wi4uLrFar0aNltVpTfHl5ealv374OLRgAAAAAspo03eNVtGhRbd26VbGxsXr66aeVP39+rVixwlhvMplkNpvl7e3NUEMAAAAAuEOaJ9fw9vaWJK1fv17Ozs7y8fGRs3Piy+Pi4hQbG0voAgAAAIBU2P0A5SJFimj58uV64YUXjGWhoaGqX7++pk+fnq7FAQAAAEB2YHfwWrx4sT7//HOdOXNGly9fliT9+++/un37tmbMmKGvv/463YsEAAAAgKzM7uD1zTffyGQy6d1331Xu3LklSa1bt9bQoUNltVr1zTffpHuRAAAAAJCV2R28zp07p1y5cqlXr15ycXGRJLm6uqpbt27KlSuXzp49m+5FAgAAAEBWZnfwypkzp27evKlz587ZLD958qRu3LghNze3dCsOAAAAALKDNM9qmCQgIECrVq1S+/bt9fzzzyt37ty6dOmSfvvtN5lMJtWvX98RdQIAAABAlmV38Hrvvfe0c+dOXb58WYsXLzaWW61WFShQQO+99166FggAAAAAWZ3dwatgwYJauXKlgoODtWPHDkVERMjHx0f16tVT165d5evr64g6AQAAACDLsjt4SZKvr68CAwPTuxYAAAAAyJYeKHjFxsbqxIkTioyMlNVqlSQlJCToxo0b+uOPPzRixIh0LRIAAAAAsjK7ZzX866+/9PTTT6tNmzbq3LmzunTpoi5duqhbt24aMGAAz/ECAGQ5t27dUtmyZWUymTR//nxJksVi0SeffKKSJUsqR44cqlatmpYuXZritZGRkXrvvfdUtGhRubu7y8/PT6tWrbJpc+rUKXXr1k3FihWTp6enatWqpYULFz6KQwMAZBJ293hNnTpVERERd13fpEmThyoIAIBH7aOPPtLx48dtlvXt21dz5syRyWSSh4eHQkND1bFjR92+fVs9evSQJMXHx6t58+batm2bnJyc5OHhob1796pNmzbavHmznnrqKYWFhenJJ5/UxYsX5ezsLHd3d+3bt09du3bV2bNnNWzYsIw4ZADAI2Z3j9fBgwfl7OysVatWqU2bNnr66af1119/adCgQZKksmXLpnuRAAA4yq5duxQUFGSz7OTJk/rqq68kSb///rtu3LihAQMGSJIGDRqk2NhYSdL8+fO1bds2lShRQidPntT169fVsmVLSdKyZcskSfPmzdPFixeVP39+nT59WuHh4erbt68kaeLEibJYLI/iMAEAGczu4HX79m15e3urbNmyqlu3rvbv3y9XV1e98cYb8vT01K+//uqIOgEASHdxcXF64403lJCQIFdXV2P57t27ZbValTdvXj377LMymUxGz1RYWJi2bdsmSfr+++8lSa+//rqKFy8us9msZcuWKSYmxghzPj4+evHFF/XGG2+ocOHCMplMevHFFyVJN27c0I0bNx7hEQMAMordwStfvnwKDw/X33//rRo1aujmzZvasmWLjh07ptu3b+vy5cuOqBMAgHQ3fvx4hYaG6o033lChQoWM5Tlz5pQkxcTEGJNI5ciRw1h/5MgRSYn3PUuJQw4bNGggNzc3+fv7a/Xq1Ubbnj176ueff9bYsWONZVu2bJEk5cmTRz4+Po45OABApmJ38GrSpIksFosGDx6skiVLqlChQnrzzTfVqlUrJSQkqFixYo6oEwCAdHX48GGNGTNGBQoU0KRJk2zW1ahRQ2azWTdv3tRnn32myMhIjRs3zlgfHh4uSbp27ZqkxCGD27dvl9ls1sGDB9W6dWutXbs21f2uXbtWU6dOlZQYykwmkwOODgCQ2dgdvAIDA/XCCy+oYsWKkqS3335bkmS1WuXs7Kx33nknXQsEACC9JSQkqGfPnoqJidFnn32WotepaNGi6t+/vyTpnXfekZeXlyZOnCgXFxdJMsJSUm9YiRIldPbsWYWFhen5559XQkKCRo0alWK/v/32m1q1aqXY2FhVqFBBH374oQOPEgCQmdg9q+GNGzc0efJkxcfHS5JatWqlKlWq6J9//lGVKlVUtGhRu7YXExOjWrVqGdtLkjTrkySFhoZq4sSJ+vvvv+Xh4aG2bduqf//+NuPxr169qnHjxikkJETx8fFq2LChhg4dqvz58xtt4uPjNX36dP3www8KDw9X5cqVNWTIEFWvXt3etwEAkIXNmDFDf/zxh1q0aKHXXnst1TaTJ09Wvnz59M0338hsNuu9997ToEGDdPHiRfn6+kqSvL29dfXqVbVt21YFCxaUJPXq1Uu//vqr9uzZY7O9n376Sa+++qpiY2NVunRprVmzRh4eHo49UABApmF38HrttdeUK1cuBQcHG//wlClTRmXKlHmgAo4dO6b4+HhNmjRJxYsXN5Y7OSV2xp09e1bdu3dXjRo1FBQUpOPHj2vq1KkKDw83Pk2Mj49Xr169FBkZqY8//ljx8fGaPHmy3njjDa1YscL4hHL8+PH6/vvvFRgYqCJFiig4OFjdunXTypUrVaJEiQeqHwCQ9SxfvlyS9Msvv6QY6te9e3fNnz9fmzZt0ptvvqn3339fTk5Oun37trp16yZJqlKliiSpUqVK2rJli6KioozXOzsn/tNqNpuNZRs2bDBCV4UKFbRu3ToVKVLEkYcIAMhk7A5e4eHhunXrlhG6HtaRI0fk7Oys5s2b2/RgJZkzZ448PDw0c+ZMubq6qmHDhnJzc9Mnn3yiPn36qHDhwvrtt9906NAhrV692pjOvmLFinrxxRf166+/6qWXXtKFCxe0dOlSDRs2TB07dpQk1a9fX82aNdOcOXM0evTodDkeAEDmly9fvhTB5+LFi7JYLMqdO7fy5cun3LlzKzw8XN98841ee+01TZkyRRaLRYULF1bdunUlSS1bttSWLVv07bffauDAgSpXrpzxYOSkNpcvX1a7du0UGxurYsWKaePGjUbvGADg8WH3PV5vvPGGbty4oTlz5qTLDIaHDx9W6dKlUw1dkhQSEqKGDRvarG/evLkSEhIUEhJitClVqpTNM8TKli2rMmXKaPPmzZKk7du3Kz4+Xk2bNjXauLq6qlGjRkYbAMDj4bvvvtO5c+dsvpKGyk+ZMkXfffedXn31VUlShw4d5O3treHDh8tkMikoKMjozXrrrbdUoUIFY/i6j4+Pvv/+e7m4uGjkyJHG9pIm4bh+/br8/f1VtGhR4+vKlSsZ8A4AAB41u3u8Nm7cKBcXF02ZMkVTpkyRJLm4uBhDNUwmk/bv35/m7R0+fFhms1k9evTQ3r175erqqubNm2vw4MFydnbW+fPnVapUKZvX+Pr6ytPTUydPnpQkHT9+XCVLlkyx7eLFi9u08fDwUL58+WzalChRQpcvX1ZUVJRdY+154CUAZE8JCQmyWCyaPHmycuTIoeXLl+v69euqXbu2hg8frhdeeMH4NyBHjhzauHGj3n//ff3000+KiorSU089pU8++UT16tWTxWLRjz/+aGw7MjJSkZGRNvuLjY3l3xTcV/KhqwDSztHnV3u2b3fwOnjwYIplsbGxxvf2TItrtVp19OhRWa1Wvfrqq+rbt69CQ0M1ffp0/fvvv8Z0u56enile6+HhYfzjdfPmzVTv0fLw8DDG3d+8efOu25ES/zG0J3iFhoamuS0AIPNLuu9LkvEBYrdu3Yz7uu5cl1z//v2NWRDvbLd48eJ77vfixYu6ePGi3fXi8ZEzZ05VqlQpo8sAsqSjR4/q9u3bGV2GpAcIXsmfY/KwrFarvvjiC/n6+uqJJ56QJNWuXVt58+bVoEGDtGPHjnu+/s7pfB+0jfT/k3mkVdWqVfn0CQAAAMjEypcv79DtWyyWNHfI2B286tatK7PZrAIFCtgsT957lVZOTk7GzcfJNWrUSJJ07tw5SbKZLSpJZGSkvLy8JCX2iD1MG0lGu7Qym80ELwAOZ0mwyOzEuQawF387AKTMNUzX7uD1zDPPqFChQtq4caPNcpPJpE6dOsnHx0fr169P07YuXbqkzZs3q379+ipcuLCxPDo6WlLirFMFChTQ6dOnbV537do1RUVFGVPYlypVSocPH06x/TNnzqhatWqSpNKlSysyMlJhYWE2MzKePn1aRYoUkZubW5pqBoBHyexk1sg1I3Xq+qmMLgXIMkrmLqkRzUZkdBkAYOO+wctqtWrs2LE2NwOHh4fr/ffft2kXFRWlqKgou24ws1gs+vDDD9WnTx+98847xvJffvlFZrNZ/v7+CggI0KZNm/T+++8bMxuuWbNGZrNZ9erVk5Q4LfyqVav077//GjMb/vvvvzp+/Lj69u0rSXrqqackSb/99psxnXxsbKw2bdqkp59+Os01A8Cjdur6KR27ciyjywAAAA/hvsHLZDKpYMGCmjRpkkwmk0wmk6Kjo7Vy5UqbdklDDCtUqJDmnRcuXFht27bV3LlzlSNHDtWsWVN79uzRrFmz1KlTJ5UqVUo9e/bU6tWr1bNnT3Xv3l2nTp3SlClT1K5dO6OXrEWLFpo1a5Z69eqlwMBASdLkyZNVrlw5Pf/885KkIkWKqE2bNho3bpxiYmJUsmRJBQcH68aNG+rZs2eaawYAAAAAe6VpqGGXLl30119/KSoqSiEhIcqRI4dq165trDeZTDKbzSpWrJhef/11uwoYOXKkihUrph9//FFffPGFChYsqAEDBhhhqEyZMpo3b54mTpyoAQMGKHfu3OrWrZsGDBhgbMPV1VXBwcEaM2aMPvzwQ7m4uCggIEDvv/++nJ3//xBHjRqlXLlyac6cObp165YqV66s4ODgVGdEBAAAAID0YrLaMxuGpM6dOytPnjwKCgpyUEmZm8Vi0f79+1WjRo1MdbMegOyr+zfdGWoI2KFcvnIKbh+c0WWku05Bq3TkfFhGlwFkCRWK+GrJ2y86fD/2ZAP75lCXVLRoURUqVCjVnQ4cOFAfffSRvZsEAAAAgGwtTZNrXLhwwfj5hx9+UL58+dSlSxebqeMjIyO1ZcsWmUwmjRo1yjHVAgAAAEAWlKbJNYYOHapdu3YZy65evapnnnkm1fZ58uRJv+oAAAAAIBtI01DDDz74QCaTSVarVSaTSVJiT9idXyaTSR06dHBowQAAAACQ1aRpVsMKFSpo5cqVunXrltq3b688efJo5syZxvqkWQ0LFy6s3LlzO6xYAAAAAMiK0hS8JKlcuXKSpIULF8rV1VXVq1dPtd2ePXvk5+eXPtUBAAAAQDaQ5uCVpE6dOimWRUREaOXKlfruu+904sQJHTp0KF2KAwAAAIDswO7gldyuXbv07bffau3atYqNjbW5BwwAAAAAkMju4HX9+nX98MMPWrZsmU6fPi0pcaINFxcX1a9fXy++6PgHlQEAAABAVpLm4LV9+3YtW7ZM69evV1xcnM0zvEwmk9avX6/8+fM7pEgAAAAAyMrSFLyee+45nT17VlJi71bu3Ln10ksv6eWXX9ZLL70kSfLy8nJclQAAAACQhaUpeJ05c0Ymk0k5cuTQ0KFD9corr8jZ+aFuDwMAAACAx0aaHqDs7Owsq9WqmJgYjR49WgMGDNC6desUHx/v6PoAAAAAIMtLU7dVSEiIVq5cqeXLl+uff/7Rhg0btHHjRnl7exttmM0QAAAAAFKXph4vHx8fdevWTT///LOWLVumdu3aycPDQ+Hh4UabF154QZMmTVJoaKijagUAAACALClNwSu5atWqadSoUQoJCdG4cePk7+8vq9Wq8+fPa968eXrttdccUScAAAAAZFl2B68kbm5uatOmjRYvXqzffvtNPXv2VJ48eWymmQcAAAAAPETwSq5kyZJ67733tHnzZs2YMSM9NgkAAAAA2Ua6BK8kZrNZzzzzTHpuEgAAAACyvHQNXgAAAACAlAheAAAAAOBgBC8AAAAAcLA0PUD5ThEREbp48aLKly+v8PBwff7557p27ZpefvllNWjQIL1rBAAAAIAsze4er6NHj6p58+YKDg6WJAUGBmrp0qVas2aN+vTpo23btqV7kQAAAACQldkdvKZOnarr16/r+vXr+u+//7Rt2zblyZNHjRo1UkJCgr788ktH1AkAAAAAWZbdwSs0NFQuLi6aMGGCtm/fLklq3769pk+fLjc3N/3777/pXiQAAAAAZGV2B6/IyEjlypVLPj4+2rVrl0wmk/z8/OTs7KwcOXLo9u3bjqgTAAAAALIsu4NX/vz5df36dW3btk2bN29Wjhw5VKtWLf3888+KiIhQ0aJFHVEnAAAAAGRZdgevJk2aKCEhQT179lR4eLiaNGmi+Ph4DRo0SCaTSa1atXJEnQAAAACQZdk9nXz//v114cIFbdmyRZUqVdLQoUPl4eGhvHnzqm7duurevbsj6gQAAACALMvu4LVjxw6NGDFCvr6+NsuXLVumwoULp1thAAAAAJBd2D3UcNiwYWrUqJHCwsJslhO6AAAAACB1dgevpNkLc+fO7Yh6AAAAACDbsXuo4QcffKAhQ4aob9++evHFF5UvXz65ubnJZDIZbapVq5auRQIAAABAVmZ38AoMDJQkbd68WZs3b06x3mQy6dChQw9fGQAAAABkE3YHL6vV+lDrAQAAAOBxY3fwWr9+vSPqAAAAAIBsy+7gVaRIEZufIyMj5enpmW4FAQAAAEB2Y/eshpJ05MgR9evXT/7+/qpTp44kaejQofrjjz/StTgAAAAAyA7sDl5///232rdvr/Xr1ysyMlJWq1VWq1W//vqrevfuTfgCAAAAgDvYHbymTp2qmJgY9erVy3iWV1xcnBo2bKj4+HhNnz493YsEAAAAgKzM7uC1b98+eXp66t1335Wrq6skydXVVVOnTpWnp6eOHDmS7kUCAAAAQFZmd/CyWq2Kj4+XxWKxWR4REaHbt2/L2dnu+ToAAAAAIFuzO3jVrl1b0dHR+uCDDxQdHS1J+vrrr9W1a1clJCSoVq1a6V4kAAAAAGRldndPDR48WPv27dPPP/9sLPvkk09ktVrl7u6ut99+Oz3rAwAAAIAsz+4er7Jly+r777/XCy+8oDx58shsNqtQoUJq1aqVli9frgoVKjxUQf3799czzzxjs+z06dPq06eP/P39VbduXY0YMUKRkZE2baKiojRy5EgFBASoZs2a6tWrl06cOJFi+wsWLFDTpk1VrVo1tWnTRps3b36oegEAAADgfh7ohqwSJUro008/Te9a9OOPP2rt2rU2D2m+ceOGunbtqrx582r8+PEKCwvTpEmTdO7cOc2dO9doFxgYqAMHDmjQoEHy9PTU9OnT1aVLF61evVre3t6SpODgYE2aNEn9+vVTlSpVtHz5cvXt21cLFy6Uv79/uh8PAAAAAEgPGLyOHz+u3bt3KzIyUgkJCSnW9+rVy+5tXrp0SWPGjFHBggVtli9dulTh4eFasWKFfH19JUkFChRQ7969tWfPHvn5+Wnfvn3auHGjZs+erYYNG0qS/P391aRJE3399dfq27evoqOjNXPmTHXv3l39+vWTJDVo0EDt27fXjBkzFBwcbHfNAAAAAJAWdgevlStXatiwYakGriQPEryGDx+ugIAA5ciRQzt37jSWh4SEyM/PzwhdklS/fn15eHhoy5Yt8vPzU0hIiNzd3VW/fn2jja+vr2rXrq3Nmzerb9++OnDggG7cuKGmTZsabUwmk5o2baopU6YoOjpabm5udtcNAAAAAPdj9z1eM2bMkMVikclkUp48eVSoUKEUX/b67rvvdPDgQX344Ycp1h0/flylSpWyWWY2m1W0aFGdPHnSaFO0aFGZzWabdsWLF7dpI0klS5a0aVOiRAlZLBadOXPG7roBAAAAIC3s7vG6fPmyXFxctHr1ahUvXvyhCzh//rzGjRuncePG2fRqJbl586Y8PDxSLPfw8DAm2Lh586Y8PT1TbRMVFSVJRts72yVt+87JOu7nzueYAYAj3PmBEoC0y07/VnMuAB6Mo88D9mzf7uBVrVo1/f333ynuxXoQVqtVH3zwgRo2bKhmzZrdtc3dmEymNLe519BISXJysq/zLzQ01K72AGCvnDlzqlKlShldBpBlHT16VLdv387oMh4a5wLgwWWm84Ddwevjjz9Wp06d1KtXL7Vr186YUj652rVrp2lbS5Ys0dGjR/Xzzz8rPj5e0v+HqPj4eDk5OcnT09PotUouMjJSBQoUkJTYi3X16tUUbaKiouTl5SVJxn+joqKMWQ6TtpN8fVpVrVqVT58AAMjEypcvn9ElAMhgjj4PWCyWNHfI2B28IiIiZDKZtHPnTptJMJKYTCYdOnQoTdtas2aNrl+/bjMpRpLKlSurf//+KlWqVIr7rywWi86dO6fnnntOklSqVCmFhIQoISHBpufq9OnTKlOmjNEmaVm1atVs2ri4uKhYsWJpqjmJ2WwmeAEAkInx7zSAzHQeeKAer/Dw8LsO77vXsL87jRw5MkVv1owZM/T333/riy++UP78+WUymTR37lyFhYUZ94CFhITo1q1bCggIkJQ4y+GsWbO0detWYzr5sLAw7d69W2+++aYkqWbNmnJ3d9eaNWuM4GW1WrV27VrVqVNHrq6u9r0RAAAAAJBGdgev06dPS5KmTJmimjVrysXF5YF3Xrp06RTLfHx85OrqqqpVq0qSOnbsqMWLF6t79+7q37+/wsPDNWnSJDVo0EC1atWSlDi0sU6dOho0aJAGDRokHx8fTZs2TV5eXurQoYOkxPHRPXr00IwZM+Ti4qKaNWtq+fLlOnjwoBYuXPjAxwAAAAAA92N38KpQoYJOnDihFi1aOKKeFHx9fbVw4UKNHTtW7733njw8PNS8eXMNHjzYpt306dM1fvx4TZw4UQkJCapVq5aCgoJs7ufq16+fzGazli1bpnnz5qls2bKaOXOm/Pz8HsmxAAAAAHg8maz2jA1U4mx+3bp1U5s2bdSuXTv5+PikGDuZJ0+edC0yM7FYLNq/f79q1KiRqcaMAsi+un/TXceuHMvoMoAso1y+cgpuH5zRZaS7TkGrdOR8WEaXAWQJFYr4asnbLzp8P/ZkA7t7vPr27auEhAQtWbJES5YsSbHensk1AAAAAOBxYHfwSm3adgAAAADA3dkdvJiIAgAAAADsY3fwqlOnjvF9bGysIiIi5OPj81CzGwIAAABAdmZ38JKkc+fOaezYsdq6davi4+Pl4uKiRo0a6YMPPlDBggXTu0YAAAAAyNLsDl4XLlzQa6+9prCwMONhybGxsVq7dq0OHDigZcuWqUCBAuleKAAAAABkVU72viAoKEjXrl1TsWLFNGbMGC1YsECjR49WsWLFdPnyZX322WeOqBMAAAAAsiy7e7xCQkLk5OSk4OBgFSlSRJJUt25d1a1bV88995w2b96c7kUCAAAAQFZmd49XZGSk3N3djdCVpFixYnJ3d1dkZGS6FQcAAAAA2YHdwat48eKKiorSL7/8YrN81apVioqKUokSJdKtOAAAAADIDuweatimTRtNnDhRgYGBWrp0qYoWLapz585p9+7dMplMat26tQPKBAAAAICsy+7g1a1bN+3du1fr1q3Trl27tHv3bmN2w6efflrdunVL7xoBAAAAIEuzO3g5OTlp+vTpWr9+vdauXaurV68qX758atiwoZo1ayaTyeSIOgEAAAAgy7I7eO3atUuurq5q0qSJmjRpYiy3WCzasGGDnJ2d1bBhw3QtEgAAAACyMruDV+fOnVWoUCFt3LjRZrnZbNaQIUPk7u6uLVu2pFuBAAAAAJDV3Td4Wa1WBQYG6urVq8aya9euqUuXLjbtIiMjFRkZqYSEhPSvEgAAAACysPsGL5PJpKeeekrDhw83fo6Li9POnTtTbV+jRo10LRAAAAAAsro0DTV85ZVXdPLkSUVGRurbb7+Vu7u7WrZsaaw3mUxydnZW0aJF9dJLLzmsWAAAAADIitJ8j9egQYMkSTExMfLx8dHQoUMdVhQAAAAAZCd2T64xfvz4FMtCQ0MVFham2rVry93dPV0KAwAAAIDswu7gFRsbqxEjRih37twaPHiwvvzySwUFBUmSihcvroULF6pAgQLpXScAAAAAZFlO9r7gs88+0w8//KBDhw7p9u3bmjVrlqxWq8xms86cOaMZM2Y4ok4AAAAAyLLsDl6///67TCaTunbtqp07d+r27dtq06aNsfyPP/5wRJ0AAAAAkGXZHbwuX76s3Llzq3Hjxtq9e7dMJpMCAgJUuHBh+fj46MqVK46oEwAAAACyLLuDl6enp27duqW4uDht3bpVklS7dm1dvnxZERER8vX1TfciAQAAACArszt4VapUSTExMWrevLmOHj2qihUrysvLS+3bt1dCQoLq1KnjiDoBAAAAIMuyO3gNGDBAnp6eOn/+vMxmswYOHCh3d3ddv35defLkUf/+/R1RJwAAAABkWXZPJ1+1alX98ssv2rt3r5544gmVLl1akjRw4EA1a9ZMhQoVSvciAQAAACArszt4SVK+fPnUrFkzm2XdunVLj3oAAAAAINuxO3h16dLlnutNJpMWLFjwwAUBAAAAQHZjd/DauXNnqstNJpOsVqtMJtNDFwUAAAAA2Yndwatdu3Y24cpisejmzZv6888/5eHhoR49eqRrgQAAAACQ1dkdvEaNGpXq8v/++08vvPCCYmJiHrooAAAAAMhO7J5O/m4KFy6sggULasmSJem1SQAAAADIFuzu8frrr79SLIuNjdXevXt18uRJ5cyZM10KAwAAAIDs4qHv8bpTrVq1HqogAAAAAMhuHug5XlarNdXl1apV08cff/ww9QAAAABAtmN38Fq/fn2KZU5OTvLy8pKnp2e6FAUAAAAA2YndwatIkSKOqAMAAAAAsq00z2oYExOjadOm6ZdffkmxbujQofrxxx/TtTAAAAAAyC7SFLxiYmLUsWNHzZw5M8VQw7Nnz2rlypUaOnSo3nvvPSUkJDikUAAAAADIqtIUvObNm6eDBw9Kkry9vW3WRUZGqnr16rJarVq9erVWrlyZ7kUCAAAAQFaWpuD1yy+/yGQyafjw4froo49s1lWsWFHffvutevXqJavVqmXLljmkUAAAAADIqtIUvM6cOSM3Nzd16tTprm0GDBggFxcXnTp1Kr1qAwAAAIBsIU3By2w2y2q13vP+LbPZLLPZrJiYmHQrDgAAAACygzQFr7JlyyomJibVGQ2T/P7774qOjlapUqXSrTgAAAAAyA7SFLxeeuklWa1Wffjhh5o/f77OnTsni8Wi+Ph4nT17VvPnz9ewYcNkMpnUsmVLuwpISEjQ3Llz9dxzz6latWp66aWX9NNPP9m0CQ0NVefOnVWzZk3Vr19fU6ZMUWxsrE2bq1evKjAwUHXr1pWfn5/effddXb582aZNfHy8goKC1LBhQ1WvXl0dO3bUgQMH7KoXAAAAAOyVpgcot2/fXr/++qv27NmjCRMmaMKECSnaWK1W1ahR4573gaXms88+09y5czVgwABVrVpVmzdv1qBBg+Tk5KQXX3xRZ8+eVffu3VWjRg0FBQXp+PHjmjp1qsLDwzVq1ChJiYGqV69eioyM1Mcff6z4+HhNnjxZb7zxhlasWCEXFxdJ0vjx4/X9998rMDBQRYoUUXBwsLp166aVK1eqRIkSdtUNAAAAAGmVph4vZ2dnffXVV3r55ZeN+72SfyX1dH311VdydXVN885v376thQsXqnPnzurdu7eefPJJDR06VHXq1NGiRYskSXPmzJGHh4dmzpyphg0bqkePHnr//ff13Xff6b///pMk/fbbbzp06JC++OILPf/880Yt//zzj3799VdJ0oULF7R06VINHjxYnTt31jPPPKO5c+fKx8dHc+bMsfd9AwAAAIA0S1OPlyTlzJlTY8aM0TvvvKOdO3fqv//+U0JCgvLnz6+6deuqUKFCdu/c1dVVS5cuVZ48eWyWu7i46ObNm5KkkJAQNWzY0CbQNW/eXCNHjlRISIjatWunkJAQlSpVSmXLljXalC1bVmXKlNHmzZv10ksvafv27YqPj1fTpk1t9t+oUSOtW7fO7toBAAAAIK3SHLyS5M2bVy1atEiXnZvNZlWoUEFS4lDFa9euacWKFfrjjz80atQoRUdH6/z58ykm7PD19ZWnp6dOnjwpSTp+/LhKliyZYvvFixe3aePh4aF8+fLZtClRooQuX76sqKgoeXh4pMtxAQAAAEBydgcvR1m9erUCAwMlSY0aNdJLL71k9Hp5enqmaO/h4aHIyEhJ0s2bN1O9R8vDw0NRUVFGm7ttR5IiIyPtCl4WiyXNbQHgQZnN5owuAciystO/1ZwLgAfj6POAPdvPNMGrWrVqWrx4sY4eParPPvtMPXv21OTJk+/5GpPJJCmxt+xh2kiSk1OabnczhIaG2tUeAOyVM2dOVapUKaPLALKso0eP6vbt2xldxkPjXAA8uMx0Hsg0wat48eIqXry4ateuLU9PTw0ZMkRnzpyRJKPXKrnIyEh5eXlJSuwRe5g2kox2aVW1alU+fQIAIBMrX758RpcAIIM5+jxgsVjS3CGTpuAVExOjHDlyPFRRqQkLC9OWLVv09NNP20ywkfSpzuXLl1WgQAGdPn3a5nXXrl1TVFSUypQpI0kqVaqUDh8+nGL7Z86cUbVq1SRJpUuXVmRkpMLCwuTr62u0OX36tIoUKSI3Nze7ajebzQQvAAAyMf6dBpCZzgNpGl9Xu3Ztvf766/rss8+0fft2xcTEpMvOo6OjNWTIEH3//fc2y7dt2yYpMaEGBARo06ZNNg9MXrNmjcxms+rVqydJql+/vo4fP65///3XaPPvv//q+PHjCggIkCQ99dRTkhKnnk8SGxurTZs2GW0AAAAAwBHS1OP11FNPae/evdq9e7dmzZolZ2dnVa1aVbVr11bdunVVq1Ytu3uMJKlw4cJ6+eWXNWPGDDk7O6tSpUravXu3Zs+erVdeeUVly5ZVz549tXr1avXs2VPdu3fXqVOnNGXKFLVr106FCxeWJLVo0UKzZs1Sr169jAk6Jk+erHLlyun555+XJBUpUkRt2rTRuHHjFBMTo5IlSyo4OFg3btxQz5497a4dAAAAANIqTcFr1qxZslqtOnLkiHbu3KmdO3dqz5492rt3r2bPni2z2awqVaqobt26qlOnjl09SB9//LGKFSumZcuW6fz58ypUqJAGDBigN954Q5JUpkwZzZs3TxMnTtSAAQOUO3dudevWTQMGDDC24erqquDgYI0ZM0YffvihXFxcFBAQoPfff1/Ozv9/iKNGjVKuXLk0Z84c3bp1S5UrV1ZwcHCqMyICAAAAQHoxWe833d89HDt2TLt27dKOHTu0Z88eXbt2TSaTKdX7rbILi8Wi/fv3q0aNGplqzCiA7Kv7N9117MqxjC4DyDLK5Sun4PbBGV1GuusUtEpHzodldBlAllChiK+WvP2iw/djTzZ4qFkNy5Urp3LlyqlTp06SEh9SvGvXrofZJAAAAABkO+k6nXyZMmWMmQYBAAAAAInse2owAAAAAMBuBC8AAAAAcDCCFx47cXFxmjp1qqpUqSIPDw+VLl1a/fr10/Xr1402bdq0kclkSvEVFBQkSWrUqFGq65O+kly5ckUDBw5U6dKl5eHhoSpVqmjKlCmyWCyP+rABAACQgey+x2v69Ony9PRUt27dbJZbLBZ9+umn8vT0VL9+/dKrPiDd9evXT3PmzJEk+fj46NSpU5o5c6Y2b96svXv3ytXVVX/99ZckqWDBgjYz1Hh5eUmS8uXLpyJFithsNywsTLdv3zaWx8bGqnHjxjp48KCcnJyUK1cuHTx4UIGBgTp8+LBRAwAAALI/u3u8pk+frgULFqRYHh0drWXLlmn+/PnpURfgEJcvX9bcuXMlSXPmzNH169cVEhIik8mkgwcP6qefflJkZKROnjwpKfGRCefOnTO+kp4v991339ksP3DggDw8POTi4qIffvhBkvTTTz/p4MGDypEjhw4cOKDr169r3LhxkqS5c+fq8uXLGfAOAAAAICPct8fLarWqbdu2OnLkiLHs4sWLqlixYqptfXx80rVAID2FhYXp5Zdf1oULF4zHIDz11FPKmzevrly5orNnzyo0NFRWq1UFChQwerju591339XVq1c1dOhQ1a5dW5Lk4uKiVq1aydfXV1WqVJEkvfTSS3r//fdltVp1/vx55c+f3zEHCgAAgEzlvj1eJpNJw4YNk9VqldVqNe5fSfo5+ZckNWvWzLEVAw+hQoUKWrZsmbZu3aqcOXNKkg4fPqwrV65ISnwkQtIww5iYGD3xxBNyc3NTnTp1tGHDhlS3uXfvXi1cuFD58uXT8OHDjeWtWrXSypUrNW/ePGPZli1bJElms1klS5Z0xCECAAAgE0rTPV7+/v768ssvFRkZqcDAQPn4+Oijjz6y3ZCzs4oVK5ZqTxiQWUVERKhjx46SpOLFi6t58+Z65513JEnh4eGKjY2VxWLRrl271KxZM23YsEFPP/20zTamTp0qKfHeMQ8Pj7vu68CBAxo6dKgk6ZVXXlHu3LkdcUgAAADIhNI8uUbDhg0lJU4YkDNnTjVv3txhRQGPwrVr19S8eXPt379fZrNZX331lVxdXfXkk08qKipKTz75pHr27Knw8HA1adJEBw4c0MiRI7Vu3TpjG5cuXdK3334rJycn9enT56772rt3r5577jlFRESoQIECRlgDAADA48HuWQ3btGkji8WiI0eOKDIy0hhimFzSPS5AZnXlyhU1adJEoaGhcnJy0rx589S0aVNJ0uuvv67XX3/daJsnTx51795db7/9tvbs2WOzndWrVysuLk5PP/20ChQokOq+duzYoWbNmikiIkJ58+bVb7/9pkKFCjnu4AAAAJDp2B28/vrrL7399tu6cOFCqutNJpMOHTr00IUBjhIZGalmzZopNDRUzs7OWrRokdq3b2+sX7dunc6dO6cGDRqodOnSkhKf/SUpxeQxa9eulSQ9//zzqe7r4MGDat68uSIiIlSwYEGtW7dOlStXdsBRAQAAIDOzO3iNHj1a//33313Xp9YDBmQmb731lvbt2ydJWrBggU3okqRBgwZp//79atWqlb755htFRkYaE2Q8++yzNm23bdsmSfLz80uxn+joaLVp00bh4eHKlSuXNm7cqAoVKjjikAAAAJDJ2R28jhw5IpPJpMDAQDVr1kxubm7GTIdAZnf48GEtXrxYUmLv7ODBgzV48GBj/QcffKARI0aobdu2+vHHH5UnTx7FxcUpLi5O+fPn14gRI4y2VqvV6PmtVKlSin3Nnz9f//zzj6TEeyPvDG0///yzatasme7HCAAAgMzH7uBVqFAhhYWFqWfPno6oB3Con376yeiVTXqWVnI3btzQW2+9pVWrVmns2LEKDQ2Vi4uLnnnmGU2cOFFFixY12l67dk3x8fGSEu8Du9OPP/5ofB8dHZ1iXzExMel2XAAAAMjc7A5effr00QcffKCtW7emmFYbyOyGDBmiIUOG3LddixYt1KJFi3u2yZs37z2H1v7666921wcAAIDsye7gdezYMRUpUkRvvvmmypcvr9y5c8tsNhvrTSaTZs+ena5FAgAAAEBWZnfwCg4OlslkktVq1eHDh1Os536v9GNNsMjkZL5/QwA2+NsBAACZjd3Bq3Xr1oSrR8TkZNbVFUMVd/VERpcCZBkueUsrb9vxGV0GAACADbuD1/jxXNA8SnFXTyjuYsqeRQAAAABZh93B617P8EpSuHDhByoGAAAAALIju4NXkyZN7rneZDLp0KFDD1wQAAAAAGQ3dgeve02fnZb1AAAAAPC4sTt4ffvttzY/x8fHKzIyUj/88IP++usvzZ07N92KAwAAAIDswO7gVb169VSX169fX02aNNG0adM0ZcqUhy4MAAAAALILp/TcWFxcnDZv3pyemwQAAACALM/uHq+PP/44xbLY2FiFhobq2rVrypMnT3rUBQAAAADZht3B65tvvkn1AcpJk2q8/PLLD18VAAAAAGQjdgev2rVrp1jm5OQkb29vPfnkk3rttdfSpTAAAAAAyC7sDl6LFi1yRB0AAAAAkG3ZHbySXL16VZs3b9a1a9eUL18+NWzYUL6+vulZGwAAAABkCw8UvBYvXqxJkyYpNjbWWObm5qYPPvhAr776aroVBwAAAADZgd3TyW/cuFGjR49WTEyMXFxcVKhQIbm4uOj27dsaMWKEtm7d6og6AQAAACDLsjt4zZ49WyaTSe3bt9fOnTu1YcMG7dy5U+3atVNCQoJmzZrliDoBAAAAIMuyO3gdOXJEbm5u+vDDD+Xm5iYpcZjhRx99JDc3Nx06dCjdiwQAAACArMzu4OXi4qL4+HjFx8fbLI+Li1N8fLxcXV3TrTgAAAAAyA7sDl7VqlVTfHy8Bg0apPPnz0uSzp8/r8GDB8tisah69erpXiQAAAAAZGV2z2rYp08fbd++XWvXrtXatWtlMplktVolSSaTSb169Ur3IgEAAAAgK7O7x8vf319Tp05V7ty5ZbValZCQIKvVqly5cmnChAmqXbu2I+oEAAAAgCzrgZ7j9dxzz6lx48bau3evrl27prx586pGjRrc3wUAAAAAqbA7eFmtVplMJrm4uKhu3bqSpPj4eDk7P1CGAwAAAIBsL81DDU+ePKnOnTvrq6++SrHuhRde0LBhwxQREZGuxQEAAABAdpCm4HXx4kW1b99eu3fv1u7du23W/fXXXzp9+rRWrFih119/XTdv3nRIoQAAAACQVaUpeM2aNUsRERHKlSuXmjVrZrOuQIEC6tWrl5ydnfXvv/9qwYIFDikUAAAAALKqNAWvLVu2yGQyacaMGWrbtq3NugIFCigwMFCTJ0+W1WrVmjVrHFIoAAAAAGRVaQpely9flqenp/z9/e/a5rnnnpO7u7vOnTtnVwEJCQlaunSpWrZsqZo1a6pJkyYaO3asIiMjjTanT59Wnz595O/vr7p162rEiBE26yUpKipKI0eOVEBAgGrWrKlevXrpxIkTKfa3YMECNW3aVNWqVVObNm20efNmu+oFAAAAAHulKXh5eHjo1q1bun379l3bREdHKyYmRi4uLnYV8NVXX+mTTz5Ro0aNNGPGDPXo0UM//vij/ve//8lqterGjRvq2rWrrl69qvHjxyswMFC//PKLBg4caLOdwMBA/fbbbwoMDNSECRN06dIldenSxWbCj+DgYE2YMEGtW7fWtGnTVKxYMfXt2zfFfWsAAAAAkJ7SNAd81apVtW3bNs2cOVOBgYGptpk9e7YsFosqVaqU5p0nJCRozpw5eu2114ztPvXUU8qdO7feeecd/f333/rjjz8UHh6uFStWyNfXV1Li8MbevXtrz5498vPz0759+7Rx40bNnj1bDRs2lJT4oOcmTZro66+/Vt++fRUdHa2ZM2eqe/fu6tevnySpQYMGat++vWbMmKHg4OA01w0AAAAA9khT8Hr99dcVEhKir776Sv/++6+aNm2qQoUKyWq16r///tOGDRu0ceNGmUwmderUKc07j4yMVKtWrfT888/bLC9durQk6ezZswoJCZGfn58RuiSpfv368vDw0JYtW+Tn56eQkBC5u7urfv36RhtfX1/Vrl1bmzdvVt++fXXgwAHduHFDTZs2NdqYTCY1bdpUU6ZMUXR0tNzc3NJcOwAAAACkVZqCV6NGjdS1a1ctWLBAmzZt0qZNm1K0sVqt6tChg02wuZ9cuXJp+PDhKZavW7dOklS2bFkdP35cLVq0sFlvNptVtGhRnTx5UpJ0/PhxFS1aVGaz2aZd8eLF9fPPPxttJKlkyZI2bUqUKCGLxaIzZ86oXLlyaa4dAAAAANIqTcFLkt5//31VqlRJX331lf755x+bdcWLF1evXr306quvPnRBBw4c0OzZs9W4cWOVK1dON2/elIeHR4p2Hh4exgQbN2/elKenZ6ptoqKiJMloe2e7pG3fOVnH/VgsFrvaP4g7gySAtHsUf6OPAucB4MFll/OAxLkAeFCOPg/Ys/00By9JatWqlVq1aqWrV6/qv//+k9VqVf78+VWoUCG7i0zNnj171KdPHxUtWlTjxo2TlNiTdjcmkynNbRISEu65byenNM0zYggNDbWrvb1y5sxp1/1yAGwdPXr0nhMCZQWcB4CHkx3OAxLnAuBhZKbzgF3BK0nevHmVN2/edC3kl19+0dChQ1WyZEl99dVXyp07t6TEHqqkXqvkIiMjVaBAAaPN1atXU7SJioqSl5eXJBn/jYqKkre3t812kq9Pq6pVq/LpE5CJlS9fPqNLAJDBOA8AcPR5wGKxpLlD5oGCV3qbO3euJk2apDp16mjGjBk2IahUqVI6c+aMTXuLxaJz587pueeeM9qEhIQoISHBpufq9OnTKlOmjNEmaVm1atVs2ri4uKhYsWJ21Ww2mwleQCbG3ycAzgMAMtN5wL7xdQ7wzTffaOLEiXr++ef11Vdfpeh5CggI0K5duxQWFmYsCwkJ0a1btxQQECApcZbDqKgobd261WgTFham3bt3G21q1qwpd3d3rVmzxmhjtVq1du1a1alTR66uro48TAAAAACPsQzt8bpy5YrGjRunIkWKqFOnTjp06JDN+uLFi6tjx45avHixunfvrv79+ys8PFyTJk1SgwYNVKtWLUlS7dq1VadOHQ0aNEiDBg2Sj4+Ppk2bJi8vL3Xo0EFS4vjoHj16aMaMGXJxcVHNmjW1fPlyHTx4UAsXLnzkxw4AAADg8ZGhwWvz5s2Kjo7W+fPnU33+17hx49S2bVstXLhQY8eO1XvvvScPDw81b95cgwcPtmk7ffp0jR8/XhMnTlRCQoJq1aqloKAgm/u5+vXrJ7PZrGXLlmnevHkqW7asZs6cKT8/P4cfKwAAAIDHV4YGr1deeUWvvPLKfduVK1dO8+fPv2cbb29vjRs3zpgNMTVOTk5666239NZbb9lbKgAAAAA8sAy/xwsAAAAAsjuCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgINlquB18eJF+fv7a8eOHTbLT58+rT59+sjf319169bViBEjFBkZadMmKipKI0eOVEBAgGrWrKlevXrpxIkTKfaxYMECNW3aVNWqVVObNm20efNmhx4TAAAAAGSa4HXhwgX16NFDN2/etFl+48YNde3aVVevXtX48eMVGBioX375RQMHDrRpFxgYqN9++02BgYGaMGGCLl26pC5duigiIsJoExwcrAkTJqh169aaNm2aihUrpr59+2r37t2P5BgBAAAAPJ6cM7qAhIQErVy5UhMmTEh1/dKlSxUeHq4VK1bI19dXklSgQAH17t1be/bskZ+fn/bt26eNGzdq9uzZatiwoSTJ399fTZo00ddff62+ffsqOjpaM2fOVPfu3dWvXz9JUoMGDdS+fXvNmDFDwcHBj+aAAQAAADx2MrzH6+jRoxoxYoRat26tiRMnplgfEhIiPz8/I3RJUv369eXh4aEtW7YYbdzd3VW/fn2jja+vr2rXrm0MJTxw4IBu3Lihpk2bGm1MJpOaNm2qHTt2KDo62lGHCAAAAOAxl+HBq1ChQlq7dq3ef/99ubm5pVh//PhxlSpVymaZ2WxW0aJFdfLkSaNN0aJFZTabbdoVL17cpo0klSxZ0qZNiRIlZLFYdObMmfQ6JAAAAACwkeFDDX18fO65/ubNm/Lw8Eix3MPDw5hg4+bNm/L09Ey1TVRUlCQZbe9sl7TtOyfruB+LxWJX+wdxZ5AEkHaP4m/0UeA8ADy47HIekDgXAA/K0ecBe7af4cHrfqxW613XmUymNLdJSEi4536cnOzr/AsNDbWrvb1y5sypSpUqOXQfQHZ29OhR3b59O6PLeCicB4CHkx3OAxLnAuBhZKbzQKYPXp6enkavVXKRkZEqUKCA0ebq1asp2kRFRcnLy0uSjP9GRUXJ29vbZjvJ16dV1apV+fQJyMTKly+f0SUAyGCcBwA4+jxgsVjS3CGT6YNXqVKlUtx/ZbFYdO7cOT333HNGm5CQECUkJNj0XJ0+fVplypQx2iQtq1atmk0bFxcXFStWzK66zGYzwQvIxPj7BMB5AEBmOg9k+OQa9xMQEKBdu3YpLCzMWBYSEqJbt24pICBAUuIsh1FRUdq6davRJiwsTLt37zba1KxZU+7u7lqzZo3Rxmq1au3atapTp45cXV0f0REBAAAAeNxk+h6vjh07avHixerevbv69++v8PBwTZo0SQ0aNFCtWrUkSbVr11adOnU0aNAgDRo0SD4+Ppo2bZq8vLzUoUMHSYnjo3v06KEZM2bIxcVFNWvW1PLly3Xw4EEtXLgwIw8RAAAAQDaX6YOXr6+vFi5cqLFjx+q9996Th4eHmjdvrsGDB9u0mz59usaPH6+JEycqISFBtWrVUlBQkM39XP369ZPZbNayZcs0b948lS1bVjNnzpSfn9+jPiwAAAAAj5FMFbzq1q2ro0ePplherlw5zZ8//56v9fb21rhx4zRu3Li7tnFyctJbb72lt95662FLBQAAAIA0y/T3eAEAAABAVkfwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcDCCFwAAAAA4GMELAAAAAByM4AUAAAAADkbwAgAAAAAHI3gBAAAAgIMRvAAAAADAwQheAAAAAOBgBC8AAAAAcLDHMniFhITo5ZdfVvXq1fXMM89o7ty5slqtGV0WAAAAgGzqsQte+/fvV58+fVS6dGlNmzZNLVu21KRJkzRnzpyMLg0AAABANuWc0QU8atOmTVPFihU1adIkSVKDBg0UHx+vWbNmqUuXLnJzc8vgCgEAAABkN49Vj1dsbKx27Nihpk2b2ixv1qyZoqKitGfPngyqDAAAAEB29lgFr7NnzyouLk4lS5a0WV6iRAlJ0smTJzOgKgAAAADZ3WM11PDmzZuSJE9PT5vlHh4ekqTIyMj7biNpEo7Y2FiZzeZ0rtCW2WyWOV85JTi5OnQ/QHZizlNSFotFFoslo0tJF2azWWV9y8rFySWjSwGyjBI+JbLVeUBKPBc8UdBbrmZTRpcCZAkl8uV6JOeBpO2nZaK+xyp4JSQk3HO9k9P9OwCTtnHo0KF0qem+ireRij+aXQHZxdn9+zO6hHTVPE9zKU9GVwFkLfuz2XlAklo+4S494Z7RZQBZxqM8D9wvZ0iPWfDy8vKSJEVFRdksT+rpurMnLDXOzs6qWrWqnJycZDLxqRMAAADwuLJarUpISJCz8/1j1WMVvIoXLy6z2azTp0/bLD9z5owkqUyZMvfdhpOTk1xdGfoHAAAAIO0eq8k1cuTIIX9/f61du9ZmHOaaNWvk5eWlatWqZWB1AAAAALKrxyp4SVLfvn114MABDRw4UJs3b1ZQUJDmzp2rN998Uzlz5szo8gAAAABkQyZrWqbgyGbWrl2rzz//XCdPnlSBAgXUqVMn9ejRI6PLAgAAAJBNPZbBCwAAAAAepcduqCEAAAAAPGoELwAAAABwMIIXAAAAADgYwQuZxtChQ1W+fPm7fgUEBDySOqZNm6by5csbPz/zzDMaOnSow/aXkJCg7777Tp06dVLdunVVq1YttWnTRosWLVJsbKxd2zp37pzKly+vFStWSEp5LADuLzQ0VIMGDVKjRo1UrVo1Pfvss/rwww919uxZu7bTuXNnde7cWVLKv00AGSszXHM86usNZLzH6gHKyPzy5cun6dOnp7rOxcXlkdTw6quv6umnn34k+7p9+7b69OmjAwcOqEOHDurZs6dcXFz0559/auLEidqyZYtmzJjBQ7uBR2TJkiUaO3as6tatq8DAQOXPn1+nT5/W3Llz9fvvv2vBggWqUKFCRpcJIB1k9DXHo7zeQOZA8EKm4urqqho1amRoDQULFlTBggUf6LXTpk3TDz/8oA0bNqSp/bhx47R3714tWrTI5rjr16+vChUqKDAwUN988426dOnyQPUASLs9e/ZozJgx6tSpk4YNG2Ysr1u3rp599lm1bt1aH3zwAb1WQDaR0dccD3O9gayJ4IUsqXPnzipVqpQKFiyopUuX6saNG6pTp47GjRunzZs3a9asWbp69aqqV6+u0aNHq2jRopIki8WiuXPn6qefftKZM2fk5OSkChUq6O2331a9evUkJYan6dOn6+jRow49hrCwMC1fvlyvvvpqqif+F198UQcPHlSBAgWMZUeOHNH06dO1e/du3bx5U76+vmrWrJnee+89ubm5ObReILubO3euvLy89O6776ZY5+vrq6FDh+rkyZO6deuWnJycNGPGDK1Zs0b//fefXF1dVb16dQ0ePFgVK1bMgOoBOEJ2uN5A5kHwQqYTHx+f6nKz2SyTyWT8vGrVKlWuXFljxozRxYsXNWrUKL3++uvKkSOHhgwZotu3b+ujjz7SqFGjNHv2bEnSp59+qqVLlyowMFDly5fXpUuXNGPGDA0cOFCbNm1Szpw57a7XYrEo6XF4CQkJKY7B2Tn1P7Pt27crPj5ejRs3vuu2hwwZYnx/+fJlderUSTVq1ND48ePl6uqqLVu2KDg4WPnz51fv3r3trh1AIqvVqpCQED3zzDN3PQ+0aNHC+H7AgAHavXu33n33XRUvXlynT5/WZ599psDAQK1evdrmXAUg80rLNUdmud5A1kfwQqZy/vx5Va5cOdV1gwcP1htvvGH8HB8fr+nTp8vb21uS9Pvvv2vr1q1at26dihUrJknav3+/fvzxR+M1ly9f1jvvvGPc8C5JOXLk0P/+9z8dPXr0gYYcdOvWTTt37rRZlvwY1q9fb3wCltyFCxckKdV1qTl27JgqVqyozz77TJ6enpKkp556Stu2bdOOHTsIXsBDuH79umJiYtL09xgbG6uoqCgNHz7cCGN16tRRZGSkxo8fr6tXrypfvnyOLhnAQ0rrNUdmud5A1kfwQqaSL18+ffHFF6muK1SokM3PZcqUMU6CkpQ3b17lzp3bOAlKko+Pj27evGn8PHnyZEmJw/xOnDih06dPa+PGjZJk9wyCSUaOHKmoqChJ0rJly7Rx40abY8ifP3+qr0vqCUvqJbuf+vXrq379+oqLi9O///6r06dP69ixYwoLC5OPj88D1Q4gkdlslpTYg30/rq6umjt3riTp0qVLOnnypE6dOvXQ5xIAj1Zarzkyy/UGsj6CFzIVV1dXVa1aNU1tk3p9knN3d7/na0JDQzVy5EiFhoYqZ86cKlu2rAoXLixJxnBBe5UuXdr4ftOmTWk+hqT9/vfff3riiSdSbXP58mX5+vrK2dlZCQkJmjJlipYsWaJbt26pUKFCqlatmnLkyPFAdQP4f97e3vLw8NB///131za3bt1SXFycvL29tXXrVo0dO1YnTpyQh4eHKlSoYJx/HvRcAuDRSuu/15nlegNZH8/xwmMjMjJSPXv2lLu7u1avXq29e/fq+++/18svv5wh9dSrV08uLi7avHnzXdv06tXLqG/27NmaP3++hg8frt27d2vTpk36/PPP5evr+6hKBrK1+vXra8eOHYqJiUl1/bJly1SvXj39/fff6tevnypWrKi1a9dqz549+vrrr+95vyaAx0dmu95A5kHwwmPjxIkTCg8PV5cuXVS2bFk5OSX++m/ZskVS2of8pZdcuXLplVde0bJly/T333+nWL9y5UodOXJEL730kqTEqa7Lli2rl19+WV5eXpIShzkdO3bskdcOZEc9evRQeHi4goKCUqy7cuWK5s2bp7Jly+rMmTOKiYlR7969Vbx4ceMG/K1bt0ri02zgcZfZrjeQeTDUEJlKbGys9u/ff9f15cuXf+CZgEqVKiVPT0/NmjVLzs7OcnZ21po1a/T9999LSnyY8cP63//+p//9739pbv/uu+8qNDRUnTt31uuvv646deooPj5eW7Zs0bJly9S4cWN17dpVklStWjXNnDlTs2fPVo0aNXT69Gl9+eWXio2NTZfagcddjRo1NHDgQAUFBen48eNq3bq1cufOrX/++Udz585VTEyMgoKCjPPHpEmT1OP/2rv/mCrr/o/jzwMcUsEAE8OagDlz4jEQ+ZHIjhgmy/6Imf2y6dRyaLVo001npOlQlwZqhAu0TfkRphvpJM1iSmodjiLZUP+hlpWaemAE0ZGf53z/OOO69VaT8HvI+75fj43t4lzXPtf7c/66Xufz41qwgI6ODsrLy6mqqgI8UxJF5N7Xm2eOvuiP5w35z6TgJfcUh8PBCy+8cNvze/fu7fM7cgYPHszWrVvZsGEDmZmZBAQEMHbsWEpKSli4cCE1NTU88cQTfS29T+6//36Ki4spKSnhwIEDlJWV4Xa7iYyMJCsri1mzZhmbcGRkZNDU1ERRURH5+fkMHz6cZ555BpPJREFBAS0tLf1au8h/o8WLFxMVFUVpaSnr1q2jubmZ4cOHk5KSwqJFi4wF9zk5OXz44YcsXryYoKAgYmJiKC4uZs6cOdTU1PT5gU1E+k9vnjn64l583pB7g8mtOREiIiIiIiJepTVeIiIiIiIiXqbgJSIiIiIi4mUKXiIiIiIiIl6m4CUiIiIiIuJlCl4iIiIiIiJepuAlIiIiIiLiZQpeIiIi9wiXy/VPlyAiIl6i4CUiIv3myJEjzJs3j4SEBMaNG0dycjJvvvkm586d+9ttlZeXM2bMGMaPH++FSm+2fPlyxowZY/z99ttvN5yfNm2aca4vL0etrKxk/vz5xv8XLlww2jt9+vTdln9bdrvduI/D4fDafURE/tcpeImISL/Yu3cvixYtwmaz4XQ6CQwMpKGhgUOHDvHiiy9SV1f3T5f4t9hsNuP44sWL/Prrr31uq7S0lNdff/2u2hARkXubgpeIiPSL/Px8AGbOnElNTQ12u52vvvqKhx56iPb2dgoLC//hCnvHbDYD8O233xqf9YSwnnN/159//nn3hYmIyD1NwUtERPrFlStXAAgMDGTAgAEAjBgxgnfeeYcFCxYQGxtrXHvt2jXWrl3L1KlTsVgsxMfHM2/ePL7//vs73mfPnj3MmDEDi8WC1WolOzub1tZW43xnZyf5+fmkpaURHR1NYmIic+fO5eTJk73qR8/UxurqauOznuD12GOP3XS9y+WisLCQ1NRULBYLqampfPDBB3R2dgKQl5dHTk4O4Bk5GzNmDOXl5Te00dTUxJIlS5gwYQJJSUnk5OTctB6ssrKSl19+mdjYWGJjY1mwYAGnTp264Zquri42bdpEcnIy0dHRvPbaa1y9erVX/RYRkbvj908XICIi/xsSExM5evQoRUVFVFVVkZKSwuTJk3n88cdvWhOVlZVFRUUFPj4+BAcH09zcjM1m4+zZsxw/fpz77rvvlvfYtm0b77//PgDBwcE0NjZSXFzM2bNnKSkpwdfXl02bNvHxxx8DEBISgtPpxG63c/r0aT777DNGjRr1l/2IiIjg4sWLXLlyhfr6ekaPHo3dbgcgISHhprCzZs0aysrKMJlMBAUFcenSJfLz8zl//jy5ubkEBgYSGBhIa2srvr6+DB06lIEDB97QxvLly2lra6O7uxun00lhYSGjRo0iPT0dgJ07d7Ju3ToABgwYQHd3N9988w12u50tW7Ywbdo0ALKzsykrKwNg4MCBVFVV3TByJyIi3qMRLxER6RfvvvsukZGRAPzyyy8UFRWRkZHB5MmTWb9+PdeuXQM8I1Jut5vIyEg+/fRTbDYb+/btA6ClpYUff/zxlu23trYa0xkLCgqw2+0cP36cRx55hNraWg4fPgzA0aNHAVi9ejXV1dXY7XZmzJhBamoqDQ0NvepLfHw84Bnp+uGHH3A4HISFhREeHn7DdefPn2fXrl2YzWbKy8ux2+1UVlYSEhLC559/zrlz55g/fz4ZGRkAhIWFcfToUZ566qkb2rFYLFRXV2Oz2YiIiAAw+tPY2MjGjRsBmD17NjU1NZw4cYKpU6fS1dXFypUraW9vp6Ghgd27dwPw/PPPc+rUKY4fP35TzSIi4h0a8RIRkX7x8MMPs3//fg4cOMCXX37JyZMnaWlpwel0smPHDi5fvsyWLVswm83k5uYC8NNPP7F3715jRAluvx7qu+++M8LbypUrjc9bWloAT0h68sknGTt2LPX19WzYsIHq6mri4+N544037jjSdb3ExEQqKiqw2Wz4+Hh+w+wJY9errq7G7XbjcrlYtGiR8XnP1EebzUZUVNQd7/fSSy8Zo2CxsbH8/PPPNDc3A1BVVUVnZyf+/v4sW7YMs9mM2Wzm7bff5siRIzQ2NlJbW8u1a9fo7u4G4K233sLX15chQ4YwZ84csrKyet13ERHpGwUvERHpFx0dHTQ1NZGenk56ejoul4u6ujry8vI4duwYhw4dwuFwEBoayr59+9i8eTOXLl0iMDCQmJgYo53bvevq999/N4571pNd7/LlywCsWrWKgQMHUlFRwcGDBzl48CDgWbuVk5NjjCj9lZ6QdeLECdxuN+CZZni7mrq7u/+ypjsZMmSIcezv7w/863tobGwEIDQ01Fg7B56gazKZcLvdNDQ0GNf7+PjwwAMPGNeFhYX1qgYREbk7Cl4iIuJ1druduXPnAvDFF18wcuRIfHx8iI6OZunSpRw7dgy3201jYyPNzc0sW7YMt9tNQUEBVquVrq6uO76vKzQ01Diura0lICAA8IyQ9RyDZ3OPFStWsGLFCs6cOUNtbS179uyhrq6O7Oxstm3bdsf+jBw5ktDQUBwOB19//TXgCV61tbW3rCkkJOSGzTj+vaY76RlVu5WhQ4cC4HA4aGtrM8LXhQsXjFAYGhpKe3s74AlsV69eZdiwYUDvw5+IiNwdrfESERGvmzBhAoGBgYBnGmDPTnqtra1s374dgICAAMLDw6mvrzcCQ1hYGCaTieLiYqOt2414jRs3zggzW7duxe12c/HiRaZMmcKkSZOorKzE6XQyffp0YmJi2LlzJxMnTuTVV18lKSkJ+NfoUW/0jHC5XC6GDRtmrF+73sSJE/Hx8aGpqYnS0lIAzpw5Q3x8PFar1Xh3mZ+f53dQp9OJy+Wiq6ur13UkJyfj6+tLR0cH7733Hp2dnTidTtavXw94QldsbCwxMTHGaFleXh6dnZ00NDSwY8eOXt9LRET6TsFLRES8zt/fnzVr1gCe6XlWq5XExEQSEhLYv38/4Fl3NGjQICwWi/E+rJkzZxIXF8eGDRuMtnrWbP27wYMHs3DhQgC2b99ObGwsaWlp/PHHHwQFBZGUlMSgQYOYPn06breb3Nxc4uLimDhxIrt27QJg1qxZve7T9VMLbzXNECAyMpJnn30W8OxuGBcXx3PPPUd3dzfh4eFYLBbAs60+eLaNj4+PN0JabwwbNozMzEwAPvnkE+Li4khISODw4cOYzWbWrl2Lv78/QUFBvPLKKwDs3r2buLg4rFbrbb9PERH5/6XgJSIi/eLpp5+msLCQ5ORkgoKCaG1tZfDgwUyaNIn8/HxjKuKIESPYvHkzo0ePxs/Pj+DgYDIyMowt5/9q+/PFixezcuVKHn30Ubq6uggKCiI9PZ2ioiIGDRoEwNKlS1m9ejVRUVG43W78/PwYP348GzduZPbs2b3uz/WbadxqY40eq1atIjMzk4iICNra2ggNDWXOnDl89NFHmEwmAKxWK2lpaQQEBODn52fU2lsZGRnk5eURHx+Pj48PZrOZ5ORkiouLmTJlinFdZmYmS5Ys4cEHH8RkMpGSkkJBQcHfupeIiPSNyd0zn0NERERERES8QiNeIiIiIiIiXqbgJSIiIiIi4mUKXiIiIiIiIl6m4CUiIiIiIuJlCl4iIiIiIiJepuAlIiIiIiLiZQpeIiIiIiIiXqbgJSIiIiIi4mUKXiIiIiIiIl6m4CUiIiIiIuJlCl4iIiIiIiJepuAlIiIiIiLiZf8HkxFGiEBkjSwAAAAASUVORK5CYII="},"metadata":{}}],"execution_count":19},{"source":"## What does the spread of the revenue look like overall?","metadata":{},"cell_type":"markdown","id":"7fd34cda-efa3-48f2-9cee-532c140903ae"},{"source":"The revenue distribution is visually summarized in the boxplot provided. This type of plot is excellent for understanding the spread and central tendency of a dataset. Here's an interpretation of the overall revenue spread:\n\n**Median Revenue**: Positioned at **90.95**, the median indicates that half of the sales generated less revenue than this amount and the other half generated more. It serves as a robust measure of central tendency that is less affected by extreme values or outliers.\n\n**Mean Revenue**: Marked by the red 'X', the mean revenue is about **95.57**. This value is slightly higher than the median, suggesting a distribution with a positive skew, where higher revenue sales are pulling the mean upwards.\n\n**Interquartile Range (IQR)**: The box **represents the middle 50% of the revenue values**, spanning from the first quartile (Q1) at approximately 52.65 to the third quartile (Q3) at about 107.75. This range shows where the bulk of the revenues lie and **indicates variability in the middle half of the dataset**.\n\n**Whiskers**: The \"whiskers\" extend to the smallest value in the data and largest value within 1.5 times the IQR from the quartiles, which are approximately **32.54** (lower whisker) and **190.40** (upper whisker). They give a sense of the **range of typical values** and can help identify outliers.\n\n**Outliers**: Points beyond the whiskers are considered outliers. In this plot, we can see a group of outliers near the **maximum of 238.32**, which could be the result of a particularly large sale or an anomaly that may **require further investigation**.\n\nThe boxplot indicates that **there is a wide spread in revenue figures**, with a tail extending to higher revenues. This suggests that while many sales generate a moderate amount of revenue, there are a significant number of sales with higher revenues contributing to the overall performance.","metadata":{},"cell_type":"markdown","id":"23c1bc75-f841-417f-bc3e-3bbb41e8578b"},{"source":"from matplotlib.ticker import MaxNLocator\nfrom matplotlib import patheffects\n\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\ng = sns.boxplot(data=product_sales_imputed, x='revenue', color=\"skyblue\")\ng.set_title('Revenue Distribution', y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Revenue', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.xaxis.set_major_locator(MaxNLocator(nbins='25'))\n\nmax_whisker = g.lines[1].get_ydata()[1]\nannotation_height = max_whisker + (max_whisker * 0.05)\nmean_value = product_sales_imputed['revenue'].mean()\nquantiles = product_sales_imputed['revenue'].quantile([0.25, 0.5, 0.75])\n\nQ1 = product_sales_imputed['revenue'].quantile(0.25)\nQ3 = product_sales_imputed['revenue'].quantile(0.75)\nIQR = Q3 - Q1\nlower_whisker_value = Q1 - 1.5 * IQR\nupper_whisker_value = Q3 + 1.5 * IQR\n\nactual_lower_whisker = product_sales_imputed['revenue'][product_sales_imputed['revenue'] >= lower_whisker_value].min()\nactual_upper_whisker = product_sales_imputed['revenue'][product_sales_imputed['revenue'] <= upper_whisker_value].max()\nmax_outlier = product_sales_imputed['revenue'].max()\n\nplt.text(actual_lower_whisker, annotation_height - 0.03, f\"{actual_lower_whisker:.2f}\", \n         ha='center', va='center', fontweight='bold', color='black', fontsize='small')\nplt.text(actual_upper_whisker, annotation_height - 0.03, f\"{actual_upper_whisker:.2f}\", \n         ha='center', va='center', fontweight='bold', color='black', fontsize='small')\nplt.text(max_outlier, annotation_height - 0.03, f\"{max_outlier:.2f}\", \n         ha='center', va='center', fontweight='bold', color='black', fontsize='small')\n\nplt.scatter(mean_value, 0, color='red', marker='x', s=100, zorder=5)\nmean_label = f\"Mean: {mean_value:.2f}\"\nplt.text(mean_value, 0.03, mean_label, \n         ha='center', va='center', fontweight='bold', color='r', fontsize='small')\n\nfor q in quantiles.index:\n    text = plt.text(x=quantiles[q], y=annotation_height - 0.03, s=f\"{quantiles[q]:.2f}\", \n             ha='center', va='bottom', fontweight='bold', color='white')\n    text.set_path_effects([patheffects.withStroke(linewidth=2, foreground='black')])\n    \nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":384,"lastExecutedAt":1712391661785,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from matplotlib.ticker import MaxNLocator\nfrom matplotlib import patheffects\n\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\ng = sns.boxplot(data=product_sales_imputed, x='revenue', color=\"skyblue\")\ng.set_title('Revenue Distribution', y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Revenue', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.xaxis.set_major_locator(MaxNLocator(nbins='25'))\n\nmax_whisker = g.lines[1].get_ydata()[1]\nannotation_height = max_whisker + (max_whisker * 0.05)\nmean_value = product_sales_imputed['revenue'].mean()\nquantiles = product_sales_imputed['revenue'].quantile([0.25, 0.5, 0.75])\n\nQ1 = product_sales_imputed['revenue'].quantile(0.25)\nQ3 = product_sales_imputed['revenue'].quantile(0.75)\nIQR = Q3 - Q1\nlower_whisker_value = Q1 - 1.5 * IQR\nupper_whisker_value = Q3 + 1.5 * IQR\n\nactual_lower_whisker = product_sales_imputed['revenue'][product_sales_imputed['revenue'] >= lower_whisker_value].min()\nactual_upper_whisker = product_sales_imputed['revenue'][product_sales_imputed['revenue'] <= upper_whisker_value].max()\nmax_outlier = product_sales_imputed['revenue'].max()\n\nplt.text(actual_lower_whisker, annotation_height - 0.03, f\"{actual_lower_whisker:.2f}\", \n         ha='center', va='center', fontweight='bold', color='black', fontsize='small')\nplt.text(actual_upper_whisker, annotation_height - 0.03, f\"{actual_upper_whisker:.2f}\", \n         ha='center', va='center', fontweight='bold', color='black', fontsize='small')\nplt.text(max_outlier, annotation_height - 0.03, f\"{max_outlier:.2f}\", \n         ha='center', va='center', fontweight='bold', color='black', fontsize='small')\n\nplt.scatter(mean_value, 0, color='red', marker='x', s=100, zorder=5)\nmean_label = f\"Mean: {mean_value:.2f}\"\nplt.text(mean_value, 0.03, mean_label, \n         ha='center', va='center', fontweight='bold', color='r', fontsize='small')\n\nfor q in quantiles.index:\n    text = plt.text(x=quantiles[q], y=annotation_height - 0.03, s=f\"{quantiles[q]:.2f}\", \n             ha='center', va='bottom', fontweight='bold', color='white')\n    text.set_path_effects([patheffects.withStroke(linewidth=2, foreground='black')])\n    \nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"53dc2114-0876-4e98-ab99-98994b901070","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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"},"metadata":{}}],"execution_count":20},{"source":"To further investigate a wide spread in revenue figures, I've constructed the histogram with a kernel density estimate that provides insight into the distribution of revenue. It shows a **multimodal distribution**, with notable **peaks occurring roughly every 50 units of revenue**. \n\nThese peaks suggest that there are common price points for the products sold, which, when multiplied by the quantity sold, result in these revenue concentrations, which may be extremly valuable to identify customer buying habits and how they might strategically adjust their sales tactics to capitalize on the most common revenue-generating opportunities.","metadata":{},"cell_type":"markdown","id":"40e376b5-f742-4810-8e94-1326060b153a"},{"source":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.histplot(data=product_sales_imputed, x='revenue', bins=30, kde=True)\ng.set_title('Revenue Distribution', y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Revenue', fontweight='bold', fontsize='large')\ng.set_ylabel('Frequency', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":689,"lastExecutedAt":1712391662474,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.histplot(data=product_sales_imputed, x='revenue', bins=30, kde=True)\ng.set_title('Revenue Distribution', y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Revenue', fontweight='bold', fontsize='large')\ng.set_ylabel('Frequency', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"a098b8ad-d8ae-4da1-a922-5185de1e8eec","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}],"execution_count":21},{"source":"product_sales_imputed['nb_sold'].median()","metadata":{"executionCancelledAt":null,"executionTime":59,"lastExecutedAt":1712391662533,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed['nb_sold'].median()","lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"7a7b4dbf-5678-4382-befe-da856519420d","outputs":[{"output_type":"execute_result","data":{"text/plain":"10.0"},"metadata":{},"execution_count":22}],"execution_count":22},{"source":"Median number of products sold per each sale is 10, therefore the recurring revenue peaks should correlate with the number of items sold, with a multiplier effect of ten. \n\nTo further uncover this pattern, I introduced a column for **customers' average price per item sold**, calculated by dividing the revenue by the quantity of new products sold per each sale (customer). ","metadata":{},"cell_type":"markdown","id":"973ec8cc-2da8-4761-b1c0-65651aab642e"},{"source":"product_sales_imputed['average_price'] = product_sales_imputed['revenue'] / product_sales_imputed['nb_sold']","metadata":{"executionCancelledAt":null,"executionTime":86,"lastExecutedAt":1712391662620,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed['average_price'] = product_sales_imputed['revenue'] / product_sales_imputed['nb_sold']","lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"e6a128c8-cc96-47fe-a564-fd6d38688d74","outputs":[],"execution_count":23},{"source":"As expected, this chart shows that the average price tends to peak at  units 5, 10 and 15. This pattern will helps us understand how our revenue data and pricing are connected.","metadata":{},"cell_type":"markdown","id":"a0517f3a-2bf5-4c5d-a13e-7210a25c98e8"},{"source":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.histplot(data=product_sales_imputed, x='average_price', bins=30, kde=True)\ng.set_title(\"Customers' Average Spend per Product Distribution\", y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Average Price', fontweight='bold', fontsize='large')\ng.set_ylabel('Frequency', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":625,"lastExecutedAt":1712391663245,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.histplot(data=product_sales_imputed, x='average_price', bins=30, kde=True)\ng.set_title(\"Customers' Average Spend per Product Distribution\", y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Average Price', fontweight='bold', fontsize='large')\ng.set_ylabel('Frequency', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"9ae43727-96b4-4c98-af02-b61813bb2904","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}],"execution_count":24},{"source":"To categorize the average prices into distinct segments and further understand their relationship with the revenue generated, I conducted a statistical analysis. Firstly, I employed a **Gaussian Kernel Density Estimate** (KDE) to the average price data to identify the distribution's shape and locate its peaks and troughs. \n\nThe peaks represent the most common average price points, and the troughs signify potential boundaries between different price segments, that can be found below:","metadata":{},"cell_type":"markdown","id":"75e27165-bab8-4ed3-afd6-959ddaecfd2b"},{"source":"from scipy.signal import find_peaks\nfrom scipy.stats import gaussian_kde\n\n# KDE for the average price\nkde = gaussian_kde(product_sales_imputed['average_price'])\nx_d = np.linspace(min(product_sales_imputed['average_price']), max(product_sales_imputed['average_price']), 1000)\n\nkde_values = kde(x_d)\nprominence_threshold = 0.01 \npeaks, properties = find_peaks(kde_values, prominence=prominence_threshold)\nprominent_peaks = x_d[peaks]\n\n# Find troughs \ntroughs, _ = find_peaks(-kde_values, prominence=prominence_threshold)\ncut_points = x_d[troughs]\n\n# define bins for segmenting the data\nbins = np.unique([min(product_sales_imputed['average_price']), *cut_points, max(product_sales_imputed['average_price'])])\n\nprint(bins)","metadata":{"outputsMetadata":{"0":{"height":38,"type":"stream"}},"executionCancelledAt":null,"executionTime":615,"lastExecutedAt":1712391663860,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from scipy.signal import find_peaks\nfrom scipy.stats import gaussian_kde\n\n# KDE for the average price\nkde = gaussian_kde(product_sales_imputed['average_price'])\nx_d = np.linspace(min(product_sales_imputed['average_price']), max(product_sales_imputed['average_price']), 1000)\n\nkde_values = kde(x_d)\nprominence_threshold = 0.01 \npeaks, properties = find_peaks(kde_values, prominence=prominence_threshold)\nprominent_peaks = x_d[peaks]\n\n# Find troughs \ntroughs, _ = find_peaks(-kde_values, prominence=prominence_threshold)\ncut_points = x_d[troughs]\n\n# define bins for segmenting the data\nbins = np.unique([min(product_sales_imputed['average_price']), *cut_points, max(product_sales_imputed['average_price'])])\n\nprint(bins)","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"45f29838-58dd-4317-a0f7-b9e1760a131f","outputs":[{"output_type":"stream","name":"stdout","text":"[ 3.505       7.28917167 13.13208959 23.0925    ]\n"}],"execution_count":25},{"source":"By defining a _prominence threshold_, I was able to distinguish significant peaks in the data. **These peaks were indicative of the most prevalent pricing categories within our customers purchases.**\n\nI set up cut points that naturally segmented the price range into categories that I labeled as **\"Cheap\"**, **\"Moderate\"**, and **\"Expensive\"**. These segments were determined by the troughs in the KDE. I discovered that the **majority of sales fell into the \"Moderate\" price category**, followed by \"Cheap,\" and then \"Expensive.\":","metadata":{},"cell_type":"markdown","id":"e689e7a4-5d8b-493e-99bb-db8e72ffaec6"},{"source":"product_sales_imputed['average_price_category'] = pd.cut(product_sales_imputed['average_price'], bins=bins, labels=[\"Cheap\", \"Moderate\", \"Expensive\"], include_lowest=True)\n\ndistribution = product_sales_imputed['average_price_category'].value_counts()\ndistribution","metadata":{"executionCancelledAt":null,"executionTime":74,"lastExecutedAt":1712391663934,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed['average_price_category'] = pd.cut(product_sales_imputed['average_price'], bins=bins, labels=[\"Cheap\", \"Moderate\", \"Expensive\"], include_lowest=True)\n\ndistribution = product_sales_imputed['average_price_category'].value_counts()\ndistribution","outputsMetadata":{"0":{"height":38,"type":"stream"}},"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"5d0b653b-1d66-4f69-9824-76b5bd30084c","outputs":[{"output_type":"execute_result","data":{"text/plain":"Moderate     7560\nCheap        4963\nExpensive    2477\nName: average_price_category, dtype: int64"},"metadata":{},"execution_count":26}],"execution_count":26},{"source":"I visualized these findings using histograms overlaid with a KDE, color-coded by the newly created average price categories. \nNow we see a **clear division of the price categories**, each with its distinct peak frequency.","metadata":{},"cell_type":"markdown","id":"8214cf4a-63d5-44c4-bb79-257b31ee84e1"},{"source":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.histplot(data=product_sales_imputed, x='average_price', bins=30, kde=True, hue = 'average_price_category')\ng.set_title(\"Customers' Average Spend per Product Distribution By\\nCustomers' Average Spend per Product Category\", y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Average Price', fontweight='bold', fontsize='large')\ng.set_ylabel('Frequency', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":757,"lastExecutedAt":1712391664691,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.histplot(data=product_sales_imputed, x='average_price', bins=30, kde=True, hue = 'average_price_category')\ng.set_title(\"Customers' Average Spend per Product Distribution By\\nCustomers' Average Spend per Product Category\", y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Average Price', fontweight='bold', fontsize='large')\ng.set_ylabel('Frequency', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"1fb0d539-7539-423d-80b4-584ed5e088f5","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}],"execution_count":27},{"source":"To make it easier, lets call \" \"**Customers' Average Spend per Product**\" Category\" as **Average Price Category** further.\n\nThe second histogram, '**Revenue Distribution by** Customers' **Average Price Category**' correlates the previously defined price categories with the revenue generated. \n\nThis graph offers insights into which price categories are contributing the most to the revenue and helps identify patterns in customer purchasing behavior. **Expensive items contribute disproportionately to revenue**, this might influence inventory and marketing strategies.","metadata":{},"cell_type":"markdown","id":"0ca54ff3-04c1-4d61-a0fa-bf7dc1716ac9"},{"source":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.histplot(data=product_sales_imputed, x='revenue', bins=30, kde=True, hue = 'average_price_category')\ng.set_title('Revenue Distribution by Average Price Category', y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Revenue', fontweight='bold', fontsize='large')\ng.set_ylabel('Frequency', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":818,"lastExecutedAt":1712391665510,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_style('whitegrid')\nplt.figure(figsize=(10, 6))\ng = sns.histplot(data=product_sales_imputed, x='revenue', bins=30, kde=True, hue = 'average_price_category')\ng.set_title('Revenue Distribution by Average Price Category', y=1.03, fontweight='bold', fontsize='x-large')\ng.set_xlabel('Revenue', fontweight='bold', fontsize='large')\ng.set_ylabel('Frequency', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"36d2ffd5-23de-4b81-923d-2cc134624fa6","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}],"execution_count":28},{"source":"This analysis part has provided a clearer insight into the underlying factors of the recurring peaks at specific revenue intervals, the nature of exceptionally high sales or outliers, the broad range in revenue figures, and the multimodal distribution of sales data.","metadata":{},"cell_type":"markdown","id":"72c9b266-7587-43d7-9061-b84f0e1f5c8a"},{"source":"## What does the spread of the revenue look like for each method?","metadata":{},"cell_type":"markdown","id":"a2d21354-9f36-480b-be81-f6b9760a82b8"},{"source":"The spread of the revenue across different sales methods has been quantitatively depicted in boxplot visualizations. It is evident that the revenue spread differs by sales method:\n\n**Calls**: This **method shows a relatively lower average revenue** but with a consistent distribution, as indicated by the compact box and shorter whiskers.\n\n**Emails**: **Display a wider range and higher revenue on average**, but with significant outliers that suggest **variability in sales performance**.\n\n**Email + Call**: **Appears to have the highest average revenue**, denoted by the mean, and also **the widest range**, indicating a **diverse set of outcomes from this approach**.","metadata":{},"cell_type":"markdown","id":"1e4e9fd2-94e2-47ed-b203-1e102cb912f6"},{"source":"from matplotlib.ticker import MaxNLocator\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\ng = sns.catplot(x = 'revenue', y = 'sales_method', data = product_sales_imputed, kind = 'box', height=5, aspect=2, order = ['Call', 'Email', 'Email + Call'], hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'])\ng.ax.set_xlim(0,250)\ng.ax.set_xlabel('Revenue', fontweight='bold', fontsize='large')\ng.ax.set_ylabel('Sales Method', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins='20'))\ng.fig.suptitle('Revenue distribution between sales methods', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":958,"lastExecutedAt":1712391666469,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from matplotlib.ticker import MaxNLocator\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\ng = sns.catplot(x = 'revenue', y = 'sales_method', data = product_sales_imputed, kind = 'box', height=5, aspect=2, order = ['Call', 'Email', 'Email + Call'], hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'])\ng.ax.set_xlim(0,250)\ng.ax.set_xlabel('Revenue', fontweight='bold', fontsize='large')\ng.ax.set_ylabel('Sales Method', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins='20'))\ng.fig.suptitle('Revenue distribution between sales methods', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"481d70fb-92ae-4f40-8791-4a662f67de37","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1137.12x500 with 1 Axes>","image/png":"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"},"metadata":{}}],"execution_count":29},{"source":"This graph offers a quantitative deep dive into the revenue performance of different sales methods. The detailed annotations reveal the insights of the revenue distribution, such as the mean, quartiles, and extreme values, enabling a comprehensive understanding of each sales method's effectiveness.","metadata":{},"cell_type":"markdown","id":"1735d6c0-eb22-4066-9cc6-5fea173eeb02"},{"source":"import seaborn as sns\nimport matplotlib.pyplot as plt\nfrom matplotlib.ticker import MaxNLocator\n\nsns.set_style('whitegrid')\nsns.set_context('poster')\ng = sns.catplot(x='revenue', y='sales_method', data=product_sales_imputed, kind='box', height=8, aspect=3, order=['Call', 'Email', 'Email + Call'], hue = 'sales_method')\ng.ax.set_xlim(20, 250)\ng.ax.set_xlabel('Revenue', fontweight='bold', fontsize='large')\ng.ax.set_ylabel('Sales Method', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins=25))\ng.fig.suptitle('Revenue distribution between sales methods', y=1.09, fontweight='bold', fontsize='x-large')\n\n# add the labels\nsales_methods = ['Call', 'Email', 'Email + Call']\nfor i, method in enumerate(sales_methods):\n    subdata = product_sales_imputed[product_sales_imputed['sales_method'] == method]['revenue']\n    quantiles = subdata.quantile([0.25, 0.5, 0.75])\n    Q1 = subdata.quantile(0.25)\n    Q3 = subdata.quantile(0.75)\n    IQR = Q3 - Q1\n    lower_whisker = Q1 - 1.5 * IQR\n    upper_whisker = Q3 + 1.5 * IQR\n    lower_whisker = subdata[subdata >= lower_whisker].min()\n    upper_whisker = subdata[subdata <= upper_whisker].max()\n    mean_value = subdata.mean()\n    quantiles = subdata.quantile([0.25, 0.5, 0.75])\n    max_outlier = subdata.max()\n    \n    plt.scatter(mean_value, i, color='red', marker='x', s=100, zorder=5)\n    mean_label = f\"Mean: {mean_value:.2f}\"\n\n    # whisker values are within the data range\n    lower_whisker = max(lower_whisker, subdata.min())\n    upper_whisker = min(upper_whisker, subdata.max())\n\n    # annotations for the lower whisker, upper whisker, and mean\n    g.ax.text(lower_whisker, i - 0.09, f\"Lower: {lower_whisker:.2f}\", ha='center', va='center', color='black', fontweight='bold', fontsize='small')\n    g.ax.text(mean_value, i + 0.15, f\"Mean: {mean_value:.2f}\", ha='center', va='center', color='red', fontweight='bold', fontsize='small')\n    \n    if max_outlier != upper_whisker:\n        g.ax.text(upper_whisker, i - 0.09, f\"Upper: {upper_whisker:.2f}\", ha='center', va='center', color='black', fontweight='bold', fontsize='small')\n        g.ax.text(max_outlier + 5, i + 0.09, f\"Max: {max_outlier:.2f}\", \n         ha='center', va='center', fontweight='bold', color='black', fontsize='small')\n    else:\n        g.ax.text(upper_whisker, i - 0.09, f\"Max: {upper_whisker:.2f}\", ha='center', va='center', color='black', fontweight='bold', fontsize='small');\n        \n    text = g.ax.text(x=quantiles.iloc[0] - 5, y= i - 0.4, s=f\"{quantiles.iloc[0]:.2f}\", \n             ha='center', va='bottom', fontweight='bold', color='white', fontsize='small')\n    text.set_path_effects([patheffects.withStroke(linewidth=2, foreground='black')])\n    text = g.ax.text(x=quantiles.iloc[1] - 0.1, y= i - 0.15, s=f\"{quantiles.iloc[1]:.2f}\", \n             ha='center', va='bottom', fontweight='bold', color='white', fontsize='small')\n    text.set_path_effects([patheffects.withStroke(linewidth=2, foreground='black')])\n    text = g.ax.text(x=quantiles.iloc[2] + 5, y= i - 0.4, s=f\"{quantiles.iloc[2]:.2f}\", \n             ha='center', va='bottom', fontweight='bold', color='white', fontsize='small')\n    text.set_path_effects([patheffects.withStroke(linewidth=2, foreground='black')])\n    \n\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":1515,"lastExecutedAt":1712391667984,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"import seaborn as sns\nimport matplotlib.pyplot as plt\nfrom matplotlib.ticker import MaxNLocator\n\nsns.set_style('whitegrid')\nsns.set_context('poster')\ng = sns.catplot(x='revenue', y='sales_method', data=product_sales_imputed, kind='box', height=8, aspect=3, order=['Call', 'Email', 'Email + Call'], hue = 'sales_method')\ng.ax.set_xlim(20, 250)\ng.ax.set_xlabel('Revenue', fontweight='bold', fontsize='large')\ng.ax.set_ylabel('Sales Method', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins=25))\ng.fig.suptitle('Revenue distribution between sales methods', y=1.09, fontweight='bold', fontsize='x-large')\n\n# add the labels\nsales_methods = ['Call', 'Email', 'Email + Call']\nfor i, method in enumerate(sales_methods):\n    subdata = product_sales_imputed[product_sales_imputed['sales_method'] == method]['revenue']\n    quantiles = subdata.quantile([0.25, 0.5, 0.75])\n    Q1 = subdata.quantile(0.25)\n    Q3 = subdata.quantile(0.75)\n    IQR = Q3 - Q1\n    lower_whisker = Q1 - 1.5 * IQR\n    upper_whisker = Q3 + 1.5 * IQR\n    lower_whisker = subdata[subdata >= lower_whisker].min()\n    upper_whisker = subdata[subdata <= upper_whisker].max()\n    mean_value = subdata.mean()\n    quantiles = subdata.quantile([0.25, 0.5, 0.75])\n    max_outlier = subdata.max()\n    \n    plt.scatter(mean_value, i, color='red', marker='x', s=100, zorder=5)\n    mean_label = f\"Mean: {mean_value:.2f}\"\n\n    # whisker values are within the data range\n    lower_whisker = max(lower_whisker, subdata.min())\n    upper_whisker = min(upper_whisker, subdata.max())\n\n    # annotations for the lower whisker, upper whisker, and mean\n    g.ax.text(lower_whisker, i - 0.09, f\"Lower: {lower_whisker:.2f}\", ha='center', va='center', color='black', fontweight='bold', fontsize='small')\n    g.ax.text(mean_value, i + 0.15, f\"Mean: {mean_value:.2f}\", ha='center', va='center', color='red', fontweight='bold', fontsize='small')\n    \n    if max_outlier != upper_whisker:\n        g.ax.text(upper_whisker, i - 0.09, f\"Upper: {upper_whisker:.2f}\", ha='center', va='center', color='black', fontweight='bold', fontsize='small')\n        g.ax.text(max_outlier + 5, i + 0.09, f\"Max: {max_outlier:.2f}\", \n         ha='center', va='center', fontweight='bold', color='black', fontsize='small')\n    else:\n        g.ax.text(upper_whisker, i - 0.09, f\"Max: {upper_whisker:.2f}\", ha='center', va='center', color='black', fontweight='bold', fontsize='small');\n        \n    text = g.ax.text(x=quantiles.iloc[0] - 5, y= i - 0.4, s=f\"{quantiles.iloc[0]:.2f}\", \n             ha='center', va='bottom', fontweight='bold', color='white', fontsize='small')\n    text.set_path_effects([patheffects.withStroke(linewidth=2, foreground='black')])\n    text = g.ax.text(x=quantiles.iloc[1] - 0.1, y= i - 0.15, s=f\"{quantiles.iloc[1]:.2f}\", \n             ha='center', va='bottom', fontweight='bold', color='white', fontsize='small')\n    text.set_path_effects([patheffects.withStroke(linewidth=2, foreground='black')])\n    text = g.ax.text(x=quantiles.iloc[2] + 5, y= i - 0.4, s=f\"{quantiles.iloc[2]:.2f}\", \n             ha='center', va='bottom', fontweight='bold', color='white', fontsize='small')\n    text.set_path_effects([patheffects.withStroke(linewidth=2, foreground='black')])\n    \n\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"ac867e19-c160-4cab-b1aa-68c98763b9ce","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 2632.32x800 with 1 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CU79ZiLs0CrUttKDjY2NMObixYuARApdY3NIpRJERkbB3t4eAPDy5UvY2dkh/s5ZVGs7CC8f+UJHR0dUNfLVq1e4c+cOKrcagL+P/IxX4Q8LDigUQH4uTMPjULl5H+TLc3DlyhW0bdtWGGtvb484/1MwqeqMlJAA5Muy0K5dO9FrunTpEgAgNTVVtL9hw4bw37UX8oxUKPLzkBH7N1xd+4j6JCQkQMfApMzXlYj+2/h+SERERERERERERPSPMidHenp6lkccREREREREr+XFixf46KOPsHv3biERjt5/ekbmqF69GpYuXSrsy8zMxLBhw3B/zUTo6+vjx41HRGMuXLgAkyq1YFajHqLz8xEYGCj8mbCxscHcuXOxYMECJN49j/xcGaZPnw5ra2th/PHjxyGTyaBnaoWUpwGYO3eucDwnJwdz5syBdaM0QKqD27dvi5IjV6xYgWHDhuHemolQ5Mrg7e0tqmoZGBiI8PBwSHT1cPz4cSxcuFA49tVXX+HQoUN4uH4aAKByZVtMmTJFOC6Xy3HixAmYVGtUHpeWiP6j+H5IREREREREREREJFYuy2prEhMTg0ePHuHZs2dIT0/Hq1evsGDBAgBAeno69PX1oa+v/yZDICIiIiKi/7i0tDTk5+cjLS3tXYdC5cjCuQnOnduF0NBQODs7AwA+/vhjODo64v79++jevTscHR2F/oGBgfjzzz9Rte1gGNnWgEm1upg/fz569Ogh9Jk/fz5at26N69evw8vLC127dhWOyeVy/PDDDzB1cIWukSkAYPTo0ahVqxaAgqqSc+bMgUQihU2D1li2bBkmTZoEU9OCvkOHDkXdunVx+vRpODk5YeDAgaLXs3jxYuiZWqHGh6MReHAlzp8/j86dOwMAatWqhfv372P//v2QSCQYNGgQqlSpIow9duwY4uLiUK+buBIlEZEyvh8SERERERERERERiZV7cmRSUhIOHDiAffv2ITo6WuV4YXLkuXPn8MMPP2D06NEYO3Ys9PT0yjsUIiIiIiIiek/ZNGyD2JtHMW/ePOzevVvY36pVK7Rq1UrUt7Bamr61PWwbd4JEIoF96/4I3LsEq1evxrRp04S+nTp1QqdOnVTON27cODwMegzXj+cjLyej2NiqtuiNoN+u48svv8T69euF/R4eHvDw8FDpv2TJEhw6dAi1en0G81puMLKriS+++AKXLl2ClZUVgIJluZXjLJSQkICZM2fCtLorjGwdio2LiIiIiIiIiIiIiIiI/iEtz8lOnjwJb29v/PTTT4iKioJCoRD9KHv69ClSU1OxevVqDBw4EDExMeUZChEREREREb3HpLr6sG87EHv27MG0adOQlZWl0icnJwebNm1CixYt8PeLBNTqNQUSnYJnAM2qu6JyU298/vnn+OKLL/Dy5Uu157l06RI6dOiA7dt3wNF7PIztapYYm765Dap3Go5ff/0VgwcPRkREhNp+9+/fx8CBA/H111+jass+sKrbDBKJBI7dJuBRSBhatmyJK1euqB2bn5+PM2fOwMvLC1EJyXD0nlBiXERERERERERERERERPSPcqsc+dtvv2H58uVCEqREIhEdL5ocGRYWJuwPDg7GyJEjsW/fPlhaWpZXSERERERERPQes2nQGvmybPz8yzps2bIFPj4+aNasIMEwIiICf/zxB2Jj42BZxwMuQ6dD39xGNL5au8HQM7XEylVrsHr1arRr1w7t2rWDmZkZEhIScPnyZdy4cQNGdjXh3H8mzGt9AADQM7MGAAwZMgSGhoYAgLy8PAAQzlHJrT10DIzx59Gt2L9/P5o1a4YPP/wQNjY2SE5Oxp07d3Dy5EnomVdCTe/xsK7/T7VLI1sHuAz5BuGnNqF9+/ZwcHBAr1694OzsDKlUivDwcBw4cABRUVEwqeoEl4/mqbw2IiIiIiIiIiIiIiIiKl65JEdeuHBBSIwsmhSpydOnT4W+CoUCkZGRWLhwIX766afyCImIiIiIiIj+A2ybdIZ5rUZICr6JI5duYt/BI4AiH3omljCrWR/1fT6HoVUVtWMlEgnsmnaDdb2WSA29g9sh/rhycwXyZVnQNTaHgXUVOPWbAfNabqLPsoZWVeDYfSJCwx8C6bmQ5OZAJyUSNdsNgHGV2kI/KxdPmNf6AKlh9xASEoC7q35BXnYGdAxNoG9hixrdxsG6XgtIpDoqsRna2MPl47lIj3yClNBA/LbnIOTpKQAU0DU2h3ktN7i0GwPjKrW1/pxNRERERERERERERERE/yhzcqRcLscPP/ygkhipUCgglUphZWWlsnxZZmamaBltiUQChUKB06dPY+LEiXB1dS1rWERERERERPQfYWBpi6rNe6Fq816vNV7PxByVGnVApUYdtB5jXb8lrOu3BABIMxJh9Ogwsuq3QH6RREUdfSNY12sB63otSh2XRCKFWY16MKtRD8DHpR5PREREREREREREREREmknLOsHZs2cRGRkpqgJpaGiIb7/9Fn5+frh+/brKGF1dXUydOhVmZmYqx44cOVLWkIiIiIiIiIiIiIiIiIiIiIiIiIioAitzcqSvr6+wrVAooKOjg02bNmHYsGFqkx8BQF9fH5MnT8aOHTugr68vOhYYGFjWkIiIiIiIiIiIiIiIiIiIiIiIiIioAitzcuTDhw+FZbElEgk6duyIpk2bajXWxcUF3bt3F8YqFAo8f/68rCERERERERERERERERERERERERERUQVW5uTIly9fitqNGzcu1fg6deqI2unp6WUNiYiIiIjoveHo6IhGjRqhadOmaNSoEcLDw991SBWSRCIp9Y8658+fx6BBg1CjRg0YGBjAxMQELi4uGD9+PB48eFCmGMsyd1RUFGbNmoUPPvgA5ubmMDIyQp06dTBx4kQEBweXKS4iotLQ5u/SQi9evECjRo2Evo6Ojm8nyArIz89PdK1L8uLFC3z77bfw8PCAhYUF9PX1YW9vj169euHPP/+EQqHQODY3Nxe//fYbOnfuDFtbW+jp6cHCwgIeHh749ttvERcX99qvY/78+Vq9hw8ZMkTjHLdv38bo0aNRq1YtGBoawsLCAq1atcK6deuQm5v72rERERERERERERHR26db1gmysrJE7dLeJMzMzBS1TUxMyhoSERERERHRWzdt2jSsWbNGtE8mkyEkJAQhISHYsmULVq5cialTp77VuQ8cOICRI0eqfPYKDQ1FaGgotmzZgnXr1mHcuHGljouIiN5/crkcq1ev1rr/wYMHMWrUKKSlpYn2x8TE4NixYzh27Bh8fHywf/9+GBkZifq8evUK3bt3x/Xr11X2BwYGIjAwEOvXr8fhw4fRpk2bUr+Wu3fvlnpMIYVCgdmzZ2P58uWi5M6cnBzcuHEDN27cwI4dO3D69GlYWFi89nmIiIiIiIiIiIjo7Slz5Uhra2tR+9atW6Uaf+3aNVHbysqqrCERERERERG9UTVr1hS1f/31V5XkxaLy8vIwbdo0XLx4sVTnKsvcjx49wtChQ1USI5XJ5XJMmDABp0+fLlVcRET0/svNzcU333yDkJAQrfoHBARg8ODBKomRRZ04cUJt0v2ECRNUEiOLSkpKQp8+fZCYmKhVTMrKkhw5e/ZsLFu2rNiql7du3cKnn3762ucgIiIiIiIiIiKit6vMyZGOjo5QKBSQSCRQKBS4desWzp49q9XY48eP4969e8JYLpFERERERETvwl9//VXsz4ABA4S+JiYmOHnypGj80qVLhW2pVIr58+fDz88Pvr6+GDRokKjvzz//XKrYyjL3okWLRNX9x44dixs3bsDX1xd9+/YV9isUCixYsKBUcRER0fstPDwcnTp1wpkzZ7Qe880334jeV7y9vXHu3DncunULX3/9NXR0dIRju3fvFiUrPn/+HHv37hXatra22Lx5MwIDA3Hs2DE0adJEOJaUlIRdu3aV6vUkJiYiKipKaM+bN0/j+/rKlStFYwMCArBixQqh7eDggG3btiEwMBA7duyAjY2NcGzPnj2i8xAREREREREREZWFXC5/1yH8p5V5We127doJ1SILkxxnzJiBsWPHYvDgwbC3t1cZk5ycjD/++AO//PILJBKJ6Fjbtm3LGhIREREREVGpuLq6ajx24cIF/Pnnn0J7zZo1qF+/vtBOSkrCs2fPhPbHH38sSjRs1aoV/Pz88Pz5cwBAcHCw1nGVZe78/Hzcv39f+JzWtWtXbN68WTjevHlzWFtbIz09HQBw//59reMiIqL318uXL7Fu3TosXbpUeA/Qdtz58+eFdu3atXHkyBHo6ekBALy8vJCWliZK1D9+/LiQ9Hjnzh3RfD/88APGjBkDAGjSpAnq168PJycn4Xhp3i8B1aqR7du3L/b9Xdnq1auRn58PADAwMMC1a9eEKtFNmjSBjo4O9u3bB3t7e9jb24sSRImIiIiIiIiI/g3mzJmDQ4cOAQC2b98OLy+vdxwRlSQ7Oxtr166FiYkJJk+erHL8ff+dHjx4EF999RUA4LPPPsOUKVPeSRxlrhzZq1cvGBsbC22JRILc3Fxs3LgRnTp1QqNGjUT9W7dujVatWmHNmjUqNxINDAzQpUuXsoZERERERFQhZWdnY+fOnejWrRscHR1hYGAAW1tbtGvXDitXrkRGRobKmK5du0IikUAikcDc3Fzl3+jh4eHCcYlEgmbNmqnMceDAAVGftWvXio5nZGTghx9+QLNmzWBhYQFjY2M4OTlh9OjRCAgI0Ph6lOdcvHgxgoOD0alTJxgbG8PS0hLNmzfHixcvAABxcXFwdXUV+m/duvU1rqCq7OxsjB8/Xlhis1OnTkIiRyGpVPyxysTEROW4oaGh0K5SpYrW5y/L3FKpFMHBwcjIyMCjR4+wfv160disrCzk5OQI7apVq2odFxHRv4Xye8W3334LoOB9qX379rCysoK5uTlatmyJzZs3C8lvyoq+zxX227RpE7y8vGBubg4rKyt06tRJlCivjkKhwO7du/Hhhx/C1tYWBgYGqFatGvr06YMDBw5oXK65ffv2wvk7d+6MV69eYcyYMbCysoKJiQnq168vrNJSNN5Ro0aV+pqNGzcO8+bNExIjdXV1YWFhUeK4Bw8eiK5h586dhcRI5X3KlCsslvSepnx/ESjd+yWgmhzZsGFDrcbJ5XIcPnxYaLdt21ZIjCw0dOhQHDp0CL/88gu++eYbrnxDRERERERERERl8uTJE/j4+GDTpk18EPcNK3NypI2NDSZNmiTc4FVeYluhUIi+bFMoFEhMTER+fr7QT3nMmDFjYGtrW9aQiIiIiIgqnPv376NRo0YYPnw4zpw5g+fPn0MmkyExMRG+vr6YOXMmnJ2dce3aNdG4nj17CttpaWm4efOm6PilS5dE7bt376pUmTp9+rSo3atXL2E7KCgIDRo0wFdffYWAgAC8evUKWVlZ+Pvvv7F161Z4enpi1qxZGhNGCkVERKBt27a4ePEisrKykJqaipiYmDee0Ld06VKhcqOOjg5Wr16t0sfS0hJ16tQR2tu3b8eBAweQnp6O+Ph4fPXVV3jy5IlwvGhyZXHKY24jIyM0aNAAtWrVAgC8evUK169fR8+ePUVLNUyYMEHruIiI/o0UCgXGjh2LgQMH4sqVK0hJSRHe28aPHw9vb2+1Dwooy8nJgY+PDyZMmIDbt28jLS0NKSkpuHjxIgYMGICRI0eqvVmZmpqKzp074+OPP8a5c+eQmJgImUyGFy9e4MiRIxg4cCC6du2K1NTUYs8vl8vh4+ODLVu2ICUlBZmZmfjrr79EFRXLSvk9197eHr/++qtW83fo0AEpKSl4/Pgxzp8/r/ZJ75SUFFHbzMxM2Pbw8BAtuz1//nzcunUL2dnZePr0KcaOHSsc09PTw7Bhw0rzshAYGChsGxoa4n//+x9q1aoFQ0NDVK9eHaNHjxa9ZxZ68uSJ6N829erVw5MnT9C3b18hwbZdu3Y4cOBAqeIhIiIiIiIiIiLSJCgoSPRgMb05ZU6OBAq+ROvataso4VH5KXZlmvY3bdoUkyZNKo9wiIiIiIgqlODgYLRq1QohISHF9ouNjUWnTp1w/fp1YZ9yIiMAoTJVoaLJkXl5eaLxAHDmzBlhu0mTJqhRowaAgmqOnTp1EpZ8VkehUGDZsmX47rvvio1906ZNSEhIEO0bNGiQyueK8vTy5UssW7ZMaA8fPhwNGjRQ2/d///ufsJ2ZmYmBAwfCzMwMdnZ2+OGHH4RjM2bMwPDhw0sVR3nOHRUVBQsLC7Ru3Rq+vr7C/jFjxmDWrFmliouI6N/m999/x++//67x+NmzZ0UJeOosXrxYJelf2fbt24UKlYXy8/PRr18/XLx4sdi5z507h4EDBxb7QICvr6/KgwxNmzYt1+RIoCBxfubMmQgKClJbFVoTCwsL1KtXD506dVJbmXHv3r2itpubm7BdvXp1jB8/Xmg/efIELVq0gJGREerWrYuTJ08CKEhs3LVrV6lfs3LlyMIlicLDw5GTk4OoqChs3boVbm5u2LNnj2hcUFCQqB0WFoZmzZrh8OHDQoKtr68vBg4ciAkTJqitQEpERERERERERET/TuWSHAkAy5Ytw+DBg9Xe4NWUEFlYXbJNmzbYuHEj9PX1yyscIiIiIqIKIT8/H0OGDBFVwnJ1dcXu3btx//59HD16FC1atBCOyWQyDBo0CJmZmQCAGjVqiBIXiiZHXr58WeWcykl1RZ9s6927t7A9Z84cxMXFCe3WrVvj2LFj8Pf3x8qVK0VLeC5cuLDEJ+QqVaqEPXv2wM/PD/PmzSt1RanS+umnn4RKUhKJBF988YXGvkOGDMHvv/8Oa2trjX2+//57rFixotRxlOfc6hJVx40bh40bN6osd0pE9L6JjY2FRCLBzJkz4efnh+vXr6ssO713717R+5i6OQwMDLBo0SLcuXMHFy9eRI8ePUR9li1bhvDwcKG9Y8cOUWJkjRo1sGXLFgQEBGD37t2iCsDnzp1TSSAsSiKRYMmSJQgICMDGjRsxbdo0LV699qZPn46oqCgsX74clpaW5TbvoUOHhARHoGCZbB8fH1Gfn3/+GdOnT4eurq7aOfT19XHq1CkMHDiwVOdOT09HaGhoif1kMhmGDx+Oq1evCvsSExNFfU6cOIG0tDS14zdt2oQff/yxVLERERERERERERHRu1Nu337p6+tj4cKF2LBhAxo1aiQkPhb3U7t2bfz444/YtGkTjIyMyisUIiIiIqIK4+zZs7h//77Qrlu3Lvz8/DB06FC4ubmhZ8+euHz5Mtq0aSP0efHiBTZu3Ci0latHBgQEIDk5GUBB5aTIyEiVc165ckXYLlpdqzA5MjU1Fbt37xb216tXD+fPn0ePHj3QtGlTfP7559i6datwPDc3F1u2bCn2ta5YsQJDhgyBp6cnFi5ciEaNGgnH7OzsEBwcLHzWKJoMU1rZ2dlYv3690O7WrZvGqpGFGjZsKCxdrc7XX3+NyZMnv1Y85TW3uuTIzZs3w8XFpcTKo0RE74MffvgBy5cvh6enJ1q2bIktW7Zg3Lhxoj7FVZcE/qkO6e7ujg4dOuDIkSP48MMPheP5+fmi9zDl9wsDAwOcP38eo0aNgoeHB4YOHYqLFy/C1NRU6LNp06Zizz9q1CjMmTMHHh4eGD9+vOhhAEdHR9G9NeU4tNW+fftiE+5fx4ULF/DRRx+J9n322WewsbER7dPV1YWnp6fK/kIymQzdunXDtm3bSnX++/fviyo61qhRA5s2bUJgYCAOHDggeg/Py8sTLQmuLhHSxsYGW7Zswc2bNzFr1izRA9+LFi1SSagkIiIiIiIiIiKifyf1j2mXQbt27dCuXTs8e/YM/v7+CAoKQnJyMtLT06Gvrw8rKyu4uLjAw8MDH3zwQXmfnoiIiIioQvnjjz9E7blz58Lc3Fy0T19fH99//70oQfLIkSOYPn06gILkyMWLFwMoSPg4f/48Bg4cKFpS297eHi9evAAA+Pv7Izs7G4aGhqIltWvUqIHGjRsDAG7cuAGZTCYc69OnDwwMDERx9ejRA/r6+kK/4ip56ejooH///sVei/K0f/9+JCUlCe2pU6cW2//06dPo2bMncnNzAQBffPEFhgwZgvj4eCxevBg3btwAAPz666+oWbMm5syZo3Us5Tm3m5sbLl++DCMjI/z5559Yvnw58vPzERYWhrZt2+Lhw4ewtbXVOjYioreppAq3pqamav++nj17NjZv3iy0r1+/rnEOZ2dnDBo0SOW8X375pai6cuEcaWlpCAgIEPa7u7uLKkUCgIODAzw9PYXqkjdv3kRubq7G6omDBw/WGN+/0enTp9GvXz9kZ2cL++rUqYP58+er9P3mm2/w/fffAwDMzMywdOlSeHl5ISgoCHPmzEF0dDRycnIwbtw4ODk5oXXr1lrFUL9+fRw9ehRPnjxBVFQU5s6dKyRgNmnSBJ06dYKTk5Pw3n7//n0EBgbC3d0deXl5KvPt27cPHTt2BAA0b94ceXl5QoXmrKws7Nu3D5988kkprhIRERERERER/Zfl5+fj7NmzOHnyJB4+fIjExETo6urC2toabm5u6NChA3x8fKCjo6NxjpSUFBw+fBi3bt1CSEgIUlJSIJPJYG5ujmrVqsHLywuDBw9G9erVyxzvtWvXcPz4cQQEBCAxMRESiQSVK1eGl5cX+vfvLypOocm9e/dw8OBBBAQEICYmBnl5ebC0tISzszNat26NAQMGqHxfVd78/PwwYsQIAMDq1avRrVs33L9/H7t370ZAQADi4+NhYWGBOnXqYPDgwejWrZswNikpCbt27cLZs2cRFRUFiUQCJycn9OzZEx999JHGe3eFsrKysH//fly8eBGhoaFISUmBqakpHB0d0a5dOwwdOlTtqi0///wz1q5dK9q3du1aYd9nn30merBXmUKhwMmTJ3H06FEEBQUhJSUFNjY2cHFxQZ8+feDt7a2yqrM6169fx+HDh3Hv3j0kJCQAKFi9zd3dHT169EDbtm1LnAMAnjx5gl27duHmzZuIiYmBiYkJ6tati0GDBqFnz55azfE2lHtyZKFatWoVW9mEiIiIiIjK7smTJ6J2u3bt1PZr3rw59PT0IJfLARQsh12oadOmqFq1KmJiYgAUVKMsmhw5atQobNu2DdHR0ZDJZLh16xY8PT1Fy1IqL6lddGnLJUuWYMmSJcW+lsePH2s8Zm9vDxMTk2LHlyflSlyWlpbo3Lmzxr4ZGRn46KOPhOTFjz/+GMuWLROOd+zYEfXq1cOzZ88AFCzHOnXqVBgbG5cYR3nP3bBhQ2Hb09MT+fn5WL58OQAgLi4Oq1atwnfffVdiXEREr0sqlYoq/CkUCo037BQKhahd3M1joCBBztDQUGW/s7MzzM3N8erVKwBAVFSUxjnc3d3V7vfw8BC1C+cIDw8XJdfdvHmzxBuQWVlZePbsmUoSZSFN+/+NDh48iKFDh4oeiLCyssKhQ4dU3otu3LghJEYCwMqVK4Wqnk2aNIG7uzsaNWqE3Nxc5ObmYvHixSoVqjWxsrJCz549Nd50tbS0xPDhw7F69Wph361bt+Du7i6q6gkANWvWFBIjC40aNUpIjgQKbrwzOZKIiIiIiIiIgIIku08++QR3794V7ZfJZMjMzERUVBROnjyJdevWYePGjahRo4bKHHv27MGyZcuQkZGhcuzly5d4+fIlHjx4gC1btuCbb75RWcFDWykpKZg5cyauXbumciw8PBzh4eHYu3cv+vbti4ULF6oUvQAKVuVYtGgR9uzZo3IsLi4OcXFxuH79OtavX48ff/xR5T7Lm/TTTz9h48aNovuPCQkJSEhIwI0bNzB06FAsWLAA9+7dw5QpUxAfHy8a/+DBAzx48ABXrlzBxo0bNd6PvHHjBmbNmiUkFhZKTk5GcnIy7t69i99++w0LFy6Ej49Puby2lJQUDB8+HP7+/qL9sbGxiI2NxZUrV3Do0CGsWrVK4/dpsbGxmDVrFvz8/FSORUZGIjIyEkeOHIGXlxdWrlyJSpUqaYznt99+EwpwKMd4+/Zt3L59G0ePHkWHDh1e89WWrzeWHElERERERG9e4RLYhaysrNT209XVhbm5OV6+fAmg4ANKIYlEgh49egjLfJ47dw4AcPnyZaFP+/btERERgZ07dwIoqPKYmZkpqhKlnBxZmIBSGsoxFVXey38WJykpSVTFskePHsU+Ibhv3z7R72HMmDGi4wYGBhg2bBgWLVokzB8YGKhVNaw3OXfhfIXJkUDBsqhMjiSiN8nY2Bjp6elCWy6XQ19fX23fwsTwQuoSH4vOrYlycmR2djby8vLU3tzUNEfRp9wLX8PrvN8B/573vLLYvXs3Ro4cKfo9WVlZ4ezZs6JlrAtt2LBB2NbV1RWe6i9Uv359tGjRQnjw4tKlS8jPzy+xYqi2nJ2dRe3Cm99Fn+CvWbNmiWPj4uLKJSYiIiIiIiIiev/NmDFDSIy0srJCx44dUb16dcjlcoSHh+Ps2bOQy+V49uwZxowZg5MnT4ruh/3xxx9YsGCB0G7UqBE8PDxgZWWF7OxsPH36FFeuXEFOTg5yc3OxaNEiNGzYEG5ubqWKMzU1FUOGDBGKLRgZGaFjx45wcnJCXl4e/vrrL1y9ehVyuRyHDh3Cixcv8Pvvv6t8P7JhwwYhMVJPTw8dOnRAnTp1oKenh5iYGJw7dw5JSUl49eoVpk6diiNHjsDJyel1Lm2pbN26Vfg9NGvWDO7u7sjNzcWtW7eEgiF79uxBrVq1sG7dOqSkpKBevXpo06YNDAwMcPv2bSFp8Nq1a9i1a5fK/Sug4HuUadOmCcVIatasibZt28LW1hYpKSm4du0aQkJCkJaWhpkzZyIzMxMDBw4Uxrdq1QrGxsZ49OgRTp48Kexr1aoVgIKHiNX56quvkJGRAR0dHbRt2xb16tWDRCKBv78/bt++DaDgu7sff/wR//vf/1TGJyQk4KOPPkJ0dDSAgvtzbdq0Qf369SGRSBAUFISrV68iNzcXfn5+GDRoEPbt26c2QXLt2rX4+eefhXbDhg3RqlUr6Ovr4+HDh/D19YWvry8ePHhQ3K/srWFyJBERERHRe8zOzk5UPTI5OVmlAhJQkGCinMBRNImyZ8+eQnLk8+fPcezYMWEZbX19fbRq1QpRUVFCcuSVK1eEREugILFAuWqlkZGRaP6ZM2cK1aE0Ka7SljZVFsvLqVOnRIkeffr0Kbb/o0ePRO2qVauq9Cm6r7iqZW9i7uTkZOjq6sLMzEy0v0qVKqK28lLiRERvgqWlpSg58tWrVxqfQC76pHzRv8OKSkxM1HhM+T3Q2NhY41PfmuYomgRZmCxZ9P2uTZs22LhxY7FxAuoT8JTj+7c7cOAARowYIaqaaWdnh7Nnz2q8Ma/8nmZtba02KVb5PU0mkyE+Pl7lvep1FU2yLDy/i4uLaH9aWprK2KJ/XvT09MolJiIiIiIiIiJ6vwUGBuLmzZsAACcnJ+zevVvlQcyIiAh89NFHSEhIQGRkJE6ePCl875CamioqYLBkyRL069dP5TwvXrzA2LFj8ffffyM/Px979uwpdXLkN998IyRGtmrVCsuWLYONjY2oT3h4OKZMmYKQkBD4+flh3bp1mDp1qnA8Ozsbv/32G4CCe1jbt2/HBx98IJpjzpw5mDx5Mm7dugW5XI7NmzeXuLJYebh79y6MjY2xatUq0fdVeXl5mDlzJk6dOgUAwsomc+bMwejRo0VzKC95/eeff6okR7548QJz5syBXC6HVCrF7NmzMWLECNF9p9mzZ+PgwYOYN28e5HI5/ve//8Hd3V1IEHV3d4e7uzsOHjwoJEc2adIEY8eOLfb1ZWRkoFatWvjll19Ukk3379+Pb7/9FkDBfbupU6eq3HOdMWOGkBjp6OiIX375ReWB4CdPnuDTTz9FZGQkoqOjMXPmTGzbtk3UJzQ0FOvXrwdQcL9t7ty5KpVM7969i8mTJ6sUeHlXtHr0+sWLF2/1h4iIiIiItFOrVi1R+8qVK2r73bx5U3iKDYDKh+bOnTuLkjG++eYbYdvT0xPGxsaipQ9u3bqFEydOCO3u3buLnh4sGldKSgpcXV1FP46OjsjJyUGtWrXg6uqqkpyg7G0mISgvFQ6gxCqMytUzgYKbB0UVTVgsKcGnPOb28/ODm5sbzM3NYW1tjZUrV6qMLbwRUsjW1laruIiIXpeDg4OofevWLY19i/6dZ29vX+zcwcHBapO8w8PDRcmNjo6OGue4ffu2KOGv0P3790XtwjmKzvXixQuV9ztXV1dkZ2fD3t5eaBdNqlT2b0+88/X1xccffyy6Tg4ODvD19S32przye1pCQgIyMzNV+rzu++V3332HLl26oF69ejA3Nxdu9Cr766+/RO3C5csbNmwoSn4MDQ1Vef8tOl9JfxaJiIiIiIiIqGJQvmc0aNAglcRIAKhRowZmzJgBoKBIxMOHD4Vj58+fFx7U7NKli9rESKDgXoRykmJhJURtPXjwQFg1zMnJCevWrVNJjAQK7nVt2LBBWMFl69atovtqYWFhwoPPLVq0UEmMBAqSJhcvXvzasZbFjBkzRImRQMFDr5999plon7e3t0piJABMmjRJWJI6JCQEMplMdHzjxo3C9fj0008xatQotaue9OvXD59//jmAggeAf/3119d/Uf/PyMgImzdvVluFc+DAgfD09ARQkAxadIn3a9euCdUlzc3NsXXrVpXESKDgIeItW7YIRVhu3bqF69evi/qsWbNGKDAyduxYtUu8N2nSBGvWrCm2KMrbpFVyZMeOHdGpU6e38tO5c+c3/ZqJiIiIiP4zin5QXrRokUp1K5lMJkp2BFSrIRoZGYn+La784bxDhw4ACqpc1a5dGwCQmZmJsLAwoY/yktpAwVOHyokGe/bsQWRkpKjPtm3b0LhxY5iamqJevXpYtWqVxtf5Nj9AKSfq2Nvbw87Ortj+RT+IFv2QK5PJhCUmCjVu3FirWMoyt4ODAx49eiTcWNmxYweysrJEfZWXPQAKKp4REb1JHh4eovbChQvVJsnJZDLs3btXtE/TkjKFcnNzhSe/lRX9u664pPf4+HjhyWdt5rC2thbdBA4LC8Off/4p6hscHAx3d3dYWFigRo0aapfjUfZvuWmoTkxMDPr37y+6MVylShVcuXIFdevWLXas8nuaQqEQLbMNFFynwqWLgIKlrAtvRpckLi4O58+fR3BwMNLS0lR+X0lJSaI/TwYGBsJDH6ampqJ/A6WlpanEdvDgQVG7pAcniIiIiIiIiKhiUP4e5N69exr7eXt748SJE7h//z7mzp0r7Hd1dcWcOXMwbNgwjBo1qthzKReYKLriSkn2798vbI8aNUpIflTH3t5e+M4nIyMDFy5cEI4pv96QkBCNcVSvXh1Hjx6Fv78/jh49WqpYX5exsTEGDx6s9piTk5PogeRBgwap7aenpyes+JKfn4+UlBThmEwmw5EjRwAUrEiiLrlS2YgRI4SiJKdPn1ZJtCytbt26qTx4rqxFixbCdtEHfY8fPy6KS90qZYWqV6+O4cOHC23le50ymUwoMKKnp1fsinGenp5o2bKlxuNvk1bJkUDBTcu39UNEREREVFGFhYUhODi4xJ/CKpDe3t6iKo0hISHw8vLCH3/8gQcPHuDYsWNo3769qBpijRo11Jbn79mzp9qY2rdvL2wrV48spK+vj27duon2Va5cWZQwmZmZiRYtWmDr1q24c+cONm7ciC+++AJAQTJLcHAw6tWrp8UVUi8uLg6urq6QSCSQSCTYunXra82jUChEy5S7u7uXOKZPnz6iGwJHjx7FsGHD4Ovri7Nnz6Jr166iCo1t27ZFtWrVhPbWrVuFuIvGXpa5q1Wrhi5dugjHwsLC0KVLF5w6dQrXr1/HpEmTROfS19fHxIkTS3y9RERlMWrUKFHyX0BAAJo1a4ZNmzbh1q1b8Pf3x65duzBy5EjRU+U6Ojoab24qW7FiBcaPH48bN27g9u3bmDp1qkrl3JKWqJk+fTrmzJmDgIAAXLt2DUOHDhUlx+nq6ooSHMePHy8aP2zYMHz//ffw8/PD0aNH0bt3b+F+V2RkpOg9oLTCw8NF7xkl3TQvb19++aXK0uPz5s2DTCZT+++VmJgYoV///v1F42bPno1Fixbh9u3b2Lt3L7p16yaqRln0qfPCPzuFP8qVRYsmnC5btgwzZszArVu3cPDgQbRq1QoJCQnC8dGjR4uqI3zyyScqsa1YsQKBgYFYuXIlvv76a+GYtbW1xioORERERERERFSxFFbrA4BTp05hzJgxOHXqlEoRCyMjIzg7O8PAwEC0v0GDBhg9ejTmzp2Lpk2bajxPXl4e/v77b6FdWLlPW4VVAwGgfv36JfZXfkj5zp07wnbt2rWFeyqRkZHo378/du/erXYVDxcXF5ibm5cqzrJwcXGBvr6+2mMSiUS0zLSrq6vGeZRXWVNOaAwKChIe8nZ0dCzxoV49PT00bNhQmEe5KMnrKPrQeVHKK4MVTVpVLgry4Ycflngub29vYdvf31/YvnfvnnAN3Nzc1FZKVdapU6cSz/U26JbcpcDbeGqdiZGkTseOHdX+Rfq6XF1dhWzuikL5CYLPPvsMU6ZMER338/MTfZGwfft2eHl5vbX4iIiI6B/aVlJ/9uwZHB0doaenh3379qFVq1bCh7Tg4GAMHTpU7ThDQ0Ps379f7VOBPXr0gEQiEf273MDAQPRkV8eOHbF582bRuA4dOqj9gLt06VJcvHhReLIuOjpa45N0ffr0QdeuXYt/0W/BixcvREtpFi65WZzatWtj5syZWLp0qbBv165d2LVrl0pfAwMDrFixQut4yjr3qlWr4OnpKSxzcf36dXTv3l3tuX744QeV5dCJiMpb06ZNMXXqVKxevVrY9/jxY0yYMKHYcV9++aXapV6U6erqIjc3F5s3b1Z5ryo0cuRI0U1rTXP8+OOP+PHHH9X2+eabb0QJjpMmTcK2bduEG8XZ2dn45ptvVKo2AwVVmOfMmVPs6/i3Cg8PV6nmCagmFiobOXKkkIg/fPhwbNiwATdv3gQAyOVyzJs3D/PmzVMZV7t2bWG5KW00bdoUY8eOxW+//Qag4Mn+n376CT/99JNK3zp16qhUGO3Vqxf69+8vPAmfk5MjPMRR1E8//aR1RUsiIiIiIiIi+m9zdXVF7969hRyU69ev4/r169DR0cEHH3yANm3aoG3btvjggw+0yruSy+V4/vw5IiIiEBERgfDwcDx9+hSPHz8Wrb5Smvyq3NxcPH/+XGgXfYC1JMoPv+rr62PGjBnCfa9nz55h4cKFAIBatWqhdevWaNOmDZo3b66SCPqmVa5cudjjystfW1hYaNVPWWhoqLAdEhIiysPRhvJ1fB3qlkFXplxoIz8/X9jOzc0Vzq2np1fiPVag4P6Znp4e5HI54uPjIZPJoK+vjxcvXgh91C3vXVRJK828LVpXjgRUq0cSEREREdG717RpU1y+fLnEDyLVqlXD5cuXNSaFVKlSBc2aNRPta968uSiRUl3lyKJLahdycnLC6dOniy3PDxQ8ObZ9+/Zi+7wtRathlfRhs9APP/yAzz//vNibGyYmJti3b1+xT3+W99z16tXDyZMni70pIJVKhXMQEb0NP/30E+bMmQNd3ZKf2dXR0cFXX32ldrnsojw8PNQmJBbq3r272iWzlfXp06fYZa/HjRunksynp6eHU6dOFZt0CRQkRp46darYm6//Znv37i11VQJlUqkUJ0+eRIcOHYrt5+Tk9FrXaf369RgyZEixfRo0aIAzZ87AyspK5djOnTs1/psGKHhw/IcffihxWXQiIiIiIiIiqlgWL16MMWPGiO515eXl4d69e/j5558xcOBAtGvXDsuXL0dSUpLaOfz9/TFp0iS4u7vDx8cHkydPxpIlS7Bnzx4EBAQgMzNTlPxWGq9evSpTjpfy0tIAMGDAAHz//fcq926ePXuGHTt2YMKECWjRogVmzZqFp0+fvvZ5S8vIyEjrvq9zLVNTU0s9pjzHv+7DusrnNTU11eq1S6VSmJmZCe3CPwPK36EpH9dE3T24d0HrypHqMEGS3jZdXV3Y29uXaY6SvpwnIiIieh+1aNECDx8+xIEDB7Bnzx48fvwYMTExMDMzQ4MGDdC3b19MmDBBtByAOr169RItr6C8pDYA2NnZoX79+nj8+LFojCZeXl4IDg7G+vXrcezYMYSEhCA5ORnm5uZwd3fHiBEjMGzYsLdSqV4bRZcasLa21mqcRCLBypUrMXjwYPz666/w9fVFdHQ0pFIpatasiW7dumHGjBmoXr16qWMq69xt2rTB48ePsXbtWhw9ehQhISGQy+Wwt7dHp06dMH36dDRo0KDUcRERvS6JRIIlS5ZgxIgR+PXXX3H9+nU8e/YMr169gkQigZWVFWxtbeHu7o4BAwYU+z5T1OLFi9G8eXMsW7YMgYGBAAqWeBk/fjxGjhxZ4vuNjo4Otm3bho4dO+KXX35BUFAQ9PT00LRpU0yZMkVj8pytrS1u3ryJXbt2Yd++fQgMDERiYiL09fXh6uqKvn37YsqUKVrdNPy3Kqz4WBaWlpa4cOECDhw4gB07dsDf3x8vX76EkZER6tWrh/79++OTTz55rZu9enp62LNnD0aMGIHNmzfj1q1bSEhIgLm5OVxdXTF48GBMmDBBY9UCQ0NDHD58GAcPHsTmzZsREBCA1NRUVK5cGe3atcOMGTPg7u5e1ktARERERERERP8x+vr6mD17NkaNGoVTp07hwoULuHv3LuRyudAnLi4OmzZtwv79+/Hbb78Jyy0DwLJly9SugmJpaQlnZ2fUr18f7u7uqFWrVrEPdmpS9GHXL774QmN1RHXUFZHo378/vL29ce7cOVy4cAHXr18XVrACCr5rOXLkCE6cOIH58+dj0KBBpY67tN7090x5eXnCdoMGDeDj41Oq8Y0bNy7niLTzurl9ytUnC69taa+xnp7ea527vJU6ObJwmT2JRIIaNWrAy8sLzZs3F63NTvSm2NnZ4dy5c+86DCIiIqJyEx4ejgcPHkAul0NPTw9ubm6vPZeRkRGGDx+O4cOHv/YcmpYBVRYUFFSqOc3NzTF79mzMnj27VONK84HNzs4OR48eLfUyBkW1bNmyTA+BeXl5wcvLq1RjRo0ahVGjRr2RuQvZ2Nhg/vz5mD9//muNJyJ6E+rVqydaXluZ8ntjafXo0QM9evQoU2wjR47EyJEjSzVGKpW+1vvw5cuXte7r6Oj4Rh5W3rhxY4n/Djl8+HC5nEsikWDgwIEYOHBgqcZt3bpVWKK7ON7e3vD29n7N6IB+/fqhX79+rz2eiIiIiIiIiComOzs74X5/ZmYm7ty5gxs3buDSpUt49uwZgIIKfNOmTcPZs2eho6ODw4cPC4mRUqkUffr0Qbdu3dCwYUOVpETlZZ1Lo2iFx0GDBpXLyibGxsbo3bs3evfujby8PAQFBeHmzZu4cuUKAgMDoVAokJubiwULFsDLyws1a9Ys8znfJXNzc2Hbzs4OY8eOfYfRaE857vT0dOTl5ZVYPVIulyMtLU1oFz7wrZwbqE0lTOU53qVSJ0cW3oBVKBTCGvf79++Hk5MTmjdvjubNm8PT01N0cYno3Xry5Mm7DoGIiIiIiIiIiIiIiIiIiIjoP8/Y2Bht2rRBmzZtMHv2bJw5cwYzZ86EXC5HVFQUAgMD0axZM2zYsEEYM3PmTIwbN07jnMpLcpfm4VkDAwPY2toiISEBAPD06VM0bdq02DFZWVmQSCQwNDTU6hw6Ojpwc3ODm5sbJk6ciLCwMIwZMwaxsbHIy8vDsWPH8Nlnn2kd87+R8upd2iaqpqamwszMrFSVOsubvr4+7O3t8eLFC8jlcoSGhpZYaOTp06dCpUxbW1vhz0G1atWEPtrkIYWFhZUh8vJTqqsvkUhEPwqFQvgJDQ3Frl27MGXKFLRo0QL9+vXDjz/+iCtXriAzM/NNxU9ERERERERERERERERERERERPRWLVmyBIMHD0azZs0QFxensV/Xrl3RokULoR0bG4u0tDT8/fffwr4hQ4YUey4/Pz9hu7QrizRr1kzYPn/+fIn9ly1bhkaNGqFVq1b45ZdfhP379+/HyJEj0bp1axw7dkzjeCcnJwwbNkxoF3dt3hdNmjSBrm5BDcKIiIgSkwNzcnLQtWtXuLm54cMPP0RwcLDo+JteBlyZh4eHsH3mzJkS+yv3adKkibDduHFjWFpaAihYZS4mJqbYeXx9fUsZ6ZuhVXJk586dYWZmJkqGBMTJkgCEY3l5eXj8+DG2bt2KSZMmwdPTE0OGDMGqVatw69YtyGSyN/eKiIiIiIiIiN6ivvcvYZj/Ka36DvM/hb73L73hiIiIiIiIiIiIiIjoTYuMjMS9e/fw6tWrYpMFAXHlRzs7O5XcqeTkZI1jo6OjsW3bNqEtl8tLFWefPn2E7b179yI8PFxj3/DwcOzfvx8AkJiYiIYNGwrHMjIycOvWLSQkJJT69b7vTExM0KVLF6G9dOnSYpNUN2/ejOTkZMjlcmRmZsLZ2Vl0XLmaZGGVxjelb9++wvb27duLTWqMjo7Gzp07hXb37t2FbV1dXXTt2hUAkJ+fj5UrV2qcJyQkRKtEzLdBq+TItWvX4tatW9i7dy+mTp2KZs2aQUdHR2OiZNFkydzcXNy/fx8bNmzA6NGj0axZM4wYMQLr1q1DYGDgG/8lE5Vk+PDhcHFxgYuLCw4ePAig4C+fc+fO4bPPPkPnzp3h5uaGli1bol+/fvjll18QHx+vMk9YWBiWLFmCHj16wMPDA40aNUKXLl3w1VdfISgoqFQxhYSEYMOGDRg/fjy6dOkCT09PNGjQAJ6enujcuTM++eQTbN26tdg3yEKFr83FxQU///xzqeIgIiIiIiLN+t6/hG/PbcXnV/4oMUFymP8pfH7lD3x7bisTJImIiIiIiIiIiIjec/379xe2V69ejStXrqjtt3XrVjx69AgAULlyZTRu3BjW1tawtbUV+ixfvlxt0mNAQACGDRuGtLQ0YV92dnap4mzXrp1QATAzMxNjxoxRm8MSFhaGSZMmCYmbbm5uaNeunXC8Z8+e0NfXBwBcuXIFa9euRW5urso8gYGB2L17N4CCfDLlpML32eTJk4XXf+3aNXz55ZdIT08X9VEoFNi/fz/WrVsnGldYdbKQqampsB0dHf0GowZatWolVA9NS0vDqFGj1C4N/vTpU4wePVp4TZ6enkIyZKFPP/0UZmZmAICjR49i2bJlKn8GQkNDMWnSpFIn8b4puiV3KSCVStGoUSM0atQIn3zyCTIzM+Hv748bN27gxo0bePr0qdBXOUGykHK2bE5ODvz9/eHv74+ff/4ZRkZG8PDwQPPmzdG8eXM0aNCgHF4a0euLiIjArFmzcPfuXdH+nJwcvHz5EkFBQdi+fTt+/vlneHp6Ii8vD+vXr8e6detUkn0jIiIQERGBQ4cOYcaMGZgwYUKx546MjMR3332HS5fUf1mampqK1NRUREZG4sKFC1i9ejWmTZuGUaNGlek1ExERERFR6RQmRhb6/MofAICdzbxV+hYmRhYqHHeoUYc3GiMRERERERERERERvRmdOnVCmzZtcPXqVchkMkyYMAFNmjRBw4YNYWtri9TUVPj7++PBgwcACvKp5syZIyTYjRgxAitWrAAAnD59Go8ePUL79u1RqVIlvHz5EoGBgaIkRl1dXeTm5iI7OxvZ2dkwNDTUOtaffvoJAwcOREJCAqKjozFgwAC0bNkSbm5uUCgUePr0KS5duiTkvFhYWGDZsmWiOWxsbDBlyhQh5p9//hlHjhxBixYtULVqVchkMjx+/BjXrl0TEuaGDBkCFxeX17zC/y4uLi6YN28e5s6dC4VCgWPHjuHq1avo1KkTqlevjqSkJPj5+YmW3O7QoQM++ugjlbkcHByE7WPHjsHMzAx2dnaoU6cOOnbsWO6xr1ixAgMHDkRcXBzCw8PRu3dvtGnTBg0aNIBEIsGjR49w9epV4fdWuXJlLF++XFThEiioAjpv3jzMnj0b+fn52Lx5M86fP4+OHTvC3NwcT548wfnz5yGXy+Ho6FhsldK3RevkyKKMjY3Rrl07IUM4Pj4eN27cwM2bN3Hjxg0kJCQIfUtKlszMzMS1a9dw7do1SCQSPH78+HXDIiqzFy9e4KOPPhL9GbaysoKOjg4SExOFfSkpKZg0aRLOnj2LNWvWYO/evcIxS0tL6OnpITExUfizrlAosGLFCtSuXRudO3dWe+7g4GCMHTtWdB6g4P83S0tL5ObmCmV3C2VmZmLJkiWQSqUYMWJEuVwDIiIiIiIqmYlM9elcdQmSRRMjixtPRKVT3NI12nB0dCzzHEREREREREREVHGtWrUK06ZNw7Vr1wAAd+/eVSnEBRQsy/zVV1/Bx8dH2Dd27Fg8efIEx48fBwBERUWJljQuZGlpiYULF2LPnj24desWAODRo0do2rSp1nFWrVoVBw4cwPTp03H37l3k5+cLuVpFOTk5YdWqVXB0dFQ5NmHCBKSlpWHz5s3Iz88XCoYVJZVKMXToUHzzzTdax/g+GDhwIMzMzDB//nykpKQgJSUFf/75p9q+/fv3x4IFC1Ry5gCgbt26aNKkCe7evQuFQoFdu3YBADp27PhGkiPt7Oywf/9+TJ8+HYGBgcjNzcWlS5fUFm5r3bo1li5dChsbG7Vz9erVC0ZGRvjyyy+RlZWF8PBw/P7776I+DRs2xKxZs/4VeUyvnRxZVOXKldGnTx9hnfqnT58KVSVv376NrKwsoa+6ZEmg7De0icpDYfVHfX19TJw4EUOGDEGlSpUAAM+fP8e3336L27dvAwAyMjIwdOhQ4S/6/v37Y+LEiahZsyYAIC4uDitXrsThw4eF+deuXas2OTIvLw+zZs0SJUZ+9NFHGDZsGJycnIR9MpkM9+7dw6+//orr168L+1evXo3BgwfDwMCg/C4GERERERFpVJgAWTTxUTlBUlNi5E/thqitMElEVFaffvop5HI5FAoFpFIp8vPz1fZTvjeno6MDiUSC3Nxclftz1tbWqF69Op4/f46MjAzk5+dDX18fMplMZfWMoqRSKYyNjeHp6QlPT09s3LgRSUlJKnHo6urCxMQEjo6OsLKyQlBQEOLj44U+hoaGaNGiBcaNG4fY2FisW7cOMTExkEql0NfXR1paGvLy8qCrqwtTU1MYGhrC2NgYpqamSEpKQkJCAuRyOfT19VGpUiWYmJggPj4eeXl50NHRQeXKlSGRSGBhYSHcA0pMTERqaioUCoUQi52dHcaOHSssQwQUrABy8uRJ3Lp1C+Hh4cjPz4eBgQFGjBiBdu3a4eTJk4iNjUV2djby8/Mhk8ng6uqK7t27A4BwvEqVKujevTuqV6+u9loWnkebvtrQdj51/UoTd3kq72tAREREREREVB5MTU3x22+/4cqVKzh+/DgePnyIuLg4yGQyWFlZoXr16mjXrh369euHypUri8bq6OhgxYoV8Pb2xoEDB/Do0SOkpKRAR0cHVlZWcHZ2RsuWLTFgwACYm5sjIiJCSI48cuRIqZIjAaBKlSr4448/cOnSJZw6dQp3795FYmIi5HI5rKysUL9+fXTt2hU9evQQqluqM3PmTPj4+ODAgQMIDAxEZGQkMjMzYWpqCjs7O7Rs2RK9e/dGvXr1Sn9B3wPdunVD69atsX//fvj6+uLp06dISUmBnp4eqlatCg8PDwwcOBBubm4a55BIJNi0aRNWrVqFixcvIiEhAXp6em90KWo7Ozvs2bMHly5dwsmTJ4Xff25uLuzs7ODu7o5evXqhTZs2Jc7VpUsXnD59Gtu3b8eVK1cQGRkJXV1dODo6omfPnvj4448RFhb2xl5LaUgUbyEjUS6X4969e9i+fTvOnTsHiUQiutFaeDNWoVBAIpHgr7/+etMh0XukY8eOiI6OBgBUq1YNFy9eLPdzDB8+XEh4BAA9PT38/vvv8PT0VOn76tUrdOnSBSkpKaL9s2bNwtixY9XOP3bsWFG2va+vL+zs7ER9jh8/jpkzZwrtyZMnY/r06RpjVigUmDhxIq5cuSLs27BhA9q3b6/SV7lE8WeffYYpU6aIjvv5+Ymytbdv3w4vLy+N5y6r9PR0URlhFxcXmJqavrHzVXQPHjyAXC6Hnp5esW++VHa81m8Hr/Pbw2v99vBal82TJ08wfvx4bNq0qcSlGXitS6fw2mY17IN8k0rvOpx3RpqRCKNHhzVeB00JkPGmlqicnqKyv6IlRhZeP23+H/23498hbw+vdekNGDBAlFBIb46Pjw9mz56NkydPYtmyZcjPz9f40Le5uTksLS2FB2vt7OyQlZWFtLQ0AICZmRmcnJwQFhaGjIwMzJo1C97e4veIwvOYmJiU2Fcb2s6nrl9p4i5PpbkG/Pvj7eG1fnt4rd8eXuu3h9f67eG1fnt4rd8OXue3h9f67eG1fnsePHjAa0xUwZRb5Uh1kpKScPPmTVy/fh03btxAXFycSmIk8E9SJFFJoqOjy/RlmqenJ3bs2FFiv48++khtYiRQcFO7U6dOorK4H3zwgcbESKCgrK5ycmRISIhKcuSZM2eEbRsbG0yePLnYGCUSCYYPHy5Kjnz+/HmxY4iIiIiIqPxpqiDJxEgielt27twpJEbWrFnzP3N/wNPTE5GRkYiJiRHtb9q0KQICAlT6W1lZITk5WWV/pUqVkJiYCEtLS9HDrra2tkhISICRkZFo1RtlJiYmyMrKQrt27XDlyhVUrlwZJ06cgJubG5YtW4Y6deogODgYurq62Lx5Mw4cOIATJ04I9z8//PBDHDp0CF5eXsjPz8edO3fw/fff46uvvgIArFmzBrVr10ZOTg5Wr16NpUuX4oMPPoCDgwOAgmqJy5YtQ/fu3TF16lQYGBho7KsNbedT1y8sLAxjxozRKu7yVN7XgIiIiIiIiIiIKo5yTY6UyWS4c+eOkAwZHBws3AhU9/Q0EyLp32ro0KHFHq9bt66o3bt372L7Ozo6itqpqakqfSZOnIguXbogMjISdnZ2Wi2PXbh8dyFNN/KJiIiIKgJtEkEiIyOFJ3C1+fdWRfdfSa55GzQlSCqr6ImR/4U/T/w75O3htS6dbdu2CdtFV7p4Xbq6usjNzS2XuYpS9/C0OrVr18a8efPQo0cP0f709HRhjh49euD48eMAgMqVK6tNjrS2tkZiYiKkUqlov42NDRISEtCtWzccOnQIUqlUWGK8cGnyHTt2YOTIkbCzs4OJiQlat26NAwcOYOPGjTAxMcGzZ88AALt27ULVqlUxbdo0nD17FgqFAnK5HIcOHYKJiQmGDBkCmUyGoKAgbN++XVhB49y5c5g4cSIMDAwwbdo0XLlyBSdOnMDEiRMBFFRMNDExEZICAWjsqw1t51PX7/z58zA1NYVCoSgx7vJU3teAiIiIiIiIiIgqjjInRz558gTXr1/H9evXcefOHeTk5ABQTYbUlAip3K9mzZpvdClfev/p6urC3t7+tcdXrly5xD7m5uaoVatWsX3MzMxE7fr16xfb38TERNSWyWQqfRo2bIiGDRuWGJ+yokmWb+pLCyIiIqL3weLFi991CFTB7WzmjY/vnFZbMTLe1LJCJ0YC/H+U6G1RfnBSOQlR22RHiUQCHR0dmJmZqSQaapvUWFx/iUQCXV1dGBgYIDs7W2NMpqamSEhIgLm5OUxNTZGeni6ML4xLR0cHWVlZwn3HlJQUlb46OjpITU2FqakpMjIyoKOjg/z8fABAcnIyTE1N8erVK+jq6kIikQjJfxkZGVAoFKhUqRKcnZ2RkJAAZ2dnYUx6ejrq16+P+/fvAwCqVq0KoCBpz9jYWIgzLy8PTk5O0NPTAwA4ODjg5cuXcHZ2BgDExsYKr9nAwADOzs6ifbGxsXByclJJElbXVxvazqeuX2xsrNZxl6fyvgZERERERERERFRxlDo5MiEhQUiGvHnzJl6+fCkc0yYhUrmPvb09vLy84OXlhebNm6NKlSqlDYcqGDs7O5w7d+6NnkObP4dF/2xbWVmVqn9pZWZmIjo6GpGRkQgLC0NISAgePHiA8PBwUb/SfEFBRERE9F/z7bffqlTWLio0NFSoRFb45T5p9vz5cya0lcIw/1NqEyOBgiW2h/mfqtAJktr8P/pvx79D3h5e69L57LPPhAeWjYyMhIcyle8TaPtApUKhQG5uLtLS0tQeKw11/Qvnl8vlxY5NT0+Hra0tXr16JSQ7Fo63srJCfHw88vLyYGhoKJzH0tIScXFxKueysLBAXFwcrK2tkZSUJBwv7G9mZobc3FxIpVKhKmVubi4UCgUSEhIQGhoKHx8f3L59G127dkV6ejpsbGwQFhYGPT095OTkICoqCg4ODsjJyUFmZqYQk46ODsLCwiCTySCXyxEVFQVHR0eEhoYCAHr16iXEk5OTg9DQUNG+KlWqwN/fHzk5OaLkQHV9taHtfOr6ValSBbdv34ZCoRCtovK6sZR3zERERERERET07+Xr64unT5+Wy1xmZmYYNGhQucxF/31aJUf6+vrixo0buH79unDjDih9MmSlSpWERMjmzZujevXqrxs30RtTuKxRaejr65drDMHBwTh16hQCAwPx999/IzExsVznJyIiIvovqlmzJlxcXIrtk5OTIyTblNSXqDSG+Z8qdklt4J8ltytqgqQ2/4/+2/HvkLeH17p0Ro4ciY0bNwIoSPgrutLE63iTq1Nom2T5999/Y/z48Sr7TUxMhDlOnDgh7I+Pj1c7T2FCZGHFyKL7z5w5Ixwv2mfEiBHIyspCXFwcMjIycO3aNQDAhAkTsHTpUtSpUwfBwcEYMWIENm/ejAMHDghLcgNA3759cejQIezduxf5+fnIzs7GiBEj8NVXXwEAunTpAqDgz/zq1auRmZkJHx8f4fzdu3fHH3/8gdWrV2PatGkwMDDQ2Fcb2s6nrl/nzp2xe/dureIuT+V9DYiIiIiIiIjo7Tt58iQOHTpULnNVq1aNyZGkNa2SIydMmKBxGZyilPtYWFiIKkM6OTmVMVyiN09Xt8yrzb+2uLg4zJ8/H5cuXSq2n0QiQZ06deDh4YE9e/a8peiIiIiIiEgdTYmR8aaWKpUkK3qCJBG9GcOGDcPhw4cRHx+P58+fv+twys3t27fV7r9z547a/UWXAS9U+NBpSkqKaH9CQgIA8VLkRWVkZACAcK8mNjYWPj4+8PYu+Ht86dKlkEqlyM3NxahRo1TGnz17Fg4ODvDz8wNQsCrKd999JxyfOnUqnJycEBoaiszMTMyaNQsODg7C8erVq2PWrFlYunQpfH19i+2rDW3n09RP27jLU3lfAyIiIiIiIiIiqjhKnQWmnBBZNFnSxMQEzZo1Q/PmzeHl5YV69eqVPUKiCiI6OhpDhw4VLf8EFJQDrlu3LmrXro3atWujbt26aNCgAaysrBAbG8vkSCIiIiKid0hTYuRP7YZgZzNvtceZIElEb8J3332H8ePHQ19fX6hcKJVKVSohFlK+x6erqwuJRCKqeFjI2toaNWrUQHh4ODIyMpCfny9U7svLyys2JqlUCmNjY3h6esLLywsbNmwQLWtdGIeenh6MjY3h6OgIa2trPHr0SFQF0tDQEC1btsS4ceMQGxuLdevW4cWLF5BKpdDX10daWhry8vKgq6sLU1NTGBoawtjYGGZmZkhKSkJCQgJkMhn09fVha2sLY2NjYVluHR0dVK5cGRKJBBYWFrC1tQVQkDhZWIGz8F6NnZ0dxo0bh6ZNmwIAvL298cEHH+DEiRO4desWwsPDheszcuRItGvXDidOnEBsbCwcHByQn58PmUwGV1dXodph4fFevXrBx8dHbaKf8nlK6qsNbefT1E/buMtTeV8DIiIiIiIiInq7fvjhB/zwww/vOgyqgEqVHFk0MdLIyAju7u5CZciGDRtCKpWWe5BEFcHs2bNFiZEdOnTAp59+ioYNG6qt0goA2dnZbys8IiIiIiIqoqTESOCfBEgmSBLR2/LLL7+UainyBw8eCEuYu7m5vcHIIFRbLAsHBwf8/vvv5RBN+XBwcMDEiRMxceJEtccL92u6zprGaTpPedF2Pk39yjMWbZX3NSAiIiIiIiIiov++UiVHKhQKYXltiUQCMzMzhIeHIzw8HHv37i2XgCQSCc6fP18ucxG9L4KCguDv7y+0W7dujXXr1pWYbBwbGytqF63uQEREREREb06GvqHKPuXEyEKaEiTVjSciInpfaHqY9/Hjx2pXFFIoFKhcubKwzLmyS5cuoX379uUd4r/K5s2bMX78eABAzZo1ER4eXqrxMpkMHh4eePToEQBg5MiR2Lp1q9q+SUlJWLt2LY4fP46QkBBkZGTA0tISDRs2xMCBAzFu3Djo6+u/1utISEjATz/9hGPHjiEsLAxSqRTVq1fHxx9/jGnTpsHMzExlTPv27XHlypVSnaci/JkgIiIiIiIiojev1MtqFyZfKRQKJCQkiPaVB0031Yj+y+7fvy9qDxo0SKsqrAEBAaK2pqWyiIiIiIio/B1q1AEA8O25rQDUJ0YWKpogubjLKGE8ERHRf8n58+fVJkfev39fbWJkRZCcnIz58+eXaY6FCxcKiZHFefjwIby9vREdHS3an5iYiMuXL+Py5cv49ddfcfbsWVSpUqVUMVy+fBn9+/dHUlKSaH9wcDDmzp2LX3/9FSdPnnzjVWiJiIiIiIiIiLRV6uRIZUWTIsua2Miqd1RRpaeni9o6Ojoljnnx4gW2bdsm2pebm1uucRERERERUfEKExxNZNklLpFdeDxD35CJkURE9J91/vx5TJkyRWX/hQsX3kE07156ejr69u2LFy9evPYcAQEBWLp0aYn9srOz0atXL5XEyKIePnyIwYMHl6qa419//YWePXuq3MdUFh0djQ4dOuDBgweoVq2a1nMXpa+vj6pVq772eCIiIiIiIiKiQqVKjmRVR6I3o+jNwj///BOdO3fW2D8yMhJTpkzBq1evRPtzcnLeSHxERERERKRZaRIdS0qgJCIiet9duXIFeXl5Kg//VsTkyPv372P48OF4+PDha8+Rk5ODUaNGafVQ9L59+0TLdTdp0gQLFixA9erVce/ePcyaNUuo3unr64v79++jUaNGWsUxc+ZMUWLkqFGj0KFDByQmJmL9+vUIDQ0FULCk97Rp03DgwAGh7/bt25GZmalx7mPHjmHWrFlCe+PGjXBxcdEqLiIiIiIiIiKi4midHMmqjkRvTuvWrWFsbCzcJLx48SKmTp2KKVOmwNnZGRKJBAqFAuHh4Thy5Ah27tyJtLQ0lXkyMjLeduhERERERERERFTBWVlZITk5GQCQmpoKf39/NG/eXDgul8vh6+srtK2trVWWZv4viYqKwqpVq7BmzRrI5fIyzbVgwQIEBQVp1TcgIEDUPnDgAGrXrg2gIFFSoVBg7NixwvHg4GCtkiMTEhJw+vRpod2iRQts2bIFDx48gFwuh5eXF/r164f4+HgAwOHDhxEbGyss212jRg2Nc8fFxWHZsmVCe/jw4Rg5cqQWr5aIiIiIiIiIqGRaJUd+9tlnbzoOIq3ExcWhS5cuZZ5n+PDhGDFiRDlEVD4sLCwwffp0fP/998K+M2fO4MyZMzAwMICVlRVevnypcjO1UqVK0NfXF5bliY2NfatxExERERERERERNWzYEI8ePRISJM+fPy9KjvTz8xM91Nu2bVscPny42DllMhk2b96MAwcOCHNLJBJYW1ujXr16GDRoECZMmCCqUDlkyBDs3btXaFepUgXBwcGwsLAQ9q1evRrTp08X2pUqVcLDhw+FRL7Lly+jQ4d/qkLPnz8fCxYsKNX16NmzJ+7duye0TU1NkZ+fX2z1RHVu374tShwsiVQqFbVNTExEbWNjY1G78DWXJCAgQFQ8oXv37qLjZmZmGDNmDH744QcAQF5eHo4cOYKJEyeWOPf06dORkJAAALC1tcWqVau0iomIiIiIiIiISBtMjqT3Sm5uLiIiIso8T2pqajlEU75GjhyJ7OxsrFmzRrRMTk5Ojtqkx65du2Lu3LlYs2YN9u3bBwC4e/cuZDIZ9PX131rcRERERERERERUsUmlUrRt2xZHjhwBUJAc+e233wrHlZfUtra2hpubW7HJkampqejcubNKJUSg4OHpuLg4XL58GXv27MG5c+dgYGAAAFi3bh0uXrwoJNvFxsbi66+/xi+//AIAePbsGb755hvRfOvXr9c6SVBbyomErq6u2Lt3L3r16oXnz59rPUfhctp5eXkAgNGjR2PLli3FjvH09BS1J06ciBUrVqBatWq4c+eO6HdSt25dtGrVSqtYCpNeC9na2qr0qVOnjqh9//79Euf19fXFH3/8IbQXLVoEa2trrWIiIiIiIiIiItKGtOQuRPS2TJw4EcePH8eYMWPQoEEDmJubQ0dHB8bGxqhatSpatWqFCRMm4MiRI1izZg1sbW3RuXNnYXxmZiaOHTv2Dl8BERERERERERFVRO3btxe2b968KaqSqJwc2bZtW0gkkmLnmjp1qtrEyKKuXr2KlStXCm1ra2vMnz9f1OfXX3+Fv78/AGD8+PGiCpYff/wxBgwYUOJ5XoelpSUWLVqEu3fvws3NrdTj586di7/++gsAYG9vL3qdmgwcOFB0riNHjsDZ2RlGRkZo3bo1wsLCAAAODg44fPgwdHW1qp0AU1NTUTs6Olqlz8uXL0Xt4ODgEuedM2eOsO3k5IRx48ZpFQ8RERERERERkba0u/tB9A5dvHjxjZ9jx44dperfr18/9OvXT+v+Dg4OePLkiVZ9a9WqhdmzZ2s9d7t27Uqcu6TjXl5eWsdHRERERERERERUlHJypEwmw9WrV9G1a1dkZmbCz89PONahQwckJSVpnCcyMhI7d+4U2jVq1MDy5cvh4uKClJQUbN68WXQv79KlS/jqq6+Edps2bdCnTx+hMmV+fj4mTZqECRMmiJI0q1WrhrVr15blJWv0448/onXr1irLWmvr1q1bWLFihdDesGEDLC0tSxynp6eHM2fOYMyYMTh16pTaPjVr1sTNmzdRtWpVreNp2LChqH3gwAFREqpCocCBAwdEfVJSUoqd8/z587h586bQnjFjhmiJdCIiIiIiIiKi8sDKkURERERERERERERUJm5ubrCyshLa58+fB1BQ3VEmkwn7lZMo1TEwMMCGDRvw2WefoU2bNti5c6dQEbFt27bYunWrKOlQXRXDzz//HNWqVRPagYGB+OSTT0R9fv/9d7UJh+3bt4dCoRB+FixYUGy86nTt2vW1EyOzs7MxevRo5OfnAwCGDRuGHj16aD3ewsICzZs3h56entrjz58/h7u7O+7du6f1nLVr14aHh4fQ/uuvv9CzZ0/4+fkhMDAQX3zxBW7fvi0ak56eXuycypUwbWxsMHr0aK3jISIiIiIiIiLSFitHEhEREREREREREVGZSKVStG3bFkeOHAHwT3KkcrVGGxsbfPDBBzh48KDGeSpXrqxxeeVnz57hzJkzomW5s7KyVPqZmJhg0aJFGDdunJBkWPhfAJg8eTI+/PDDUry6t+fbb78VlqS2s7PD6tWrtR4rk8ng4+ODS5cuAQDq1q2LpUuXolq1arhw4QLmz5+PnJwcxMbGonv37ggKChIltBZn2bJl6Ny5s3AdT506pbE6JYBiq0A+f/4cZ86cEdrjxo2DkZGRVnEQEREREREREZUGK0cSERERERERERERUZkpV4W8f/8+EhMTRcmRbdu2FSU2luTOnTtYsmQJfHx8UKVKFdSuXRuTJ08WVSVUTnpU5uHhgenTp6vsd3Z2xrJly7SO4W26ceMGfvrpJ6G9bt06WFtbaz1++fLlQmKkVCrF0aNH0bt3bzRt2hSzZ8/GmjVrhL4xMTHYsGGD1nN36NABGzZs0Jj0OHToUFHbzMxM41zbt28X/d4GDBigdRxERERERERERKXB5EgiIiIiIiIiIiIiKjPl5EiFQoEDBw6Ilm/u0KGDVvPcu3cP7u7uaNq0Kb7++mucPHkScXFxkEqlcHNzg7GxsVbzDBo0SGWfg4OD1uPfppycHNFy2m3atEH9+vURHBws/ChLTU0V9svlcgAQJTu2atUKLi4uojGjR48WJTcWVvfU1rhx4+Dv74+BAwfC1tYW+vr6cHFxwffff4+vvvpK1NfGxkbjPIcOHRK2q1evjqZNm5YqDiIiIiIiIiIibXFZbSIiIiIiIirRneUj1e7vP3oJwm3sVQ8oFDi/bgqsstJUDk0YNAd3atQr7xDfexJFPrr9dRM9gq7DNf45jGQ5SDI2x+2a9fGHexeEVK6pMqbno6tYcHpzqc5zrEFrLPAeX6oxerlyDLl7Dh8G+6FGcix08vMRbVkZF+t4YEczb2Tql2IpzG+/Bb77rmC7XTvg8uVSxUJERP9ebm5usLKyQnJyMgBg8eLFogqBysmTmkRHR6Nz5854+fIlgIJltidOnIgOHTqgadOmMDMzQ82aNREREVHsPHK5HBMnTlTZf/nyZaxbtw6ffvppKV7ZmxcTE4OQkBChffXqVdSrp/nfS4cPH8bhw4cBFCw3bmNjI7omVatWVRmjp6cHGxsbxMfHAwCioqJKHWeTJk2wb98+AMCDBw8gl8uhp6eHmJgYUb8GDRqoHR8VFYW7d+8K7d69e5c6BiIiIiIiIiIibTE5koiIiIiIiF6b1/MgtcmRdRMi1CZGknqm2RlYdnQtPCMei/ZXTXuJ3o+uwifoOn5pMwDbPX3eemyWmWlYt38pXBLESSjOiVFwToxCj6DrmDRoNqItK5c82d9/A6tWvZlAiYjonZNKpWjbti2OHDkCoCDRsVClSpXQsGHDEuf45ZdfhMRIADh9+jSaNGki6vPq1asS59mwYQPu37+v9tjs2bPh7e2N2rVrlzjP+yI7O1vUDg8PV+mTk5ODhIQEoV3c0tdFKRQKxMfHIzo6GnK5HF5eXqLjyhVCgYJlzdW5du2aqN26dWutYyAiIiIiIiIiKi0uq01ERERERESvzfN5kIb9j9XuJ1USRT5+PPaLSmKkMl1FPqb57sOAexfKfL4X5pVK1f9/JzeoJEYqs3+ViBWHV0MnP6/YeXQSE4GePYGMjFKdn4iI3i+aqkO2bdsWEomkxPFFExqtra1F7bNnzyIlJaXYOR4/fowtW7YIbUNDQ7Ro0UJoZ2RkYPTo0VAoFCXG876oVKkSzM3Nhba/vz8CAwNFfbZv3y56zY0bN9Z6fmdnZ1SpUgUeHh7o2bMncnJyhGNyuRxbt24V2sbGxujZs6faeW7duiVqu7u7ax0DEREREREREVFpsXIkERERERERvTaPqCeQ5ucjXyp+9q5ZMYl+JNb5iT+aKyWZhltVwc9tByHJ2Bw+j69jwP1LwrGpV/bhUh0PvDSxBABcquOBh1WdNM5tIsvCz3+ugEV2QULirZoNsLmF9stXtnj2AK3CHwrtKAtb/NhpOLL1DDDz0i64xhckTdZJjELvh7442KiD2nkap6Sg5qBBwIsXWp+biIjeT5qSIzt0UP8eUZShoaGoPWjQIHz33XcwMzPDqVOnsHz5ctFxmUym0l6wYAFyc3OFffPmzcNHH32EBg0aIOP/k/R9fX2xevVqTJ8+XTT+8uXLoljnz5+PBQsWaBV7WTg6OpaYrKmcXDpy5EhRQiIA9OvXT9inUCjg7e2NH3/8EQ0aNMDVq1fx7bffivp/9NFHKjE8f/4cAFCzZk1R9clOnTrh77//BgAkJCRg8ODB6Nu3L2QyGX7//Xf89ddfQt+xY8fC1NRU7WsIDg4Wts3NzeHs7FzsayYiIiIiIiIiKgsmRxIREREREVGppBqaCMl2ZjmZqB/7Nx7Z//PFtm5eLtyjngjtFEMTWGazWqAmPo+vC9t5Eglm9pkmLFX+oFodSBQK9H9wGQBgIs9G96Ab2OHZHQCQbmCMdANjjXMvPLlR+F0lG5lhbveJKomsxcd2Q9Re/OFo+NdsAACY230i9m/9RvQ6iiZHOr58gRE3D6Fn8EMuXUFEVEG4ubnBysoKycnJov2akiaL8vHxwcGDB4X27du30aVLF439k5KSoFAohMTBX375RUjiK4znyy+/hK6uLhYuXIgvvvhCOPb111+je/fuqFu3rlax/dstXrwYR48eRVJSEgAgPj4eo0ePVtu3f//+WiesAsD06dOxdetWyOVyAMCRI0eE5dOVOTs747vvvtM4T1hYmLDt5OSkVTVRIiIiIiIiIqLXxeRIIiIiIiIiKpWwStXglBgtJN15PQ8SJUc2jPkbxvJ/llq86+CCDqGBKvMUVTsxCh8HnEGziMeolJGKbD19RFpWxrXajfGHexekGZpoHOucEIHBd8+jSVQI7NKSYJArQ7auAeLNrHCvWl3sbNpNSDhUdmzjTNi/SgQAHP6gLRZ1HYu68c8x3P8UPCKDYZmVjkRjM9w2NcBvjsmIMVFdkrpqagKOb/on0eJYg9ZY4D2+xNdbqH7sM2H7hYWtSpy7mnYTkiMBoOPTACE5sjgtnj1ED6XEy5XthyLJxELruACg5bMHwnaagTH8a9QX2n9XckCoTTU4v4wGALhFh8I0J1OUrLll9yKY52T+M6GdHRAXV6oYiIjo/SKVStG2bVtR4pytrS0aNGig1fgRI0bgjz/+wLlz59QeNzY2hoeHB65evQoAyMnJwaNHj/DBBx/g1q1b2LFjhyiWTZs2QVe34Db49OnTsWvXLty9excAkJWVhVGjRuHatWuQluLhgX+ratWq4dKlS+jdu7eo6mNR3t7eKlUnS1K/fn2sW7cOkyZNQl5ento+TZo0wfHjx2FmZqZxnsTERGHbxsamVDEQEREREREREZXW+3/Hh4iIiIiIiN6qfEhx18FFaHs+Fy+h3SzinyWiUwxN8NS2eolzDr1zBnu2zUWfR76o9ioRBnlyWGRnoGHsM0y6cQiHf5uFxkrVKJX5BF3Dru3z0e/BFdRKioGxPAc6CgVM5NmolRSDvg+vYPf2eegQElBiHH0fXMb2nQvR/a+bsEtPhkGeHNXSktA3Jga79q2Ac0JkiXOUlrlSVc1kI9VkgijLysjHP1WVnBOjgBKW3dTNy8UXl3YJ7fv2zjjZoFWp4qqUniwkwALAc6sqQJHqTmGVHIRtKRSo9VK8bLZy76xGjYDbt0sVAxERvZ+KVols27at1hUCdXV1ceLECSxduhRubm4wNDSEgYEBnJycMG7cOAQGBuL7778XjdmzZ4+Q6KicuPfZZ5/B09NTaOvo6GDjxo3Q0dER9t28eRMrVqx4jVf57+Tm5oZHjx7hp59+Qps2bWBlZQVdXV1UqlQJ3bp1w549e3DixAmNy14XZ9y4cbh58yYGDRqEKlWqQFdXF1ZWVvD09MSmTZvg7+8Pe3vVh1GUFS5rDgDW1taljoGIiIiIiIiIqDRYOZKIiIiIiIhKLaC6K9r/fzVIt5hQGMpzkK1nAADwjPgnWfKugwsUKD4Zouejq/ji0u5i+1hmpWPtgeX4eMT/8Ny6qrDf8eULfHt2C3QV+cWON8iTY/6Z33Cjlhty9PTV9vGIDEbPR1ehoyHx0CInC19e3ImJg78q9lyllalvKCQhVk5PVjlulp0BKf6JyViegyppSYg111xtqdejq3BMihHaa9sMLHVcNZNiRe0kY3OVPslF9tVIjsVDpSqiAJBgbI4dVW3hs2cPXGrUKHUcRET076QoJlF/+vTpmD59usbjCxYswIIFCzQe19PTw5dffokvv/xS7XEXFxe15w8ODsaDBw8gl8uhp6cHNzc3lT5NmzZFbm6uxnO3b9++2Nf2uoqr5KgtbeMyMTEp8XegjjYxNmvWDHv37gWAEq+1OjKZrFQxERERERERERGVxVtPjrx79y58fX2RnJwMW1tbtG/fXuslVYiIiIiIiOjf4U51V2FbPy8XTaJCcLPWBzCU56BhzN/CsYAa9WCelaFuCgCASU4Wvrj4T4XDXKkOdrt/iMt13KGXl4c+D6/A+6+bAACjXBm+uLgLUwb8s4T1sIDT0M/7J8HhQKMOONagNXJ1dFE7MRrTruxFpcxUAIBZTiZc4p/jQbU6amOpnhIPADj0QTucqN8Scl09DLx7Hj0e3xD6uEc+UVk6uqzCKlWDe1QIAKBKWhLcop+KYuzyxF9ljGlOBgD1yZE6+XkY5XdcaD+qUguBSr8vbZnKskTtTH1DlT6Z+gZF4hKPmdt9Ivxsq0Dvr+Pw+Q8sV0pERERERERERERERO+Pck2OzMnJwZ49exAYGIg1a9aIjuXm5mL27Nk4efKkaP/atWvRtWtXLF68+LWW8iAiIiIiIqK376ltdaQamggVDz2fB+FmrQ/QJCpElKwYUN0VHUPuaJyn2183RUl4m1r0xuYWvf8ZX6MejOQ5QpXK5uGPUCU1EbEWlQAAZ+o1R4y5DeokREKuo4slXUYJY4PtHGGbnoKpV/cJ+9RVZlS2tVl3/NxusNB+VKU2XGP/hvP/V1GUQgH71ASEVK4p9ImxsIXHF9uKnbc45+p6CsmRALD06Fr83HYg/rapBo/IYEy+flBljLEsR+N8HUMCUO1VotDe2dT7teIykovPkSvVUemTJxHvM5Zni9pXnRpDmpEIvdeKgIiIiIiIiIiIiIiI6PWVW3LkgwcPMG3aNMTGxkJHR0dYTqPQ0qVLceLECbVjz5w5g9jYWGzduhWGhqqVKIiIiIiIiOjfRSGR4q6Di5C06BkRBABoprSkdoqRKUIrVS82ObJp5F+i9lkXL5U+F+o0Fc4jhQJNokNw6v+TI/1r1Id/jfoqYwzkMrjFhMLtxVPx/tzil3Lc1bSbeIdEgntVagnJkUDxiYmv47BbOwy4fxFOL18AAGwzUvC/U5uKHZNfTBXGfg8uC9txpla4ULdZucRJRERERERERERERET0PimX5MjHjx9j5MiRyM7OhkKhQF5eHsLDw1GnTsEyYJGRkdi5cyckEona8QqFAvfv38fq1asxe/bs8giJiIiIiIiI3rCA6q5C0mLd+EhYZqYJSZIAEOjgAmj4HFioekqcqH3o95I/E9b6/yRCZSY5WWj99z24Rz1Bw5gwOCVGQy8/T6WfVKHQOG+6viGSTCxU9qcVWUJbR828ZSHT1ceMvtPxy/5lcEhNUDkeWskBAOCcGCXsy9BT/2BhlVcv0TTin4TTy87uxSZSFidbV1/U1lHkq/TRzc8VtTM1xEVERERERERERERERPS2vd43JEoUCgVmz56NrKws0f7Q0FBhe/fu3cjPzxf6FyWRSKBQKLBjxw4kJSWVNSQiIiIiIiJ6C+5UdxW2pVCgU4g/6sZHCPsCqtcrcQ6TnOwS+xRllpP5z3nz8zH52gGcXT8V35/4FQPuX4JrfAT08vOQamiCMBt7redNL5IEWUiuo7qcdHmLsrTDRyMWYXPzXgi3qoIcHT3Em1pit/uHGDP0W5UYUo1M1c7TPvQOpPjnc/elOh6vHVOGgZGoXXSZbXX70ouMISIiIiIiIiIiIiIielfKXDnS19cXT58+VakKGRYWJmyfOXNGdFyhUMDCwgKpqami/Xl5eTh+/DhGjBhR1rCIiIiIiIjoDXtqWx2phiawyM4AAIy9dRQ6Sg/EKSdPapKjqydqjxn6DVIN1Sf+FUoz/CeJ8ZNrBzD69gmhfbV2I5yv64kH9s6IsLJDz0dXseDMb1q9nnxJmZ8fLJMMAyOsb90f61v3VzlWKT1V2E42MlNb4RIA2oTdE7ZTDU0QqMXvQJMoC1tR2zLzlUofm4xUUTvCqsprn4+IiIiIiIiIiIiIiKg8lfmbnwsXLgjbCoUCEokENWrUgJeXFwAgJCQEL168EB1ftGgR/Pz88PPPP6tUkrxz505ZQyIiIiIiIqK3QCGR4q6Di9C2S08WtpONzITloIsTXSQBT6IAwm3sRT/ZuvrI1jMQ2i9NLAEULKU9NPCsMPayUxNM7zcDxxu2RoR1FUAigams9JUp3wVjWRYcX75As+dBMJDLRMesM1Jhm5EitIPtaqqdQ5qfD7cX/6zi8KhKbeRJX7/qZay5DbKUltZ2TI4FinyGd0yKEbbzIcGzUlTqJCIiIiIiIiIiIiIiepPKnBz55MkTUdvIyAjbt29Hs2bNAAD+/v6i44aGhujTpw8AoEuXLvDy8hKSJhUKhcp8RERERERE9O8VoKEyYaCDC1BkhQG1/YqMH+F/QtxBocB3J9bjxMYZuLJmEn7fvQi1E6MAADWTYmCYKxe6vjI0EQ2V5uej41PxZ9J/o3E3j+Dqmkn4c8tX+HX/UrR89kB0vO+Dy6L2WRcvtfM4J0bCWGmZ62A7xzLFpZBI4V+jvtC2zEqH1/Mgoe2QHAenxGih/aCas8alyYmIiIiIiIiIiIiIiN62Mi+rHRUVJSQ2SiQSdOnSBXZ2dsLxwMBAYVsikcDNzQ16ev8sm+bu7g4/Pz+hnZz8T6URIiIiIiIi+nfTtHS2pqTJok7Va4FPrv0Jw9yCaontwu5hxaFVONC4E9IMjTHg3kU0/v9qiKayLFROSxaWbpYVWZK7++MbeGZjj9s1G6Dqq0R8HHAGTaJDRH1083JL9fq0UTU1Acc3fSG0jzVojQXe47Uef7tGfUy+flBof3lxJ3QU+YiwskPbsHsYf+OwcCze1BLnXDzVzqNcxRHQXGGyNLGfrtccbf++J7S/Or8NP3YagWxdPUy/8gek+KeS5In6rUo8HxERERERERERERER0dtS5uTIjIwMUbtWrVqi9t27d0XJk40bNxYdt7KyKnY+IiIiIiIi+vd6alsdqYYmsMgWf5a7U72eVuOTTCywrnV/zLi8R9jXPuwu2ofdVdt/ecePkatT8FE2rFI1vDCvBPtXiQAAXUU+pvnuK/Z8ltnpWsX1Nj2oVgf3qtVB4+inAAqWJ//x2C8q/XIlUnzfZTSy9A3VzuOQEi9qR1jZqe1XGmdcm2NI4Dm4xYQBAKqnxGPtn8tV+j2t5IAjH7Qt8/mIiIiIiIiIiIiIiIjKS5mX1c7NFVfdMDb+ZwmtmJgYvHjxQnS8SZMmonZaWpqoratb5nxNIiIiIiIieksUEinuOriI9iUZmSGsUjWt59jVtBs2tuiNvGKW4c6VSLGs48e4XMdDdO7FH46GTEfz58jbNeojV6ojtOvFhmsd19v0bfeJeGFeSePxDD1DfNNjMq46NdbYxzJL/Pk61dC07IFJJJjRZzpCbKtr7BJjZoMv+kxFntJ1JiIiIiIiIiIiIiIietfKnIlobGwsSnB89eqVsH3z5k1RX4lEAnd3d9G+58+fi9qmpuXw5Q0RERERERG9NQHVXdE+NFBoBzq4AMUkOqqzoVU/XKrjgf73L6FpxF+wTU+BXn4uEkwsEVCjHnZ7fIhQ2xoq4/wcG2Lkx/Mw9tYxNIl6AovsDGToGyKsUjWcrN8KRxq2xdoDy+AV8RgA0PLZA5hmZyDd0KRsL7qcxVjYYuiI/2GE/ym0D72DaqkJyJdI8cK8Eq7XboQ97l2QYGZd7BxG8hxR+1V5JEcCSDYxx/BhCzDw3gV0++smHJNioJOfj2gLW1yu44EdzbyRbmBc8kRERERERERERERERERvUZmTI62srETJkY8ePRK2L1y4IOrr6uoKc3NzoZ2SkoJz586Jlt2uWbNmWUMiIiIiIiKicubxxTaNx/Z4dMUej64aj29s1RcbW/Ut8RwhlWtiSZdRpY4tpHJNzO71mcbjnwyarfFYzwkrSpx/U7Ou2GmUhayGfZBvolrdMcbCttjro610QxOsazMA69oMeK3x3304Bt99OKZUY7SNPVdHt8Tfs9YUirLPQUREREREREREREREVIIyJ0fWqVMHz58/FxIcr127hlOnTkFHRweXL18WJT62bdtWGBcTE4Pp06cjKysLEqWKIg0aNChrSERERERERERERERERERERERERERUgZU5ObJp06Y4f/680M7NzcWMGTMAQEiKLPThhx8CAIKCgjB48GDk5eWJjgNA586dyxoSEREREREREREREREREREREREREVVg0rJO4OPjAz09PQCARCIRKkUWJkYW/rdOnTqoX78+AKBy5crIzc0V5ijsU7duXXh6epY1JCIiIiIiqkDMzMwglUphZmb2rkMhIiJ6Z/h+SERERERERERERCRW5uRIW1tbjBs3DgqFQthXmCSp7PPPPxeNMTExER3X0dHB3LlzyxoOERERERFVMPb29jh8+DDs7e3fdShERETvDN8PiYiIiIiIiIiIiMTKnBwJAFOmTIGPj48oQRKA0P7kk0/QoUMH0bFatWoJfSQSCb799ls0bdq0PMIhIiIiIqIKxtLS8l2HQERE9M7x/ZCIiIiIiIiIiIjoH7rlMYlUKsWKFSvQtm1b/PHHH3jy5Al0dHRQr149jBo1Ch07dlQZU6tWLTx69Ai2trZYsGABOnXqVB6hEBEREREREREREREREREREREREVEFVy7JkYV69+6N3r17a9W3Y8eOaNq0KXr16gUjI6PyDIOIiIiIiIiIiIiIiIiIiIiIiIiIKrByTY4sDW9v73d1aiIiIiIiIiIiIiIiIiIiIiIiIiL6D5O+6wCIiIiIiIiIiIiIiIiIiIiIiIiIiMrTG6scmZ2djUePHuHRo0d49uwZ0tPTkZaWho0bNwIAEhISoFAoULly5TcVAhERERERERERERERERERERERERFVQOWeHBkWFoZt27bhxIkTyMzMFPYrFApIJBKhfenSJfzvf/9D3759MWPGDFhZWZV3KERERERERERERERERERERERERERUAZXrstqbNm1C3759sX//fmRkZEChUAg/RYWGhiI3NxcHDhxA3759ERwcXJ6hEBEREREREREREREREREREREREVEFVW7JkYsXL8bKlSshk8mEKpHKP0WFhoYCKKgoGRsbi7FjxyI6Orq8wiEiIiIiIiIiIiIiIiIiIiIiIiKiCqpckiMPHDiAnTt3AoBKMqS6qpFAQXKkct+XL19i7ty55REOEREREREREREREREREREREREREVVgZU6OzMzMxKpVq1T2KxQKmJubw83NTSVBMi0tDfHx8UK7MEHy5s2buHPnTllDIiIiIiIiIiIiIiIiIiIiIiIiIqIKrMzJkSdPnkRiYqKQ4KhQKFCpUiWsX78efn5+2Ldvn8oYExMTLF26FFWrVlVJnDxx4kRZQyIiIiIiIiIiIiIiIiIiIiIiIiKiCqzMyZFXr14VthUKBfT19bFlyxZ06NBB80mlUvTq1Qu7d++GmZkZgILqkQqFAvfu3StrSERERERERERERERERERERERERERUgZU5OTI4OFhIbJRIJPD29oazs7NWY6tUqYIePXqIqkdGR0eXNSQiIiIiIiIiIiIiIiIiIiIiIiIiqsDKnBz58uVLUdvV1bVU42vUqCFqZ2RklDUkIiIiIiIiIiIiIiIiIiIiIiIiIqrAypwcKZfLRe3SJjempKSI2qampmUNiYiIiIiIiIiIiIiIiIiIiIiIiIgqsDInR9rY2ACAsLS2r69vqcZfvHgREolEZT4iIiIiIiIiIiIiIiIiIiIiIiIiotdR5uTIOnXqQKFQCO2HDx9i+/btWo39/fff8fTpUwCAQqGARCKBs7NzWUMiIiIiIiIiIiIiIiIiIiIiIiIiogpMt6wTtGvXDleuXAHwT/XIJUuW4MGDBxg8eDBq164t6i+TyfD06VPs2bMHf/75p6hqJAC0b9++rCERERERERERERERERERERERERERUQVW5uTI3r17Y+3atUhOTgbwT4LkiRMncOLECVFfhUKBRo0aidrKyZHm5ubo1KlTWUMiIiIiIiIiIiIiIiIiIiIiIiIiogqszMtqm5iYYMaMGaKltQsTJAt/lCnvL0yMLNz+9NNPYW5uXtaQiIiIiIiIiIiIiIiIiIiIiIiIiKgCK3NyJAAMGDAAw4cPV0mQLPxRpmm/t7c3hg8fXh7hEBEREREREREREREREREREREREVEFVi7JkQDwzTffYMaMGdDR0VGpFqkpIbKwguTgwYOxfPlyleNERERERERERERERERERERERERERKVVbsmRADBhwgT8+eef8PHxEZIkNf1IJBK0adMGO3fuxMKFCyGVlmsoRERERERERERERERERERERERERFRB6Zb3hC4uLlixYgUWLVqEu3fvIigoCMnJyUhPT4eBgQEsLS3h4uICd3d32NjYlPfpiYiIiIiIiIiIiIiIiIiIiIiIiKiCK/fkyELGxsZo1aoVWrVq9aZOQURERERERERERERERERERERERESkgmtZExEREREREREREREREREREREREdF/CpMjiYiIiIiIiIiIiIiIiIiIiIiIiOg/RatltQ8fPvyGwxDr06fPWz0fEREREREREREREREREREREREREf13aJUcOWfOHEgkkjcdi4DJkURERERERERERERERERERERERET0urRKjiykUCjeVByCt5mESURERERERERERERERERERERERET/PaVKjnzTiYtvI/mSiIiIiIiIiIiIiIiIiIiIiIiIiP7bpO86ACIiIiIiIiIiIiIiIiIiIiIiIiKi8qR15UhWdSQiIiIiIiIiIiIiIiIiIiIiIiKi94FWyZEXLlx403EQEREREREREREREREREREREREREZULrZIjq1Wr9qbjICIiIiIiIiIiIiIiIiIiIiIiIiIqF9J3HQARERERERERERERERERERERERERUXliciQRERERERERERERERERERERERER/af8q5IjZTIZ9u/f/67DICIiIiIiIiIiIiIiIiIiIiIiIqL3mG55T5iYmIhnz54hOTkZOTk5yMvL09g3NzcXWVlZePnyJZ48eQI/Pz9kZWVh4MCB5R0WERERERERvSZJVsq/68m6t0ySlSL8tyJfh9dVeP2IiIiIiIiIiIiIiIjepnJLjvTz88OSJUvw5MmT155DoVBAIpGUV0hERERERERUBpaWltDXNwDCLr/rUP4VDHkdXpu+vgEsLS3fdRhERERERERERERERFSBlEty5M2bNzFhwgTk5uZCoVC81hxMiiQiIiIiIvp3sbOzw65dO5GSklLqsaGhoZDL5dDT04Ozs3P5B0eC9+FaW1paws7O7l2HQUREREREREREREREFUiZkyNlMhm+/vpryOVySCQSJjkSERERERH9h9jZ2b1WUltOTo6QsOfi4vIGIqNCvNZERERERERERERERESqpGWd4NSpU4iJidGYFKlQKIqtJll4rPC/BgYGZQ2JiIiIiIiIiIiIiIiIiIiIiIiIiCqwMidHXrt2TdhWTnQs/ClMmlTep5wwKZFIoFAoYGJigpUrV4rmIyKi/2PvrsOiyv4/gL9nhgZBShAEFLsVsdFFsbDXWFuxdY21O9ZczF3s7u4CFDswwMLEFkEERemO+f3Bb+6Xywww2PF+PY+Pc84959xz7wyXucxnPoeIiIiIiIiIiIiIiIiIiIiIiPLrk4MjHz16JCpLJBJMmDABly9fxsqVK4UAyaJFiyIwMBD37t3D+fPnMX78eGhpaQn9EhISEBISAgMDg0+dEhERERERERERERERERERERERERH9wj45OPLt27dC9keJRIL69evDzc0NJiYmqFu3LrS1tSGXyxEUFIT3799DQ0MDFhYW6N27N2bOnCn0k8vlWLJkCcLDwz/HcRERERERERERERERERERERERERHRL+qTgyPj4+NF5YoVKwqPtbS0UKlSJaF8584dUds2bdqgZMmSQjk9PR179uz51CkRERERERERERERERERERERERER0S/sk4MjMzIyROUCBQqIylWrVhUe379/X6m/k5OTkD0SAK5fv/6pUyIiIiIiIiIiIiIiIiIiIiIiIiKiX9gnB0fq6uqKyjExMaJy+fLlhce3b99W6m9qaio8lsvleP78+adOiYiIiIiIiIiIiIiIiIiIiIiIiIh+YZ8cHJk1uBEAbt68KSqXK1cOQGbg440bN5CcnCzaHhgYKCpnD64kIiIiIiIiIiIiIiIiIiIiIiIiIsqPTw6OtLe3F5bFlsvluHLlCrZs2SJst7GxQcGCBSGRSJCUlIS1a9cK265duwZvb29hSW0AosdERERERERERERERERERERERERERPn1ycGRderUER4rAiT/+ecfDB8+XKivXr065HI55HI5li9fDjc3N/Tr1w99+/ZFenq6aDwTE5NPnRIRERERERERERERERERERERERER/cI+OTiyefPm0NXVVao3MDAQHjs7OwP4X/DktWvX4Ovri7S0NCFTpCL7ZJUqVT51SkRERERERERERERERF9dWloaEhMTkZiYiKSkpK+6b7lcjrS0tC86vuLYEhMTlZJf5CUlJUXom5yc/IVmST+D1NTUj36tpKamQi6Xf9R+09PTkZGR8VF9v7S0tLSPPi4iIiIiol+ZxqcOYGpqimHDhmH+/PmiJbFLly4tPG7atCn++ecfxMfHCwGSgOoltNu0afOpUyIiIiIiIiIiIiIiIvqqjh49iq5duyIuLk6oa9asGTw9PSGVZuaquHnzJv777z/ExsaqPW50dDR0dHTQtWtXVKpUSbTtw4cPWLFiBbZu3YqgoCAkJyfDzMwMrq6u6Nq1K5o2barys5j8Cg0NhYuLCwIDA4U6c3Nz7N69Gw0aNMiz/5QpU+Du7i4EVEokEvTq1QsbN2785LnRz2XZsmUYPXo0UlJSAABSqRSDBg3C8uXLVbaPiorC/v37sW/fPly6dAlxcXGQSqWws7ND69at0alTJ9SqVSvHn4MbN25g1apVOHr0KMLDw6GpqYmiRYuiZ8+eGDJkCIyNjT/qOC5cuICVK1eqFSRtYGCAv/76C46OjkJdQkICNm3ahL179yIgIACRkZHQ0tJCmTJl4Obmhp49e8LU1PSj5kZERERE9Cv55OBIAOjTpw8iIyOxdu1aoS5rcKSBgQFGjBiB2bNnQyKR5HgDUr9+ffz222+fY0pERERERERERERERERfRUJCAkaMGIHatWujV69eAIBXr15h0qRJuHv3LipXrgwAGDJkCCIiIlCqVCm1x9bV1cXz58/x999/o3v37gAyszBOnToVy5cvR0ZGBrp164bKlStDX18fL168wL59+7B161a0bNkSO3fuFK32lV9yuRx9+/ZFTEwMtm3bJtS7u7tjw4YNeQZHHj9+HHPmzMGYMWOE1cMCAgKwYMECLFiwAGZmZh89N/q5vHnzBhMmTECnTp3QtGlTAICfnx+WLl2K+fPnQ19fX9Tex8cH3bp1w4cPH1CvXj1MnToVhQoVQnJyMu7du4e9e/fCw8MD7dq1w8aNG2FoaCj0jYiIQLdu3eDj4wMbGxv07dsX9vb2SE5ORkBAAObMmYP58+djzJgxmDJlihDgrI6MjAx06tQJZmZmsLW1zbO9n58fBg8eDH9/fwCAr68vunfvjtevX6NRo0YYO3YsLC0tkZCQgEuXLmHChAmYNGkSFi1ahD///FPteRERERER/Yo+S3AkAIwePRp16tTBv//+i7t374qCIwEIb+KzfgswaxbJWrVqYdGiRZ9rOkRERERERERERERERF+cXC7H0KFDERYWBk9PT5QpUwZAZgDgpEmThAx4QGYGxp49e2LWrFn52sf8+fMxZ84cAJmBkR06dICPjw/Gjx+PoUOHwtzcXNR+5syZOHbsGLp164YOHTrA29v7ozNIrl27FsePH4eXlxdcXV2F+k2bNomOTZXIyEj07dsXTZo0wYIFC4R6Y2NjLFiwIM/+9OtIS0tDly5dYGRkhH///VfIiqitrY0lS5YoLRnv6+uLVq1awcXFBevXr0fhwoWVxly6dCn27duHfv36oV27djhx4gRkMhmio6NRr149fPjwAQcOHEDr1q0hk8lEfWfNmoVFixZhxowZCA4Oxpo1a9T+GXr58iXCwsKwceNGNGvWLM/2M2fOxOrVqwFkZrJs2rQpHBwccPLkSZQoUULUVhFgPXPmTAwZMgRJSUkYNWqUWvMiIiIiIvoVfbbgSACoXbs2ateujaCgIJVp5sePH4/GjRtjz549ePLkCZKSkmBnZ4cWLVqgRYsWn3MqREREREREREREREREX1RcXByGDx+OjRs3YvPmzUJg5Jc0e/ZsnDhxAkeOHBGy66miyBrZokULeHl5fdTnMM+fP8eoUaMwYMAAUWCkuoYNG4aEhARs2LAh333p1xEeHo5evXrh8uXLOHXqVJ7LRcvlcowYMQKOjo44fPgwNDU1c2zboUMHmJmZoUGDBti3bx86deqEIUOGICwsDH5+fihZsqTKfoUKFcK8efNQrlw5uLm54bfffhMyt+bl1q1bACBkSlVXRkYG+vbti7Jly+L48ePQ09NT2c7MzAxLliyBnp4exo0bh9atWysFURIRERERUabPGhypYGdnl+M2BwcHODg4fIndEhERERERERERERERfXFpaWk4cOAAJk6ciPDwcGzevBk9e/b8Yvt79eoV9PX18fLlS7i7u2PChAmiwMi4uDhs3rwZcrkcvXr1QoECBQAAzZs3R/369TFjxox8B0emp6fDzc0NFhYWH7Xy1/79+7F9+3Zs3boV1tbW+e5PP7+kpCQcOnQIK1euhEwmg5eXF+rXr59nPz8/P1y/fh3Hjh0TBUZeuHABBw4cgImJCYYMGSIEWTo7O8PZ2RlLly6Fs7Mzdu3aBQ8PD1Fg5IsXL3Ds2DGUKlVK9LPVq1cveHt7Y/To0fjjjz+gpaWV5/xu374NS0tLWFpa5ud04MSJEwgICMClS5dEgZF+fn44e/YsKlasiObNmwv1f//9N9avX48VK1Zg8eLF+doXEREREdGv4osERxIREREREREREREREf2MYmJiUK9ePdy5cweNGzeGj48PihcvrlZfGxsbbNmyBRcuXMixjZWVFbZs2SIEfe3duxcrVqzAX3/9hcOHD0MqlWLixIlC+/fv38PR0RGvXr1CRkYGdu/ejYsXLwrbhwwZgk6dOuHNmzcqlx7OyX///QdfX1+cO3cOBgYGavcDMjMBDhw4EO3atVM72x79WkJCQtCnTx+8e/cOnTt3hoeHB8zMzNTq6+PjA1NTU1E2U19fXzg7O8PS0hLv37/HoUOHcPPmTWF7r1690Lt3b6xZswYaGhro2rWrsO358+dwcHBAdHQ0AGDgwIFYtWqVsH3cuHHYvXs3rl27hnr16uU5v9u3bytljRw7diwCAgJUtn/+/DmKFCmCw4cPo1SpUqhbt66w7dChQ2jXrh2kUinS09OxYsUKDB48GACgo6ODbt264eDBgwyOJCIiIiLKAYMjiYiIiIiIiIiIiIiI1OTr64s7d+7g/PnzamW5y2r16tVYsWIFYmJilLZt27YNUqkUPj4+QmDk/fv30atXLzRt2hRubm6YNm0aateuDV1dXaHfmjVr8O7dOzx69Ah+fn7o1q0b1q1bh9jYWLx+/RoPHz4EAHz48EHt4Mj79+9j8uTJGDlypFrBYFnJ5XIMGDAAMpkMq1evzldf+nWcP38esbGxePz4sdrBxQofPnyAubk5pFKpUHf06FGYmJggODgYu3fvRrdu3RASEoIiRYoAACwsLAAAW7duRbNmzWBsbCz0XblyJaRSKd69e4ctW7Zg9OjRGDlyJEqXLg0gc3lsY2NjnDt3Tu3gyOxBwdu3b8ebN28AAMbGxqhTpw709fUBZGa2HDp0KAYPHgxjY2N4enqifPnyKFq0KObPn4/69evj9OnTqF+/Po4dOyYERwKZAdcRERH5On9ERERERL+SrxIc+eDBA5w+fRpPnz5FXFwc9PX1UbZsWbi6uqJo0aJfYwpERERERERERERERESfLDU1FQBQtmxZoS45ORmDBw/GunXrRAFb2ZUvXx7Lly9Xqo+KioK3tzfatm0LFxcXob5///6wtLTE1KlTkZGRgfPnz2P06NGivufOnUN8fDycnZ3x+vVroR8AlCxZEkWKFMHChQtRvnx5tY+vZ8+eKF68OObMmSPU+/r6ijLa5WTz5s04cuQIDh06JGQC9PPzg4ODAzQ0mLODMqWlpUFTU1MUGBkZGYlJkyZh5cqVufa1srLC69evkZGRIfy8mZubIzIyEtu3b4eXlxc0NDREAZBBQUGQyWTIyMhQCsZ8+vQpatWqBTMzMwwaNAiTJk3CyZMnheBIqVSKevXq4dy5c5g6dWquc4uIiEBISAiqVq0q1L1//14IjFQc56VLl9C3b1+MGDECNjY2ADKzvA4fPhwtW7YEABgYGCAhIQH//PMPjhw5gjt37qBnz56i/T158kToT0REREREynK+Q89FUlISDh8+jFGjRqFz5845poGPjo7GwIED0b59e6xYsQI+Pj64fPkyTp48iSVLlsDV1RVjxoxBZGTkJx0EERERERERERERERHRt3DkyBGUL18eGzdu/Ogx5syZg6SkJMyaNUuoW7lyJa5cuYJp06ZBW1sbjx49QnR0NBo2bCjqe+3aNRQqVAjdu3eHh4cHxo4dK2SIdHJygre3t1JAZV5zuXPnDrZs2QJtbW0AmUv77ty5M8++r169wl9//YWePXuiTZs2ADI/U3Jzc0NGRobac6BfS0ZGBtatW4fSpUvDx8cnz/YuLi6IjY3F4cOHhbp+/frBwcEBvXr1wv79+7Fw4UIhMyOQmTHSyckJUqkUMplMNF56erpQp6enhwIFCghLbCs0aNAAly9fFoKjc3L79m0AEC2rHRsbi23btiEkJAQJCQkIDAzEoEGDsGnTJlSqVAnnz58HAHTv3h3v379HUFAQvLy88Pfff6N8+fIYP3482rVrh9KlS2P69OnCuHfv3sXGjRvxxx9/5HnOiIiIiIh+VfkOjjx//jxcXV0xYcIEeHl5ISAgAAkJCUrtXr9+jU6dOuHChQuQy+U5/vP09ET79u0REhLyWQ6IiIiIiIiIiIiIiIjoS5FIJACAw4cPo1GjRmjTpg2ePXv20eM9f/4cS5Yswbhx44Sgxri4OEydOhV9+/aFg4MDACA4OBgAULFiRaFvXFwc/vzzTwQFBcHd3R3Dhw/H/Pnz8fLlS6xZswY7d+5Ehw4d1A5MvHHjBmbPno3JkyejWrVqADIz4Q0cOBByuTzXvhkZGejduzeMjIywZMkSoX7q1KnC0t5EWWVkZGDjxo2oXr06+vfvj3fv3qnVz8HBAY0bN8bgwYPx9OlTAICRkRH8/f0REhKCyMhI/PXXX0L7WbNm4fLly5g4cSIKFSqEV69eicazs7PDrVu3kJqaiuDgYERERMDOzk7UplixYkhKSkJUVFSuc7t9+zYMDAxQokQJoa5o0aLo1q0brK2toauri9KlS8Pd3R0vXryAo6MjWrRoIfyMSCQS2NrawtXVFaNHj0ZSUhK6d++Ox48f4/r16yhUqBAAICEhAT169EDp0qUxceJEtc4bEREREdGvKF/BkUeOHMGQIUPw5s2bXG+C5XI5Ro8ejZcvXwLIfCOf0z+5XI7Q0FD069cPSUlJn3QwREREREREREREREREX5KjoyMKFiyI/v37Iy4uDocPH8b69es/erxZs2bB3NwcY8aMEepWrVqFmJgYUZY4RaIKAwMDoc7AwABz586Fjo6OaEwtLS30798fBw8ehJeXF5YuXZrnPJKSktCzZ09UqVIFU6ZMEeqHDBmCt2/f5tl/xYoVOHv2LDZs2AAjIyMAwOXLl7F48eI8+9Kvp1q1akhKSkLfvn1hamoKX19fTJgwQe3+K1euRHh4OBwcHHDt2jWh3traWvQzMmrUKEybNg26urpo2rQpmjZtCi8vLyQmJgpt+vTpg9DQUFSrVg1OTk4wNTVFq1atRPsrUKAAgMwskLm5ffs2KlWqJCz3nRtDQ0McOnQIdnZ2GDp0qNL29PR0vHjxArVr10bJkiWF+sTERLRt2xYBAQEwNzdXyoRJRERERET/o3Zw5LNnzzB58mSkpaUJgY052bFjB27fvi20ySmQUi6XC22CgoKwcuXK/MydiIiIiIiIiIiIiIjoqypcuDCePn2KV69e4erVq2jdunWun5nk5v3799i5cyeGDRsGPT09AEBycjIWLVqEnj17wsbGRmibmJgIHR0dlUFXBw8eRPPmzdG9e3dRFstmzZqhe/fuWLZsWZ6ZH6dMmYLnz59jy5Yt0NDQAADs3bsXe/bsgaamZq59Hz9+jHHjxuHPP/9Eo0aNhPm6ubkxcItUqlChAo4ePYrTp0/Dx8cHderUUbtveno6+vbti4IFC2Lfvn2oWbNmjm3nz5+Pv//+G4mJifDw8EC3bt0QGxuLgwcPCm2qVq2Ko0ePwtraGtWrV8fZs2eFAF8FRQByXole7ty5I1pSGwDOnj2Lhg0bwtTUFI0aNcL169eFbfr6+pgwYQLOnDkjJJ1RCA4ORlpaGooXLy6q19XVhZeXFxYuXIgLFy5g+PDhuc6JiIiIiOhXpnZw5Jw5c5CamprnDb5cLsf69etVBkZmX1Jb0UaRQXL79u2ib2oRERERERERERERERF9b0xNTUWBix9ry5YtAIC+ffsKdQcOHEBYWBjGjRsnaqulpYWUlBSlMS5cuIB27drhzZs3OHPmDOrWrYu4uDhhe8+ePfH06VNRdj1VYyxevBizZ89GuXLlAABv377Fn3/+CSsrK2Ep3+weP36MpUuXwtnZGUWKFMH8+fOFbRMnTsSTJ09QtWrVHPe7YcMGeHl5IT09Pcc29PMyMzODqalpvvsdOHAA58+fx6FDh9CkSROhfvXq1WjYsCE6d+6MW7duAQA0NDQwffp0/PXXX5g4cSIKFCiA5s2bY+zYsQgLCxP6tmjRAt7e3ti3b59o6XqF+Ph4AOLMrapYW1tjy5YtcHR0ROfOndGvXz+4uLggJiYGw4cPR3h4OJo1ayaMBwDt2rWDgYEBtm3bJhorNTUVQGbgsrW1NapUqYLDhw8LxzV69GgsXboUK1euxI0bN/JzComIiIiIfhlqBUcGBwfj8uXLKgMjZTIZdHV1hbKfnx9CQ0OFsqKPTCbD9OnTcf36dZw/fx69evVS+pZifHw8zp079zHHQURERERERERERERE9EPZvXs3mjdvDjMzM6Fu7969qFGjBkqVKiVqq6+vj4yMDGF5bYX169ejdOnSuHHjBk6fPo3w8HCcPXtW2N6gQQOYmZnhxIkTOc5jzJgxcHJywsiRI4W60aNHIz4+HpGRkfjw4QO0tLREfXR0dPDo0SOMHTsW4eHh2Lx5s5D98urVq1i3bh10dXVx9+5d6Orqij5jUny2NHfuXLRs2VIIEiVSx6pVq1C/fn389ttvorpBgwZBU1MTfn5+cHJyQlBQkLB92rRpkEql2LBhA9atWweJRAInJydcvHhRafywsDD8/fffojrFctqK5bVzsnv3bsyYMQNVq1ZFWFgYLly4gJkzZ8Lf3x/Tp0/H/v378f79e5w6dUroo6+vj3r16sHf3180VokSJTBv3jzY29ujd+/eMDIyQseOHREYGCi0GTBgACwtLbFz5868TxwRERER0S9IreDI48ePi8pyuRxaWloYN24crl27JkoP7+Pjo9RWIpGgb9++6NKlCwwMDGBhYYGJEyeif//+SgGSfn5+H3koREREREREREREREREP4aQkBBcu3YNHTt2FOri4+Nx/PhxUZ2CIsPeixcvRPWvXr2Cg4MDpFIpypQpAxMTE9y7d0/YLpVKYWNjg/Dw8Bzn8ujRI7Rt21a0ZPfWrVuRkJAg/Pv3339FfY4ePYqEhAR4enqicOHCqF27trCtVq1aiIuLE/XPujR306ZNhfoKFSoIWf6I8iKXy+Hn54dWrVqJ6tesWYMOHTrgxIkTuHXrFiQSiSgTo4mJCapVq4aAgAAULlwYvr6+MDIyQv369VGjRg3MnTsXS5YsQZ8+fVC0aFHcvXtXNP69e/dQsGBBpeW2s0tPT4eDgwMaNGiAFi1aoG3btqhataoQHFyqVCkYGhri6dOnon5mZma4e/cu1q1bhylTpqBHjx5o0KABgoKCsH37dsyePRs+Pj7Q1NQUskcCmT/frq6uTD5DRERERJQDDXUa3b9/X3isCHZcuHAhGjdurNT24sWLShkmZTIZevXqpdR22LBh2LNnD2JiYoS6R48eqT15IiIiIiIiIiIiIiKiH5Gvry8AiD5rOXXqFBITE9GuXTul9hUrVoSmpibOnTuH8uXLC/WGhoZ4+/atUE5MTBSt+AUAaWlpkMlkn/sQiL66mJgYxMXFwdbWVlT/9u1buLq6AgCMjIxgY2Mj+rkAMpe8fvLkCUaOHIlbt24hKioKAODv7w9/f3/o6OjA2toaycnJqFWrlqjvmTNn4OzsLAogzu7p06eoUqWKsGS2kZERTExMsHjxYjx8+BAlS5ZEYmIiEhISoK+vL+obHx+PFy9eYNCgQbCysoKdnR1sbW2xatUq1K5dG927d4e2tjaMjIyELJYKJiYmiIuLU/8kEhERERH9QtTKHPn48WNRwGPZsmVVBkaGhYXh1atXQlkRSFm1alWYmJgotdfS0kK9evWEdnK5XLQkNxERERERERERERER0c/o+vXrsLOzEy2pfe3aNVhZWcHe3l6pva6uLmrWrClaMhvIDK48d+4cbt68iXPnziExMRElS5YUtqempiI4OBhWVlYYM2YM7OzsYGNjI/xr06aNUrAV0fdKX18fEolElHgFAMqUKQNPT0+kpKTg+fPnePLkCUqUKCFqExkZievXr2P58uWwsrJChw4dsGTJEowYMQISiQRPnz7FrFmzAEC0ZHdSUhKuXr2KBg0aIDU1FV26dBH9DNnY2KBfv364f/8+4uPjcenSJcTFxSEqKgoPHjyAtrY2lixZArlcjgMHDiAtLQ316tUTxs/IyBCCpTds2IBXr17h4sWL2L59OxwcHLB8+XIkJCTAy8sLb968Ea3oBwDBwcGwsLD4nKeZiIiIiOinoVbmyOjoaAD/C3asUaOGynb+/v4q6+vUqZPj2Nlv8BX7IiIiIiIiIiIiIiIi+lnduHEDjo6Oojp/f39Ur149xz4NGjTAypUrRXW9e/fG2rVrUa1aNQBA5cqV0axZM2G7t7c3oqKiUL58ebRp0wb9+vWDlZWVsH327NmQy+XYuHEjLly4kOO+mzdvjgEDBgjlv//+G7dv30ZERATev3+Ptm3b5nq8+/btg4ZG5sdSN2/exMyZMwEAQUFBKFy4cK59iRQ0NDRQtmxZnDx5Ev369RPqp06diiZNmsDc3BxJSUmwsLBAz549he0xMTG4cOECypcvjwcPHmDp0qXCUvVv377Fpk2bULRoUaSlpaFNmzaiz0J9fX2RnJyMhg0b4syZM9i1axfGjx8PbW1tAJmfbXp4eKBp06YAMl/TdevWBQDo6Ohg2rRpmDBhAg4cOIA3b96gZcuWouyvFy9eFJa9P378uGje7u7uaNGihZBpskGDBqLMsh8+fMCxY8cwadKkz3OCiYiIiIh+MmoFR2b/xmBO3z7KKTgyp2BKADAwMBCVU1JS1JkSERERERERERERERHRDykjIwM3btzAhAkTRPW3b9/G8OHDc+zXunVrzJo1Cxs3bkTv3r0BZGbS8/Pzw44dO5Ceno5OnTqJltDevHkzqlSpgqJFiwIABgwYIArAnDt3Ljp37oy0tDQkJCSo3O/58+dhbW0tqvP19cX9+/dRrlw5WFpaIj09XWXfkJAQ3L59GxkZGUJdWFgYDh8+jEaNGqF3796ioEuivAwbNgxDhw7Fs2fPULx4cQCZmR79/PywZ88e6OnpoV+/fjAyMhL67NixA8nJydi6dStq1aqF9evXY9y4cQCAQoUKwd/fH/v370fRokXRsWNH0f5mzJiBMmXKoHz58ggMDAQATJgwAQULFgQAvHz5Eh4eHjA2NoarqytmzZol+jkcP348KlSogNOnT6NChQro0aOHaPx58+bB3t4eo0ePxrBhwzBt2jSUKVMGAODi4oI7d+7g+PHjsLS0RLt27URLe69duxZpaWno37//ZzzDREREREQ/D7WCI7O+yVZVVvDz8xMtvw0A2traqFSpUo5jJyUlicpaWlrqTImIiIiIiIiIiIiIiOiH9O7dO8TExKBcuXJCXVpaGiIiIpSCELNydHREjx49MHr0aFSvXh0VKlQAkPlZjCJYMqs9e/bgwIEDWL9+fa7zcXJywuDBg3PcXrVqVZX19erVw+7du3Mde+vWraJMeFlt3rxZlMWSSB29evXC9OnTMXLkSBw4cEDISFq5cmVUrlxZqX1ISAhmzpyJtm3bomrVqujTpw8WLlyIgQMHCgGUJUqUwPjx45X6Tp8+HRcvXsSZM2eUPgNVZfbs2ahWrRoWLlwoGq9FixZo0aKFUvu5c+fC29sbR44cQZMmTTBv3jwMHjwYx48fFzJTlipVCqVKlVLqe/XqVcyYMQP9+vVDoUKF8pwbEREREdGvSHWUYzbGxsai8ocPH5TaBAcH4+XLl0JZsQR3lSpVoKmpmePYL168EJWzZ5IkIiIiIiIiIiIiIiL6mURGRgKAsKwv8L/PXszMzHLt6+HhATs7OzRo0ABr165VuSJXXFwcFixYgG7duqFbt24qAyeJflS6urrYsGEDjh8/DldXVzx//jzHtqdPn0bdunWhpaWFFStWAAAmT56MtLQ0uLq64vXr1yr7PXz4ED169MDMmTPh7u6OBg0aqDU3BwcHTJ48GRMmTMDYsWOVVudTePToEXr27InJkydj5syZaNWqFbS1tbFt2zZcvXoVLi4uePjwocq+CQkJWLlyJVxcXFCtWjUsWrRIrbkREREREf2K1MocaWxsjDdv3gjlBw8eKLU5fvy4yr61a9fOcdy0tDRcvHhR9E0rc3NzdaZERERERERERERERET0XbC0tAQAtGvXTqiLiYkBAFhYWCi1V2S6mzp1qpC5TrGkdYkSJXLdl7GxMU6fPo0///wTAwcOxN9//43evXvD3t4eKSkpuHXrFnbu3In4+HiMGDEC8+bNg0Qigbm5OaRSKcaOHSssBwwA6enpKFy4cJ7H5+3tjbZt2wp1AQEB6Nq1a679FH0BoGPHjsLnQeHh4dDV1YWhoWGe/enXYWlpibCwMNHrLDQ0FIaGhtDV1RW1bdGiBY4fP45evXqhRIkScHR0RKtWrWBnZ4f09HQ8ffoUO3fuxIsXL1C7dm3s2bNHyK5YpEgRnDhxAr///jvs7e3RqFEjNGvWDCYmJoiIiMCpU6fg6emJwoULY8OGDaLgYsXruVu3bkJyGMXPruLnaNasWTAxMcHEiROxdOlSNGnSBC4uLjA2NkZERASuXr2K/fv3w8rKCmvWrEG/fv2E8evVq4czZ86ga9euKFeuHKpVq4bff/8dRYoUQUJCAm7fvo1du3YhJiYGffr0wbJly6Cjo/P5nwwiIiIiop+EWsGR9vb2ePDgASQSCeRyOa5du4bw8HDhhj41NRW7d+9WmU6+Xr16OY67ZcsWRERECONKJBKUKVPmIw+FiIiIiIiIiIiIiIjo62vSpAlmzpwJPz8/oc7AwADr1q2Dra2tUvvixYvDw8MDp06dQnp6OgBAR0cHy5cvFy21nRMTExPs2rULM2bMwPz587Fu3TqEh4dDJpOhWLFiGDVqFPr27QsbGxuhjyLQ68CBA8I+gcwATVXL/Wa1YMECLFiwQLSyWPv27TF27Ng859qwYUPMnj0bV69eFeosLS0xZswYriZGIm5ubggODsajR4+EuiJFimDatGnQ0tJSat+wYUMEBgbi8OHDOHToEBYvXoyoqCgAmclY2rRpg549e8LJyUnpM8zq1avj3r172Lp1K/bu3YtRo0YhLS0Nurq6KF++PDZs2ICuXbsq7bdu3bqYN28eLl68KPwcaWtrY+nSpShfvjwAQCKRYNSoUejUqRP27t2Lffv2Yfz48UhOToa+vj5KlCiBFStWwM3NTVg6O6vatWvj4cOH8PT0xM6dO7Fw4UJERUVBQ0MDdnZ2GD58uBAQTUREREREuVMrONLJyQnHjh0TyqmpqRgxYgTmz58PXV1d/PPPPwgJCVG6sbCzs8vxJn7v3r1YtGiRUp8qVark8xCIiIiIiIiIiIiIiIi+HZlMhqlTp6rdXiKRYPjw4Rg+fPgn7bd06dJYv349gMzVuqRSKaRSaY7te/XqhV69euV7PxUqVMDmzZs/ao4ymQyTJ0/+qL70azEyMsLChQvz1UdfXx9du3YVspgmJydDKpUKWR1zU7BgQQwbNgzDhg2DXC5HYmIidHV1VSaDUZBIJBg3bhzGjRuX5/jW1tYYMWIERowYAQBISUlRGeSpio6ODtq3b4/27dsDyPxsViaT5frzTUREREREytQOjpTJZMjIyBBuCG7fvo0mTZqI2imyPyr+79Chg2j7u3fv4Ovri927d+P27dtCOwVNTU00bdr0U4+JiIiIiIiIiIiIiIjol6JYqpvoV6YqE6M6JBIJ9PT0PvNsxNQNjFRFnWBPIiIiIiJSptadspmZGVxdXXHs2DEhmFEul4vaZP8WlZGREbp06SKqW7hwIY4cOSL0zzqWRCJB8+bNYWRk9HFHQkREREREREREREREREREREREREQENYMjAWDcuHG4ePEiYmJiACgHQ2bPGjl9+nTo6+uL2piamgrbs/c3NDTE2LFjP/Y4iIiIiIiIiIiIiIiI6AcXHh6OqKiob7Lv4OBgpKamQlNT86MzEFLOChYsCAsLi289DSIiIiIi+oWoHRxZqFAhrFy5EgMHDkRsbKxScKMiMBIAxo8fD1dXV6UxzM3Nlerkcjm0tbXx33//wdTUNL/zJyIiIiIiIiIiIiIiop9AeHg4unfrhuSUlG89FfoCtLW0sG37dgZIEhERERHRV6N2cCQAODg4YP/+/Zg1axYuXryotN3Ozg5Tp06Fk5OTyv7Zgx/lcjkKFy6MefPmoUaNGvmZChEREREREREREREREf1EoqKikJySgsHl42Gln/6tp/NdC42XYuV9AwwuHwcr/YxvPZ08hcbLsPJ+5nPM4EgiIiIiIvpa8hUcCQC2trZYu3YtXr16hWvXruHDhw8wMjJC2bJlUbly5Vz7KjJHyuVyWFhYoEOHDujTp4/S8ttERERERERERERERET0a7LST0cxQwZHqsNKP4PnioiIiIiIKAf5Do5UsLW1ha2tbb762NvbY8qUKahYsSIqVqwIqVT6sbsnIiIiIiIiIiIiIiIiIiIiIiIiIlLpo4MjP4aFhQW6d+/+NXdJRERERERERERERERERERERERERL8Ypm4kIiIiIiIiIiIiIiIiIiIiIiIiop8KgyOJiIiIiIiIiIiIiIiIiIiIiIiI6KfC4EgiIiIiIiIiIiIiIiIiIiIiIiIi+qkwOJKIiIiIiIiIiIiIiIiIiIiIiIiIfioMjiQiIiIiIiIiIiIiIiIiIiIiIiKinwqDI4mIiIiIiIiIiIiIiIiIiIiIiIjop8LgSCIiIiIiIiIiIiIiIiIiIiIiIiL6qTA4koiIiIiIiIiIiIiIiIiIiIiIiIh+KgyOJCIiIiIiIiIiIiIiIiIiIiIiIqKfCoMjiYiIiIiIiIiIiIiIiIiIiIiIiOinwuBIIiIiIiIiIiIiIiIiIiIiIiIiIvqpMDiSiIiIiIiIiIiIiIiIiIiIiIiIiH4qDI4kIiIiIiIiIiIiIiIiIiIiIiIiop8KgyOJiIiIiIiIiIiIiIiIiIiIiIiI6KfC4EgiIiIiIiIiIiIiIiIiIiIiIiIi+qkwOJKIiIiIiIiIiIiIiIiIiIiIiIiIfioMjiQiIiIiIiIiIiIiIiIiIiIiIiKinwqDI4mIiIiIiIiIiIiIiIiIiIiIiIjop8LgSCIiIiIiIiIiIiIiIiIiIiIiIiL6qWh86wkQERERERERERERERERfe/kcjky5P8ry6SSfPUFAIlE/T657T89Qy6M+T3IyJAj62zyc26IiIiIiIi+FAZHEhEREREREREREREREeXi9KMYjDgQgpikDKGuaZkCWN3ZVmXAY3JaBs4+iYPn/WhceRGP9/FpkEklsCigAeeSBdCivCFq2elDqmYQ4f03iei9PQjhsWlCna6uLt6UsUMxw7w/7tvu/wGXX8Spta+siptpY2BdM+hry3Jss/hMOFZcikBqemZ4pFQCdHU0wZyWVvneHxERERER0efE4EgiIiIiIiIiIiIiIiKiHCSlZmC69xvUcGqIrl27AgCCgoIwY8YMPHmXjFKFdETtH4YlYfCeV3jxPgWVKlXCwBGtUaRIEaSnp+PJkyc4ePAgtvm/RK2i+ljW0QbmBrl/XJeUmoFh+0JgVaIi/hk2TKgfNWoUzj2KRh0b01z7PwxLwqRjoahfvz60tLTydeyrL11CoQKa6F7dROX2809j4XH+HUaOHImKFSsCAAICAuDh4YFxLhYw0s05qJKIiIiIiOhLY3AkERERERERERERERERkQpyuRzTvN7gfbImlixZgrJlywIAbt68iRkzZiA5Tby09asPKeiy+QXsSlXE3XNbUaFCBaUx//33X5w8eRJubm7ovuUFDvS1zzUz4/zT4XgdJ8HR7duF/QPA5MmThWyNuXkTkwoA2LVrFwoXLqzWcSsUK1YMb2LiVW6LTkzHuMOv0aRJEyxevFioP3r0KDw8PJCixtyIiIiIiIi+JOm3ngARERERERERERERERHR9yYhJQMTj4Zi981ILF++XBSYmJMFZ8JhaF4EZ86cURkYqdC4cWOcPHkSL6Ml2Or/Icd2V1/GY8PV95gzZ45a+/+apnuFIklqgA0bNnzrqRAREREREanE4EgiIiIiIiIiIiIiIiKi/5eeIcfxhzFwXfkUhx8mY/369XBzc8uz39vYVHg/iMGIESNgbGws1D948ACTJk3C33//jZCQEKG+XLly6Ny5M7b6f0B6hnKWxbjkdIw+GIJ69epjxIgRn+PQ8iU2NhYxMTHQ11L+ONH7QTQO3onGkiVLYG1t/dXnRkREREREpA4uq01EREREREREREREREQEICYpHV02vcC9N0lo2LAhfFatQsmSJdXqe/lFPFLT5ejVq5dQFxQUhBo1akCWnoiUdDnWr1+PwMBA6OvrAwDc3NywadMmPH2XjNIWOqLxZh0PQ1SaNjZt2gSp9OPznRQ21AQAdO7cGVpaWjm269WrF7p37w4ASE9PR+fOnZGWEIVWFUqI2r2LS8Oko6H4/fff0aNHj4+eFxERERER0ZfG4EgiIiIiIiIiIiIiIiIiAP6vEnDvTRLOnj0LZ2fnfPWNSkyHtra2KGukj48P4uPjETC+DJ5GpKD9+ue4ceMG6tevDwCwtLQEAEQmpovGOv04FrtuRmL16tUoVqzYJx1TWUsduLeygu+LAKVt6RlyeD2IQYUKFdChQwehfsqUKThx3AubuxeFjfH/AirlcjkmHX0NDQNTrF69+pPmRURERERE9KUxOJKIiIiIiIiIiIiIiIgIQGp65vLWlSpVEupSUlIwZMgQrF27Nte+hQpoIDk5GW/fvkWhQoUAAKampgCAI/eiERyZCgAwMzMT+gQHBwMALAr87yO7yIQ0jD/8Gq6urhgwYACAzEyOt27dgqOj40cdVxdHE3RxNFGq33MrEt4PY7Fu3Tro6GRmrrx16xYWLFiAMQ0tUK+4gaj9/oAo+ATG4uDBLTA3NwcA+Pv7o1q1ap+U3ZKIiIiIiOhL4F0KERERERERERERERERkQre3t6oWLEi1q1bl2dbRxs9aEiB7du3C3WtW7dGkyZNMNXzDdZcjsCQIUNQrlw5Yfu2bdtQ2FADtlmyM07zfIM0zQKifS5cuBB+fn6f6agyxSenY8HpcHTq1Ak1a9YEkBmE2b9/f5Qy00T/Omai9qHRKfjb6w169uyJtm3bAgCSk5PRq1cvyOXyzzo3IiIiIiKiz4HBkURERERERERERERERERZeHp6olmzZmjevDkeP36sVp9CBTTRoYoxpk2bJgQyamho4MSJEwgKCkJ4eDiWLVsmtN+9eze2bt2KwU7mkEklAIBj96Jx5F40li9fDisrKwDA/fv3MX369M98hMCayxGISdWAu7u7ULdt2zbcuHED/7S2gqZMItRnZMgx9tBrGJlbYcmSJUL91KlT8fDhw88+NyIiIiIios+BwZFEREREREREREREREREACpb6cJAW4qePXvi9Z3zWNnJBv+0slK7/+SmloiLi4OTkxMOHjwo1Nva2gpLbQPAsmXL0KVLF2RkZKB79czlrsNjUzH5WCg6duyILl26AADS0tLg5uaG5OTkz3SEmaIT07HaNwJ//fUX7OzsAAAZGRn4559/0KRMAVQtoidqv9X/A3xfJGDDhg0wMjICAFy5cgWLFi36rPMiIiIiIiL6nDS+9QSIiIiIiIiIiIiIiIiIvgeFjTRxbngpJKZkwNYkc6nrndc/qN1/zokwaGpqYsWKFfj9999zbPfnn39CKpVi2LBhmOsThilNLTHhSCh0jMyxcuVKoZ27uztu3bz+8QeUgz23IpEu0cSoUaOEuv379+PRo0dYMMBe1PbF+2TMPRmGwYMHo3HjxgCAxMREuLm5QYoMZHz22REREREREX0ezBxJRERERERERERERERE9P/MDTSEwMj8uP8mEbtuRmLFihXo16+fUH/kyBG0atUKnTp1wrlz5wAAUqkUf/75JxYuXIh1V95j1okwnHkci7Vr18LU1BQAEBAQgJkzZ6K8pS6kElV7BALDErD/diSiE9PVnqdcLseO6x/QoUMHUTbL5cuXo04xfVS2/l/WyPQMOUYdDEERu+JYsGCBUD9p0iQ8fvwYFa10c9zP/tuRuPQ8DhkZcrXnRkRERERE9DkxOJKIiIiIiIiIiIiIiIjoE23z/wBbW1v07t1bqDt9+jTatGmDVzdP4+bZw3BxcYGfn5+wfejQobC1tcX6K+/Ru3dvtGzZEkDmctr9+vVDRkYG7oenQCKVQSoVf6ynoaGBa0HxGHP4DfrtDFJ7ng/CkvD8fQp69uwp1IWFheHixYtoV7mgqO3Re9G4/ToZmzdvhp5eZtDk5cuXsWLFCshkMtx5kwKZTAaJ5H/Rm1KpFDKZDPPPRKDb5pc4dDda7bkRERERERF9TgyOJCIiIiIiIiIiIiIiIvpEt18nonnz5pDJZELdqlWrUM5SB0cG2OP44BKwNpJhzZo1wnZNTU00aNAAANCpUyehXkNDA/7+/khLSxP+DRo0SLS/V69eIS0tDf/++y/uhiaqPU/vBzEwNTWFi4uLUHfgwAFIkYHGpQuI2j59l4wiRYqgTp06Ql2dOnWQnJwsmlvWwM0WLVoI9eXKlcO9fMyNiIiIiIjoc2JwJBEREREREREREREREdEnehOTCltbW1FdeHg4SphpQyKRQFMmQQkzbYSFhYna2NjYfM1pwv9VAho0aAANDQ2h7siRI6hTzAAF9TRy6UlERERERPRj4R0OEREREREREREREdFPICoqCgULFvzW0yD6ZelrSREXFyeqK1OmDA7vuoKYpHQAwJ3QRHRzLS5qExUV9Vn2/49PGLwfxkAulwt1lax0saBtEehpZeZLyciQ496bRLR1dBT19fPzQ5+qep9lHvT58fpORERERPRxGBxJRERERERERERERPSDCw0NRdeuXbFjxw5YWVl96+kQ/ZJKmmvj1KlTmDNnjlA3evRo7Ny5E3UWPwIApMt0MHToUFE/Ly8vAMDcuXOxfv36HMfv168fmjRpIpQHDRqEDx8+4OnTp0hMlWOVbwR69+4NCwsLoY27uzualo1B64oFAQAvPqQgLjkDjlmCI58+fYrIyEhUtrZT2qeZgQYiIiLwxx9/5Hrse/bsER7fuHED8+bNAwCEhITArIZurn0pd7y+ExERERF9PAZHEhERERERERERERH94GJjY5GRkYHY2NhvPRWiX5ZbTVP02uaH8+fP47fffgMAlC5dGjdv3sTmzZuRkZGBnj17omTJkkKf06dP4/nz5+hVwwSv3txE+GvVY194FgdnZ2dRcOSRI0cgSXyPCpbamNTEEnN9wjB06FA4ODgIbebNm4e45AyhfDc0EQBQrVo1oe7WrVsAgIqFlYMY21UuiJfvU/DsprfKeYXFpuLx22Skp6dDJpMByAzm27t3L2oV1UOb0jroUs0YUWm5njrKBa/vREREREQfj8GRRERERERERERERERERJ/otxIGKGuhg3HjxuHMmTPQ19cHAJQsWRKzZ89Wah8fH48xY8agrIUOZjQvDIlEkuPYJWbeV1nfrJwJpjc1E4Ie8/LyfQqsrKxESzSHh4dDW0MCYz2ZUntDHRn+bl44x/H23orEmEOqIzqXdbSFuUHmR5FRMWpNj4iIiIiI6LOSfusJEBEREREREREREREREf3oJBIJ5rWxwoOA63B2dsa9e/dybHv37l389ttvePrwDjzaF8k1MPJzikpMh4mJiaju/fv3KKgr+2pzICIiIiIi+lqYOZKIiIiIiIiIiIiIiIgoB2b/n/3wjz/+EOqioqIgkQCm+uJsi5Wt9bDLrRj+2n8HFStWRJUqVdC2bVuUKFECMpkMQUFB2LNnD27evAk7Ey3s6V0MpS108p6Dvgzr16/HuXPnhLrIyEgYVzADkDkPiQSYMGGCKCukXC4X5g8AUmnmstdZjyUgIAC2xlr5OifCvP5/7M6dOwvBlW/evIGOpgT6WszRQkRERERE3xaDI4mIiIiIiIiIiIiIiIhy4FyyAIbUM8fdm95CnUQCzG1pBSsj5aDCila68B5cAqcexeL4wxdY7D4TMUkZAAAdTQl+K1EAazrbokFJA2hpqBdAuKBtEWzxe4Lwm48BAIlpgKmpKVzKFAQAWBlpYW5LKxx/eAXh8v/1G1LPHA1KFhDKA+qY4X18GMKzHEtJHSkGN8h56ezc1LM3wLD65gi4dVyo05QCi9oWgR6DI4mIiIiI6BtjcCQRERERERERERERERFRDjRlEoxrZJGvPtoaUrQob4QW5Y0gl8uRlCpHhlwOPS3pRy1fXa+4AeoVNxDKL2JkmOpnCD2tGADpAICujibo6miSwwiZLA014dHeJt/7z4mGTIIxLvk7N0RERERERF8LgyOJiIiIiIiIiIiIiIiIvhCJRAJdrfwHRBIREREREdGnYT57IiIiIiIiIiIiIiIiIiIiIiIiIvqpMDiSiIiIiIiIiIiIiIiIiIiIiIiIiH4qDI4kIiIiIiIiIiIioi+qaNGikEgkwr+XL19+6ylRFlOmTBGeG2dn51zbnj17FhKJBJUrV4ajoyMqV64sem4V/ywtLXMc4/Xr1xg3bhwqVKiAAgUKQE9PDxUqVMDEiRPx/v37jz6OkJAQjBs3DpUrV4ahoSG0tLRQuHBhuLq6Ytu2bcjIyMixb0pKCpYvX4569erB2NgYurq6KFGiBIYOHYrnz59/9JyIfhV20++J/uXm5cuXomtI0aJFv84kf0GnTp0Sneu83Lt3D3369EGxYsWgo6MDMzMzuLi4YNOmTbleQwEgISEB//77L+rVqwcTExNoamrCxMQEderUwbx58xATE/PRx5GQkIDFixfDyckJZmZm0NbWhrW1Ndq3bw8fH588+z958gQjRoxAxYoVYWBgAG1tbdja2qJTp044ffr0R8+LiIiIiL5/Gt96AkRERERERERERERE9G08f/4c//33n9rtb9269Un727NnD/r27Yu4uDhR/f3793H//n1s3LgRPj4+qFSpUr7GPXPmDNq1a4fo6GhRfVhYGI4fP47jx49jw4YNOHLkCAwMDERtQkJC0LJlSwQEBIjqnz17huXLl2PDhg1Ys2YNunfvnq85ERF9SykpKRg7dqza7f/77z+MGTMG6enpQl1ycjLOnDmDM2fOCNfQggULKvV9/fo1GjdujIcPH4rqIyMjceXKFVy5cgUrVqzAiRMnUKZMmXwdR2BgIJo2bYpXr16J6kNDQ3HgwAEcOHAA/fr1w6pVqyCTyZT6L1++HKNGjUJKSoqoPjg4GMHBwdizZw/69euH1atXQyplXiEiIiKinw3f4RERERERERERERER/YLCw8PRqlUrxMfHq93nU4Ijjx07hi5duigFRmaf0++//64UxJKb8PBwlYGR2Z09exZ//vmnqC4hIQHNmzdXCozMKjExEb169YKnp6facyIi+pbS0tLQs2dP3L59W632W7duxciRI0WBkdldvHgRzZs3V8ogKZfL0aFDB6XAyOxevXqF1q1bIzk5Wa05AUBSUhJcXV2VAiOzW7duHaZMmaJUf+jQIQwdOjTP3ynr1q3D1KlT1Z4XEREREf04GBxJRERERERERERERPSLOXfuHGrUqIEHDx7kq1/W4Mg6derg0KFDePjwodK/S5cuifrFxsZi4MCBQlCNjo4O5s6dCz8/P3h5ecHBwUFo+/z5c+zfv1/tOa1evVoUGNmwYUOcOHECN27cgIeHB3R1dYVtO3bsEC3dvWzZMty9e1co16xZE8ePH8fZs2fRvn17oT4jIwODBg1CUlKS2vMiIvoWXr58CRcXF+zevVut9vHx8Rg9erRQ1tLSEq7Pa9asgbGxsbBNkQEyq4sXL+Lq1atC2d7eHrt27cKtW7ewe/du2NvbC9uePHmC48ePq30sGzduxMuXL4Vy3bp1cfz4cfj7+ysFQy5evFgpSH78+PGics+ePXHu3DlcvHgRAwcOFG1buHAhwsPD1Z4bEREREf0YuKw2EREREREREREREdEvIjAwEAsWLMDGjRshl8vz1TcxMRGBgYFCuXz58ihWrJhaS6Tu2bMHoaGhQnnjxo3o3LmzUC5atCjGjBkDKysrWFlZwcbGRu15Xb9+XXiso6ODo0ePQk9PDwDg4OCAiIgIzJo1CwCQnp6Op0+fwtTUFACwZcsWoW+BAgVw7NgxmJmZAQCcnZ3RrFkznDhxAkDm8ttHjx5Fx44d1Z4bEdHX8v79e6xYsQLz58/PNUNvdt7e3nj37p1QHj16NCZOnAgAqF69OsqXL4+6desK21euXImhQ4cK5azXYABYu3YtGjZsCACoUqUKzMzM4OLiImwPDAxEmzZt1Jqbv78/NDQ0kJaWBlNTUxw/fhwGBgYAAEdHR/j7+wvX6JSUFAQGBqJmzZoAgNu3b+Px48fCWPXq1cPmzZuFspOTE0JDQ3H06FGhv4+PD3r06KHW3IiIiIjox8DMkURERERERERERET0w0hKSsK2bdvQrFkzFC1aFNra2jA3N8dvv/2GLVu2IDExUalP06ZNIZFIIJFIYGhoiLS0NNH2ly9fCtslEgmqV6+uNMa+fftEbZYtWybaHh8fD3d3d1SvXh1GRkbQ09ND8eLF0bt3b6XAkayyjjl79mwEBgbCxcUFenp6KFiwIGrVqiUEFW7atEnUftOmTfk+f7Vr18aGDRuEwEgLCwu1+969e1e05Grx4sXV7rtnzx7hsZ6enigrIwCULVsWnp6eWLt2LWbMmAEnJye1x5ZK//dRh0wmg7a2tmi7IlBSwdLSEkBmsOf9+/eF+ho1agiBkQojR44UlQ8cOKD2vIjo42W91ikyBO7btw/Ozs4wNjaGoaEh6tSpg3Xr1ikt8wwoX9cV7dauXYuaNWvC0NAQxsbGcHFxyTNTrVwux44dO9CkSROYm5tDW1sb1tbWaNu2Lfbt25djoLmzs7Ow/0aNGiEmJgZ9+vSBsbEx9PX1Ua5cOfj4+Kicr5ubW77PWb9+/TBt2jQhMFJTUxMmJiZ59vP39xeVmzdvLirXqVMHtWrVEsoPHjzAo0ePhHLWazAA6Ovri8o5XYPVsWHDBiQlJeHZs2c4ffq0EBipEBUVJSoXLlxYeJw10zEAuLq6Ko3fqFEjUTkkJETtuRERERHRj4HBkURERERERERERET0QwgICEDlypXRo0cPnDhxAkFBQUhJSUFERAQuXLiARYsWoW3btrh586aoX6tWrYTHsbGxuHLlimj72bNnReVbt24pZd3Kvgxo69athcf3799H+fLlMXHiRFy/fh0xMTFITEzE8+fPsWnTJtSoUQPjxo3LM1Pjq1evUL9+fZw5cwaJiYmIjo7GmzdvRMEenyrrHGrVqgU/Pz+1+2Y/r1euXEGHDh2gp6cHMzMztGzZUgj0ye7GjRvC4xIlSiAhIQHDhw+HlZUVdHV1UbFiRcyfPx8pKSn5PKLMoEaF+Ph4/Pnnn3j9+jUSEhJw/PhxLFq0SNjesGFD2NnZAQAiIyNF45ibmyuNXbJkSVE5ICAg3/Mjok8jl8vRt29fdOzYEefPn0dUVJRwLe/fvz9cXV0RHx+f6xjJyclo0aIFBgwYAD8/P8TGxiIqKgpnzpxBhw4d0KtXL6XAeQCIjo5Go0aN0K1bN5w8eRIRERFISUlBaGgoDh8+jI4dO6Jp06ZKyzlnl5qaihYtWmDjxo2IiopCQkICHj58mK8g87xkvb5bWVnBx8cHFStWzLPfp14Ls16DAWDUqFG4e/cukpKScPv2bfz111/CNhMTE7Rt2zbPOWUlk8lgb2+PypUrA8j8ksTDhw8xcOBAXLt2TWjXtGlT2NraCuXevXvj/fv3uHv3Lk6cOIFOnTopjZ09uLJAgQL5mhsRERERff8YHElERERERERERERE373AwEDUrVtXtESmKu/fv8eAAQPg6+sr1GUNZASgFMCXPTgyPT1d1B+AsGwnAFStWlUIwAgPD4eLiwuCgoJynJNcLseCBQswZ86cXOe+du1a0dKmAPDHH39AIpHk2i+/ChcujOXLl8PX11cUSJKX7Fm4Dh8+jCdPniAxMRHv37+Hp6cnmjZtihEjRoiCdMLDw/H+/XuhnJGRAScnJyxduhRv3rxBUlIS7t27h/Hjx8PJyQkfPnzI1/EMHDgQRYoUEcpr1qxBkSJFoK+vD1dXV0RERAAAKlSogG3btgntsmcge/36tdLYWecNAI8fP1aZpY6IvpwNGzZgw4YNOW738fFB3759cx1j9uzZSkHuWW3ZskXIUKmQkZGBdu3a4cyZM7mOffLkSXTs2DHXAPgLFy7g0qVLojpHR8fPGhwJALq6uhg9ejTu378PZ2dntfp8zLUwMDBQeFynTh00a9ZMKF++fBmVKlWCrq4uqlatKgThFyxYEIcOHYKRkZG6h6NShQoVUK5cOaxZs0aoq1atGrZv367U1sTEBBUqVECTJk1gb28v2iaXy7F3715RXaVKlT5pbkRERET0/WFwJBERERERERERERF91zIyMtC5c2dRZrAyZcpgx44dCAgIwJEjR1C7dm1hW2pqKv744w8kJCQAAGxtbUUBD9mDI8+dO6e0zwsXLgiP79+/L1pqs02bNsLjCRMmIDw8XCg7OTnh6NGj8Pf3x+LFi0VBIDNmzMhzyU4zMzPs3LkT165dw7Rp09C9e/dc2+fXtm3b8PLlS/z5559KS6HmJXtwZE48PDzg7u4ulBXBiQr37t3DvXv3VPb19/dH165d88yymZWpqSlOnTolWvY1OwcHB1y5ckWUhdPQ0FAUHHrt2jW8fPlS1C974Ex6erpSVlEi+rLCwsIgkUgwevRoXLt2Db6+vkrLTu/evVt03VY1hra2NmbNmoUbN27gzJkzaNmypajNggULRNeArVu3igIjbW1tsXHjRly/fh07duwQZVM8efIkdu/enetxSCQS/PPPP7h+/TrWrFkjyqj4OYwYMQIhISFYuHAhChYsqHa/ChUqiMq7du0SlcPCwnDx4kVRXfaMi3v37kW3bt1yDOY3NjaGr68v6tWrp/a8VJHL5QgODhbVVatWDT4+PjA1Nc3XWP/995/od5G1tTXq1KnzSfMjIiIiou8PgyOJiIiIiIiIiIiI6Lvm4+MjWsKzVKlSuHbtGrp06YJKlSqhVatWOHfuHBwcHIQ2oaGhoqxSWbNHXr9+XVhG9NmzZ0qBFgBw/vx54XH2bGOK4Mjo6Gjs2LFDqC9btixOnTqFli1bwtHRESNHjsSmTZuE7Wlpadi4cWOux7po0SJ07twZNWrUwIwZM4RlRAHAzc0Ncrlc+Jc9OEgdLVu2hJaWVr77paWl4e7du0JZR0cHAwYMwPbt2+Hj46O0TOqMGTPw5s0bAJlLmWcnk8nw999/4+rVq1i1apVoKdMTJ07Ay8srX/OzsLBQWto1q5s3b8LBwUHpue7YsaPwOCUlBU2bNsX+/fvh5+eHKVOmYPHixUpjMTiS6Otzd3fHwoULUaNGDdSpUwcbN25Ev379RG1yyy4J/C87pIODAxo0aIDDhw+jSZMmwvaMjAzRNXvlypXCY21tbZw6dQpubm6oVq0aunTpgjNnzoiyLq5duzbX/bu5uWHChAmoVq0a+vfvLwp+L1q0qOj6nnUe6nJ2doaJiUm++7Vs2RK6urpCef369Rg9ejSuXr2Ko0ePokmTJkrX8ezXQV1dXdSuXVspC6VCZGQkateuLcrC/DHevHmDlJQUUd2NGzdgZ2eHw4cPqz3O1q1bMWbMGFHd5MmToaGh8UnzIyIiIqLvD4MjiYiIiIiIiIiIiOi7lj2L1dSpU2FoaCiq09LSwrBhw0R1WQMlsgZHZmRk4NSpUwDES2pbWVkJj/39/ZGUlARAvKS2ra0tqlSpAiBz6dCsQRpt27aFtra2aA7ZgxFzy2wmk8nQvn37HLd/a0ePHsWyZcswfPhwbNy4EQMGDECFChXQuHFjHDx4EC4uLkLb5ORk7Ny5E0BmtsXsJk2ahOnTp6NmzZoYOHCgKMgUADZv3qz2vKKiouDk5IQlS5YAAGrWrIkTJ07g6tWrGD9+vJAh88mTJ3B1dUVaWprQd9y4cbCwsBDKjx8/RocOHVCzZk3MmTNH5dxlMpnacyOivOWVxdbAwADDhw9Xqh8/fryo7Ovrm+MYJUqUwB9//KG037Fjx6ocIzY2FtevXxfqHRwcRJkiAaBIkSKioOwrV66Iri/ZderUKcdt31KhQoUwYcIEoZyRkYHFixejdu3aaN26tSgwXiH7dbBXr14YOnQoYmNjYWlpiW3btuHGjRtYuXKlkEE5JiYGHTp0wNOnTz96rlpaWvD09MTNmzdFY8fFxaF9+/ai3+k52bhxI9zc3JCRkSHU1atXDwMHDvzoeRERERHR94vBkURERERERERERET0XXv06JGo/Ntvv6lsV6lSJVHWp/v37wuPHR0dRUsqK5bWzhpI4ebmBmtrawCZWQSvXr2KhIQE0XKiWZfUzh7g8c8//0AikYj+aWpqigIoHzx4kONxWllZQV9fP8ft35KGhgYaNWqEIUOGwMPDA+XKlVNqM3ToUFH56tWrAKAyk1ifPn1E5RYtWsDMzEwoX7t2Te25jRs3TniuCxQoAC8vLzRp0gQ1a9aEu7u7KIDq/v372Ldvn1AuVKgQjh49CnNzc5VjN2zYEIUKFRLVZc1ySUSZpNlWU5bL5Tm2zb4tr4DjcuXKQUdHR6m+RIkSokD5kJCQHMfImlk4q2rVqonKijFevnwpCo6+cuWK0vVdIpGIlt1OTEzEixcvcpxD9uDK78mUKVOUrssKmpqa6NChg6gu63Vwx44d2L59u1DeunUrunXrBgcHBwwaNAh79uwRtsXFxWHhwoUfPU8zMzM0b94cVatWxaBBg0T7TU9Px5QpU3Ltv3TpUvTt21cUGFm0aFHs2rUrzyBdIiIiIvox8V0eEREREREREREREX3XFEtgKxgbG6tsp6GhIQoujIqKEh5LJBK0bNlSKJ88eRIAcO7cOaHO2dkZDRo0EMoXLlzAuXPnhAySgDg4MiYmJn8Hkm1O2X3McqjfkxIlSojKb9++BQAULFhQVC+VSmFjYyOqk0gkKF68uFAODw9Xa58JCQnYtm2bUG7btq3Secy+9K4ia6hC9erVcffuXQwfPhxFixaFlpYWihUrhunTp8Pb21uUCU5XVxd6enpqzY3oV6KrKf7IMTU95+DI1NRUUVlV4GNWuf3MZQ2OTEpKUpntNbcxsmchViwX/THXd+DHvcZLpVKsX78e+/btg7OzMwoUKAADAwM0adIEly5dQv369UXtTU1NhcerV68WHtvY2KBRo0aitk2aNBFd87Nfgz9FixYtRAHsii81qDJ//nwMHz5cFJxra2uL06dPizJHExEREdHPRSPvJkRERERERERERERE346FhYUoe2RkZKTKbIRpaWmIj48XytmDKFu1aoW1a9cCAIKCgnD06FGEhoYCyFyqs27duggJCRGC7c6fP4/3798L/QsWLCjKWqmrqysaf/To0UqBeNlJJJIct/3oQXfZs24plhO3sbGBrq4uEhMTAWQu2RofH68UlJQ1e5ympqZa+3z27JkwLgBRdtCc6lRll7OwsICHhwc8PDxE9cnJyaLgXFUZM4kIMNSRIj7lf9n44pIzYKKhOkdL9sDDvLKxRkRE5Lgt61h6eno5ZqHMaYzsc1Fcl7Jf3+vVq4c1a9bkOk8AsLOzy3Hbj3CNb9++Pdq3b69Uf+jQIVG5fPnywuN79+4Jj1VdgxX1wcHBAHLP8JmThIQEJCQkiDIMK1haWgrB+BkZGYiKilI61//++6/SMuylSpXCyZMnYWtrm+/5EBEREdGPg5kjiYiIiIiIiIiIiOi7VqxYMVH5/PnzKtvduXNHlOWvUqVKou2NGjUSBUxMnjxZeFyjRg3o6emhYcOGQt3Vq1fh6ekplJs3by5atjv7vKKiolCmTBnRv6JFiyI5ORnFihVDmTJlULp06RyPU92AwG/h0KFDaNmyJapUqQJzc3N4eXkptXn48KGorFhCViqVKj0XWYNpFF6/fi08VjeLV9asnkDmUrjZZQ/EyR6IFRkZiXv37glLrWcVEBAgyjKWfQleIspkaSi+ft0KUZ29DwACAwNF5bx+3gMDA/Hhwwel+pcvX4qCG4sWLZrjGH5+fiqzSgYEBIjKijGyjxUaGqp0fS9TpgySkpJgZWUllLMHVWb1PV/jU1NT8erVK1y5cgWPHz9W2n779m3hsUQiES1TnvU6HBQUpHL8rNfhvIJhs45bo0YNFCpUCPr6+ujYsaNSG7lcLtqnVCoVZbUEgJ07d2LUqFGiuooVK+LixYsMjCQiIiL6BTA4koiIiIiIiIiIiIi+a+3atROVZ82apZTtKyUlBUuXLhXVtW3bVlTW1dUVLfd59+5d4bFiOW07OzvY29sDyMxU9ezZM6FN1iW1AaBu3bqiLGU7d+4UMmMpbN68GVWqVIGBgQHKli2L//77L8fjzC2r5LeWkZEBT09PBAQEICIiArt370ZGxv+yxMnlcqxatUrUx9XVVXic/blYsGCBqHzz5k1RgIuTk5Na8ypWrJjovB07dkwUZAkAmzZtEpWrVKkiPO7bty9MTExQsWJFNG3aFDdv3hS1zZ4prlOnTmrNi+hXU9FKHBT437l3SMySSVJB1bW6atWquY6dlpaGuXPnKtVnHye368bbt2+xcuVKtcdQXBcUnj17hv3794vaBgYGwsHBAUZGRrC1tUXPnj1zPY7v9RofFBQEbW1t2NnZoU6dOhgzZoxo+7Nnz3D69Gmh7OTkJApoLV68uPA4PDwcBw8eFPU/efKkkKUZEF+Dc6Ojo4OoqCi8e/cOAODr66sUWL9lyxZER0cL5erVq0NbW1so3717F3369BH1KVeuHM6ePStajpuIiIiIfl4MjiQiIiIiIiIiIiKir+rZs2cIDAzM819qaiqAzCC7rFkaHz9+jJo1a2LXrl24c+cOjh49CmdnZ1Fgm62tLfr27au071atWqmck7Ozs/A4a/ZIBS0tLTRr1kxUV6hQIVHAZEJCAmrXro1Nmzbhxo0bWLNmjRBkkpaWhsDAQJQtW1aNM6Tapk2bIJFIhH/Zg/6+pObNm4uWM719+zZGjBiBa9eu4cyZM2jTpg1OnTolbC9fvrwoOLJnz57Q19cXyocOHUL//v1x/fp17N27F61btxbtr3///qJy1uPO+lyZmZmJljpPSEiAs7Mz9u7dCz8/P0ybNg3z5s0TtstkMlGAo4uLi2g/PXr0gKenJ27cuIERI0Zg/fr1wrYqVaqI9k1E/9OxijGyxv7dCU1EqzXPsPP6B9wMTkBgWALevn2LLl26wM/PT2iX/WcyJ4sWLUL//v1x+fJl+Pn5Yfjw4Vi8eLGojaprflYjRozAhAkTcP36dVy6dAldunTBgQMHhO0aGhqiAMfs16Hu3btj7ty5uHbtGo4cOYI2bdoImWWDg4NhbW2d53Hk5OXLl6LrnJub20ePlV92dnYoUaKEUD569CimTp2KGzdu4NChQ2jatClSUlKE7SNGjBD1z74Md8+ePbFkyRL4+/tj/fr16Ny5s2h7165dRWVnZ2fRsWfVu3dv4XFqaipcXV2xdetW+Pv7Y+HChRg0aJCo/bBhw0TlwYMHizJbSqVSzJ49G+/evVP5viO3JdyJiIiI6MekkXcTIiIiIiIiIiIiIqLPJ2v2xty8ePECRYsWhaamJvbs2YO6desKARqBgYHo0qWLyn7a2trYu3cvdHR0lLa1bNkSEolEtFSytrY26tSpI5QbNmyIdevWifo1aNAAhoaGSuPNnz8fZ86cQVRUFIDMpaGzBnNk1bZtWzRt2jT3g/5O6ejo4N9//0WPHj2EusuXL+Py5ctKbXV1dbFhwwZRVk0rKyu4u7uLAlfWrVundJ6BzGCYWrVqqT23xYsXo06dOkIAzNOnT/HHH3+obDtixAhREFD79u0xdepUPH/+HADw4MEDtGzZUuUxrV+/HlIpc04QqVLJWhe9a5piw9X3Qt2Td8mYcDQ0l15Ar169RD+TqmhoaCAtLS3Ha4ZinBo1auQ5xrx580QB01lNnjxZFOA4aNAgbN68GTdu3ACQuczz5MmTMXnyZKW+dnZ2mDBhQq7H8T0bO3YsBgwYIJRnz56N2bNnK7X7448/lLI5jx49Glu3bhUyLcfFxeGvv/5SuZ+aNWuKfo/kZeTIkdi+fTvu378PIHN57pwydLZp00YUeHnx4kX4+vqK2mRkZCjNP6vp06fj77//Vnt+RERERPT9+6mDIxs2bKi0fManKFOmDA4fPvzZxvtRlC5dWng8dOhQpW9dXbt2TXQjsmXLFtSsWfOrze9bSU9Px40bN3Du3Dncv38fL1++RExMDFJSUmBgYIBChQqhXLlyqFWrFpo0aSL6VvS3sHTpUixbtkwoP3r0SKnNhAkThOUOrK2tcebMma82PyIiIiIiIiIiotw4Ojri3Llz6NGjh2ip6+wKFSqERYsW5RgkY2lpierVq4syl9WqVUsUSKkqc2T2JbUVihcvjuPHj+P333/HmzdvcpyXi4sLtmzZkuP2H0H37t3x7t07jBs3DmlpaSrbmJiYYPv27SrP/9ChQxEdHY1p06aJluTOqn379lixYkW+5lW1alUcO3YMnTt3zjXrl5ubG9zd3UV12tra2LNnD5o0aYIPHz6o7Gdubo59+/bBwcEhX/Mi+tVMa2YJHQ0J1lyOQJrqH3GBTCZDz549MXz48DzHrVatGho1aoQ5c+ao3N68eXOVS2Zn1bZtW+jp6eV4He7Xrx+mTZsmqtPU1IS3tzdatmwp+p2RnZ2dHby9vWFkZJTHkXy/+vXrh8uXL+eakbh79+7YsGGDUr2BgQHOnDmD1q1bIyAgIMf+jo6OOHz4MDQ01P94WkdHBz4+PmjdurUQpKpKx44dhezKCjt27FB7P0RERET08+JXHInyKTU1FVu2bEGTJk3Qo0cPrF+/HlevXkVYWBgSEhKQlpaGqKgoPH78GIcOHcKECRPg5OSE//77DwkJCd96+kRERERERERERD+s2rVr4+7du9iyZQtcXV1hZ2cHLS0tmJqaon79+hg7diwOHDiASpUq5TpO9iWcsy+VbGFhgXLlyuXaJ6uaNWsiMDAQ7u7uqFu3LszNzaGhoQETExM0atQIW7ZswcmTJ1GgQIH8HfB3aOTIkbh16xbat28PGxsbaGtrw8DAABUqVMCkSZNw//59peXHs5o8eTL8/f3Rs2dP2NjYQEtLC2ZmZmjWrBn27duHffv2qcz4mRcXFxc8fPgQM2fORPXq1WFoaAhNTU1YWlri999/h7e3NzZu3KgyKKdatWq4c+cOhg8fjhIlSkBLSwuGhoZwcHDAjBkz8PjxY9SvXz/fcyL61UgkEoxvbInjf5ZA75qmqGilg4K6MmhIAQ2pBJqamqhQoYJwrR4yZIjSMso5mT17No4ePYr69evDwMAABgYGqFOnDjZu3Ihjx45BV1c31/4ymQybN2/Gpk2bUL16dejp6cHIyAguLi44dOgQ1q5dqzIzrLm5Oa5cuYItW7agZcuWsLKygpaWFgwMDODo6Ig5c+bg7t27KFu27Eeds++FRCLBxo0bsWvXLjRs2BAFCxaEpqYmrK2t0bFjR/j4+GDr1q3Q1NRU2d/W1hb+/v5Yt24dGjduDDMzM2hoaMDY2Bi//fYbVq1ahcuXL8PCwiLfc7OyssKVK1ewdu1aNGjQACYmJsL1vW3btvD09MSePXugp6cn6nflypWPOhdERERE9HP5qTNHZqWhoQErK6tPGqNw4cKfaTb0o7p79y7Gjx+v8pvpWlpaMDIygoaGBqKjo0WBkAkJCVi5ciW8vb2xcuVK2Nvbf81pExERERERERERfVMvX778bGPp6uqiR48eKpflvHPnDlJTU/McI6dlUbNSLOGpLkNDQ4wfPx7jx4/PV7+sy3vnxc3NDW5ubvka/3PPAQAqVKiAadOmITU1FZqamnkGo2bn4OCAzZs356uPOnM0MzPD1KlTMXXq1HyNDWSupOPh4QEPD4989yUisZLmOvi7ufgztRcxMkz1M8TatWtRunRpta/XWbVs2VLlsvf50atXL/Tq1StffaRSaY6/d3Jz7tw5tdsWLVo039dideegONc5BTZm1alTJ3Tq1Omj9qWpqYm+ffuib9+++Z6jOmP369cP/fr1U3vc27dv52seRERERPRz+mWCIy0sLHDy5MlvPQ36gZ06dQqjR49GUlKSUGdtbY1OnTqhYcOGsLe3h0wmA5D5h7qXL1/Cx8cHmzZtEpZjefnyJTp37oydO3eiePHi3+Q4iIiIiIiIiIiIiIiIiIiIiIiIfna/THAkfbxHjx596ymI9OjRA35+fgCA33//He7u7l98n/7+/hg5ciRSUlIAZC4vMHDgQAwZMgRaWlpK7SUSCYoVK4aBAweic+fOGDlyJHx9fQEA0dHRGDBgAA4fPgwDA4MvPnciIiIiIiIiIiIiIiIiIiIiIqJfjfRbT4DoexcbG6sUGOnu7o6RI0eqDIzMzsjICKtWrULFihWFupCQEKxYseKLzZmIiIiIiIiIiIiIiIiIiIiIiOhXxuBIojx4eHjg3bt3QrlPnz5o27ZtvsbQ0tLCvHnzhGW3AWDr1q2Iior6TLMkIiIiIiIiIiIiIqIfjf71DyjgG6FW2wK+EdC//uELz4iIiIiIiOjnwWW1P4Osyzz/888/aNeuHdLT03HmzBkcPnwYgYGBePv2LQwMDGBpaQkXFxd07NgRhQoVEo3z7Nkz7NmzB76+vnjz5g3S0tJQqFAhODo6onv37ihfvrzac3r8+DHOnj2L69ev4+XLl4iOjkZ8fDz09fVhaGiIUqVKoUaNGmjTpg2MjY1zHat06dLC46FDh2LYsGH5ODs/tsjISOzdu1com5iYYPjw4R81VvHixdGiRQscOXIEACCXy3H58mU0b948xz7p6ek4e/Ysrl27hlu3buHdu3eIjo5Geno6DA0NYWJigqpVq6J+/fpo2LAhpFLGOxMRERERERERERER/Qj0r3+A6dFQoRxb1yzHtgV8I2DsE/a/ilLmX3JqREREREREPwUGR34Br169wrhx43Dr1i1RfXJyMt6/f4/79+9jy5YtWLp0KWrUqIH09HSsXLkSK1asQHp6utJYr169wsGDBzFq1CgMGDAg130HBwdjzpw5OHv2rMrt0dHRiI6ORnBwME6fPg0PDw/89ddfcHNz+6Rj/ll5enoiKSlJKLdv3x46OjofPV6fPn1QsmRJODg4oGLFitDW1s6xrZeXFxYvXozg4GCV2yMiIhAREYHHjx9j9+7dsLe3x7///osyZcp89PyIiIiIiIiIiIiIiOjLyx4YqQh8VBUgmT0w0vRoKAo3lgIw/OLz/Fbkcvkn9S9atOgnj0FERERERD8+Bkd+ZqGhoejatatoGWZjY2PIZDJERPxvWYSoqCgMGjQIPj4+WLJkCXbv3i1sK1iwIDQ1NRERESHcuMnlcixatAj29vZo1KiRyn0HBgaib9++ov0AgJ6eHgoWLIi0tDRERkYiNTVV2JaQkIB//vkHUqkUPXv2/Czn4GeSPcjUycnpk8YrW7YsypYtm2e7NWvWYNGiRUr1JiYm0NXVRWJiIj58EC+d8fz5c3Tr1g2enp6wtLT8pHkSEREREREREREREdGXI03OUKpTFSCplDHy/8lS0pXqiIiIiIiISIzBkZ+ZIvujlpYWBg4ciM6dO8PMLPMmNigoCFOmTBGW4I6Pj0eXLl3w6tUrAJlZCQcOHAg7OzsAQHh4OBYvXoxDhw4J4y9btkxlcGR6ejrGjRsnCozs2rUrunfvjuLFiwt1KSkpuH37NlatWgVfX1+h3sPDA506dco1k+Gv6M6dO8JjbW1tODg4fJV9Ll68WCibmJhg1KhRaNKkCYyMjIT6qKgoIbhWEYwbFxeH5cuXY9asWV98nkRERERERETfu+DgYHh5eeH58+eIjo6GkZER7O3t0bx5c9jY2HyWcV+/fo23b98iOTkZAKClpQVLS0sYGxsjNjYWkZGRiImJQVpammgMTU1NZGRkKK0ioopEIlHKfCSRSCCTySCVSpGRkQG5XJ7jWBKJBBKJBFKpFFKpFOnp6cjIyFDarqmpCU1NTQBAUlIS0tLShP1KJBJh3jo6OkhMTBTGkMvlkMvlkMlksLKyQteuXREcHIz79+/j6dOniIuLEx13iRIl4ODgAAcHB9y8eRNhYWGwtLQUyrk9X4pzn7XPuXPnhL/hVKpUCZ07d86x/ac+9z+r3M6Tv78/PDw88Pr1a6Snp0Mmk8HCwgKlS5dGWFgYnj9/jtTUVOF1oHitMFvXt3Pp0iWULl36W0+DiPKgCIDMHviYNUAyp8DIyCaWCKlYCPD78vMkIvrR5fZeN+u93bt375CQkICkpCTExsYiPT1dlMgIAN/rfiaampqQSqVIS0sT7mez0tHRgUwmQ1paGgwMDNCoUSPcuHEDwcHBSElJgUQigZ6eHipUqABzc3MkJCQIzy0A4fnW09MDkPk8K1ZrtLCwQN++fVG9enWVc1N1z5n1vlXVPWVwcDB27dqV430pERF9WwyO/MzS09OhqamJ9evXo0aNGqJtdnZ2WL58ORo3boyoqCgAEAIjx40bh759+4raW1hYYN68eYiIiMClS5cAAA8fPkR4eDgsLCxEbb29vfHo0SOhPHjwYIwYMUJpflpaWqhRowaqV6+OgQMH4vz58wAyg+quXLkCZ2fnTzn8n8rbt28RExMjlIsVKwYtLa0vvl8PDw/hDaC2tjY2b96MUqVKKbUrWLAg/vjjD9SuXRutWrVCYmIiAODkyZMMjiQiIiIiIqJfnpeXFxYsWABNTU0kJSUJAYa3bt3Crl27MG7cOLi6un7yuNklJycjKCgIQUFBuY6TdWWPvKj64E0ulysFXObWXy6XiwIiVY2fnp6u8piytklJSUFKSorKNmlpaXj16hXc3d2FoM3sUlNT8fDhQwQGBmL79u3Q0dFB2bJl4evri+3bt0NTUxOpqakqny+5XI4FCxZAX18fxYsXF/oAgEwmA5D55eRjx45hwoQJSu39/f0/6bn/WSle06rOU0BAALy8vETt09PTERoaitDQUJXj8YPib2/z5s24desWli1b9q2nQkR5yC1AssCVCGjEKv+uj2ximdkvRmkTERFlk9t7XcX9Qk73dqrwve7nkdf9cNbnIzk5WbQKJ5D5PMTFxeHq1asAAFtbW/j7+2PHjh0AgAIFCqBgwYJCLEZW79+/x+jRo9GiRQuMHz9etC3760Vxz6m4b1V1T+nl5YV58+YJXxgExPelvPckIvr2fpngyNevX3/St2Vr1KiBrVu3qtW2a9euSoGRCoaGhnBxccH+/fuFuooVKyoFRmbVsWNHITgSAB4/fqwUHHnixAnhsampKQYPHpzrHCUSCXr06CEERwLI84/2X8uWLVtyPdfh4eHCYx8fH9y4cSPHtmPHjkWTJk0+ah7Zl602NTX9qHHyIzo6WngTBwB//PGHysDIrGxsbNCwYUN4enoCACIjIxEbG4sCBQp80bkSERERERERfa+Cg4OxYMEC1K9fH+fPn0erVq0wcOBArFq1Cl5eXvjtt98wf/58VKxYEUWKFPmocc+ePfsFj+DHlzUwUiaTIT09HTo6OsKHXHK5HCYmJoiKikL37t0xduxYFC5cGG/evEHDhg0xatQo0fM1b948AECLFi0wfPhwvH37Fj169BD2sX79elhbW2Px4sU4fvw43N3dIZFIhPba2tpITk6Gh4fHRz33PyvFa7p58+ZK58nd3V304W+RIkUwcuRIjB49+hvOmNR1584deHt788NYoh9ATgGSuQZGEhFRnnJ7r6u4v/jtt99w7tw5SCQSlC9fHvfu3fvGs6a8NGjQAA8ePBDFDISEhGDu3LmYOHEiAGDSpEmYPHkyatSoIazquWzZMhw/fhxeXl4oVKgQPD094eLiAkdHRwDKrxfFPaetrS1CQkIwduxYmJubi+4p5XI55s+fDwBo3rw5Ro4cCQDCfem8efN470lE9B34ZYIjv6YuXbrkuj17sFubNm1ybV+0aFFROTo6WqnNwIED0bhxYwQHB8PCwkKt5bEVy3crKDIPfmvR0dEqv8WhSnx8POLj43PcnnXZpvzKPq6xsfFHj6UuTU1NrF69Wkjt/fvvv6vVz9bWVlROSEhgcCQRERERERH9sry8vKCvrw8LCwsYGBgIH4T99ddfOH/+PCwsLKCnpwdPT08MHDjwo8bNmhnRwMBAyKaYnp6e4/LWenp6SEhI+PQD/MqMjIxU/j1KQZHtMSctW7bE4cOH4erqioMHD4q26evrY/369TAwMEDdunWxb98+FCpUCIaGhqLnS0Mj88+YiufSy8sLGhoawiofJ0+exMCBAzFq1ChcunQJ8fHx0NDQENoDEL0G8vvc/6wUr2lV58nLy0sUHLl69Wrs2LEDBgYGKv/mpmr5d/q2Vq5cCXt7+y82fnBwMFJTU6GpqanW36Pp4/1K5/p7SeLwteUUIJnVzxIYqXiOf6XX9af6VX8uiD5Vbu91fXx8AGSu5Ki4DuWUGZ2+HxKJBJMmTcLq1auxb98+0T3Ili1bYGBgALlcji1btkBfX19YJdLAwABXrlwR7gednJywb98+rFu3TgiOzP568fLygoGBAVasWIEuXboI95BZ7ykBQENDA9ra2hg5cqTwOlPclyYnJ/Pek4joO/DLBEdqaGjAysrqo/sXKlRIrXaGhoYoVqxYrm2yB62VK1cu1/b6+vqisqqliypUqIAKFSqoNUeF7H/UVncppl+FIu21wtf4466enh6cnJzy1Sc9PV0pkDOnD2GIiIiIiIiIfgVhYWEoXrw43r17h+LFi4s+CCtRogTevXuHEiVKICws5wCEvMaVyWTCslklS5bEixcvIJFIAGSu6pCdRCJB6dKlcevWLbX29bUCzRRZHXOTdVny7HOTyWTQ19dHXFwc0tPTIZPJRH9jkslkiIuLg4GBAWJiYkSBdfHx8ShXrhxCQ0NRvHhxREZGwsDAAO/evQMgfr709fUhl8uF5zIsLAz6+vrCl4oVz6Wiz71796Cvr68UbKHYnt/n/meleE2rOk8ymQwZGRmQSCTQ19dHgQIFEBYWhpIlSyq9jmUyGaRSab6Wi6cvLyoqCv379//W0yAiNcXWNctxKe20Aho/RWAkAMyePftbT4GIfhG5vddV3F8o7jWKFi2KBw8eQCKRCPdIinuevL4MRp+HhoZGjvEKWZ8DbW1tREZGCvcgcrkcEokE79+/R4kSJQBAuMcMDQ2FgYEBSpYsibCwMOF+UHHv+f79e2Ef2V8virKhoaHoHjL7PaXi9ZP1daZo8+LFC957EhF9B36Z4EgLCwucPHnyi+/H0tIyzzaKP5Qr5JWRMHv7/EpISMDr168RHByMZ8+e4fHjx7hz5w5evnwpave9fLN72LBhGDZsWI7be/ToIaS//v333+Hu7v5F5mFgYCAqfw+ZHSIiIhASEoKgoCA8e/YMDx48wJ07d5QCXbMuXUVERERERET0q7G0tIS/vz9KlSoFf39/JCcnC0uoPX36FC1atICfnx9at2790eMqPixLS0vDkydPRJkjVZHL5Xj06JHa+/paf6dR5wuWOjo6SE5OFspZ56b40qbiQ6zsH2alp6dDT08PcXFxMDQ0FGUc1NfXx9OnT2FjY4Nnz57B3t4ecXFxMDc3BwDR86X4YqjiubS0tER8fDyePHkC4H8rsyj6KOalaK+g2J7f5/5npXhNqzpPiteGXC5HXFwcYmJiYGlpiWvXrimNk56ezr9HfYcKFiyIBQsWfLHxnz59KmR9U3wQTV/Gr3Sug4KCftnguQK+qgMjgcwltgv4RvwUAZJTpkyBnZ3dL/W6/lS/8s8F0afI7b2u4v7CzMwM8fHxePr0KfT19ZGcnKx0T8PAyK8jt0ROWZ+D5ORkGBsbC/cgcrkcUqkUpqamePr0KeRyOWxtbfHs2TNYWVkhPDwcT548QZs2bYT7waZNmyIuLk60OmP214uiHBMTI7qHzH5PqXj9ZH2dKdokJyerFT9CRERf1i8THPm1ZA+oU4di+Z/PJTAwEN7e3rh58yaeP3+OiIiIzzr+r8La2lqUCeFrp1JPSUnBhQsXcPr0aTx8+BAvX778bpY+JyIiIiIiIvqeNW/eHLt27UJ4eDji4uLg4eGBQYMGYdWqVYiPj0d4eDgSEhLQokWLjx43ayCYqiWGVfkevnj5MXJbUhvI+8NCLy8vAIC3t7eoXi6XIz4+Hn379sXYsWNx+fJlAEB4eDhiYmJEz5figzIPDw/89ddfaN68OXbu3CkEpTZu3BjJyclYvHix8HykpaUJ7RXBsR4eHh/13P+sFK9pVecpe4CuYtny7du3qxzre/niNf3P4MGDUbp06S82fnJyshDY9CX3QzzXv4ICvhG5LqkN/G/J7R89QNLOzg6lS5fm65qIvrjc3usq7i/Cw8ORmpqK1NRUlCtXDh8+fPjGs6bcyOVyzJ07Fw8ePBDKCj179sTEiROFx5MnTxZW9IyLi0Pt2rXh4eGB+Ph4XLp0CQDQr18/oX/214vinnPw4MGIj49HixYtlO4p5XI5du7cidTUVCxevBijRo0CAOG+VCKR8N6TiOg7wODIz0xD49ud0vDwcEyfPh1nz57NtZ1EIkHJkiVRrVo17Ny58yvN7sejq6sLa2trhISEAABevnwp3Kh/aWfOnMHs2bPx+vXrPOdYrVo1yOVy+Pr6fvF5EREREREREf0IbGxsMG7cOMyfPx9aWlo4duwYjh07BiAzC+KFCxcwbtw4FClS5KPH1dHRQVJS0peY/k9BKpUKAaSKDIRZz5dEIkFkZCR0dHSwbds2aGlp4c2bN9DU1MTZs2eFv28pnq/x48cDAObPn48LFy6gePHi0NLSEsbs27evsC+JRIIJEyYotX/69CkSEhI+6rn/WWV9TWc/TxMmTMCdO3fg6ekJAHj9+jVGjx79jWdM6qpUqRJcXV2/9TSISA05BUamFdBQyiT5swRIEhF9Dbm91816f6GtrY2kpCTcv3//G8+Y1KEqFqJIkSKYM2eOUJ47dy6sra3h7+8v1A0dOlR4HBYWhhYtWsDR0VGoU/V60dLSQnBwMHR0dLBgwQKV95Tjx4+Hu7s7vL294ePjA+B/96Xjx4/nvScR0XeAwZE/idevX6NLly4IDw8X1RcoUAClSpWCvb097O3tUapUKZQvXx7GxsYICwtjcGQeatSoIQRHJicn4/79+6hSpconjdmnTx/Y2NigZs2aqFmzJkxNTUXb9+zZg2nTpil9275IkSIoWbIkihUrBnt7e5QtWxalS5eGpqYmVqxYweBIIiIiIiIioixcXV1RsWJFeHp64vnz54iOjoaRkRHs7e3RokWLj/6AIvu4r1+/xtu3b4Vlp7W1tWFhYQETExPExsbiw4cPiImJUVoiTFNTExkZGWota511ZYusdTKZTAhClMvlOY4lkUggkUgglUohlUqVlkBWbNfU1BS+FJqUlIS0tDRhvxKJRJi3jo4OEhMThTHkcjnkcjlkMhmsrKzQrVs3vHr1Cg8ePMCTJ09EmTUVS2c6ODigWrVquHHjBsLCwtC+fXuhnNvzpTj3WfucO3cOAQEBAIDKlSujc+fOKtu3bt36k577n1XW13T28+Tq6goXFxf8999/eP36NdLT0yGTyWBhYYEyZcrgzZs3eP78OVJTU4XXgeK1wkyS307v3r3Ru3fvbz0NIlJDToGRkU0sEVvXTOV2oVzR4mtMkYjoh5bbe10Aonu7d+/eISEhAcnJyYiNjRXdD2W/L+J73U+jqakJmUyG1NRU4X42Kx0dHchkMqSlpcHAwACNGzfG9evXERwcjJSUFEgkEujp6aFixYowNzdHfHw8LC0thSyNiudb8bl+cHAwXr16BQCwsLBAv379RIGRCtlfL1nvU3O6p1T02bVrV473pURE9G0xOPInMX78eFFgZIMGDTBkyBBUqFBBeJOWHbMb5O23337DgQMHhPKJEyc+KTjy6dOnQhDjrl27YGNjg1OnTgnbnz17hlmzZglvALW1tTFkyBC0a9cO5ubmOY6r+ACGiIiIiIiIiP6nSJEiGDhw4A8z7rdw584dYaWMSpUqffX9Z/9AStUHVFmpOve59fmZnqsvKbfz5OjoiG3btn3lGX28b/2a/pYePXqE/v37o06dOt96KkSkhrwCI4H/ZYhUFSBZJFkCwPCLz5OI6EeX23td3i/k7kd9bz1o0CCV9Q8ePEDZsmWV6uVyOQoVKoSIiAilbWfPns3zNVKkSBGMGTPm4yb7jRw+fBibN2+Gn58f3r17B21tbRQrVgzNmjXDsGHDcg3sfPjwIZYvX46TJ08iJCQEEokEdnZ2aNasGUaMGAEbG5sc+6alpWHz5s3YuXMnAgICEBUVBT09PZQoUQKurq4YNmwYLCw+7gsgaWlp2LRpE3bv3o07d+4gMjISxsbGqFatGtzc3NCxY8ccY2cAIDQ0FCtWrIC3tzeePn2KxMREmJmZwdHREb169UK7du1y7U9E3y8GR/4E7t+/L0oJ7eTkhBUrVkAqlebaLyxMfDPNb7goa9iwIQoWLIioqCgAwMGDBzFs2DDo6el91HjZ/5Cs+PaKws6dO5GSkiKUZ8+ejdatW+c5Lp9LIiIiIiIiIiIiIqIfR4a28mc4WQMjFXIKkEzXkgHMgUFERKS2U6dOqQyODAgIUBkY+TOKi4tDhw4dcOLECVF9SkoK7ty5gzt37mDVqlXYsWOHUiwDACxZsgSjR49WWh3jwYMHePDgAdauXYsdO3agZcuWSn1jYmLQvHlzpRUxY2JicPPmTdy8eRMrV67EoUOHUK9evXwdV1hYGJo2bYo7d+6I6t++fQtvb294e3tjy5Yt2LNnj8r+Bw4cgJubG2JjY0X1b968wdGjR3H06FG0aNECe/fuha6ubr7mRkTfXu7Rc/RDUKRnVvjjjz/yDIwEgOvXr4vKWZdTokxaWlro3r27UI6MjMSyZcs+aqxnz56JslBqamqiY8eOojZZn0t9fX20atUqz3HlcrnSc8ngSCIiIiIiIiIiIiKi71e8ownet7ISyqoCIxVi65ohsomlUH7fygpvKpl+8TkSERH9TLKu6JjV6dOnv/JMvp0ePXooBUZmFxMTgw4dOuDu3bui+uPHj+Ovv/5SCozMKjY2Fh06dFAKUgSAAQMGKAVGZvfhwwe0bds238Gq7dq1U7nPrDw9PdG3b1+l+uvXr6NTp05KgZGq+vfr1y9f8yKi7wODI38CcXFxorJMJsuzT2hoKDZv3iyqy+2X2K+sd+/eMDP73x8kNm7cCE9Pz3yNERMTg9GjR4uWv+7cubNSOuqsv3DVeR4BYOvWrQgJCRHVpaam5mt+RERERERERERERET0dSkCJHMLjFRQBEi+b2WFeEeTrzRDIiKin8f58+eRnp6uVP+rBEdeuXIFhw4dEspGRkZYsmQJrl+/joMHD6JixYrCtqSkJEydOlXUf/r06cJjiUSCiRMnws/PDydPnhRlekxOTsbcuXNFfYOCgrB7926hbG5ujnXr1uHmzZs4evQoqlatKmz78OEDtm/frvZxeXt748qVK0K5fPnyOHjwIG7cuIF///0XWlpawrZdu3bhxYsXov6TJ08Wxcq4urri5MmTuHr1KiZNmiSK29ixYwdu3bql9tyI6PvAZbV/AtbW1qLy/v370ahRoxzbBwcHY9iwYYiJiRHVZw3c+55t3br1q+7PwMAA7u7u6N+/P+RyOTIyMjB27Fg8f/4cAwcOFP0yVeXZs2cYNWoUAgMDhTp7e3uMGDFCqa21tbXwyzgmJgYnT55EkyZNchzb09MTCxYsUKrPujQ3ERERERERERERERF9n/IT6JhXACURERGJGRsbIzIyEgAQHR0Nf39/1KpVS9iempqKCxcuCGUTExN8+PDhq8/za8ganAgAixcvRp8+fQAA1apVQ/Xq1VGiRAkkJSUByMwUmZqaCk1NTURGRiIoKEjoO2DAAFEAZIUKFVC4cGGhnH310xs3bojK7u7uwr6rVq2KcuXKoXjx4sL2rLEVebl69Sq0tbWRnJwMmUyG48ePC0mqHBwcEBgYiNWrVwvtHz16JDx+//69KKOovb09Dh8+DE1NTQBAzZo1ERsbi6VLlwptjh07JgrmJKLvHzNH/gScnJygp6cnlM+cOYPhw4fjyZMnwvLKcrkcL168wH///Yfff/8dDx8+VBonPj7+q835R1OvXj3RNyPS09OxbNkyNG3aFGvWrMGzZ89ES1mnpKTgxo0bmDZtGtq2bSv65W1ubo5ly5bBwMBAaT9NmzYVlcePH49169aJMkqmpKTg4sWLGDp0KEaNGqUyEJLPJRERERERERERERERERER/coqVKgAY2NjoZx9ae1r166JPluvX79+nmOmpKRgxYoVaNiwIQoVKgRNTU1oaWnB0tISDRo0wMqVK5UyVHbu3BkSiUT4V7hwYURHR4va7Ny5E5UrVxbamJubIywsTNh+7tw50Rh///13fk6FUsZDV1dXUdna2hply5YVysnJycLy1sbGxggLC0NsbCxu374tyiIJAFFRUaJy1kBJAJBKxaFJ+vr6onLWeBcAsLS0zONo/mfGjBlISEhAUFAQrly5orR6Z/a5mZubC4/v3LmDjIwModyoUSMhMDJrXVbZV/Ukou/fL5M5Mjw8HI0bN/7kcXr06IGePXt+hhl9PkZGRhgxYoQoMv/EiRM4ceIEtLW1YWxsjPfv3ysttWxmZgYtLS2EhoYCgOgXKynr1q0bChQogOnTpyMhIQFA5vLkixYtwqJFi6CrqwtjY2OkpqYiKipK5dLWpUqVwsqVK5V+ISu0a9cOu3fvxr179wAACQkJWLBgARYsWICCBQtCJpPhw4cPokBMAKhYsSLu3r0rlN+8efO5DpuIiIiIiIiIiIiIiIiIiOiHI5VKUb9+fRw+fBhAZnDklClThO1Zl9Q2MTFBpUqVREtPZxcdHY1GjRrh+vXrStvCw8MRHh6Oc+fOYefOnTh58iS0tbUBACtWrMCFCxeEz/HDwsIwadIkLF++HEBmwN2KFStE461cuTJfQYJ5OX36NMLCwhAaGoo3b96oHDt7IGGBAgVEZQMDA1SuXFkoR0ZGwt/fH2PGjBG1GzBggKhcrVo1yGQyIWh0+vTpsLOzQ5UqVRAcHCxadVNTUxPdu3fP17FJpVLY2trC1tYWQGZG0ODgYGzcuFGUMbNcuXKoUqWKUG7QoAGioqIQGhqK0NBQWFhYKI2d1zkhou/fLxMcmZaWhlevXn3yONmj978XvXr1QlJSEpYsWYK0tDShPjk5WWXQY9OmTTF16lQsWbIEe/bsAZD5TYGUlJQ8l4n+lbVu3RpVq1bFkiVL4OnpKfrGR2JiIhITE1X2K1iwIPr06YM+ffoofdMgKw0NDaxduxZ//fUX/Pz8RNuy/9IFMt98DBs2DN26dYOjo6OQ4trPzw+tWrX6iCMkIiIiIiIiIiIiIiIiIiL6OTg7OwvBkVeuXEFCQoKQqTBrcGT9+vUhkUhyHWv48OEqAyOzu3jxIhYvXoyJEycCyAy8XLduHVq0aCG0WbVqFdzc3FC9enXMnDlTFGvQrVs3dOjQQf2DVIOGhgaKFCmSYyInf39/vHjxQigXK1ZM5WqYCpcuXUK9evVEdRKJBFOnTkXnzp1F9TY2Nujfvz9WrVoFIHNp69q1ayuNqaOjgy1btoiW2P4Yrq6uoucWyFwy++jRo4iLixPVGxkZwcjISJQ1M6vsy5FXqlTpk+ZGRF8fl9X+iQwcOBDHjh1Dnz59UL58eRgaGkImk0FPTw+FCxdG3bp1MWDAABw+fBhLliyBubm5KAVwQkICjh49+g2P4MdgY2ODBQsW4Pz585g5cyZatWqFsmXLwtjYGNra2tDU1ISJiQnKlCmDjh07YvHixbh48SIGDhyYa2CkgomJCTZv3owVK1agefPmsLGxga6uLjQ0NGBkZIQSJUrA1dUV06ZNw9mzZ+Hm5gZNTU00aNBAGMPLy0u0FDcREREREREREREREREREdGvxtnZWXickpKCixcvAsiMj7h27ZqwLevn7aoEBwdj27ZtQtnW1hZ79uxBQEAAzp8/jx49eojanz17VlRu3rw5+vXrJ5QzMjIwaNAgrF69WjQPa2trLFu2TP0D/AySkpIwbNgwUV3Hjh1z7RMUFKRU9/fff+e43PfSpUsxYsQIaGiozuGmpaUFb2/vPPerjuxzK1q0KE6fPg17e/t8jXPw4EF4eXjnzdQAAInzSURBVHkJZT09PVGA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**distribution of the number of items sold by each sales method** highlights the **differences in sales volume**, providing clues to the quantity-based preferences of customers depending on the sales approach.\n\nThis plot hints that while the **'Call' method has the potential for higher individual sales**, **'Email + Call'** leads to a bigger number of items sold, but **introduces a great variability**. In contrast, the **'Email' method**, while not reaching the high numbers seen in the 'Email + Call' method, **shows steadiness in sales volume**. ","metadata":{},"cell_type":"markdown","id":"5a6031f7-7108-4234-a665-45ebb69228ac"},{"source":"from matplotlib.ticker import MaxNLocator\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\ng = sns.catplot(x = 'nb_sold', y = 'sales_method', data = product_sales_imputed, kind = 'box', height=5, aspect=2, order = ['Call', 'Email', 'Email + Call'], hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'])\n#g.ax.set_xlim(0,250)\ng.ax.set_xlabel('Number of items sold', fontweight='bold', fontsize='large')\ng.ax.set_ylabel('Sales Method', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.ax.xaxis.set_major_locator(MaxNLocator(integer=True))\ng.fig.suptitle('Distribution of Number of Items Sold By Sales Methods', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":996,"lastExecutedAt":1712391668985,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from matplotlib.ticker import MaxNLocator\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\ng = sns.catplot(x = 'nb_sold', y = 'sales_method', data = product_sales_imputed, kind = 'box', height=5, aspect=2, order = ['Call', 'Email', 'Email + Call'], hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'])\n#g.ax.set_xlim(0,250)\ng.ax.set_xlabel('Number of items sold', fontweight='bold', fontsize='large')\ng.ax.set_ylabel('Sales Method', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.ax.xaxis.set_major_locator(MaxNLocator(integer=True))\ng.fig.suptitle('Distribution of Number of Items Sold By Sales Methods', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"d26ff16a-3a84-40ae-8751-351919612ab8","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1137.12x500 with 1 Axes>","image/png":"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"},"metadata":{}}],"execution_count":31},{"source":"Exploring further, **Average item price distribution between sales methods** plot sheds light on the pricing strategies' impact on sales performance. This visualization might suggest how **customers respond to price points** when **engaged through different sales methods**.\n\n**Calls**: This method has the lowest median price point, indicating that the **items sold through calls tend to be on the more affordable side**.\n\n**Email**: Sales through email have a slightly higher median price than calls, positioned around 10 units on the price scale, which might suggest a **moderate pricing strategy**. The IQR is comparable to that of calls.\n\n**Email + Call**: This combined method shows a substantially higher median price, near the 15-unit mark, suggesting that this dual **approach can command higher prices for items sold**. Although the IQR is similar, indicating consistent pricing strategy, there are notable extreme outliers **indicating that on occasion, this method results in sales with much higher average prices compared to the other methods**.","metadata":{},"cell_type":"markdown","id":"b8338090-3e2b-4383-995a-661fac6907d5"},{"source":"from matplotlib.ticker import MaxNLocator\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\ng = sns.catplot(x = 'average_price', y = 'sales_method', data = product_sales_imputed, kind = 'box', height=5, aspect=2, order = ['Call', 'Email', 'Email + Call'], hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'])\ng.ax.set_xlim(0,25)\ng.ax.set_xlabel('Average Price', fontweight='bold', fontsize='large')\ng.ax.set_ylabel('Sales Method', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins='20'))\ng.fig.suptitle('Average Item Price Distribution Between Sales Methods', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":730,"lastExecutedAt":1712391669716,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from matplotlib.ticker import MaxNLocator\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\ng = sns.catplot(x = 'average_price', y = 'sales_method', data = product_sales_imputed, kind = 'box', height=5, aspect=2, order = ['Call', 'Email', 'Email + Call'], hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'])\ng.ax.set_xlim(0,25)\ng.ax.set_xlabel('Average Price', fontweight='bold', fontsize='large')\ng.ax.set_ylabel('Sales Method', fontweight='bold', fontsize='large')\nplt.tick_params(axis='both', which='major', labelsize='large')\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins='20'))\ng.fig.suptitle('Average Item Price Distribution Between Sales Methods', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"50ad2c09-6ae1-467b-aabd-0d7af8b5f486","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1137.12x500 with 1 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"},"metadata":{}}],"execution_count":32},{"source":"The histogram showing revenue distribution per sales method underlines a pattern that echoes through the previous findings. We see the multimodal nature of revenue distribution, **indicating the existence of common sales amounts** that resonate across methods.","metadata":{},"cell_type":"markdown","id":"3efa26a5-2c54-4010-a8a4-9fcf280e7804"},{"source":"sns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\nsns.histplot(data=product_sales_imputed, x = 'revenue', bins=30, kde=True, hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'], label= 'sales_method')\nplt.xlabel('Revenue', fontweight='bold', fontsize='large')\nplt.ylabel('Density', fontweight='bold', fontsize='large')\nplt.title('Revenue distribution between sales methods', fontweight='bold', fontsize='x-large')\nplt.xlim(0, 250)\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()\n","metadata":{"executionCancelledAt":null,"executionTime":1033,"lastExecutedAt":1712391670749,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\nsns.histplot(data=product_sales_imputed, x = 'revenue', bins=30, kde=True, hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'], label= 'sales_method')\nplt.xlabel('Revenue', fontweight='bold', fontsize='large')\nplt.ylabel('Density', fontweight='bold', fontsize='large')\nplt.title('Revenue distribution between sales methods', fontweight='bold', fontsize='x-large')\nplt.xlim(0, 250)\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()\n","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"b5806472-aca5-403b-a08b-3528dec99eba","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}],"execution_count":33},{"source":"These multiple layers of analysis converge to suggest a preliminary conclusion that the **sales method** not only **affects** the volume and frequency of sales but also **the pricing strategies' efficacy**. The data suggests that customers might be more responsive to certain sales approaches, which can, in turn, influence the revenue outcome.\n\nA deeper analysis might reveal if these patterns can inform a strategic decision, such as whether to prioritize a particular sales method or tailor pricing strategies to match customer engagement preferences. Therefore, the question I am trying to determine the answer to is:\n\nDo specific sales strategies correlate with various \"Customers' Average Spend per Product\" Categories (do they draw sales of differently priced items)?\n\n> **Does the distribution of revenue according to sales methods align with the distribution of revenue across different average price categories?**\n\nConsidering a **5% significance level**, let’s formulate the null and alternative hypotheses.:\n\n$H_0$ : The distribution of revenue across sales methods is independent of the average price category of the items sold.\n\n_This implies that there is no relationship between sales methods and \"Customers' Average Spend per Product\" Category, or sales methods do not attract sales of different average priced goods._\n\n$H_A$ : The revenue distribution across sales methods **varies with** the average price category of items sold.\n\n_This suggests that certain sales methods are more effective with Different \"Customers' Average Spend per Product\" Categories._\n\nTo test these hypotheses, we could use a statistical test such as ANOVA if the data is continuous and normally distributed. ","metadata":{},"cell_type":"markdown","id":"0bf6a560-18a1-4d6f-9b4d-64d35a2aa860"},{"source":"from scipy import stats\n\n# Check the distribution of revenue for normality within each sales method\nplt.figure(figsize=(14, 7))\n\nfor i, method in enumerate(product_sales_imputed['sales_method'].unique()):\n    plt.subplot(1, len(product_sales_imputed['sales_method'].unique()), i+1)\n    sns.histplot(product_sales_imputed[product_sales_imputed['sales_method'] == method]['revenue'], kde=True)\n    plt.title(method)\n\nplt.tight_layout()\nplt.show()\n\n# Perform a Shapiro-Wilk test for normality on the revenue for each sales method\nnormality_results = {}\nfor method in product_sales_imputed['sales_method'].unique():\n    stat, p = stats.shapiro(product_sales_imputed[product_sales_imputed['sales_method'] == method]['revenue'].sample(50, random_state=1))\n    normality_results[method] = {'Statistic': stat, 'p-value': p}\n\nprint('Shapiro-Wilk test for normality results:', normality_results)\nnormality_results\n\n# Perform Levene's Test for equality of variances\nlevene_test = stats.levene(\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Email']['revenue'],\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Call']['revenue'],\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Email + Call']['revenue']\n)\n\nprint(\"\\nLevene's Test for equality of variances results:\", levene_test)","metadata":{"executionCancelledAt":null,"executionTime":1296,"lastExecutedAt":1712391672045,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from scipy import stats\n\n# Check the distribution of revenue for normality within each sales method\nplt.figure(figsize=(14, 7))\n\nfor i, method in enumerate(product_sales_imputed['sales_method'].unique()):\n    plt.subplot(1, len(product_sales_imputed['sales_method'].unique()), i+1)\n    sns.histplot(product_sales_imputed[product_sales_imputed['sales_method'] == method]['revenue'], kde=True)\n    plt.title(method)\n\nplt.tight_layout()\nplt.show()\n\n# Perform a Shapiro-Wilk test for normality on the revenue for each sales method\nnormality_results = {}\nfor method in product_sales_imputed['sales_method'].unique():\n    stat, p = stats.shapiro(product_sales_imputed[product_sales_imputed['sales_method'] == method]['revenue'].sample(50, random_state=1))\n    normality_results[method] = {'Statistic': stat, 'p-value': p}\n\nprint('Shapiro-Wilk test for normality results:', normality_results)\nnormality_results\n\n# Perform Levene's Test for equality of variances\nlevene_test = stats.levene(\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Email']['revenue'],\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Call']['revenue'],\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Email + Call']['revenue']\n)\n\nprint(\"\\nLevene's Test for equality of variances results:\", levene_test)","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"outputsMetadata":{"1":{"height":122,"type":"stream"}},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"5f2e4edc-8ba5-4c38-8965-ba66ace1a674","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x700 with 3 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"},"metadata":{}},{"output_type":"stream","name":"stdout","text":"Shapiro-Wilk test for normality results: {'Email': {'Statistic': 0.9203320741653442, 'p-value': 0.0024240328930318356}, 'Email + Call': {'Statistic': 0.8914394378662109, 'p-value': 0.00025363938766531646}, 'Call': {'Statistic': 0.9304942488670349, 'p-value': 0.005769350565969944}}\n\nLevene's Test for equality of variances results: LeveneResult(statistic=1390.058629087539, pvalue=0.0)\n"}],"execution_count":34},{"source":"The visual inspection of the revenue distribution within each sales method reveals some skewness. Test for equality of variances across the different sales methods indicates a significant difference in variances, as the p-value is less than 0.05, this implies that the assumption of homogeneity of variances is violated.  Given that both the normality and homogeneity of variance assumptions are violated, it might not be the best option to use the traditional ANOVA for this data.\n\nInstead, we can use the Kruskal-Wallis, which is a non-parametric \"version of ANOVA\".","metadata":{},"cell_type":"markdown","id":"f751a4d0-93df-4665-b15a-d02b1876a849"},{"source":"# Kruskal-Wallis H-test\nkruskal_test = stats.kruskal(\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Email']['revenue'],\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Call']['revenue'],\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Email + Call']['revenue']\n)\n\nprint(\"Kruskal-Wallis H-test results:\", kruskal_test)","metadata":{"executionCancelledAt":null,"executionTime":56,"lastExecutedAt":1712391672101,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"# Kruskal-Wallis H-test\nkruskal_test = stats.kruskal(\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Email']['revenue'],\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Call']['revenue'],\n    product_sales_imputed[product_sales_imputed['sales_method'] == 'Email + Call']['revenue']\n)\n\nprint(\"Kruskal-Wallis H-test results:\", kruskal_test)","outputsMetadata":{"0":{"height":38,"type":"stream"}},"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"e0ee380d-57ec-471d-8b90-c8369b76c962","outputs":[{"output_type":"stream","name":"stdout","text":"Kruskal-Wallis H-test results: KruskalResult(statistic=12523.25385046208, pvalue=0.0)\n"}],"execution_count":35},{"source":"The Kruskal-Wallis results show a significant difference in revenue distributions across the different sales methods, with a p-value much less than the 0.05 threshold. This suggests that **at least one sales method's revenue distribution is significantly different from the others.**\n\nNow I will implement the chi-square test of independence, wich is a non-parametric test that compares the observed frequencies of occurrences in each category against the frequencies we would expect to see if the two variables were independent of each other, without making any assumptions about the distribution of the data.","metadata":{},"cell_type":"markdown","id":"52bc020d-6a2a-4334-baef-c500e8894ef9"},{"source":"from scipy import stats\n\ncontingency_table = pd.crosstab(product_sales_imputed['sales_method'], product_sales_imputed['average_price_category'])\n\n# Performing the chi-square test\nchi2, p, dof, expected = stats.chi2_contingency(contingency_table)\n\nchi2_results = {'chi2_statistic': chi2, 'p_value': p, 'degrees_of_freedom': dof, 'expected_frequencies': expected}\nchi2_results","metadata":{"executionCancelledAt":null,"executionTime":55,"lastExecutedAt":1712391672157,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from scipy import stats\n\ncontingency_table = pd.crosstab(product_sales_imputed['sales_method'], product_sales_imputed['average_price_category'])\n\n# Performing the chi-square test\nchi2, p, dof, expected = stats.chi2_contingency(contingency_table)\n\nchi2_results = {'chi2_statistic': chi2, 'p_value': p, 'degrees_of_freedom': dof, 'expected_frequencies': expected}\nchi2_results","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"outputsMetadata":{"0":{"height":157,"type":"stream"}},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"0c8bae45-64f3-4999-ba2f-19fcc3bdb532","outputs":[{"output_type":"execute_result","data":{"text/plain":"{'chi2_statistic': 29259.420756127784,\n 'p_value': 0.0,\n 'degrees_of_freedom': 4,\n 'expected_frequencies': array([[1641.7604    , 2500.848     ,  819.3916    ],\n        [2470.25053333, 3762.864     , 1232.88546667],\n        [ 850.98906667, 1296.288     ,  424.72293333]])}"},"metadata":{},"execution_count":36}],"execution_count":36},{"source":"The heatmap of expected frequencies illustrates the distribution of sales across different Sales Methods and Average Price Categories under the assumption that there's no association between these two variables. ","metadata":{},"cell_type":"markdown","id":"ced9ff51-349f-43f3-82f5-0d2ff2219b0b"},{"source":"expected_frequencies = pd.DataFrame({\n    'Expected Frequencies': [1641.7604, 2500.848, 819.3916, \n                             2470.25053333, 3762.864, 1232.88546667, \n                             850.98906667, 1296.288, 424.72293333],\n    'Sales Method': ['Call', 'Email', 'Email + Call'] * 3,\n    'Average Price Category': ['Cheap'] * 3 + ['Moderate'] * 3 + ['Expensive'] * 3\n}).pivot(\"Average Price Category\", \"Sales Method\", \"Expected Frequencies\")\n\nplt.figure(figsize=(10, 6))\nsns.heatmap(expected_frequencies, annot=True, cmap=\"coolwarm\", fmt=\".2f\")\nplt.title('Heatmap of Expected Frequencies', y = 1.03)\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":407,"lastExecutedAt":1712391672565,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"expected_frequencies = pd.DataFrame({\n    'Expected Frequencies': [1641.7604, 2500.848, 819.3916, \n                             2470.25053333, 3762.864, 1232.88546667, \n                             850.98906667, 1296.288, 424.72293333],\n    'Sales Method': ['Call', 'Email', 'Email + Call'] * 3,\n    'Average Price Category': ['Cheap'] * 3 + ['Moderate'] * 3 + ['Expensive'] * 3\n}).pivot(\"Average Price Category\", \"Sales Method\", \"Expected Frequencies\")\n\nplt.figure(figsize=(10, 6))\nsns.heatmap(expected_frequencies, annot=True, cmap=\"coolwarm\", fmt=\".2f\")\nplt.title('Heatmap of Expected Frequencies', y = 1.03)\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"223e7f1d-19a8-4e0d-bfbb-bcb0eb9d2208","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 2 Axes>","image/png":"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"},"metadata":{}}],"execution_count":37},{"source":"However, the chi-square test of independence results in a chi-squared statistic of approximately 29259.42 and a p-value of 0.0, **indicating that there is a statistically significant association** between the **sales method and the average price category**. In other words, different sales methods seem to attract sales of products at different price points, or vice versa, different average priced goods are associated with different sales approaches.\n\nTo understand which specific categories are contributing to the significant chi-square result, we need to examine the adjusted standardized residuals. This method provides a quick way to identify which specific combinations of categories differ significantly from what would be expected under the null hypothesis of independence","metadata":{},"cell_type":"markdown","id":"15036e5e-9735-4e44-91b3-2b11e7a4cc10"},{"source":"# First, we'll calculate the standardized residuals for each cell in the contingency table.\n# The standardized residual is (Observed - Expected) / sqrt(Expected)\n# A large absolute value of the standardized residual indicates a cell that contributes more to the chi-square statistic.\n# Typically, a standardized residual greater than about 2 or less than -2 is considered significant.\n\nstandardized_residuals = (contingency_table - expected) / np.sqrt(expected)\n\n# We can now look at these standardized residuals to understand which cells contribute most to the chi-square statistic.\nsignificant_cells = np.abs(standardized_residuals) > 2\nsignificant_residuals = standardized_residuals[significant_cells]\n\nsignificant_residuals_df = significant_residuals.unstack().reset_index()\nsignificant_residuals_df.columns = ['Average Price Category', 'Sales Method', 'Standardized Residual']\nsignificant_residuals_df","metadata":{"executionCancelledAt":null,"executionTime":54,"lastExecutedAt":1712391672619,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"# First, we'll calculate the standardized residuals for each cell in the contingency table.\n# The standardized residual is (Observed - Expected) / sqrt(Expected)\n# A large absolute value of the standardized residual indicates a cell that contributes more to the chi-square statistic.\n# Typically, a standardized residual greater than about 2 or less than -2 is considered significant.\n\nstandardized_residuals = (contingency_table - expected) / np.sqrt(expected)\n\n# We can now look at these standardized residuals to understand which cells contribute most to the chi-square statistic.\nsignificant_cells = np.abs(standardized_residuals) > 2\nsignificant_residuals = standardized_residuals[significant_cells]\n\nsignificant_residuals_df = significant_residuals.unstack().reset_index()\nsignificant_residuals_df.columns = ['Average Price Category', 'Sales Method', 'Standardized Residual']\nsignificant_residuals_df","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"outputsMetadata":{"0":{"height":297,"type":"dataFrame"}},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"3101a3d8-310f-4c31-bc84-9e330c0780f7","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"Average Price Category","type":"any","constraints":{"enum":["Cheap","Moderate","Expensive"]},"ordered":true},{"name":"Sales Method","type":"string"},{"name":"Standardized Residual","type":"number"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5,6,7,8],"Average Price Category":["Cheap","Cheap","Cheap","Moderate","Moderate","Moderate","Expensive","Expensive","Expensive"],"Sales Method":["Call","Email","Email + Call","Call","Email","Email + Call","Call","Email","Email + Call"],"Standardized Residual":[81.9435051392,-49.6814949267,-29.1717168961,-50.008479281,60.3522002522,-33.3654040499,-28.6250170306,-35.1124688204,99.5825255125]}},"total_rows":9,"truncation_type":null},"text/plain":"  Average Price Category  Sales Method  Standardized Residual\n0                  Cheap          Call              81.943505\n1                  Cheap         Email             -49.681495\n2                  Cheap  Email + Call             -29.171717\n3               Moderate          Call             -50.008479\n4               Moderate         Email              60.352200\n5               Moderate  Email + Call             -33.365404\n6              Expensive          Call             -28.625017\n7              Expensive         Email             -35.112469\n8              Expensive  Email + Call              99.582526","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>Average Price Category</th>\n      <th>Sales Method</th>\n      <th>Standardized Residual</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Cheap</td>\n      <td>Call</td>\n      <td>81.943505</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Cheap</td>\n      <td>Email</td>\n      <td>-49.681495</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Cheap</td>\n      <td>Email + Call</td>\n      <td>-29.171717</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Moderate</td>\n      <td>Call</td>\n      <td>-50.008479</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Moderate</td>\n      <td>Email</td>\n      <td>60.352200</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Moderate</td>\n      <td>Email + Call</td>\n      <td>-33.365404</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Expensive</td>\n      <td>Call</td>\n      <td>-28.625017</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Expensive</td>\n      <td>Email</td>\n      <td>-35.112469</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Expensive</td>\n      <td>Email + Call</td>\n      <td>99.582526</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{},"execution_count":38}],"execution_count":38},{"source":"residuals_pivot = significant_residuals_df.pivot(\"Average Price Category\", \"Sales Method\", \"Standardized Residual\")\nplt.figure(figsize=(10, 6))\nsns.heatmap(residuals_pivot, annot=True, cmap=\"coolwarm\", center=0, fmt=\".2f\")\nplt.title('Heatmap of Standardized Residuals', y = 1.03)\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":338,"lastExecutedAt":1712391672957,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"residuals_pivot = significant_residuals_df.pivot(\"Average Price Category\", \"Sales Method\", \"Standardized Residual\")\nplt.figure(figsize=(10, 6))\nsns.heatmap(residuals_pivot, annot=True, cmap=\"coolwarm\", center=0, fmt=\".2f\")\nplt.title('Heatmap of Standardized Residuals', y = 1.03)\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"7f91724c-6b02-44b0-a41c-6043ddd4568a","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 2 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"},"metadata":{}}],"execution_count":39},{"source":"The heatmap of standardized residuals visually demonstrates the deviations between observed and expected frequencies for each combination of Average Price Category and Sales Method. Positive values (warmer colors) indicate a higher-than-expected frequency of sales for the combination, whereas negative values (cooler colors) suggest a lower-than-expected frequency.","metadata":{},"cell_type":"markdown","id":"3b432f63-d436-4b69-bfc3-43f61914c5eb"},{"source":"## Was there any difference in revenue over time for each of the methods?","metadata":{},"cell_type":"markdown","id":"12ece831-faf4-48f3-a524-6ca345ba0719"},{"source":"product_sales_imputed.groupby('sales_method')['revenue'].agg(['sum', 'mean'])","metadata":{"executionCancelledAt":null,"executionTime":69,"lastExecutedAt":1712391673026,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed.groupby('sales_method')['revenue'].agg(['sum', 'mean'])","outputsMetadata":{"0":{"height":147,"type":"dataFrame"}},"collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"01eac1d3-cd24-4999-88e3-5b80f4b4d8ed","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"sales_method","type":"string"},{"name":"sum","type":"number"},{"name":"mean","type":"number"}],"primaryKey":["sales_method"],"pandas_version":"1.4.0"},"data":{"sales_method":["Call","Email","Email + Call"],"sum":[236445.16,724313.35,472730.95],"mean":[47.6511809754,97.0149142781,183.7989696734]}},"total_rows":3,"truncation_type":null},"text/plain":"                    sum        mean\nsales_method                       \nCall          236445.16   47.651181\nEmail         724313.35   97.014914\nEmail + Call  472730.95  183.798970","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>sum</th>\n      <th>mean</th>\n    </tr>\n    <tr>\n      <th>sales_method</th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Call</th>\n      <td>236445.16</td>\n      <td>47.651181</td>\n    </tr>\n    <tr>\n      <th>Email</th>\n      <td>724313.35</td>\n      <td>97.014914</td>\n    </tr>\n    <tr>\n      <th>Email + Call</th>\n      <td>472730.95</td>\n      <td>183.798970</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{},"execution_count":40}],"execution_count":40},{"source":"Based on the analysis of cumulative and average revenue over the first six weeks following the launch of the new product line, we can observe notable differences in the performance of each sales method.\n\nThe **'Email'** method shows a consistent and steep increase in revenue over time, suggesting a **strong uptake of the product and an effective sales method**. The **'Email + Call'** method also demonstrates an upward trend but with a **less steep slope compared to 'Email' alone**. Interestingly, the '**Call' method shows the slowest growth in cumulative revenue**, which could suggest that while this **method may build relationships or offer a more personal touch**, it does not generate revenue as quickly as the other methods.","metadata":{},"cell_type":"markdown","id":"0957fe89-be2b-477a-a874-1b31329ecd12"},{"source":"product_sales_imputed = product_sales_imputed.sort_values('week')\nproduct_sales_imputed['cumulative_revenue'] = product_sales_imputed.groupby('sales_method')['revenue'].cumsum()\n\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\n\nsns.lineplot(data=product_sales_imputed, x='week', y='cumulative_revenue', hue='sales_method', hue_order=['Call', 'Email', 'Email + Call'])\n\nplt.xlabel('Week', fontweight='bold', fontsize='large')\nplt.ylabel('Cumulative Revenue', fontweight='bold', fontsize='large')\nplt.title('Cumulative Revenue over Weeks by Sales Method', fontweight='bold', fontsize='x-large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.legend(title='Sales Method')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":1459,"lastExecutedAt":1712391674485,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed = product_sales_imputed.sort_values('week')\nproduct_sales_imputed['cumulative_revenue'] = product_sales_imputed.groupby('sales_method')['revenue'].cumsum()\n\nsns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\n\nsns.lineplot(data=product_sales_imputed, x='week', y='cumulative_revenue', hue='sales_method', hue_order=['Call', 'Email', 'Email + Call'])\n\nplt.xlabel('Week', fontweight='bold', fontsize='large')\nplt.ylabel('Cumulative Revenue', fontweight='bold', fontsize='large')\nplt.title('Cumulative Revenue over Weeks by Sales Method', fontweight='bold', fontsize='x-large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.legend(title='Sales Method')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"eb18ae14-d6e2-4ab7-992f-29ed8e2a20a9","outputs":[],"execution_count":41},{"source":"The second graph presents the average weekly revenue per sales method. Here, the 'Email + Call' method displays a **significant growth in average revenue per sale**, particularly in the latter weeks, which could imply that the combination of initial email contact followed by a personal call **may encourage larger purchases** as time progresses, possibly due to building better customer rapport. \n\nThe **'Email'** method shows steady average revenue, indicating **consistent performance**. \n\nThe **'Call'** method has **the lowest average revenue**, which aligns with its slower cumulative revenue growth, suggesting it may not be as effective in generating higher revenue per sale.","metadata":{},"cell_type":"markdown","id":"23fa10e8-825b-4e6e-a166-ff396ad0b7f8"},{"source":"sns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\nsns.lineplot(data=product_sales_imputed, x ='week', y='revenue', hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'])\nplt.xlabel('Week', fontweight='bold', fontsize='large')\nplt.ylabel('Average Revenue', fontweight='bold', fontsize='large')\nplt.title('Average Revenue Per Customer Over Week by Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.legend(title='Sales Method')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":1044,"lastExecutedAt":1712391675529,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_style('whitegrid')\nsns.set_context('notebook')\nplt.figure(figsize=(10, 6))\nsns.lineplot(data=product_sales_imputed, x ='week', y='revenue', hue = 'sales_method', hue_order = ['Call', 'Email', 'Email + Call'])\nplt.xlabel('Week', fontweight='bold', fontsize='large')\nplt.ylabel('Average Revenue', fontweight='bold', fontsize='large')\nplt.title('Average Revenue Per Customer Over Week by Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.legend(title='Sales Method')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"5751f022-13e2-4945-b08d-78784ba87dcd","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}],"execution_count":42},{"source":"Initially, the **'Email'** sales method accounts for the largest share of revenue, displaying a substantial presence, with a notable increase in the fourth week, potentially correlating with the second email campaign. Despite this peak, **the trend suggests that the 'Email' method's growth in revenue decelerates** towards the fifth and sixth weeks.\n\nOn the other hand, the **'Email + Call'** method maintains a steady growth in revenue contribution, overtaking 'Email' in the latter half of the period, specifically from the fourth week onwards. This method appears to gain momentum when the other methods level off, indicating its **effectiveness over time**.\n\nThe **'Call'** method, while contributing the least to cumulative revenue, maintains a consistent presence without significant fluctuations.","metadata":{},"cell_type":"markdown","id":"344764cf-d271-48fa-a668-9075dcd532d3"},{"source":"cumulative_revenue_by_week = product_sales_imputed.groupby(['week', 'sales_method'])['revenue'].sum().unstack()\n\n# Plot a stacked area chart\nplt.figure(figsize=(10, 6))\nsns.set_context('notebook')\ncumulative_revenue_by_week.plot(kind='area', stacked=True, figsize=(12, 7))\nplt.title('Weekly Revenue by Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.xlabel('Week')\nplt.ylabel('Revenue')\nplt.legend(title='Sales Method')\nplt.tight_layout()\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":512,"lastExecutedAt":1712391676042,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"cumulative_revenue_by_week = product_sales_imputed.groupby(['week', 'sales_method'])['revenue'].sum().unstack()\n\n# Plot a stacked area chart\nplt.figure(figsize=(10, 6))\nsns.set_context('notebook')\ncumulative_revenue_by_week.plot(kind='area', stacked=True, figsize=(12, 7))\nplt.title('Weekly Revenue by Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.xlabel('Week')\nplt.ylabel('Revenue')\nplt.legend(title='Sales Method')\nplt.tight_layout()\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"eecf4c67-0834-49af-a376-10599ca8b71e","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x700 with 1 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t/AqaxlU9kAke3i1YsUK4+vHHnvMrd9Su3btjGDGZrOxYcOGHNe57bbb3GYe1apVyy0AWbVqVa6PZ8uWLW4zRHr16sVjjz2W69hzyT5jadmyZcYsiKNHjxohiMViueTw6nzKlCnDG2+8wYsvvuh2PPtz06tXL2MmhsVioV+/fhQvXhzInC22e/duIHO2TfZ/k5CQEOPr7LOu7rrrLipUqABkhpKnT58GMl8bzz//vLFsMiAggF69ehnXO9e/AWT2qcqaqWe1WunWrZtxzuVykZCQcKGn4oKyPycPP/wwDRo0MC43adLErbfW+Wo9l759+7r1CurUqRPNmjUzLme9bsH9NbN27VrOnDkDwJkzZ1i3bp1x7mKWmQYHBzNv3jyGDRvmNpvsbNu3b6dfv37GzCOA9957j40bN7Jq1SqeffZZ43hqaqrbLJ6sOs/n+PHjbuHf0KFDjRlPvr6+PPfcc8a5P//805gJlv1+Jk2axMqVK0lOTsZqtfLuu+8ayzpfffXVC9ZwLtnDqY0bNxIZGWmEshUrVsyx9Da7S/kedbHKly9P//79jdAzODjYreas9xpkLuPNCp59fX35/PPP3UKnJ5980u17YvbZVFn91CCz71r24Lp+/fr07dv3kuoXEZFrQz2vRERE8qBhw4bGEruwsDA2bdpkLMvLvlwwexiwY8cOoqKi3PrJZN9p8ODBg8bXo0ePZvTo0ee8/3379tGqVSu362RvhHyu6+Tm+PHjbpez90LKq0ceeYRPP/2UjIwMIiIi2LFjB7fccovbDJrbb7+dihUrXvRtQ2awkpqayoEDB9zCg27duvHmm2/mmJmTnJzstkTv9ddf5/XXXz/n7e/bt49bbrkFyAxcsmZ3LFq0iFdffRWXy8WiRYuM8dk/6Gb/N8jIyHALNs925MgRbDZbrg3Rszc0Byhbtqzb5ex90i5V9lrnzJlz3qVRl7JzY27LTG+77TZjOV7219o999xD2bJliY2NJT09ndWrV9OqVStWr15thEqVKlW66N04ixUrxhNPPMETTzzBiRMnWLduHevWrTN6a2XZs2cPixcv5tFHH81x/WXLlrFt2zbCwsLYtWuX29Ky3JYcnu3s2Vnnm8WYkpLC8ePHqVq1Ks888wybN2/G5XKxZs0a1qxZg4eHBzVr1uT222+nefPm3Hnnnblu2pBXZ4dXVapUMS5f6Lm+lO9RF+umm27K8fj8/PyMr7P/W2SFzgB169Z12wk2S/PmzY3ZqYcOHSI1NRVfX1+3Pny5PW7tAisikr9p5pWIiEgeZJ+dc+jQIbdeOdlnW1WqVMnoX5S1I2CWEiVKULNmTeNybjvlnUvWsqGLuU5eZ+6sXLnSbRlRXpQuXdqtGfmSJUsA9+Vfl9OofcqUKcyYMYM///zTLQj4+eefc+ykB3mbHZNd9mVYLVu2NJYpRUVFsXHjRjZs2GA0cvf393ebzXEx/wYul4vExMRcz2VvWA7kCLiyN6O+kHMFXVfj9ZJd9pAhi7+/v/F19qWPnp6ebrsB5vaaOXu3wAux2+1ERkaSnp4OZL7/HnvsMb755hvWr1/P888/7zY+++ygxMREXn75Ze655x5eeOEFpk6dyvbt2wkMDMyx6+SFXMzzDP89182aNePbb7+lTp06xjmHw8GePXv48ccfefrpp2nVqpXR7P5SNGzYEA8PDyBzBlr2HlJZGxCcy6V8j7pYZ78PAKN/H7i/D7LfR27BVW7Hs95/2ZcM5raDZG6vZRERyT8080pERCQPGjRogMViweVy4XQ6mT9/vnEue3iVdTmrn9Qvv/zidhtZHyIhs9Fw1ofDF198kccff/yc95810yh7761mzZrl2Nksu/PN1qhXrx7ly5c3lgV99tln/Pbbb267el1Iu3btjBkOv//+O0899ZTRw8fb29vYae5ylChRghEjRtC5c2djWda0adMIDAx0W4qV/XkBGD58uNFnKDfZg6LixYvTqlUrfv31VyCz/1P22R6tW7d2G+/r62t8XbJkSdasWXPex5C1XPFs2T+gX4zstWXJvrtidtmfl27duvHyyy+f83YvpZ7Tp0+79R0D98CjZMmSbufatWtn7LD4559/kpCQ4NabLa+BZ2RkJO3btycuLg6n08mnn36aY7c4b29vnnvuORYtWmS8drICSYCXXnrJuO+GDRvSs2dPGjVqRPny5Rk5ciRjx47NUy3g/pqAzCbmuYUyuY2/9957uffeezly5Ah//vknmzdvZtu2bURHRwOZs/f69OnD8uXLjR5dF6NkyZLUrl2bXbt2YbPZ3GYUnq/fFVza96iLlf174oVkn50YFRWV65jIyEi3y1lhaokSJYwgK7dAOftrQ0RE8h/NvBIREcmD0qVLuzWGzt47p3Hjxm5js4dZ2WcKZJ+9Bbjd3t69eylRooTxx8fHh8mTJ7N69WrCw8ONUCn7dfbt24e3t7fb9RYuXMjixYs5dOjQOWfuBAcHM2HCBF599VUjsNi5c6dbv6e8uPfee40P0ydOnODrr7827rNZs2ZXbCaDj48PX3zxhduH41GjRrk1u/b393f7YLtv3z6358VutzN58mTWrVtHVFRUjg/M2ZcF/vHHH2674WU/B+7/BsnJyURGRrrd1/bt25k9ezZhYWGkp6dfVCB4LtnDs+xL4bKcvRQ0t1r37NnjVmeJEiWYMWMGy5Ytc1vaejFyC+6yzxI6O9i66aabjNmHKSkpfPrpp8asubp161K9evU83W+5cuVwOp3G0t3Zs2fn+nq32+3GZgfwX4+pkydPuoVmY8eOpVWrVsby34sNMs5uGn/gwAG35/nw4cPMmDGD0NBQo6eVy+XixIkTrF69milTplCpUiV69uzJqFGjWLt2rVtj96SkpIueHZld9iVxWeFn6dKlL/h8X8r3qLNdzAzCC6lRo4bx9a5du3IEVYDbrNhatWoZAW7212LWZhrZZd+AQ0RE8h+FVyIiInmUW3+f6tWruzVdBve+V9md3VMl+8ygxYsXu+3ANm3aNEaNGsXQoUNp06aN0Zcq+45tERERDB8+3PgAv2PHDt5//33efPNNOnfufM7+RrfddhtlypShSpUqdO7c2Tj+1VdfuYVyF+Lt7e3WID777oWXs2QwN7Vr16Z///7GZYfDwVtvveW2XC57o/Bp06YZDfMhM5wYNWoUgwYNon379jmWODVs2ND4IH/y5Elj1kutWrXcGpJD5lKr7LuhvfPOO8ZMjvj4eN59910+/PBDnnzySd57773Le+D/yr7M6e+//3arP/vMorNlf41t377dbce35cuX89lnn/Hqq6/Svn17t4bWeTV16lS353nRokVuywDvueeeHNfJ3rj9Ul8zFovFbfymTZv46KOP3JaGJScn8/bbbxv/loCx1PXsWTvZg6E///zTLcjNS++x6tWrU7lyZePyZ599ZuxumJaWxkcffcRnn31G7969GThwIJAZsLZo0YJnn32WTz75hLFjxxrvZcg5m/BiZiidLbflgY0aNbpgsHop36PAfRZW1hLJKxFitW7d2qg5NTWVV1991S2c/OGHH9yazHfo0MH4OvtrceXKlW6zZ7dt28bkyZMvuz4REbl6tGxQREQkj2699VZmzZrlduzsJYMAFSpUoEqVKm6zWTw8PIwt67N0796dH3/8kfj4eJxOJ4MHD+aGG27Ay8vLrXn2/fffz4033ghkBk+NGzc2PmxPnjyZhQsXUrFiRXbv3m3MqihXrhydOnW64GMaMGAA8+bNIyUlhZMnT/Ljjz/Su3fvPD4jmUFE9r5ekDkLKns/rCvl2WefZdmyZUbT5n379jFlyhSj3j59+jB//nwyMjJISUmhR48e3HjjjaSnp7t9sH7sscdy7XnTqVMnPvvsM7djZ8+6gsxlgL169WLUqFFAZvDRvHlzatSoweHDh40gy8PD44rtYJZ91l58fDwdOnTg3nvv5eTJk6xZs8ZY0nq2Vq1aMW7cOOPxf/LJJ0ydOpWAgAB27dpljKtbt+5F/5tZrVZSUlJ44oknqFOnDmlpaRw+fNg4HxAQQNeuXXNcr02bNgwfPtytEbqHh4dbEJoX/fr1IyQkhNjYWCAzSJs9ezbVqlXD6XRy9OhRt+WU9erV48EHHwQyN1nw9PQ0gqnnn3+eunXrcubMGY4cOeJ2P3npp2axWOjfvz+vvfYakDnz6qGHHqJmzZqEh4e7zeTq168fkBnI3nPPPUYPqrFjx/Lbb79RuXJlEhIS3JrABwQE5Pq9Jq9ya0Z+oX5XcGnfo8A9bN2/fz/t2rUjJiaG33///ZzLaPPiuuuu45lnnmHixIlAZg+zrPfeqVOn3ILKevXq0b17d7fHMnXqVOLj43G5XLz88suMHz8eLy8vDhw4gMPhwGq1ugWIIiKSf2jmlYiISB7lNvPqXB8ozz5eu3Ztt9k6kLlsZ+zYsW59gQ4fPuz2obBOnTp88sknbtf76quv3Jb7REVF8ffffxvBlZ+fHxMmTKBYsWIXfExBQUE8+eSTxuVvv/3WbSbDhdSvXz/H0qOHHnoo1931LpenpyeffPKJ26yO0aNHc/LkSSBzidPw4cON806nk3379rkFV3fffTcvvvhirrf/6KOPut22l5cXbdq0yXXsc889R8uWLY3LycnJbN++3QiuLBYLH374YY4dBS/VPffc47Y89eTJk/z000+sXr2acuXK0adPn1yv5+3tzbhx49xmB544cYKdO3caYVfFihUZM2bMRdcUFBREv379cLlc7N692y248vHxYfjw4bmGhOXKleOuu+5yO3bnnXfmmMF4IWXKlGHSpEnGBgmQGTTt3LmT3bt3uwVXdevWZdy4cUYfuNKlS9OrVy/jvMvlYufOnUZwdd111xnnjh8/nqfZV+3bt+fpp582LqelpbFjxw634GrQoEFuGxCMGDHC7TUSFRXFli1b3IIrX19fvvzyyxz9wy5G2bJlcyxtzMvuepf6PersGXd79uwhOjramI12OYYOHUq3bt2My6mpqYSFhbkFV/Xr1+fbb791+z5UpkwZvv76a7d+Y4cOHWLv3r04HA769et30a9BERG5dhReiYiI5NENN9zg1jDZYrHk6HeV5ezw6ux+V1kaNWrEokWLeOqpp7jhhhvw9fXF29ubG2+8kUGDBjF9+vQcjZ8DAwOZM2cOL7/8MvXr16dUqVJ4enpy3XXX0aVLF+bMmUPt2rXz/Lh69+5N6dKlgcxGxhcbZJy93Otcgc+VULt2bZ599lnjcmpqKh988IFx+aGHHmLBggV06dKF4OBgihUrho+PD3Xr1uX1119n/Pjx5wzWypYt67ZM6r777ss1fIHMmUJff/01X331FXfffTdly5bF09OT0qVL06JFC6ZOneq2ZOlyWSwWJkyYQN++falUqRLe3t5UqlSJXr16MX/+fLcla2e74YYbWLRoEf3796dWrVqUKFECLy8vqlSpwtNPP83s2bOpWLHiJdU1dOhQxowZw6233oqvry8BAQE89NBDzJo1i7vvvvuc13v00UfdLl/qa6Z27dosWLCAt956i7vuuovAwEC8vLwoXrw4119/PQ888ACfffYZv/76a45d6F544QXeffddatWqhZeXFz4+PtSsWZMhQ4awYMEC432XkpLC+vXr81TPa6+9xqRJk3jggQcICgrCy8sLPz8/mjZtypgxY4wlg1n8/Pz45ZdfeP3112nUqBH+/v54eHhQvHhxatasSc+ePVmwYEGuyy8vVvbm7CVKlMhzsHop36Nuu+02PvnkE6pXr46XlxcBAQHcddddl9zUPTtPT0/effddpk+fTocOHQgODsbb2xs/Pz8aN27Mhx9+yM8//0xgYGCO6zZp0oRZs2bRsmVLAgIC8PX15dZbb2XMmDEMHTr0smsTEZGrx+K6kl0URUREpMh55513jF0VK1SowKpVq65Ik3IpvL777juGDx8OQLFixVi/fv1lzSwSERGRwk0zr0REROSShYWFufUBy95QWSQ3x48f5/vvvzcu33fffQquRERE5LzUsF1EREQuyu7du/n4448B3HpteXl55dqgWyQmJoZBgwbh7e3Njh073PpR9ejRw8TKREREpCBQeCUiIiIXpWTJkmzevDnH8cGDBxMcHGxCRZLf+fv7s23bthw7Inbt2jVPjcNFRESkaFN4JSIiIhelfPnyVK1alcjISIoVK0bVqlV57LHHrmiDcilcvLy8aNCgAfv378dqtRIcHEybNm146qmnzC5NRERECgA1bBcRERERERERkXxLDdtFRERERERERCTfUnglIiIiIiIiIiL5lsIrERERERERERHJtxReiYiIiIiIiIhIvqXwSkRERERERERE8i2FVyIiIiIiIiIikm8pvBIRERERERERkXxL4ZWIiIiIiIiIiORbCq9ERERERERERCTfUnglIiIiIiIiIiL5lsIrERERERERERHJtxReiYiIiIiIiIhIvqXwSkRERERERERE8i2FVyIiIiIiIiIikm8pvBIRERERERERkXxL4ZWIiIiIiIiIiORbCq9ERERERERERCTfUnglIiIiIiIiIiL5lsIrERERERERERHJtzzNLkAuzbZt23C5XHh5eZldioiIiIiIiIjIRcvIyMBisdCwYcPzjtPMqwLK5XLhcrnMLuOyuFwubDZbgX8cIleC3g8i/9H7QeQ/ej+I/EfvBxF3heE9kddsQzOvCqisGVc333yzyZVcupSUFPbs2UONGjUoXry42eWImErvB5H/6P0g8h+9H0T+o/eDiLvC8J4ICwvL0zjNvBIRERERERERkXxL4ZWIiIiIiIiIiORbCq9ERERERERERCTfUnglIiIiIiIiIiL5lhq2i4iIiIiIiMhlcTgcZGRkmF1GkZKenm78bbXmv7lJXl5eeHh4XJHbUnglIiIiIiIiIpfE5XJx6tQp4uPjzS6lyHE6nXh6ehIeHp4vwyuAgIAAKlSogMViuazbUXglIiIiIiIiIpckK7gqV64cxYsXv+yQQvLO4XCQnp5OsWLFrtgMpyvF5XKRkpJCVFQUABUrVrys21N4JSIiIiIiIiIXzeFwGMFV2bJlzS6nyHE4HAD4+Pjku/AKwNfXF4CoqCjKlSt3WTXmi3llcXFxfPjhh9x///3Ur1+fVq1aMWHCBOx2e46xc+fOpV27djRo0ID//e9/fPLJJ5w5cybX2121ahWPPfYYDRs2pEmTJrzxxhvExsbmOnbbtm089dRT3H777TRu3JjBgwdz/PjxXMcePHiQ/v3706RJExo1asQzzzzDrl27ch0bERHByy+/zD333EPDhg3p3r0769evz+MzIyIiIiIiIpI/ZfW4Kl68uMmVSH6V9dq43H5opodXycnJdO/enalTp1KjRg0ef/xxSpUqxZdffsnAgQNxuVzG2G+//ZZXX30Vp9PJE088Qe3atZkyZQrPPPMMNpvN7XZDQkLo27cvsbGxdOvWjTvvvJM5c+bQtWtXEhMT3cZu2rSJHj16cODAAdq3b0+LFi34448/6NSpEydOnHAbe+jQIbp168bGjRt56KGHaNu2Ldu3b6dbt27s2LHDbWxMTAzdu3dn8eLF3H333XTu3Jl//vmHXr16sWLFiiv8TIqIiIiIiIhce1oqKOdypV4bpi8b/O677zh8+DBvvvkmPXv2NI6/+OKLhISEsHr1apo1a8bJkyf55ptvaNiwIVOnTsXLywuAkSNHMnbsWGbOnMkTTzwBwJkzZ3j//fcJDg5m7ty5lCxZEoCmTZvy5ptvMm7cOF599VUgs8HZ22+/ja+vL7NmzaJChQoAtG3blqeffprPP/+cb775xqjro48+IiUlhd9++406deoA0K1bN7p06cJ7773HrFmzjLEjR44kPDyc8ePH07x5cwCeeeYZOnbsyHvvvcc999yDt7f31XpqRURERERERKSAc7lcRT4gNH3m1cmTJ6lYsSLdu3d3O96qVSsgczkfwMyZM7Hb7fTt29cIrgD69etHyZIl+fXXX41jCxcuJCEhgaeeesoIrgA6depEtWrVmD17trE2dMOGDRw5coROnToZwRVAkyZNaNq0KcuXLycuLg6Ao0ePsm7dOlq0aGEEVwA1a9akbdu27Ny5kz179gCZAdrcuXOpW7euEVwBlC9fnh49ehAZGcmaNWsu78kTERERERERKUT279/P0KFDadq0KfXq1ePuu+/m+eefZ+/evRd9W6+99hr33XffVagy5/3UqlWL//3vf26rx7L78ssvqVWrFj169Lio2z5w4ADdunVzO1arVi1GjRp1yfVeyNW+/Utheng1fPhwVq1ahaen+ySww4cPAxAYGAjA5s2bAWjcuLHbuGLFitGgQQP27t1LUlKS29g77rgjx/01btyY+Ph4Dhw4cMGxd9xxBw6Hg61bt+ZpLGQuQQTYsWMHNpstT2NFREREREREiroDBw7w2GOPER8fz1tvvcWkSZN45ZVXCA8Pp0uXLmzfvt3sEs/JarUSGRlJaGhorucXLVp0Sbe7ZMkSY1JPUWZ6eJWdy+UiNjaW6dOnM2rUKK677jratm0LwLFjxwgMDKREiRI5rnf99dcDcOTIEQCj0XpwcHCOsZUqVcrz2KzbPXr06EWPPXbsGACVK1e+4FgRERERERGRom7y5MmULl2aCRMm0LJlSxo3bkzbtm2ZMmUKAQEBjB071uwSz6lixYpcd911LF68OMe57du3ExkZSc2aNU2orHAwvedVdiNHjmTcuHFA5oyr77//Hn9/fwDi4+ON4OlspUqVAjKbv0Pm7oXe3t74+PjkGJu1jDBrbHx8PAB+fn7nHJs1o+t8Y7NquJSxl8rlcpGSknJZt2Gm1NRUt79FijK9H0T+o/eDyH/0fhD5j94P+U96ejpOpxOHw2G05rkc0dHROJ1OMjIy3Ho8FStWjNdee43U1FTjfhwOB5MnT2b+/PkcP34cq9VKrVq1GDJkiLHayeVy4XK53Gr77bff+OGHHzh27Bhly5alQ4cOPPfcc3h4eABw+vRpPvnkE/766y+SkpKoVq0aTz31FI8++ug56866n4ceeohFixbx2muvudW/cOFCmjRpQlpa2kXVM3r0aCOwq1WrFv3792fgwIFAZp4wbNgwli1bht1u5+677+att94yVq8BLF68mEmTJnH48GGKFy9OixYtGDp0qJGzQOYKsxEjRrBv3z4qVKjAW2+9BWD8u14uh8OB0+kkNTUVp9OZ63OXl35e+Sq8Cg4Opk+fPhw9epQVK1bw+OOPM3HiROrWrYvdbj9nc/Os4+np6QAXNTZru8bcxmcdy9rJ8EqPzarhUmVkZBg9tgoyzUAT+Y/eDyL/0ftB5D96P4j8R++H/MXT0/OyP9tmadq0KWvWrKFr1648+uij3H777VSrVg2LxcK9994LQFpaGgBfffUVv/76K4MHD+bGG28kKiqKCRMm8Pzzz7No0SJ8fX1xOBy4XC7jOpMmTWLMmDF07dqVF154gX379vHtt99y8uRJ3nnnHQBeeukl4uLieOONNyhZsiQhISG8/vrrlClThttvvz3XurPup0WLFkyePJmNGzfSoEEDIDMEWrJkCQMHDmTevHluj+FC9bRp04bw8HDmzp3LlClTKF++vHHdqVOn0rJlSz777DOOHDnCV199hcPh4IsvvgBg4sSJjBs3js6dO/Pcc89x8uRJxo0bx7Zt2/jhhx/w8fFhz5499O7dm9tvv53PP/+c8PBwXnrpJSAzV8m6r8uRnp6O3W43WkPlJi8b2eWr8Kpjx47G13/88QfPPfccr776KgsWLMDHx8cIhM6WFRj5+voCXPRYINfxV3ts8eLFc60xr7y8vKhRo8Zl3YaZUlNTOXr0KFWrVjWeN5GiSu8Hkf/o/SDyH70fRP6j90P+k56eTnh4OMWKFct15dPF6tGjB/Hx8UyaNInPPvsMgNKlS9O0aVN69OjBzTffbIw9ffo0Q4cOdWuAXrJkSYYMGcKxY8e45ZZb8PDwwGKx4OPjQ1JSEhMnTqRLly4MGzYMgObNmxMUFMSwYcPo1asXN954I6GhoTz33HO0bNkSyAzUAgMDKVmy5DkfY9b93HrrrQQHB7Ny5UruvPNOIHNmU0JCAi1btmTBggUAF1XPddddB+Ts/12vXj0+//xz0tPT+d///seePXtYvXo1Pj4+JCQkMHHiRDp37sy7775rXKdOnTr07NmTxYsX061bN3744QfKli3LuHHjjI3xgoKCePHFF/H09Lwi/6aQGXBWrlyZYsWK5Th38ODBvN3GFankKmjevDlNmjRh/fr1HDt2DD8/v3Mus8s6nrUcz8/Pj/T0dGw2W44EL2u5YPaxWbeRfXrdhcZeqIasaXjnG5t9J8RLYbFYLjsAyw98fX0LxeMQuRL0fhD5j94PIv/R+0HkP3o/5B9WqxWr1YqHh4ex7O5yPf/88zz99NP8+eefbNiwgY0bNxISEsLChQt544036NmzJwAjRowAMkOsw4cP888///DHH38AmbOGsgIli8WCh4cHO3bsIC0tjRYtWrjtCNiiRQuGDRvGX3/9Re3atbnjjjsYM2YMe/fu5Z577uHee+/ltddeO2/N2e+nVatWzJ07l7feeguLxcLixYtp1qwZfn5+xvK4i6nHarUa18nutttuM27PYrEQHBxMUlISHh4ehIWFYbPZaNOmjdv17rjjDq6//no2b97ME088QWhoKM2bN3cLqR5++GFeeeUV49/1cnl4eGC1WvH19c01DMvLkkEwObyy2+1s2rQJl8tF06ZNc5zPShjj4uKoWrUqmzdvJi0tLccDPnnyJFarlSpVqgBQtWpVQkNDOXHiBDfccIPb2BMnTgBQrVo1Y2zW8axj5xqb9XfW8bze7oXGioiIiIiIiEgmf39/WrduTevWrQHYvXs3L7/8Ml988QVt2rShdOnShIWF8d577xEWFoavry81atQwMoTsYVCWrL7Uzz77bK73GRUVBWQuRxw/fjyLFy9m6dKlWK1W7rrrLt5//31j87XzadWqFd9++y2hoaE0aNCA33//3W3208XWcy5nB7hWq9V43AkJCQA5JuhkHcuaUJOQkEDp0qXdznt6euY4lh+YPvOqX79+lChRgrVr1+ZI9fbu3YvFYqFSpUo0atSIjRs3smXLFu6++25jTHp6Otu3b6dGjRrGTKZGjRoxe/ZsNm/enCO82rhxI6VKlaJ69erGWMicynfPPfe4jd20aRNWq5X69evnGNu1a9ccYwFjXWvdunXx8fFh8+bNOR5z1tiGDRvm8VkSERERERERKbwiIyPp2LEjQ4YMoXPnzm7nbrrpJoYOHcqAAQM4fvw4Xl5e9O7dm1q1arFw4UJuuOEGrFYrq1evZunSpbneftZKqi+//NKYbJJdVtBTqlQpXn75ZV5++WUOHz7MihUrGDt2LO+99x7ffffdBR9H7dq1qVatGkuWLCEtLY309HSaNWt2yfVciqyVYDExMTkykejoaIKDgwEICAggJibG7bzL5TLCr/zEauade3p68sADD3D69Gm+//57t3M//fQTO3fupFmzZgQGBtK6dWuj235WzyiA8ePHk5yczGOPPWYcu//++ylRogQTJ0400kzI7OJ/9OhROnfubEy9a9y4Mddddx0zZsxwmyW1YcMG1q1bxwMPPECZMmWAzIbyt956K0uXLiUsLMwYu3//fubPn0+9evWoW7cukJmCPvDAA2zbto0VK1YYYyMjI5k6dSrlypXL9QUsIiIiIiIiUtQEBgbi6enJTz/9lGsD+MOHD1OsWDGqVKnC4cOHiY+Pp2fPntSoUcP4fL9mzRqAXHe1u+WWW/Dy8iIyMpKbb77Z+OPp6cmIESM4ceIEJ0+e5N5772XJkiUA3HDDDfTp04e77rqL8PDwPD+WVq1a8fvvv7No0SIeeOCBXHs95aUewHhsF+OWW27B29ubkJAQt+NbtmwhPDycW2+9FYAmTZqwZs0atx08//zzz3P2EDeT6TOvXnnlFbZs2cLw4cPZuHEjNWvWZM+ePWzYsIFKlSrx3nvvAVC9enV69erFhAkTaNeuHc2bN+fgwYOsWrWKW2+9lS5duhi3GRAQwMsvv8y7775Lu3btaNmyJZGRkSxevJiqVavSt29fY6yHhwfvvPMO/fv3p2PHjrRp04aUlBQWLFhA6dKlefnll93qffPNN3niiSfo2bOnsX50/vz5uFwuY3eCLC+88ALr1q1j8ODBPPLII5QuXZqFCxcSGxvL6NGj89RRX0RERERERKSw8/Dw4N1332XAgAF07NiRxx9/nOrVq5Oamsq6deuYPn06Q4YMwd/fn2rVqlGyZEnGjx+Pp6cnnp6eLF26lN9++w3ALYzJUrp0aXr37s3IkSNJTk7mjjvuIDIykpEjR2KxWKhduzalSpWiQoUKfPjhhyQnJ1O5cmV27tzJ6tWr3XKEC2nVqhVjxoxh3rx5jB07NtcxeakH/puhFRISwi233GLMmjqfgIAAnn32WcaMGYOXlxfNmzfnxIkTjBw5kho1atC+fXsABgwYwPLly3nmmWfo3bs3p0+f5uuvvzaat+cnpodX5cuX57fffuObb77hjz/+4K+//qJcuXI8+eSTPPfcc25rLV988UUqVqzITz/9xI8//khQUBBPPfUUAwcOzBEEdevWDX9/fyZOnMj06dPx9/enXbt2DB06lICAALexzZo1Y+LEiYwePZrffvuN4sWL07x5c1544YUcL4x69eoxffp0RowYwYIFC/Dy8qJBgwY8//zzbjsfAMaMri+//JI//vgDh8NB7dq1+eyzz3Lt8SUiIiIiIiJSVDVr1oyZM2fy/fffM378eE6fPo23tzc33XQTX331FQ8++CCQubRv7NixfP755wwZMoQSJUpQp04dpk2bRp8+fdiyZQv33Xdfjtt//vnnCQoK4qeffmLixIn4+/vTpEkTXnjhBWPztdGjRzNixAhGjhxJXFwcFStWZODAgefsTZWbGjVqULNmTaKjo7nrrrvOOS4v9Tz44IPMmzeP1157jU6dOuXaPys3gwYNIjAwkGnTpjFjxgwCAgJ4+OGHef75541+WVWrVmXatGl8+umnDB06lLJly/Lqq6/y6aef5vmxXisWV26dzCTfy1q2eHZgVpAcjjlM7NFY6t5UV7uFSJGXkpLCnj17qFOnjt4PUuTp/SDyH70fRP6j90P+k5aWxpEjR6hWrVquO8nJ1eVwOIxN7a7Ubo9X2oVeI3nNNkzteSVF1+9Hf+fRhY/y/qH3iUo9/y4KIiIiIiIiIlJ0KbwSU1T1r4qnxZOjaUfpvLgzf5740+ySRERERERERCQfUnglpqhZuiZNKjQBIM2RRv8V/fli8xfYnXaTKxMRERERERGR/EThlZimhFcJLFiMyz/u/pGuIV2JStEyQhERERERERHJpPBKTJU9vALYF7eP1nNas/7kepMqEhEREREREZH8ROGV5Dup9lT6Lu/L8C3DcTgdZpcjIiIiIiIiIiZSeCX51pRdU+i2sBvRKdFmlyIiIiIiIiIiJlF4JfnantN7aD2nNRtObjC7FBERERERERExgcIryfdS7Ck8u/xZRmwZoWWEIiIiIiIiIkWMp9kFiOTV5F2T2XhqI2NajCHQN9DsckREREREROQcTsanEnfGZsp9ly7hzfUBvqbct1wdCq+kQNkdu5tHZj/C182/psl1TcwuR0RERERERM5yMj6V+75cRbrdacr9F/O0svKlZpcUYNntdqZPn868efM4cuQIxYoV46abbuLZZ5/lzjvvzNNtjBo1ijlz5rBy5UoAatWqxSeffEKHDh0uuh7JpGWDUuCk2FN4dtmzfLX1Ky0jFBERERERyWfizthMC64A0u3OS5r1lZ6eTs+ePZkyZQo9evRgzpw5TJkyherVq/P000+zYMGCq1Ct5IVmXkmBNWnnJDZGbGR0i9FaRigiIiIiIiKXZeTIkezbt4+QkBAqVqxoHH/zzTdJTk7mww8/5L777qNEiRImVlk0aeaVFGi7YnfRek5rNkZsNLsUERERERERKaAyMjKYNWsWHTp0cAuusjz//PNMmDABHx8f9u/fT9++fbn99tupV68eLVq0YNKkSSZUXXQovJIC70zGGXr/3puvt36tZYQiIiIiIiJy0Y4fP058fDy33nprrufLly9P/fr1sdls9OrVi4CAAH755RdCQkJ4+OGH+eyzz9izZ881rrroUHglhcb3O7/nicVPEJMaY3YpIiIiIiIiUoAkJCQA4O/vf95xqamp9OzZk7fffpvq1atTtWpVBg8eDMC+ffuuep1FlXpeSaGyM2Ynree05pvm39C4YmOzyxEREREREZECoEyZMgDEx8dfcFz37t0JCQlh9+7dHDt2jL179wLgdJrXpL6w08wrKXTOZJzhmd+f4ZvQb3C69M1DREREREREzi84OJjAwEBCQ0NzPX/o0CF69erF1q1badu2Lb/++ivly5ene/fuzJkz5xpXW/QovJJCa0LYBJ5Y9ASxqbFmlyIiIiIiIiL5mNVqpVOnTsyePZuIiIgc5ydOnEhYWBibNm0iPj6en3/+mf79+/PAAw8YSw5dLte1LrvIUHglhVpYTBit57Rmc8Rms0sRERERERGRfKxfv35UrVqV7t27M3fuXI4dO8aOHTt4/fXXmTt3Lh988AFVq1YlNTWVJUuWEB4eztq1a3nhhRcAsNlsJj+Cwks9r6TQS85IptfvvXi2/rMMaDAAq0WZrYiIiIiIiLjz9fVl2rRpTJo0iQkTJhAeHo6Pjw833XQTU6dO5bbbbsPlcrFr1y4+/fRTkpOTuf766+ncuTMrVqwgLCyMbt26mf0wCiWFV1JkfLfjO/6K+ItR942ijE8Zs8sREREREREplEqX8KaYp5V0uzk9iIt5WildwvuSrlu8eHEGDhzIwIEDcz1vsVh46aWXeOmll9yOP/3008bXgwYNYtCgQcZl7UJ4+RReSZGyI3oHj8x+hFH3jeK2CreZXY6IiIiIiFxAsi2Z7dHb2XhiI7vCdzGowiAaFm9odllyHtcH+LLypWbEnTFnGV3pEt5cH+Bryn3L1aHwSoqc5Ixkei3tRd/6fXmuwXNaRigiIiIiko+cTjvNtshtbIncQmhUKHtP73XbRbzXyl58e/+3NK7Y2MQq5UKuD/BVgCRXjMIrKZJcuBi/Yzx/RfzFyPtGahmhiIiIiIhJTp05lRlURYayNXIrhxMO5zrOggUXLuxOO32W9WFk85E0C252bYsVEVMovJIibXv0dlrPbs2o+0bRqEIjs8sRERERESnUXC4XRxOPGkHV1qithCeH5zo2K6wyrpvta6fLyeCVg/no7o9oU73NVa9bRMyl8EqKvKSMJJ5e+jTP3fIcfW/pq2WEIiIiIiJXiMPp4ED8gcyg6t8/p9NO5zr2fGFVbly4eGPtGyTZkuhep/sVrVtE8heFVyJk/sc39u+xbIjYwMjmIyntU9rskkRERERECpwMRwa7YncZQdW2qG0kZyTnOvZiw6pz+WTTJyTaEul3S79Lur6I5H8Kr0Sy2Ra1jdZzMpcR3lr+VrPLERERERHJ11IyUtgRs4OtkVsJjQzl7+i/SXek5zr2SoVVuRmzfQwJ6Qm8cvsrWCyWK3a7IpI/KLwSOUuiLZGnljxF/wb9ebb+s1pGKCIiIiLyr4T0BLZFbTN6Vu2K3YXD5cjTda9kWJWbaXumkWhL5MOmHyrAEilkFF6J5MKFizHbx7AhPHMZYYBPgNkliYiIiIhcc9Ep0WyN2srWU5nN1Q/GHcw1hDp7VpVZ5h+aT7ItmRHNRuBh9TC7HBG5QhReiZxHaFQoj8x5hDEtxtCgXAOzyxERERERuWpcLhcnkk8YSwC3Rm7lWNKxXMdezSWAl2vl8ZX0WdaHb+//Fi8PL7PLKbrij0NKrDn3XbwsBASbc99yVSi8ErmARFsiPRf3ZGDDgfS+ubeWEYqIiIhIoeB0OTkUf8gIqrZGbiUqNSrXsfk5rMrN5lOb6bG4B5Mfnoyvp6/Z5RQ98cdhdCOw597/7KrzLAYDt15UgNWjRw82bdp0zvMbNmygTJkyV6K6HPd7/fXX8+mnnzJ79mxef/119u3bd8Xvp6BTeCWSBy5cjNo2ivXh6xnZfCT+xfzNLklERERE5KLYnXb2nt5rBFWhkaEk2BJyHVvQwqrc7IrdRdeQrkxrNY1S3qXMLqdoSYk1L7iCzPtOib3o2VctW7bkzTffzPVc6dJXZ0f6UaNG4eGhJa4XovBK5CJsjdzKI7MfYXSL0VpGKCIiIiL5Wpo9jbCYMGNm1fbo7aTaU3MdWxjCqtwcTjhMp/md+Ln1z5TxufKzZqRw8fHxISgo6JreZ0BAwDW9v4JK4ZXIRUqwJdBzcU8GNRxE75t7aycTEREREckXkm3JbI/ebsys2hmzkwxnRp6uW1jCqtyEnwmnw7wOzGg9g/IlyptdjhRg9913H127dmXLli1s3LiRsmXL8sYbbwDwxRdfEBkZSaNGjfj8888pW7YsAMuXL+fbb7/lwIEDOBwObrzxRoYOHco999wDuC8blHNT8x4xjafTbnYJl8yFi2+2fUOvpb1ISM99qrWIiIiIyNV0Ou00y/9ZzmebPqPLgi40/aUpzy1/jolhE9kWtc0Irizol62xabF0mN+BfxL+MbsUKeDGjh1Lq1atWLBgAbVr1+aVV15h/PjxfPHFF4wfP56wsDAmTJgAwM6dOxk0aBCPPPIICxYsYObMmZQpU4ZXXnkFm81m8iMpWDTzSsxxYDkfrp3MnSWK815gGTIK6OylLZFbaD2nNaPvG80t5W4xuxwRERERKcQikiPYGrXVmFl1JOFIruMK6xLAy5VoS6RzSGemtZxGzTI1zS5H8qEFCxawdOnSHMfvv/9+vvjiCwCaNWtGu3btAOjSpQsrVqxg6NCh1K9fH4C77rqLAwcOAODh4cGwYcPo3r27cVs9e/akT58+xMbGUrFixav8iAoPhVdijmKlsLhcPJp8huvsdp4vF0hiAW1SF58eT4/FPRhy6xB61eulZYQiIiIictlcLhdHE4+6NVcPPxOe61iFVXmXak+l68KuTHpoknrYSg733XcfL730Uo7jxYsXN76uUqWK8bWvb+ZOlpUrVzaO+fj4EBsbC0CdOnXw9/fnu+++4/Dhw/zzzz/s3bsXAIfDcVUeQ2Gl8ErMUfkOUoKb4HHiL25PS2daRCT9ywdxwsvL7MouiQsXX4d+zfrw9YxoNkK7EYqIiIjIRXE4HeyP209oVKgRWJ1OO53rWIVVlyfDmcFTS55i7P1jueu6u8wuR/KREiVKuIVTufH0zBmjnGsCw6ZNm3jmmWdo1qwZjRo1ok2bNqSmpjJgwIArUm9RovBKTONT6jpcLkiwWqiWYWd6eCSDywfxt08xs0u7ZJtObaL1nNaMbTGWm4NuNrscEREREcmnMhwZ7IrdxZbILZk7AUZtJzkjOU/XVVh1+RwuB/2W9ePLe7/kwaoPml2OFFKTJk3ijjvuYNSoUcaxqVOnApmzKyXvFF6JqTyx4Od0Emu1Utbp5PtTkbwRFMjvJYpf+Mr5VHx6PI8velzLCEVERETEkJKRwt/Rf2cuAYwKZUf0DtId6bmOPXtmlVwdLly8uPpF3s94n/Y3tje7HMkH0tLSiI6OzvWcv//Fr66pWLEiy5cvZ8uWLVSoUIGNGzcycuRIADVsv0gKr8R0FqCs00mUh5VyDifDo2IYUTqAyf6loIAGP1nLCDeEb2B4s+FaRigiIiJSxCSkJ7AtapuxBHB37G4crrz1uFFwdW29vf5tEm2JPFn3SbNLEZMtXryYxYsX53ouK3S6GIMHDyYmJoZ+/foBUKNGDT7++GNefvllwsLCqF69+mXVW5RYXJqrViCFhYUBcPPNBXdpmn1mLzx2z8GC0zgW7WElyJF5+ddSJfm4bGnsBTTAyhJQLIBx94+jXmA9s0uRfCwlJYU9e/ZQp04dt4aQIkWR3g8i/9H7oeCISokiNDKULZFbCI0K5UDcgVzHaVZV/vXszc8y6NZBZpdRoKSlpXHkyBGqVauGj4/Pfyfij8PoRmDPfXbhVedZDAZuhYBgc+7/GnE4HKSlpeHj44NHPt0A7ZyvkX/lNdvQzCvJV4IcTuKsFvydLjonJXOd3c6L5QI5Y7WaXdoli0+Pp/vC7rxw2ws8edOTWkYoIiIiUsC5XC5OJJ1ga9RWY2bV8aTjuY5Vc/WC47uw70i0JfLGHW/oZ/bLFRCcGR6lxJpz/8XLFvrgqqhReCX5TmmnizOWzBdn09Q0fgyPpH+FICJz2dWhoHDhYviW4aw7uY7hzYbj5+1ndkkiIiIikkdOl5ND8YeMoCo0MpSo1KhcxyqsKth+2fcLibZEPrnnE6yWgvsL9HwhIFgBklwxBTcNkEKthAsygESLhZoZGfwUHsmg8kHsLuZtdmmX5a+Iv2g9uzXj7h9H3cC6ZpcjIiIiIrnIcGawN3ZvZlgVlRlWJdoScx2rsKrwWXRkEUm2JL657xs8rfrILJIf6J0o+ZYX4OlyEWu1Us7hYHJEJK+UK8vqAt7vIS49zlhG2POmnpqSLCIiImKyNHsaYTFhxsyqv6P/JtWemutYhVVFw58n/6TX0l5MeHACxTyKmV2OSJGn8ErytaydCKOtVoKcTkZGxvB5mdL85F/K7NIuixMnX275knXh6xh+73BKeRfsxyMiIiJSkCTZktgetT1zCWBUKGExYdid9jxdV2FV0bEtahuPL3qcHx/+keJeBfsX6CIFncIrKRCCnE5jJ8LXT8cRbM/gizKlcRbwWUsbwjfQek7mMsKbyt5kdjkiIiIihVJsaiyhUaGERoayNXIr++L24XQ5c4zTToBytn2n99FlQRemPzId/2L+ZpcjUmQpvJICI8jh5LTVShmnkycSk7ne7uDVoLKkFuCdCAFOp52mW0g3Xrr9JZ6o84SWEYqIiIhcpojkCLZEbjFmVh1JOJLrOC0BlLz4J+kfOs7vyC+tfyHQN9DsckSKJIVXUqCUcTpJtljwdrlonpLKlIhIBpQvR4ynh9mlXRYnTj7f/DnrTq7ji3u/0DJCERERkTxyuVwcSTxi7AK4NXIrEWcich2rsEouVWRKJB3mdWBG6xlULFnR7HJEihyFV1LglHS5sAHJFgs32TL4KfwUAyoEccC7YO9ECLAufB1t5rRh3P3jqFO2jtnliIiIiOQ7DqeDfXH7jKBqa9RW4tLich2rsEqupLj0ODrM78D0VtO5IeAGs8vJ9yKSI4hLz/29ebWVLlZaIWMho/BKCiRvMncijLNaqehw8GN4JC+UC2RDcV+zS7tssWmxdF3YlZdve5nH6zyuZYQiIiJSpNkcNnbF7jJ2AtwetZ3kjORcxyqskqstOSOZLiFdmNpyqn7ZfB4RyRG0ntsam8Nmyv17e3gT0i7kogKsHj16sGnTpnOe37BhA2XKlLkS5eV639dffz2ffvops2fP5vXXX2ffvn1X/H6OHz/OxIkT+fPPP4mOjiYoKIjmzZvTr18/goKC8nw79913H+3bt2fQoEFXtd7sFF5JgWUFSmfbiXBsZDQfli3DLL+SZpd22ZwuJ59t/oz14ev5/H+fU9K74D8mERERkbxIyUhhe/R2Y2ZVWEwY6Y70XMcqrBIzpDvS6b6oOxMfmEijCo3MLidfikuPMy24gszQOy497qJnX7Vs2ZI333wz13OlS5e+EqXlatSoUXh4XN1WOFu3bqVv377cfvvtfPLJJ1x//fX8888/DB8+nG7duvHTTz9Rrly5q1rD5VB4JQVekNNJlNVKOaeTd2NPE2y3M7K0P65CMGPpz5N/0npOa8Y/MJ7aZWqbXY6IiIjIFZeQnmAEVaFRoeyO3Y3D5cjTdRVWiVnsTju9fu/F6PtGc0+le8wuR64QHx+fi5qBdKUEBARc0vWefPJJGjZsyPPPP3/ecTabjRdffJE777yTUaNGGat7KlWqRL169XjwwQcZPXo077///iXVcS0ovJJCoZzTSazVSlmnk2cSEqlkt/NmYBnSC/hOhJC5jPCxkMd49fZX6Va7m5YRioiISIEWlRJlLAHcGrmVg/EHcx139qwqkfzG6XIyYMUAPv3fp7Sq1srscuQaue++++jatStbtmxh48aNlC1bljfeeAOAL774gsjISBo1asTnn39O2bJlAVi+fDnffvstBw4cwOFwcOONNzJ06FDuuScz+My+bPBq+OOPP4iIiGDcuHE5Pk/6+/szYcIEt9Du119/5ccff+Sff/7BarVy00038frrr3PzzTdflfryouB/shf5V1mnk0SLhQzgoTMpTDwVRWlH3n5rl985XU4+2fQJA1cM5EzGGbPLEREREckTl8vFscRjzDkwh7fWvkWr2a1o8WsLXlnzCjP2zXALriy4f6BScCUFgQsXr655lZn7ZppdilxDY8eOpVWrVixYsIDatWvzyiuvMH78eL744gvGjx9PWFgYEyZMAGDnzp0MGjSIRx55hAULFjBz5kzKlCnDK6+8gs12bZZW7ty5k+LFi1O7du6reerXr0/FiplLLJctW8b7779P7969Wbx4MVOmTCE9PZ233nrrmtR6Lpp5JYWKn8tFGpBhsdAg3cb08Ej6lw/iqLeX2aVdEWtOrslcRnj/eGqVqWV2OSIiIiJunC4nB+MPZi4B/HcpYHRqdK5j1a9KCpMP/vqARFsivW/ubXYpchkWLFjA0qVLcxy///77+eKLL4zLzZo1o127dgB06dKFFStWMHToUOrXrw/AXXfdxYEDBwDw8PBg2LBhdO/e3bh+z5496dOnD7GxsUZolFe9e/dm69atAKSlpbFt2zamTp2KxWKhb9++9OvXL8d1EhISKFWqVJ5W8QQEBPDRRx/Rtm1bAK6//no6depk+pJChVdS6PgADpeLeKuVYLudaRGRPF8ukC2+PmaXdkXEpMbQJaQLrzV+ja61umoZoYiIiJgmw5nBntg9bj2rEm2JuY5VWCWF3cjQkSSmJzK00VD9jF5A3Xfffbz00ks5jhcvXtztcpUqVYyvfX0zd7yvXLmycczHx4fY2FgA6tSpg7+/P9999x2HDx/mn3/+Ye/evQA4LmGl0EcffURaWhoAL774InXr1uXJJ5/Ew8MDf3//XK9TunRpEhIScLlcF3xt3n777Rw6dIgxY8YY9e7btw+n03nRtV5JCq+kUPIAApxOoj2sBDmcfHcqireDyhJSsoTZpV0RTpeTjzd+zPqT6/n0f59SwqtwPC4RERHJ39LsaYTFhLElcguhkaFsj9pOmiMt17EKq6QomrxrMom2RN5p8o4CrAKoRIkSbsHUuXh65oxSzvXvvWnTJp555hmaNWtGo0aNaNOmDampqQwYMOCSaixfvrzxtY+PD35+flSpUuW8uxXeeuutjB8/nt27d1O3bt0c5ydMmMCJEyd47733WLBgAa+99hpt2rTh1ltvpWvXruzfv18zr0SupiDHfzsRfhIdS6UMO+MD/KCQ/Eey6sQq2sxpw7j7x2kZoYiIiFxxSbYktkVtM2ZW7Yzdid1pz9N1FVZJUTXrwCwSbYl88b8v8LCeO1CQomHSpEnccccdjBo1yjg2depUILMv4LXQpEkTKlWqxLhx49x2GwSIjY1lypQpNG/eHIDvvvuOTp068d577xljVqxYYdRrViir8EoKvXJOJzFWK4FOJwPiE6hkt/NuYBnshSTAik6N5rGQx3i98et0qdVFv+ERERGRSxabGktoVKjRs2pf3D6crpxLRbQToMj5LftnGc8tf44x94/By1o4+u8WBWlpaURH596nz9/fH29v74u+zYoVK7J8+XK2bNlChQoV2LhxIyNHjgS47IbtP/zwg7GE8Hy8vb356KOP6NevHwMGDODpp5+mQoUK7Nu3j6+++ooSJUowdOhQo97Q0FB27dpFqVKlWLlyJdOmTTPqLVas2GXVfKkUXkmREOh0kmCxUNLl4tHkM1S02xlaLohEj8Kx4abD5eDDjR+yLnwdn97zKcW9il/4SiIiIlLkhSeHszVyq/HnaOLRXMdpCaDIxdsQsYGnFj/F9w99j49n4ei/W9gtXryYxYsX53pu5MiRPPzwwxd9m4MHDyYmJsZopF6jRg0+/vhjXn75ZcLCwqhevfpl1ZxXd955J7/88gvfffcdL774InFxcZQvX57mzZvTr18/ypYtC8CwYcN4++23eeKJJ/D29qZ27dp8/vnnDB06lLCwMG677bZrUu/ZLK5rNU9NrqiwsDAAbr75ZpMruXT2mb3w2D0HC9eu8VsqgMWCr8vFES9P+pcvxwmvwpXhBvkGMf6B8dQsXdPsUuQipKSksGfPHurUqZOjIaRIUaP3g8h/ruT7weVycSThCFujthozqyLOROQ6VjOrRK6cGgE1mNpyKiW9S5pdyhWXlpbGkSNHqFatGj4+/wV0EckRtJ7bGpvj8mYWXSpvD29C2oVQseTF7eRX0DgcDtLS0vDx8Tlvzysznes1kiWv2Ubh+tQucgG+QIbLRYLVQrUMO9PCTzG4fBA7fMyZ+ng1RKdG02VBF96840061eykZYQiIiJFlMPpYF/cPiOo2hq1lbi0uFzHamaVyNVzMP4gnRd05udHfibAJ8Dscq6JiiUrEtIuhLj03L/nXG2li5Uu9MFVUaPwSoocL8DP6SLWaqWs08n3p6J4M6gsv5coPL/dd7gcvP/X+6w9uZZP7vlEywhFRESKAJvDxs6YnYRGhbIlcgt/R/1NckZyrmMVVolcWyeST9B+fntmtJ5BueLlzC7nmqhYsqICJLliFF5JkWQByjqdRFutBDmdDI+KYUTpACb7lyo0OxECrDy+kjZz2zD+/vHcWPpGs8sRERGRKyglI4Xt0duNmVU7ondgc+a+REdhlYj5YlJj6DCvA7+0/oVKpSqZXY5IgaLwSoq0oGw7Eb4QF0+w3c7HZUsXmp0IAaJSoui8oDNv3fkWnWp2MrscERERuUTxafGERoVmLgGM3Mqe03twuBx5uq7CKpH8IcGWQMf5HZneajo1StcwuxyRAkPhlRR5gU4ncVYL/k4XnZOSuc5u58VygZyxFo6dCCFzGeF7G95j3cl1fHT3R1pGKCIiUkBsj9nOjPAZ/HPsHw4lHsp1jJqrixQsKfYUHlv4GD88/AP1AuuZXY5IgVB4Pp2LXIbSThepFki3QNPUNH4Mj6S83W52WVfc8mPLaTu3LQfjDppdioiIiJzHgbgDDFwxkL5/9GXl6ZVuwZUF9xniCq5ECh6bw0aPRT3YGLHR7FKuCJdL34ckd1fqtaHwSuRfJVzg4YJEi4WaGRn8FB7JTenmbO16NUWmRNJpQSdm759tdikiIiJyllNnTjFs3TA6LejE6hOrcx2jsEqkcLC77Dy77Fn+OPaH2aVcMi8vLwBSUlJMrkTyq6zXRtZr5VJp2aBINp5AKZeL01Yr5RwOJkdE8kq5sqwuXriW2TlcDt7Z8A5rT67lo3s+wtfT1+ySREREirSE9AS+D/ue6Xumn7PpuogUPk6XkyF/DOHDph/StkZbs8u5aB4eHgQEBBAVFQVA8eLFsRSi/sH5ncPhID09Hcj8t8hPXC4XKSkpREVFERAQcNn1KbwSOYsFKJNtJ8KRkTF8XqY0P/mXMru0K27ZsWWEzQ1j/P3jqR5Q3exyREREipx0Rzo/7fmJCWETSLIlmV2OiJjAhYs3171Jki2Jx2963OxyLlqFChUAjABLrh2n04ndbsfT0xNrPu3ZHBAQYLxGLofCK5FzCHI6ifawEuRw8vrpOILtGXxRpjTOQvabhFNnTtFxfkfeafIO7W9sb3Y5IiIiRYLD6WDB4QWM2TaGUymnzC5HRPKBTzd/SqItkecaPGd2KRfFYrFQsWJFypUrR0ZGhtnlFCmpqakcPnyYypUr4+ub/1bTeHl5XbEZYQqvRM4jyOHktNVKGaeTJxKTud7u4NWgsqTm01T7UjlcDt5e/zZrw9fyYdMPtYxQRETkKnG5XPx58k++2voVB+P/20BFOwaKCMDYv8eSaEvkldtfKXDL7zw8PPLd0rXCzul0AlCsWDF8fHxMrubqKlyfwEWugjJOJ8kWCzageUoqkyOiCLQ7zC7rqvj96O88OvdRDiccNrsUERGRQufv6L95eunTDFgxwAiusnYOVHAlIlmm7ZnGW2vfwulyml2KSL6RL8Kr6Oho3n77be69917q1atH06ZNeemllzh+/LjbuF9//ZVatWrl+qdLly45bnfVqlU89thjNGzYkCZNmvDGG28QGxubaw3btm3jqaee4vbbb6dx48YMHjw4x/1nOXjwIP3796dJkyY0atSIZ555hl27duU6NiIigpdffpl77rmHhg0b0r17d9avX3+Rz5CYraQr80fKZIuFujYb08NPUcNWOJupRpyJoOO8jsw9MNfsUkRERAqFIwlHeGHVCzyx6Am2Rm4FFFqJyPnNPzyfIX8Mwe60m12KSL5g+rLB6OhoOnfuTEREBE2bNqVVq1YcOXKEkJAQ/vzzT2bMmEHVqlUB2LdvHwB9+vShWLFibrdzdgOwkJAQXnzxRYKDg+nWrRsRERHMmTOHzZs3M2vWLPz8/IyxmzZtolevXvj7+9O+fXuSkpIICQlh48aNzJo1i0qVKhljDx06RLdu3XA6nbRp0waLxcL8+fPp1q0b06ZNo379+sbYmJgYunfvTnR0NG3atKFUqVIsXLiQXr16MWbMGFq0aHGln065iooBXv/uRHidw8GP4ZG8WC6QDcUL3xI7u8vOsPXDWBe+jg+afoCPZ+GegioiInI1RKdEM+7vccw+MBuHK3PWdtbyQIVWInIhq46v4tnfn2X8A+Px9vA2uxwRU1lcLpep/3O+/fbbzJgxg9dee42nn37aOD5v3jxeeeUVmjdvzvjx4wHo0aMH+/fvZ+PGjee9zTNnztC8eXP8/PyYO3cuJUuWBOC3337jzTffpFevXrz66qtA5hrRVq1aERsby4IFC4wQbMOGDTz99NM8+OCDfPPNN8Zt9+rVi40bN/Lbb79Rp04dAPbv30+XLl2oXr06s2bNMsYOGzaMmTNnMn78eJo3bw5AZGQkHTt2xGq1snz5cry9L+2bUFhYGAA333zzJV0/P7DP7IXH7jlYKHjTYbMauduBDwLLMLtUSbNLumquK3Ed4x4Yxw3+N5hdSqGWkpLCnj17qFOnDsWLFze7HBFT6f0gBV2yLZnJuybz464fSXOkmV2OiBRwdcvWZdJDkyjupf8TxV1h+Jkpr9mG6csGly9fTpkyZXjyySfdjj/66KNUrlyZtWvXGk3I9u/fT82aNS94mwsXLiQhIYGnnnrKCK4AOnXqRLVq1Zg9ezYOR+ZvvzZs2MCRI0fo1KmT2+ytJk2a0LRpU5YvX05cXBwAR48eZd26dbRo0cIIrgBq1qxJ27Zt2blzJ3v27AEyA7S5c+dSt25dI7gCKF++PD169CAyMpI1a9Zc7NMl+USQw0mU1Yon8F7MaYacjsdibg581YSfCafj/I7MPzTf7FJERETyNZvDxvQ902k1uxXf7fhOwZWIXBG7YnfRNaQrSbYks0sRMY2p4ZXD4aBv374MHDgQay67t3l7e5ORkYHdbufUqVPEx8dTq1atC97u5s2bAbjjjjtynGvcuDHx8fEcOHDggmPvuOMOHA4HW7duzdNYyFyCCLBjxw5sNluexkrBVM7pJPbf123vhEQ+j46lmLPgzSLLC7vTzptr3+SV1a+QZtcP4iIiItk5XU4WHl5I27lt+XTTp8Slx5ldkogUMkcSj9BxfkdOp502uxQRU5gaXnl4ePDkk0/y+OOP5zh36NAhDh8+TOXKlfH29jb6XWVkZBjN0hs2bMgzzzzDjh073K6b1Wg9ODg4x+1m9a86cuTIBcdef/31QOaMq4sde+zYMQAqV658wbFScJV1Okm0WMgAHj6TwsRTUZR2FM6dCAEWH11Mu3ntOJJwxOxSRERE8oX14evpGtKV1/58jZPJJ4H/mrGLiFxJEWci6DCvA6fOnDK7FJFrzvSG7blxOp188MEHOJ1OYxfBrPDql19+4e6776ZDhw78888/rFy5ko0bNzJu3DjuueceAOLi4vD29sbHJ2eT6axlhMnJyQDEx8cDuDVwP3tsUlLSBceWKlXqksdeKpfLRUpKymXdhpk8HA48zC7iCvBzuUgDMiwWGqTbmB4eSf/yQRz19jK7tKviZPJJOszrwFu3v0XLKi3NLqfQSE1NdftbpCjT+0EKgr1xexkTNoZNkf/NpFczdhG52mLTYmk/rz2TW0ymcqmcEyWkaCkMPzO5XC4slgv/0iffhVcul4u3336bDRs2UK9ePaMXltPp5Prrr+f555+nbdu2xvhNmzbx1FNP8frrr7NixQqKFSuG3W4/ZyP0rOPp6elA5kyu7MdzG2uz2a7K2KwaLlVGRobRY6sgqpqcTBmzi7hCfACHy0W81Uqw3c60iEieLxfIFt/CuUuf3WXn3U3vsnTfUp6+/mm8rdr95ErRjEyR/+j9IPlRlC2K2ZGz+SvhrxznFFqJyLWQnJHM40sf560b3qKyrwIsKfg/M+VlI7t8FV7Z7XaGDRvG7NmzCQ4OZuzYscaD6NevH/369ctxncaNG9OmTRvmzp3Lpk2buOeee/Dx8THCo7NlhUu+vr4Axuys3MZf7bGXuxuAl5cXNWrUuKzbMJPH/sK1Q58HEOB0GjsRfncqireDyhJSsoTZpV01GxI28I/9H0beM1K/+blMqampHD16lKpVqxrfR0SKKr0fJD+KS49j0u5JzD40G7vLbnY5IlLE2Vw2PjjyAWPvHUv9wPpmlyMmKQw/Mx08eDBP4/JNeJWamsqQIUNYvXo1VatWZfLkyZQvXz5P173pppuYO3cuJ06cADKX6qWnp2Oz2XIkeFnLBbOW7mUt60tKSiIwMDDPY8+WdSxrrL+//wXHZt8J8VJYLJYCux0mgN2jMCwazCnI4STaaiXI6eST6FgqZdgZH+AHeZgKWRCFnwmn2+/d+KDpB7S+obXZ5RR4vr6+Bfp9LXIl6f0g+UFKRgpTd09l8q7JnMk4Y3Y5IiKGDGcG/Vb1Y+z9Y7nrurvMLkdMVJB/ZsrLkkEwuWF7loSEBJ588klWr17NTTfdxE8//cR1113nNmbXrl3Gbn9ny1p+V6xYMQCqVq0KYIRZ2WUdq1at2kWPzfr7St+uFD5BTicx/+5EOCA+gQ9jTuPpKrxLCexOO6//+Tqv//k66Y7LWw4rIiKSH2Q4M5i5byaPzHmE0dtHK7gSkXzJ4XLQb1k/lh5danYpIleV6eFVeno6ffv25e+//6Zx48ZMnTqVsmXL5hg3YMAAevbsyenTObcG3bp1KwD16tUDoFGjRgC5hl0bN26kVKlSVK9e/YJjN23ahNVqpX79+nkaC9CgQQMA6tati4+Pz3nHNmzYMMc5KTwCnU4SLBYcwKPJZ/j2VBR+DqfZZV1VIYdDaDe3HccSj5ldioiIyCVxuVws+2cZHeZ14IO/PiAmNQbQDoIikn+5cPHS6peYfWC22aWIXDWmh1cjRoxg27ZtNGzYkAkTJpxzKd3DDz+M0+nkq6++wpVtBsvixYtZtWoVt99+OzVr1gTg/vvvp0SJEkycONHY9Q/gt99+4+jRo3Tu3Bnrv7NiGjduzHXXXceMGTPcZklt2LCBdevW8cADD1CmTGZb8eDgYG699VaWLl1KWFiYMXb//v3Mnz+fevXqUbduXSCzn9UDDzzAtm3bWLFihTE2MjKSqVOnUq5cOZo1a3Z5T57ke/4uFzYg1WKhcVo60yJOUSmjcPfJOJF8gnbz2rHo8CKzSxEREbkoW05t4YlFT/DCqhc4mngU+C+0UjN2Ecnv3ln/DlN2TjG7DJGrwuJymbeWKTo6mubNm5ORkUHHjh2pWLFiruOeffZZ0tPT6dq1K4cOHeKWW26hUaNGHDlyhFWrVhEYGMjPP/9McHCwcZ2ff/6Zd999l4oVK9KyZUsiIyNZvHgxlStXZsaMGQQEBBhjV61aRf/+/SlVqhRt2rQhJSWFBQsWULJkSWbOnOl2uzt37uSJJ57AYrHQpk0bPDw8mD9/Pna7nalTpxqztADCw8Pp2LEjiYmJPPLII5QuXZqFCxcSGxvL6NGjadGixSU/d1nh2c0333zJt2E2+8xeeOyeg4XCPRsJIANIsVrwd7qItVoZXD6IHT7FzC7rqmtbvS1vN3mbYh6F/7FerpSUFPbs2UOdOnUK7Hp1kStF7we51vbH7Wdk6EjWnFhjHLNgUWAlIgVSn5v7MPjWwWaXIddAYfiZKa/Zhqnh1fLlyxkwYMAFx23evBk/Pz8SExMZPXo0y5YtIzo6moCAAJo1a8bgwYMpV65cjustWrSIiRMncvDgQfz9/bn77rsZOnRormPXr1/P6NGj2b17N8WLF+e2227jhRdeMHpXZbdr1y5GjBhBaGgoXl5e3HzzzTz//PO5PtnHjh3jyy+/ZMOGDTgcDmrXrs2AAQNo2rRp3p6kc1B4VfC4gNNWK2WdTtIsFt4MKsvvJQrmN5iLEVwqmG/v/5Zgv+ALDy7CCsN/PCJXit4Pcq1EJEcwZvsY5h+abwRVCq1EpDDoUrMLb935Vp6bYUvBVBh+ZioQ4ZVcOoVXBVfWToQAI0oHMNm/VKHdiTCLl9WLj+7+iJbVWppdSr5VGP7jEblS9H6Qqy0hPYHvw75n+p7p2Jw2s8sREbkqWlZtyaf/+xSrxfRuQXKVFIafmfKabehVLHKNZd+J8IW4eIbFxuFRyDPkDGcGr6x5hbfWvoXNoQ8JIiJijjR7GpN2TqLl7JZM3jVZwZWIFGqLjy5mwIoBZDgzzC5F5LIpvBIxQaDTSZw1c85Zl6RkRkdGU8JZ+GegzTs0j/bz2nM88bjZpYiISBHicDqYc2AOree05qutX5FkSzK7JBGRa2LtybU8s/QZ0h3pZpciclkUXomYpLTTRaoF0i1wd2oaP4ZHUt5euHciBDiWdIxH5z3KkiNLzC5FREQKOZfLxerjq+m0oBNvr3+byJRI4L8dBEVEioJtUdt4fOHjpGSkmF2KyCVTeCViohIu8HBBosVCzYwMfgqPpE564V/CkOHM4OU1L/P2ure1jFBERK6K7VHbeWrJUwxcOZCD8QeB/0IrNWQXkaJmX9w+Oi/oTEJ6gtmliFwShVciJvMESrlcnLZaKedwMCUikv+lpJpd1jUx5+AcOszvwPEkLSMUEZEr40jCEYb+MZQei3sQGhUKKLQSEYHMFRAd53ckJjXG7FJELprCK5F8wAKUcTqJtlop7nLxTWQ03ROKRj+OfxL/od3cdvx+9HezSxERkQIsOiWa9ze8T/t57Vl+bDmg0EpE5GyRKZG0n9ee8ORws0sRuSgKr0TykSCnk2gPKx7A66fjeCU2Dmsh34kQwOa08eLqF3ln3TtkOLQbioiI5F2SLYlvQr+h1exW/Lr/Vxwuh3FOoZWISE7x6fF0mN+Bw/GHzS5FJM8UXonkM0EOJ6etmW/NHolJfB0Vg28R2IkQYPbB2XSY34ETSSfMLkVERPI5m8PGtN3TaDW7FRPCJpDmSDO7JBGRAuNMxhm6hHRhd+xus0sRyROFVyL5UBmnk2SLBRvQPCWVyRFRBNodF7xeYXA08SiPznuUZUeXmV2KiIjkQ06Xk4WHF9J2bls+2/wZ8enxZpckIlIgpTvSeXzR42w5tcXsUkQuSOGVSD5V0pW52CHZYqGuzcb08FPUsBWNnflsDhsvrH6B9za8p2WEIiJiWH9yPY+FPMZrf77GyeSTwH99rURE5OLZnXae+f0ZVh9fbXYpIuel8EokHysGFP93J8LrHA5+DI+kSRHZiRDgt/2/0XF+R+MDioiIFE27YnfR5/c+9F3el72n9wJqxi4icqU4XU4GrRzEosOLzC5F5JwUXonkc1b+3YnQw0opl4uxkdF0SEo2u6xr5kjiER6d+yjL/1ludikiInKNHU86zitrXqFrSFf+ivgLUGglInI1uHDx6p+vMmPvDLNLEcmVwiuRAiLI4STaasUTeC/mNENOx2MpAjsRQuZ6/KGrhvL+hve1jFBEpAiITY3lk42f0HZuWxYfWex2TqGViMjV8+HGD5mwY4LZZYjkoPBKpAAJcjqJ/Xcnwt4JiXweHUuxIrITIcCv+3+l04JOhCeHm12KiIhcBSkZKYz/ezytZrfip70/YXfazS5JRKTI+WbbNwzfMhxXEflFuRQMCq9ECpiyTieJFgsZwMNnUph4KorSjqKxEyHA4YTDtJ3blpX/rDS7FBERuUIynBnM3DeTVrNbMWb7GFLsKWaXJCJSpE3ZNYV31r+jAEvyDYVXIgWQn8uFA0ixWGiQbmN6eCRVbUVnOV26I50hq4bw4V8fkuEsOo9bRKSwcblc/H70d9rPa88Hf31AbFosoB0ERUTygzkH5/DC6hdwOIvOL8ol/1J4JVJA+QDFXC7irVaC7XamRUTSKDXN7LKuqRn7ZtB5fmcikiPMLkVERC7S5lObeXzR47y4+kX+SfwHUDN2EZH8Zvk/y+m3vJ/6zorpFF6JFGAeQIDTSYyHFX+nk+9ORfFI8hmzy7qmDiUcos3cNvxx/A+zSxERkTzYH7efASsG0GtpL8JiwgCFViIi+dlfEX/x5JInSbMXrV+US/6i8EqkEAj8dydCb+DT6Fj6xSVAEVqfnu5IZ/DKwXz010daRigikk9FJEfw5to36TS/E2tOrAEUWomIFBRhMWF0W9iNZFuy2aVIEaXwSqSQCHI6ifl3J8IB8Ql8GHMazyIUYAH8su8Xuizowqkzp8wuRURE/pWQnsDwLcNpPac18w/NdwuqFFqJiBQcB+MP0nlBZ+LS4swuRYoghVcihUig00mCxYIDeDT5DN+eisLP4TS7rGvqYPxB2sxpw+rjq80uRUSkSEuzpzFp5yRazm7JlF1TsDltZpckIiKX6UTyCTrM70BUSpTZpUgRo/BKpJDxd7mwAakWC43T0pkacYpKGXazy7qm0hxpDFw5kE82fqJlhCIi15jD6WDOgTk8MucRvtr6FUm2JLNLEhGRKygmNYb289pzPOm42aVIEaLwSqQQ8gU8XS4SrBZuyLAzLfwU9dPSzS7rmvtp7088tuAxLSMUEbkGXC4Xq46vouP8jry9/m3jt/JZfa1ERKTwSLQl0ml+Jw7EHTC7FCkiFF6JFFJegJ/TRazVSlmnk+9PRfHAmRSzy7rmDsQfoM2cNkZzYBERufK2R23nqSVPMWjlIA4lHALUjF1EpLBLsafQdWFXwqLDzC5FigCFVyKFmAUo68zcidDH5WJEVAxPxScWqZ0IIXMZ4YAVA/h006fYnUVrCaWIyNV0OOEwz//xPD0W9yA0KhRQaCUiUpTYHDZ6Lu7JXxF/mV2KFHIKr0SKgOw7Eb4YF8+w2Dg8iliABTB9z3QeC3mMyDORZpciIlKgRaVE8d6G9+gwrwMrjq0AFFqJiBRVdpedvr/3Nf4/ELkaFF6JFBGBTidxVgtOoEtSMqMjoynhLFo7EQLsj9tPm7lt+PPEn2aXIiJS4CTZkvgm9BtazW7Fb/t/w+FyGOcUWomIFF1OnAz9YyjzDs4zuxQppBReiRQhpZ0uUi0W0i1wd2oaP4ZHUt5e9JbRpdpT6b+iP59v+lzLCEVE8sDmsDF191RazW7FhLAJpDuK3iYgIiJyfi5cvLXuLabtnmZ2KVIIKbwSKWJKuFx4uCDRYqFmRgY/hUdSJ91mdlmmmLpnKl1Duho7YomIiDuny0nI4RDazm3L55s/Jz493uySREQkn/ts82eM3T7W7DKkkFF4JVIEeQKlXC5OW62UcziYEhHJ/1JSzS7LFPvi9tF6TmvWnlxrdikiIvmGy+Vi3cl1dFnQhdf/fJ2TySeB//paiYiInM+4v8fxycZPcBXBPrtydSi8EimiLECZf3ciLO5y8U1kNN0TkswuyxSp9lSeW/4cX27+UssIRaTI2xW7iz7L+tBveT/2xe0D1IxdREQu3k97f+KNtW/gdBW9Prty5Sm8EinigpxOoj2seACvn47jldg4rEX0NyQ/7P6Bbgu7aRmhiBRJxxOP8/Lql+ka0pWNERsBhVYiInJ5Qg6HMOSPIfoFsVw2hVciQpDDyWlr5reDHolJfB0Vg28R3IkQYO/pvbSe05r1J9ebXYqIyDURmxrLxxs/ps3cNiw5usTtnEIrERG5XKuOr6LP732wOYpmn125MhReiQiQuYQw2WLBBjRPSWVyRBRl7Y4LXq8wSrWn0nd5X4ZvGY7DWTSfAxEp/FIyUhj39zhazW7Fz3t/xuHS9zsREbk6tkRuocfiHqRkpJhdihRQCq9ExFDSlfk79mSLhbo2Gz+Fn6KGrej+hmTKril0W9iN6JRos0sREbliMpwZzNg7g1azWzF2+1hS7PogISIiV9/u2N10DelKoi3R7FKkAFJ4JSJuigHF/92J8DqHgx/DI2mSWjR3IgTYc3oPree0ZkP4BrNLERG5LC6Xi6VHl9Jubjs+3PghsWmxgHYQFBGRa+dI4hE6ze9EbGqs2aVIAaPwSkRysPLvToQeVkq5XIw5FU37pGSzyzJNij2FZ5c9y4gtI7SMUEQKpM2nNvP4osd5afVLHEs6BqgZu4iImCPiTAQd5nfg1JlTZpciBYjCKxE5pyCHk2irFS/g/ZjTDD4dj6WI7kQIMHnXZB5f9DgxqTFmlyIikif7Tu/jueXP0WtpL8JiwgCFViIiYr7TaafpMK8DRxOOml2KFBAKr0TkvIKcTmL/3YmwT0Iin0XH4u0suh94dsXuovXs1vwV/pfZpYiInFNEcgRvrn2Tzgs6s/bkWkChlYiI5C9JGUl0DunMvtP7zC5FCgCFVyJyQWWdThItFjKAlmdSmHgqktKOort87oz9DH2W9eGrrV9pGaGI5CvxafF8uflLWs9pzfxD892CKoVWIiKS36TZ0+i2sBvbIreZXYrkcwqvRCRP/FwuHECKxULDdBvTwiOpasswuyxTTdo5ScsIRSRfSLOn8X3Y97Sc3ZIfdv+AzVl0d4oVEZGCJcOZwdNLnzZmCovkRuGViOSZD1DM5SLeaqWy3c60iEgapaaZXZapdsXuovWc1myM2Gh2KSJSBNmddmYfmM0jcx7h69CvSc4ouptriIhIweVwOei/vD9Ljyw1uxTJpxReichF8QACnE5iPKz4O518dyqKR5LPmF2Wqc5knKH3770ZGTpSywhF5JpwuVz8cewPOs3vxDvr3yEqJQr4r6+ViIhIQePCxUtrXmLW/llmlyL5kMIrEbkkgf/uROgNfBodS7+4BCjCOxECTAybyBOLnyA2NdbsUkSkENsetZ2nljzF4D8GcyjhEKBm7CIiUni8u+FdJodNNrsMyWcUXonIJQtyOon5dyfCAfEJfBhzGs8iHmDtjNlJ6zmt2RSxyexSRKSQOZxwmCErh9BjcQ9Co0IBhVYiIlI4jQgdwcjQkWaXIfmIwisRuSyBTicJFgsO4NHkM3x7Kgo/h9PsskyVnJHMM78/wzeh3+B0Fe3nQkQuX1RKFO+uf5f289qz8vhKQKGViIgUfhPDJvL+hvdxFfFfjksmhVcictn8XS5sQKrFQuO0dKZGnKJSht3sskw3IWwCPRb30DJCEbkkSbYkvgn9hlazWzHrwCy3MFyhlYiIFAW/7v+VV9a8ol8Ii8IrEbkyfAFPl4sEq4UbMuxMCz9F/bR0s8sy3Y7oHbSe05rNpzabXYqIFBA2h40fd/1Iy1ktmRA2gXSHvpeKiEjRteToEvov70+GM8PsUsRECq9E5IrxAvycLmKtVso6nXx/KooHzqSYXZbpkjOS6bW0F6O3jdZvjUTknJwuJwsOLaDNnDZ8seULEmwJZpckIiKSL6wLX0evJb30C50iTOGViFxRFqCs00mU1YqPy8WIqBieik8s8jsRAny741t6Lu7J6bTTZpciIvmIy+Vi3cl1dFnQhTfWvkH4mXDgv75WIiIiAtujt9N9YXfOZJwxuxQxgcIrEbkqyjmdRP+7E+GLcfEMi43DQwEWf0f/zSOzH2HLqS1mlyIi+cCumF30+b0P/Zb3Y1/cPkDN2EVERM5lf9x+uizoQkK6ZicXNQqvROSqCXI6ibNacAJdkpIZHRlNCaeWzWUtIxyzbYyWEYoUUccSj/Hy6pfpurArG09tBBRaiYiI5MWxpGN0mN+BmNQYs0uRa0jhlYhcVaWdLlItFtKBu1PT+CEikvJ27UTowsX4HeN5cvGTxKXFmV2OiFwjsamxfPTXR7Sd25YlR5e4nVNoJSIikjdRKVG0n9eek8knzS5FrhGFVyJy1ZVwufAAkiwWatkymB4eSe10m9ll5Qvbo7fzyJxH2B693exSROQqSslIYdz2cbSa3Ypf9v2Cw+UwuyQREZECLT49no7zO3I4/rDZpcg14Gl2ASJSNHgCJV0uTlutlHc4+CEikpfLBbKmuK/ZpZkuyZZEv1X9aFiqIQ0cDahRtgaV/SpTpVQVAnwCzC5PRC5DhjODWftnMe7vcdqsQURE5Ao7k3GGLiFd+OHhH6gbWNfscuQqUnglIteMBSjzbyP3IKeTbyKj+axsaX72K2V2aaZz4SI0KZTQPaFux0t6laSqX1Wq+FehSqkqmaGWXxWCSwXjX8zfpGpF5EJcLhe///M734R+w7GkY8ZxCxYtDxQREbmC0h3pPLH4Cb574Dtur3C72eXIVaLwSkSuuSCnk2gPK0EOJ2/ExhGcYefLMgE4LdoWHtw/3CZnJLMzdic7Y3fmGOfn7UcVvypU9atqhFpZM7ZKepe81mWLyL82RWziq61fub1vs97XCq5ERESuPLvTTu/fezOy+UiaBTczuxy5ChReiYgpghxOTlutlHE66ZGYxPV2O68FlSXVqlZ8ef1wm2hLJCwmjLCYsBznAooFZM7Y8qtihFqVS2UGXMW9il/pkkUE2Hd6H1+FfsW6k+uMYwqtRERErg2ny8nglYP5+O6PaV29tdnlyBWm8EpETFPG6STZYsHb5eK+lFQmRUQxsHwQsZ4eZpdW4MWnx7M9enuujeDL+JQxgi1jxlapylT2q4yvp3qQiVys8ORwRm8bTcjhECOkUmglIiJy7blw8fra10nKSKJb7W5mlyNXkMIrETFVSZeLdCDZYqGezcZP4acYUCGIg97eZpdWaJ1OO83ptNOERoXmOBfoG+gebP3bZyu4VDA+nj4mVCuSf8WnxTMhbAI/7/2ZDGeG2zmFViIiIub5eOPHJKYn0veWvmaXIleIwisRMV0xwOvfnQivczj4MTySF8sHssFXs4CutZjUGGJSY9gSucXtuAULQb5BVPXPthTx32WIlUpVwttDYaMUHan2VKbvmc73Yd+TnJFsdjkiIiKSi9HbR5NoS+Sl217Cot66BZ7CKxHJF6z8uxPhv43cx5yK5oPAMswppcbj+YELF1GpUUSlRrHp1Ca3cxYslCtejmr+1dxCrcp+lalUshJeHl4mVS1yZdmdduYfms+Y7WOISokyuxwRERG5gB93/0iiLZH373pfAVYBp/BKRPKVIIeTaKuVIKeT92NOE5xhZ1Rpf1z6zybfcuEiMiWSyJRI/or4y+2c1WKlQvEKuc7YqliyIl5WBVuS/7lcLv44/gcjQ0dyOOGwcTz7zqAiIiKSP809OJckWxLD7x2Oh1W9dQsqhVciku8EOZ3EWq2UdTrpk5BIJbudtwLLYrMqwCponC4n4WfCCT8Tzvrw9W7nPCweVCxR0Qi2ss/Yuq7EdfrhQvKFbVHb+GrrV2yL2mYcUzN2ERGRgmXFsRX0Xd6XcS3GaVVAAaXwSkTypbJOJ4kWC74uFy3PpFDBbmdI+SDiPBRoFBYOl4MTySc4kXyCtSfXup3zsHhwfcnrqeZfjcp+lY3dEKv4VaFC8QoKtuSqOxx/mK9Dv+aP438YxxRaiYiIFFwbIzbSc0lPJj00STtsF0AKr0Qk3/JzuUgDMiwWGqbbmBYeyYDyQRz11m9LCjuHy8GxpGMcSzqW45yX1YvrS16fOWPr390Qs5YkliteDqvFakLFUlhEnolk3N/jmHNwDk6XE1BoJSIiUljsjNlJt5BuTGs1jZLe6q1bkCi8EpF8zQdwuFzEW61UttuZFhHJkHKBbPX1Mbs0MUmGM4OjiUc5mng0xzkvqxeVS1Wmqn9Vt9lalUtVplzxcmrUKeeUaEtk8s7JTN09lXRHuts5hVYiIiKFx6GEQ3Ra0ImfH/mZ0j6lzS5H8kjhlYjkex5AgNNJjIeVQIeT705F8XZQWRaWLGF2aZLPZDgzOJRwiEMJh3KcK+ZRjOBSwZlLEbP116riV4WyPmUVbBVRNoeNn/f+zIQdE0iwJZhdjoiIiFwDJ5NP0mFeB35p/QvlS5Q3uxzJA4VXIlJgBGbbifDT6FgqZdj5NsAPFDpIHqQ70jkYf5CD8QdznPPx8DGWHmYPtSqXqkwZnzIKtgohh9PBoiOLGL1tNOFnws0uR0RERK6xmLQYOszPDLCCSwWbXY5cgMIrESlQgpxOYqxWAp1OBsYnEGy3825gGewKF+QypDnS2Be3j31x+3KcK+5ZnCp+VajqV/W/UOvfJvIBxQIUbBUwLpeLdeHr+GrrV+yP228cz+prJSIiIkVHoi2RjvM7Mr3VdG4sfaPZ5ch5KLwSkQIn0OkkwWKhpMvFo8lnqGC380K5IBI91KhbrozsQUaKPYU9p/ew5/SeHONKeJWgql9V9xlb/zaR9y/mf63LlgvYGbOTr7Z+xaZTm4xjasYuIiJStKXaU+ka0pXJD0+mflB9s8uRc1B4JSIFkr/LRSpgsVi4Iy2dqRGn6F++HCe99G1NLt/5gozswdaZjDPsit3FrthdOcb5efu5zdjK3merlHepq1a75HQs8RjfbPuGpUeXGscUWomIiEgWm9NGz8U9GXf/OJpc18TsciQX+pQnIgWWL5DhcpFotXBDhp3p4acYVD6IMJ9iZpcmhVhew45EWyJhMWGExYTlOOdfzP+cM7ZKeGkjgislJjWG8X+P57f9v+FwOdzOKbQSERGR7BwuB/2W9WNEsxG0qNLC7HLkLAqvRKRA8wI8nS6jD9akU1G8HlSW5SWKm12ayDklpCfwd/Tf/B39d45zpX1KU82vmltvrSp+VQguFUxxL72u8+JMxhl+2PUDU3ZNIdWeanY5IiIiUkA4cTJ01VDev+t92t3YzuxyJBuFVyJS4FnI7IMVZbVSzulkeFQMI8oE8INfKe1EKAVOXFoccWlxhEaF5jhX1qcs1fyr5ZitFVwqGB9PHxOqzV8yHBn8duA3xv89ntNpp80uR0RERAogFy6GrR9Goi2RnnV7ml2O/EvhlYgUGuWcTqKtVoKcTl46HU/lDDsfly2NQwGWFBKxabHEpsWyJXJLjnNBvkFU9f93KeK/oVYVvypUKlWJYh6Feymty+Vi6T9L+Sb0G44nHTeOawdBERERuVRfbPmCJFsSAxoOMLsUIZ+EV9HR0YwaNYrVq1cTGxuLv78/TZo0YciQIQQHB7uNnTt3LlOmTOHo0aP4+fnRsmVLBg8eTIkSOXuErFq1inHjxrF//358fHxo3rw5L774ImXLls0xdtu2bYwcOZJdu3ZhsVi48847efnll3PcP8DBgwcZMWIE27Ztw2az0aBBA1544QXq1q2bY2xERAQjRozgr7/+Ijk5mTp16jBw4EDuuuuuy3jGRORcgpxO4qwW/J0uuiQlc53dzkvlAjlj1U6EUrhFp0YTnRrN5lOb3Y5bsFCueLn/ZmxlaxxfqWQlvDy8TKr4ytgUsYkRW0e4Nc1XM3YRERG5EsbvGE+CLYHXG7+ORb8QN5XF5XKZ+pNddHQ0nTt3JiIigqZNm1KrVi2OHDnCqlWr8Pf3Z8aMGVStWhWAb7/9lhEjRlCrVi3+97//sX//flavXk3Dhg358ccf8fb2Nm43JCSEF198keDgYB588EEiIiJYsmQJlSpVYtasWfj5+RljN23aRK9evfD39+eRRx4hKSmJkJAQihcvzqxZs6hUqZIx9tChQ3Tt2hWn00mbNm2wWCzMnz+fjIwMpk2bRv36/22tGRMTQ+fOnYmOjqZNmzaUKlWKhQsXEhsby5gxY2jR4tKbwIWFZTYAvvnmmy/5Nsxmn9kLj91zsOA0uxQphM5YLHi6XBQD9nl7MaB8EJGe+SKvF8k3LFioUKIC1fyqGTO1sv6+ruR1eFnNCbZSUlLYs2cPderUoXjx3Pt87Tu9j69Cv2LdyXXGMc20EhERkavhkRse4eO7P8ZqyV+/EM/Lz0z5XV6zDdPDq7fffpsZM2bw2muv8fTTTxvH582bxyuvvELz5s0ZP348J0+e5MEHH+Tmm29m6tSpeHll/kA9cuRIxo4dy7Bhw3jiiScAOHPmDM2bN8fPz4+5c+dSsmRJAH777TfefPNNevXqxauvvgqA0+mkVatWxMbGsmDBAipUqADAhg0bePrpp3nwwQf55ptvjLp69erFxo0b+e2336hTpw4A+/fvp0uXLlSvXp1Zs2YZY4cNG8bMmTMZP348zZs3ByAyMpKOHTtitVpZvny5W+B2MRReiVyYHUi1WCjlchHp4cHA8kHsLXZp7zmRosZqsVKxREW3GVtZfbYqlqyIp/XqhcHn+0HsZPJJRm8bzcLDC42gSqGViIiIXG3/q/Q/RjYfeVV/BrpYRSm8Mj02XL58OWXKlOHJJ590O/7oo49SuXJl1q5di9PpZObMmdjtdvr27WsEVwD9+vWjZMmS/Prrr8axhQsXkpCQwFNPPWUEVwCdOnWiWrVqzJ49G4cjc8vsDRs2cOTIETp16mQEVwBNmjShadOmLF++nLi4OACOHj3KunXraNGihRFcAdSsWZO2bduyc+dO9uzZA2QGaHPnzqVu3bpGcAVQvnx5evToQWRkJGvWrLkST6GInIMnUNLl4rTVSnmHgx8iIvlfinYeE8kLp8vJyeSTrD25lul7pvPJpk94bvlztJrTitum3Uar2a0YsGIAn236jF/2/sL68PWcTD6Jw+m4KvXEp8Xz+ebPaTOnDSGHQ9zCKgVXIiIicrWtObGG3r/3xuawmV1KkWRqZOhwOOjbty+enp5Yc+lH4+3tTUZGBna7nc2bM3t4NG7c2G1MsWLFaNCgAWvXriUpKYlSpUoZY++4444ct9m4cWNmzJjBgQMHqF279nnH3nHHHaxdu5atW7dy//33X3DsjBkz2LRpE3Xq1GHHjh3YbLZzjoXM5Yr333//eZ8jEbk8FqBMtkbu30RG81nZ0vzsV8rs0kQKLIfLwfGk427N0bN4Wj2pVLISVf2ruvXXqlKqCuVLlL/o6fap9lSm75nO92Hfk5yRfKUegoiIiMhF2xq5lScWPcGUh6dQ3KtgznQqqEwNrzw8PHLMuMpy6NAhDh8+TOXKlfH29ubYsWMEBgbm2pj9+uuvB+DIkSPUr1+f48czf5jOrdl6Vv+qI0eOULt27fOOzbrdo0ePAlzU2GPHjgFQuXLlC44VkasvyOkk2sNKkMPJG7FxBGfY+bJMAE41XhS5ouxOO0cTj3I08WiOc15WL4JLBVPVr6pbf63KpSpTrng5t0aoDpeDeYfnMXH3RKJSo67hIxARERE5tz2n9/BYyGNMf2Q6ft5+F76CXBH5Z7FmNk6nkw8++ACn00mXLl0AiI+Pd2ucnl2pUpkzKJKTM38jGxcXh7e3Nz4+PjnGZi0jzBobHx8P4NbA/eyxSUlJFxybVcOljBWRayPI4eS01UoZp5MeiUlcb7fzWlBZUrUTocg1keHM4HDCYQ4nHM5xztvqTWW/ylT1q0oF3wqsPLqS8PRw47z6WomIiEh+cTTxKB3nd+SXR36hrG9Zs8spEvJdeOVyuXj77bfZsGED9erVM2Zm2e32czY3zzqenp5+0WMzMjLcjuc21mazXZWxWTVcKpfLRUpKymXdhpk8HA48zC5CipwyTifJFgveLhf3paQyKSKKgeWDiPXUq1HETDanjYPxBzkYf9DteFZopeBKRERE8pNTZ07Rfl57frj/B8oXL29KDampqW5/F0Qul8tt9v255Kvwym63M2zYMGbPnk1wcDBjx441gh4fHx8jEDpbVmDk6+t7SWOBXMdf7bGXuxtARkaG0SC+IKqanEwZs4uQIqmky0U6kGyxUM9m46fwU/SvEMShS9z9U0SuHoVWIiIikl/Fpcfx2OLHePuGt6noU9G0Ogp6S6JzTT7KLt+EV6mpqQwZMoTVq1dTtWpVJk+eTPny/6WXfn5+51xml3U8azmen58f6enp2Gy2HE9C1nLB7GOzbiMwMDDPYy9Ug7+//wXHZt8J8VJ4eXlRo0aNy7oNM3nsv7zHL3I5igFe/+5EeJ3DwdTwSF4oH8RfvjmXG4uIiIiIiOQm1ZnKe0feY0LzCdQsXfPa3ndqKkePHqVq1arGRJqC5uDBgxceRD4JrxISEujTpw9///03N910ExMnTqRsWfd1o1WrVmXz5s2kpaXl6GV18uRJrFYrVapUMcaGhoZy4sQJbrjhBrexJ06cAKBatWrG2KzjWcfONTbr76zjeb3dC429VBaL5bJnb5nJ7qFlWmIuK//uRPhvI/exp6J4P7AMc0spWBURERERkbxJc6TRa2UvJj44kVvL33rN79/X1/f/7N15nJ11ef//13222bPvCySEACEkLJGAAkUERKksCi5YtIg/RVEoq1ata2tt+7VYEAWUWhQ3dpqwlColLoAQBGRLCAkJIcnMZDL7epb7vn9/zMwhGySZLGcmeT0fjzySc5/PnFznEGbmvOdzXZ8hmw1sT8sg9L53K6lsNstFF13EX/7yF+bPn8+tt966RXAFMG/ePKIo4qmnntri45999lkOPPDA4k6mefPmAbB48eItHueJJ56gpqaGGTNmbHPtk08+SSKRYO7cudu1FuCII44AYPbs2ZSXl7/l2iOPPHKL+yTteWPDiIZEgjTwjxuauLSphSC2VUmSJEnS9slHeS586EL+uOaPpS5lr1Ty8Oqaa67hmWee4cgjj+THP/7xm7bSve997yOZTHL99dcXZ0YB3HjjjXR0dPDhD3+4eO2UU06hqqqKm2++uXjqH8Cdd97JqlWr+OAHP0ii73Sx+fPnM2nSJG677bZNdkk9/vjjPProo5x66qmMGtU7mWnq1KkcddRRPPTQQzz//PPFtcuWLWPBggUcdthhzJ49G+idZ3XqqafyzDPP8PDDDxfX1tfXc+uttzJu3Dje+c53DvyFk7RLjY0iGvs+L3yqtY1/bWgkExlgSZIkSdo+YRxy8cMX8z8r/6fUpex1gjgu3faChoYGTjrpJPL5POeccw4TJ259wNmnP/1pysrK+O53v8uPf/xjZsyYwUknncTy5ctZtGgRRx11FD/96U83mW/1q1/9im984xtMnDiR9773vdTX1/Pggw+y3377cdtttzFixIji2kWLFnHxxRdTU1PDGWecQVdXFwsXLqS6uprbb7+dqVOnFte+8MILnH/++QRBwBlnnEEymWTBggUUCgVuvfXW4i4tgHXr1nHOOefQ1tbGX//1XzNy5Ejuv/9+Ghsbuf766zn55JMH/Nr1h2dz5swZ8GOUWuH2C0m+dA8BUalLkYragoDKOCYFPFOW4dLxY2mxxVWSJEnSDvjasV/jgwd/cLf+HV1dXSxZsoRZs2YN2bbB7c02Shpe/fa3v+Vzn/vcNtctXryYYcOGEccxv/zlL/nlL3/J6tWrGTt2LKeeeiqf//zni4PSN/bAAw9w8803s3z5coYPH87xxx/P5Zdfzrhx47ZY+9hjj3H99dfz0ksvUVlZydve9jauuOKK4uyqjb344otcc801PP3006TTaebMmcNll1221Rd79erVfPe73+Xxxx8nDEMOOeQQPve5z3Hcccdt34v0JgyvpN2nB4j6QqzVqRQXTxjLa+l0qcuSJEmSNIRcftTlXDjnwt32+IZXGvQMr6TdKwTaEwlGRBEtiQR/N34MT5d7EqEkSZKk7XfhYRdy+bzLd8tj70vhVclnXknSYJQERkQRG/oCrB/XruevOzpLXZYkSZKkIeQnL/yEbz3+Ldw3tHMMryTpLYyJek8izAD/0tDIRc2t4BceSZIkSdvpjmV3cNXvriKMwlKXMmQZXknSNozt24EF8PmWVv5pQxMpAyxJkiRJ2+l/X/tfPvfw58hH+VKXMiQZXknSdhgTRbQGASFwVkcnN9atZ1jovDZJkiRJ2+fRdY/yif/5BD2FnlKXMuQYXknSdhoex+SAniDgmJ4st9bWMTlfKHVZkiRJkoaIvzT8hb954G/ozDtPd0cYXknSDqgAknFMWyLggHyBX6yrY05PttRlSZIkSRoiljUv44MLP0hrtrXUpQwZhleStIPSQE0UsyGRYHQU8ZO69ZzS2VXqsiRJkiQNEa+3v84H/vsDNHQ1lLqUIcHwSpIGIKB3Dtb6RILyOObf12/gb1vbPIlQkiRJ0nZZ372eDyz4AGs71pa6lEHP8EqSdsK4KKIhkSABXNXUwlcbm0kaYEmSJEnaDi3ZFs5ZcA4rmleUupRBzfBKknbS2CiiOREQAR9q7+D6+gYqI08ilCRJkrRtnflOPnz/h3lxw4ulLmXQMrySpF1gZBTTHQRkgeO7e/hZbT3jC55EKEmSJGnbsmGW8x88nydrnyx1KYOS4ZUk7SJVcUwSaA8CDs7l+cW6eg7J5kpdliRJkqQhoBAV+NRvPsWi1xeVupRBx/BKknahFFAdxzQlEowPQ35aW88JXd2lLkuSJEnSEBDFEZf+36UsXLGw1KUMKoZXkrSLBcCovkHulXHM9+sb+Ehbe6nLkiRJkjQExMR8+Y9f5pdLflnqUgYNwytJ2k3GRhENyQRJ4CuNzVzd2EzCkwglSZIkbYfvPPkdbvzLjaUuY1AwvJKk3WhsGNGU6P1U+/G2dq5Zv4EKTyKUJEmStB1+8OwP+H+L/x/xPv5DcMMrSdrNRkURHUFADji5q5uf1K5ndCEsdVmSJEmShoCfvfQzvvroV/fpAMvwSpL2gOo4JgY6goDDcjl+ua6OGTlPIpQkSZK0bf+94r+57JHLCKN984fghleStIeUAZVxTHMiwaQw5NZ19Rzb3VPqsiRJkiQNAf/3+v/x6d98mnyYL3Upe5zhlSTtQQlgZN8g95o45od16zm7vaPUZUmSJEkaAp6se5KPPfgxugvdpS5ljzK8kqQSGBv2Blhp4B83NHFpUwvBPtzDLkmSJGn7vNj4Iufddx4d+X3nh+CGV5JUImPDiMa+kwg/1drGT2vrObu9gypPI5QkSZL0Fla0ruD8/z2ftkJbqUvZIwyvJKmERkcRbUFAHjgym+MfNzSxaPVa/nX9Bo7v6ibpbixJkiRJW1HbVcv1q68vdRl7RKrUBUjSvm5YHNMDvJjJMCYKmVIIOb2zi9M7u9iQTPBAVRULqqt4OZOGICh1uZIkSZIGibU9a0tdwh5heCVJg0A5cEQuB8DaZJKGVJJp+QJjwoiPt7Xz8bZ2lqXTLKyu4v7qShpSfvqWJEmS9nXJIFnqEvYI3/1I0iAzOQyZHIZEwLJ0ilyQ4KBcjoPyea5sbuGy5hb+VFHOfdVVPFxZQXfCDnBJkiRJey/DK0kapBLAQfkCAN3A85kM5XHEzHyB47p7OK67h64g4DdVlSysrmJxeRmRbYWSJEmS9jKGV5I0BFQAc/raCpsSAavTacYXQiaGIWd1dHJWRyd1yST3V/fOx3o1ky5twZIkSZK0ixheSdIQMyqKGZXtDbJWJ5M0J5MckM8zIQz5ZGsbn2xt48VMhoXVlTxYXUVTct/og5ckSZK0dzK8kqQhbL8wZL8wJASWZtJEwEG5PLNzOWY35biqqYU/9s3HeqSyklzCtkJJkiRJQ4vhlSTtBZLAIbk8AJ3AS5kM1XHEAfkC7+zu4Z3dPbQlmvjfvvlYT5eVgfOxJEmSJA0BhleStJepAub2zcdqSCRYm04xqRAyLgw5t72Tc9s7WZNKsrC6ioXVVbyedj6WJEmSpMHL8EqS9mJjo4ix2RwxsDKVpD2RZEY+z5RCyGdb2vhsSxvPlmVYWF3F/1RV0uZ8LEmSJEmDjOGVJO0DAmB6IQRC8sBL6TQBcFA+zxHZHEdkc3yxsZnfVVawsLqKP1RWULCtUJIkSdIgYHglSfuYNHBovnc+VnsAr2YyjAgj9i8UOLWrm1O7umlOJPifqkoW1FTxQibjfCxJkiRJJWN4JUn7sJoYDs/2zseqSyaoS6WYmi8wOoo4r72D89o7WJlOsbC6ivuqqqhN+2VDkiRJ0p7luxBJEgATwogJYe98rBXpFF1Bgpn5PNPzBS5tbuXS5lYWl5exoLqK31RV0plIlLpkSZIkSfsAwytJ0iYCYEa+AEAOeDGTJhXDzHyeo3uyHN2T5SuNzfxf33ysxyvKCW0rlCRJkrSbGF5Jkt5UBpid652P1RIErEqnGROFTCmEnN7ZxemdXWxIJnigqooF1VW8nEk7H0uSJEnSLmV4JUnaLiPimCNyvfOx1iaTNKSSTMsXGBNGfLytnY+3tfNKOs2C6irur66kIeWXGEmSJEk7z3cWkqQdNjkMmRyGRMCydIpckGBmLsfMfJ4rm1u4rLmFJ8rLWVhTxcOVFXQ7H0uSJEnSABleSZIGLAEc1Dcfqxt4PpOhPI6YmS/wjp4e3tHTQ1cQ8JuqShZWV7G4vIzItkJJkiRJO8DwSpK0S1QAc/raCpsSAavTacYXQiaGIWd1dHJWRyf1yST3VffOx3o1ky5twZIkSZKGBMMrSdIuNyqKGZXtDbJWJ5M0J5MckM8zPgz5ZGsbn2xt48VMhoXVlTxYXUVTMlniiiVJkiQNVoZXkqTdar8wZL8wJASWZtKEwMG5PLNzOWY35biqqYVHK8pZWF3FI5WV5BK2FUqSJEl6g+GVJGmPSAKH5PIAdAIvZTJUxxEH5Auc2N3Did09tCWa+N/KShbWVPFMWRmx87EkSZKkfd6Aw6tcLsedd97JY489RkNDA//8z//Mk08+yezZs5k7d+6urFGStJepAub2zcdqSCRYm04xqRAyLgw5t6OTczs6WZPqnY+1sLqK1WnnY0mSJEn7qgGdXd7U1MQ555zDt7/9bV577TWee+45enp6WLRoER/72Md45plndnWdkqS91Ngo4ohsjrFhyMpUkucyGTqDgCmFkM+0tHH/mlpuXVfHh9raGRaGpS5XkiRJ0h42oPDq3/7t3+js7OSBBx7gnnvuIY5jAK677jrmzJnDddddt0uLlCTt/QJgeiFkbi5HJo55KZ1mSbp3RtYR2RxfbWzmkdVruaa+gXd1dpHq+9ojSZIkae82oPDqkUce4e/+7u/Yf//9CTaaR1JWVsaFF17Iiy++uMsKlCTte9LAofk8s/J5ugL4S1mGVakUGeDUrm6uXb+B/1u9li9vaGJOTxYMsiRJkqS91oBmXmWzWUaMGLHV+5LJJPl8fmdqkiSpqCaGw7O987HqkwlqUymm5guMjiLOa+/gvPYOVqZT3FdVxX3VVaxLexaJpL3HsDCiOopYl0qCh1hIkvZRA/oOf86cOfzyl7/kxBNP3OK+hQsXcthhh+10YZIkbW58GDE+zBEDK9IpuoIEB+bzTM8XuKSllUtaWllcXsaC6ip+U1VJZ2JAG4wlqSRSccxBuRxzsznmZLPMyeaYni8AsDqV4neVFTxSWcEz5WUUDLIkSfuQAYVXf/d3f8cFF1zAWWedxYknnkgQBNx33318//vf549//CM333zzrq5TkqSiAJjR94YuB7yYSZOKYWY+z9E9WY7uyfKVxmb+r7KChdVVPF5RTugbPUmDSRwzpRAWQ6o52SyzcjnKttIFnQf2KxT4WFs7H2trpy0R8MeK3iDr0YoK2pMG9ZKkvduAwqu3ve1t/Nd//Rf//u//zs0330wcx9xyyy0ceuih3HTTTRx77LG7uk5JkrYqA8zO9bartwQBq9JpxkQhUwohp3d2cXpnFxuSCR6oqmJhdRVLM2lbbyTtccPCiMM2CqoOy+YYHUVbrGtNJHgxk6E+lQRgZBhyYC5HczJFIYDp+QIjoqj4+S0P/Lm8jN9VVrCospI1tk5LkvZCA/7qdvTRR/PrX/+anp4eWltbqa6upqqqalfWJknSDhkRxxyR652PtTaVpCGZZFq+wJgw4uNt7Xy8rZ1X0mkWVFfxQHUl61O+yZO0671V+9/G8sDSTIZV6RS5IKAqjpiezTO/p2eLb9KnhL2f2yJgeTpFSyLJ+DBkaqHAsT1Zju3J8sWmFpan0yyqrGBRZQXPl2WIDOslSXuBnf6uvby8nPLy8l1RiyRJu8zkQsjkQkgELEunyAUJZuZyzMznubK5hcubW/hTeTkLa6p4uLKCbudjSRqIzdr/5mazHPIm7X+rUylezqRpSyRIxzETCwUOzeWZ0xe6b48EcGC+APSGYXXJBGtTKSrjmJm5PAfm8xzYmuf/a22jMZHgD31zsh6vKPfznCRpyBpQeHXIIYcQbOOnOEuWLBlQQZIk7UoJ4KC+HQ/dwPOZDOVxxMx8gXf09PCOnh66goDfVFWysLqKxeVl7lSQ9Kb62//mZnPFNsBRb9L+90Imw/qN2v8OyeU5tat7l9YzIYyY0Lcrqx14tSwDwAG5PKOjiLM7Ojm7o5NsAE+Wl/NIZQW/r6yg3p2nkqQhZEBftT73uc9tEV51dnby9NNPs3r1aq666qpdUpwkSbtSBRR3ODQlAlan04wvhEwMQ87q6OSsjk7qk0nuq65iYXUlKzKZ0hYsqaRScczBuVxxTtWOtv8ds5X2v92pBjg82/s5rgC8nE7TkQiY1Pd57oTuHk7o7oHGZl7K9LcXVrLEWYCSpEFuQF9PL7nkkje97wtf+AIvvPAC55xzzoCLkiRpdxsVxYzqe5O3OpmkOZnkgHye8WHIJ1vb+GRrGy9leudjPVhdRVMyWeKKJe1WccyUQqEvqNqx9r9JhQKzdrD9b3dLAQfn88Xba1JJ6pJJhkcxM/J5Ds31/rq4pY36ZLI4J+vJ8nJyCYMsSdLgsst/GPT+97+fyy67jK9//eu7+qElSdot9gtD9gtDQmBpOk0YwMF9b+wObWrhqqYWHq0oZ2F1FYsqK8g6N0Ya8jZu/+s//W9r7X8tfaf/rU8liYFRu6n9b3ebUug9hRWgNQhYmUmTAGbmekP7D7d38OH2DrqCgMcqyvldX3uhwb0kaTDY5eHV6tWrKRS23E4tSdJglwQO6dup0AW8lMlQHUcckC9wYncPJ3b30B4EPFRVycKaKp4pKyO21UYa9Prb/+Zmc8zp6W3/m7aV71eL7X+ZFDlK1/63uw2PY47o23maA17KpOkJAqYWCowNI07p6uaUrm4i4LmyTHFX1oq07YWSpNIY0Nfh66+/fotrURRRV1fHAw88wEknnbTThUmSVEqVwNy+FqCGRIK16RSTCiHjwpBzOzo5t6OTNan++VhVrE6nS1uwpF597X+9A9WHfvvf7pYBDs31hvYxsCqVYkMywaioN7g/IpvjiGyOy5pbeT2VKgZZT5eXUTDIkiTtIbssvAKorq7mlFNO4Utf+tJOFSVJ0mAyNooYm80RAytTSdoTSWbk80wphHympY3PtLTxl7IMC6qr+J+qStpss5H2mGFh2BdS7Vj73+gw5OAh2P63OwXAtEKBaX2b0hoTAa+l05TFcGAux9RCgY+1tfOxtnbaEgF/rOgNsh6tqKAtaTu1JGn3GVB4tXTp0l1dhyRJg14ATC+EQEgeWJJOQwAH5fIcns1xeDbH3zc287vKChZWV/H7ygp3Jki70Pa2/+WAlwfB6X9D3egoZnRfe2E38EImQz6AafkCI6OI0zu7OL2ziwLw5/IyfldZwSOVFaxxJ6okaRfz67ckSQOQBmb1zcdqD+DVdIbhUcS0QqE4L6YlkeB/qipZUF3F82UZZ8VIO2Kj9r852d6galY2R2YrS1/ra/9r34fb/3a3CuCwvtczAlakUjQnk4wNQ/YvFDimJ8sxPVm+0NTCinSKRZWVLKqs4LmyDJGf+yRJO2lA4VVPTw833HADjzzyCN3d3USbbc0OgoDf/va3u6RASZIGu5oYDu97U1eXTFCXSjE1X2B0FPGR9g4+0t7BynSK+6qquK+6inVpf3YkbW5YGDInm+v7tWPtf4fk8rzb9r89JgHMKBSgb9dbfTLBmlSKyjjmwFyeGfkCM1rb+GRrG02JBH/o25H1WEU53Z7WKkkagAF99/ztb3+bO++8k/nz5zNr1iwSfhGSJAmACWHEhLB3PtaKdIquIMGB+TzT8wUuaWnlkpZWFpeXsbC6it9UVdLh11Dtgwbc/hdFTM/lObanByfLDR7jw4jxYW+A30Hv6YVxEHBAPs+oKOKsjk7O6ugkBzxZUV4c+l6fMsiXJG2fAX3F+N///V8uv/xyPv3pT+/qeiRJ2isEwIx875vxHPBiJk0qhpn5PEf3ZDm6J8uXG5v5v8oK7quu4rGKckJba7Q32sn2v0Nt/xtSqoHD+04vLAAvp3v/e04qFJgUhhzf3cPx3T38Q2MzL2XS/K6ygkWVlbyUSdtaLUl6UwMKr/L5PHPnzt3VtUiStFfKALP73sy1BgGr0mlGRyFTCmFx4PGGZIIHq6pYUF3FUt/EaQjbuP1vbl/730jb//ZJKeDgvtmAAGuTSepSSWqimAPzeQ7N9f76bEsb9clkX5BVwZPlZWTdlSpJ2siAwqvjjz+e3//+9xx77LG7uh5JkvZqw+O4OB9rbSpJQyLJ/oUCY8KoeAT9K+k0C6qreKC6kvW21WgQS8Uxh+T65lTtYPvfAbb/7XMmhyGTwxDoDfJfTadJAgfm84wPQz7U3sGH2jvoCgL+VFHOI5UV/KGygsak/0okaV83oO+ITz/9dL7+9a/T1NTE4YcfTkVFxRZrzj777J2tTZKkvdrkQshkQiJgWTpFLkgwM5djZj7Plc0tXN7cwp/Ky1lYU8XDlRUOOlZp2f6nXWh4HHNk37+HPLAknaY7kWBKocC4MORdXd28q6ubCHi+LMMjlRX8rrKC5Wl3pkrSviiI4zje0Q865JBD3vpBg4AlS5YMuCht2/PPPw/AnDlzSlzJwBVuv5DkS/cQsGUrgSTtq7qB5ZkM5XHEzPwbO1i6goDfVFVyX3UVT5aXefS8drudbf8b37fDRtoRMbA6laIhmWRkFBZnB/Zbk0r2DXyv5M/lZRT8XChpHzcsOYzffOA3VFZWlrqUAdnebGNAO68efvjhgXyYJEnahgoo7k5pSgSsTqcZVwiZFIbFE7vqk0nuq65iYXUlKzJb2/ci7Zh0/+l/Pb27qg57i/a/pZkMr9n+p90kAPYvFNi/799fUyLgtXSadAwzczmmFELOb+vg/LYO2oOAP/btyPpDRTltthdK0l5rQOHV5MmTN7mdzWbJZDIE/uRDkqRdZlQUMyrbG2StTiZpTiaZXujd0fLJ1jY+2drGS5ne+VgPVlfR5Bs3bY84Zmqh0LeramDtf3Nt/9MesvHnwR7ghUyaXBAwLV9gVBTx3s4u3tvZRQF4prysb1dWBavT6ZLWLUnatQY8BfbVV1/luuuu47HHHqOjo4M77riDO++8kwMOOICPfexju7JGSZL2efuFIfuFISGwNJ0mDOCgvpO6Dm1q4aqmFh6tKGdhdRWLKis8qUtFA2v/ixkdRp7+p0GlHDis7+TWCFiRStGcTDI2DNm/UODonixH92S5uqmFV9OpYpD1lzJbrSVpqBtQeLVkyRL+5m/+htGjR3PGGWfwy1/+EoBkMsk///M/U11dzfvf//5dWqgkSYIkcEjf0fNdwJJMhuo44oB8gRO7ezixu4f2IOChqkoW1lTxTFkZsW/a9hmbt//NyeaK7Vcbs/1PQ10CmFEoQN+/7/WJBK+nU1TEMTNzeQ7IFzigtZ0LW9tpSiT4Q1+Q9VhFOV2G+5I05AwovPrXf/1XDjvsMH7yk58A8Itf/AKAf/iHfyCbzfKzn/3M8EqSpN2sEortWw2JBGvTKSYVQsaFIed2dHJuRydrUv3zsapso9nb9LX/9Z/+d9hbtP+tSqVYZvuf9mLjoohxfe2FncCSTJooCDggn2dUFBVnBuaAJyvKi7uy6lMDbkSRJO1BA/ps/eyzz3LNNdeQSqUINztJ5vTTT+e+++4bcEH19fWcfvrpXHLJJVxwwQWb3HfHHXfwD//wD1v9uMMPP5zbb799k2uLFi3ihhtuYNmyZZSXl3PSSSdx5ZVXMnr06C0+/plnnuHaa6/lxRdfJAgCjj32WK6++mqmTp26xdrly5dzzTXX8Mwzz5DL5TjiiCO44oormD179hZra2trueaaa/jTn/5ER0cHs2bN4vOf/zzveMc7duBVkSTprY2NIsZmc8TAqlSStkSSGfk8Uwohn2lp4zMtbfylLMOC6ir+p6rSwcZD0PAw5LDtaP9rTiR4yfY/7cOqgLl97YUhsCydpi2RYGJYYHIh5PjuHo7v7uEfGptZkknzu74g66VMxp2qkjRIDSi8Kisro6enZ6v3tbS0kBngyUednZ1ccskldHR0bPX+l19+GYBPfepTlJWVbXLfhAkTNrl93333ceWVVzJ16lTOO+88amtrueeee1i8eDF33XUXw4YNK6598sknufDCCxk+fDjvf//7aW9v57777uOJJ57grrvuYsqUKcW1K1as4LzzziOKIs444wyCIGDBggWcd955/PznP2fu3LnFtRs2bOCjH/0oDQ0NnHHGGdTU1HD//fdz4YUX8oMf/ICTTz55QK+TJElvJgCmFUIgJA8sSachgJm5PIdncxyezfH3jc38rrKChdVV/L6ywqPmByHb/6RdIwkc1NdqDbA2maQ2laQmijkwn2dWrvfXZ1raWJ9MFoOsJ8rLnB0oSYPIgMKr4447juuuu46jjjqKsWPHAhAEAZ2dnfzkJz8Z0K6itWvXcskll/Diiy++6ZqXX36ZESNGcNVVV73lY3V2dvKtb32LqVOncu+991JdXV2s+ytf+Qo33HADX/ziFwGIooivfe1rVFRUcNdddxVDsDPPPJNPfOIT/Nu//RvXXXdd8bG//e1v09XVxZ133smsWbMAOO+88/jQhz7EN7/5Te66667i2muvvZZ169Zx4403ctJJJwHwyU9+knPOOYdvfvObnHDCCQMO+iRJ2pY0MKvvTVt7AK+mMwyPIqYVCpzS1c0pXd20JBL8T1UlC6qreL4sAwZZe95m7X9zsjkOsf1P2i0mhyGT+zpH2oKAFek0SWBGPs+4MOSD7R18sL2D7iDgTxXlPFJZwe8rKmhMGQdLUikNKLy6+uqr+fCHP8x73vMeDjnkEIIg4F/+5V9YuXIlcRxzzTXX7NDj3XLLLVx33XX09PRw7LHH8qc//Wmr65YtW8ZBBx20zce7//77aW1t5dJLLy0GVwDnnnsuN998M3fffTdXXXUVyWSSxx9/nJUrV3LhhRdusnvr7W9/O8cddxy//e1vaW5uZuTIkaxatYpHH32U0047rRhcARx00EGceeaZ3HbbbSxZsoRZs2bR2dnJvffey+zZs4vBFcD48eP52Mc+xjXXXMPvf/97TjnllB16rSRJGoiaGA7vCzjqkgnqUimm5guMjiI+0t7BR9o7WJlOcV9VFfdVV7Eu7RyY3WV48fS/3qBqR9r/Ztn+J+0yw+KYI/s+L+aBl9JpuhMJphYKjAtDTurq5qS+/9/+UpYp7sp6JZ026JekPWxAe2EnTpzIf//3f/O3f/u3xHHMfvvtR1dXF+973/u4++67tzon6q387Gc/Y/Lkyfz85z/nrLPO2uqauro6WlpaOPjgg7f5eIsXLwbgmGOO2eK++fPn09LSwiuvvLLNtccccwxhGPLnP/95u9ZCbwsiwHPPPUcul9uutZIk7UkTwogjsjlGRREr0imez2ToDgKm5wtc0tLKQ2vW8V+19by/vYPqrYQq2n7pOOawbJaPtrbznfUbuO/1dfxx9VpuqG/g4pY2TujuYWQUkQOey2RYWFXJXdVV/E9lBQ2JBMf29PD+jk4+0NHFid09jNts1qikXSMNHJrPMy+bZWwY8loqxVNlZazoC/IPz+a4tLmVu9fW8eCadfx9YxPHdveQiuPSFi5J+4gB/Vi1qamJUaNGcfnll++SIr75zW/yjne8g2QyyapVq7a6pn/eVT6f5+KLL+aZZ56hp6eHo446ir/7u7/bZNbU66+/DrDVEK1/ftXKlSs55JBD3nLt5MmTAYo17cja1atXA7Dffvttc60kSaUQADPyvXOUcsCLmTSpGGbm87ytJ8vberJ8ubGZR/rmYz1WUU7oboM3N4D2v7ZEgoztf9KgEgD7FwrFOXNNQcBrmTSpOGZmvsCUQsjftHXwN20dtAcBj1ZW8LvKCn5fUe5hGJK0mwwovPqrv/orTjjhBM466yze9a537fTcphNOOGGba/rDq1//+tccf/zxfOADH+C1117j//7v/3jiiSe44YYbio/T3NxMJpOhvLx8i8fpbyPsHwrf0tICsMkA983Xtre3b3NtTU3NgNcOVBzHdHV17dRjlFIyDB0mK0mDRAaY3Xc6V2sQsDKdZnQUMbVQ4L2dXby3s4sNyQQPVlWxoLqKpRnbZjZu/5vb1/434k3a/14sy9CQtP1PGopGxTGjsr3Bcg/wQiZNLgjYv6/1+j2dXbyns4sC8Gx5GY/0hVmvpdMlrVvSvqO7e+h+TxHHMcF2fE85oPDqqquu4oEHHuCyyy6jpqaG0047jbPPPpu3ve1tA3m47RJFEZMnT+ayyy7jzDPPLF5/8sknueCCC/jSl77Eww8/TFlZGYVC4U0Dtf7r2WwW6N3JtfH1ra3N9ffC7+K1/TUMVD6fZ8mSJTv1GKU0raODUaUuQpK0heFxzBF9X8/WJZOsTybZv1BgTBjxsbZ2PtbWzivpNAurq7i/upL1qb1/PlY6jjkkm2NONsfcbJbDtvP0v+q+0//e3u3pf9LeoBw4rC/oj4BXUymakknGhCHTCoXirtWrm1pYmU6xqG9O1l/Kyty5Kmm3GepdXduzIWpA321ecMEFXHDBBbz++uvcd999PPDAA9x5551MmjSJM888kzPOOIMZM2YM5KHf1Gc+8xk+85nPbHF9/vz5nHHGGdx77708+eSTnHDCCZSXlxfDo831h0sVFRUAxd1ZW1u/u9dWVlZutcbtlU6nOfDAA3fqMUopuax624skSSU1KQyZFIZEwLJ0ilyQYGYux8x8niuaW7isuYU/lZezsLqKh6sq6N4bjpaPY/bra/87zNP/JL2JBHBAocABfUH2+kSC19MpKuKYmbk80/MFpre284nWdpoTCf5QWc6iykoeqyinc2/4XClp0Jg2bVoxixhqli9fvl3rdupHpVOnTuWzn/0sn/3sZ3nllVf41a9+xY9//GNuuummPboj6NBDD+Xee+9lzZo1QG+rXjabJZfLbZHg9bcL9rfu9bf1tbe3M2bMmO1eu7n+a/1rhw8fvs21G5+EOBBBEOx0AFZKBWcCSNKQkQAO6puP1ds2k6EsjpmZz/OOnh7e0dNDV2PAb6sqWFhdzZPlZURDZJfBjrb/rU8mwfY/SZsZF0WM62sv7ASWZNKEQcCMfJ6RUcSZHV2c2dFFHniyorz39MKKCmo93VXSTqqoqBiy2cD2tAzCToZXAI2NjTz44IM8+OCDPPPMM4wYMYLTTz99Zx92Cy+++CJdXV0cffTRW9zX335XVlYG9KaOTz/9NGvWrOGAAw7YZG1/wDV9+vTi2v7r/dfebG3/7/3Xt/dxt7VWkqShpLdtpvcNWlMQsDqTZlyhd4dW/5uz+mSS+6qrWFhdyYqdnI25K23e/jcnm2O/N2n/W1KWYXXK9j9JO64KmNvXXhjSu3O1LZFgYhgyuRByXHcPx3X38GWaeTmTZlFlBY9UVvBSJkM8RIJ/SdqTBhRetbe389BDD3H//fezePFikskk73rXu/jhD3/ICSecQHI37Kj53Oc+R319PY8++iijRm06KenPf/4zAIcddhgA8+bN4+6772bx4sVbhFdPPPEENTU1xbbGefPmAbB48eItBsc/+eSTJBKJ4kmGG6/9yEc+ssVagCOOOAKA2bNnU15ezuLFi7d4Lv1rjzzyyB14BSRJGnw2HmT8ejJJUzLJ9EKe8WHIJ1vb+GRrGy9l0iyoruLB6iqa9uSu243a/+b0zananva//tP/ZuXyHJ61/U/Szknyxs5V6J0luC6VoiaOODCX5+C+Xxe1tNGQTPTuyKqs4InycnpsL5QkYIDh1dvf/naiKGLevHl84xvf4D3vec9Ot8Bty3ve8x7+67/+i+9973t861vfKm4te/DBB1m0aBFHH300Bx10EACnnHIK//zP/8zNN9/MaaedxogRIwC48847WbVqFRdeeCGJvi8E8+fPZ9KkSdx222186EMfYsqUKQA8/vjjPProo7z73e8uhmVTp07lqKOO4qGHHuKCCy5gzpw5ACxbtowFCxZw2GGHMXv2bKB3ntWpp57KwoULefjhhzn55JMBqK+v59Zbb2XcuHG8853v3K2vmSRJe9LUMGRqGBICS9NpwgAOyuU5NJfn0KYWrmpq4dGK3vlYiyoryO7iN2XDw7A4p8r2P0mDVf8sQYC2AF5NZwiAA/N5xoYR57Z3cm57J91BwJ8qyllUWcHvKipoTLnvU9K+a0Dh1SWXXMIZZ5zBpEmTdnU9b+riiy/m97//Pbfffjsvv/wy8+bNY+XKlSxatIixY8fyne98p7h2xIgRXH311XzjG9/g7LPP5r3vfS/19fU8+OCDTJs2jYsuuqi4NplM8vWvf52LL76Yc845hzPOOIOuri4WLlzIyJEjufrqqzep4ytf+Qrnn38+H//4xznjjDNIJpMsWLCAOI75+te/vsnaK664gkcffZRLL72Uv/7rv2bkyJHcf//9NDY2cv3112/XRH1JkoaaJHBI34ElXcCSTIaqOGJGvsCJ3T2c2N1DexDwUFUl91VX8XR52Q63yWxv+1826Dv9r6/9r8b2P0mDyLCY4umueXqD/85EwJRCyPgw5KSubk7qC9afK8vwu4oKFlVVsCydBtsLJe1DgjiO44F+cGtrK0899RTr16/ntNNOo6WlhenTp2/3wK2tufvuu/nSl77El770JS644IJN7mtra+P666/nN7/5DQ0NDYwYMYJ3vvOdXHrppYwbN26Lx3rggQe4+eabWb58OcOHD+f444/n8ssv3+raxx57jOuvv56XXnqJyspK3va2t3HFFVcUZ1dt7MUXX+Saa67h6aefJp1OM2fOHC677LLiTqyNrV69mu9+97s8/vjjhGHIIYccwuc+9zmOO+64Ab9GAM8//zzAVv/OoaJw+4UkX7qHgC1/Ki5J2vs0JBKsTaeY2PemrN+aVP98rCpWp9NbfuBm7X9zenIcksuxlZWsTKdYlk7TsVn7X+XAv92RpD0uBl5PpVifTDIiijhwsxPM1yWTLKrqbS9cXF5OwSBL2mcNSw7jNx/4zZAd2L692caAw6sbbriBm266iZ6eHoIg4M477+Q//uM/aG5u5ic/+UnxZD7tHoZXkqShKgZeSyVpSySZkc9TtdG3In8py7Cwuop1qVRvUPUW7X9NiQQv9bX/BcSM6mv/G7dRMCZJe4OmIGBVJk06hpn5POUbfd7sCAIe7Tu58A+V5bR6ore0T9lXwqsBtQ3+/Oc/5/vf/z4XXXQRJ510Eh/60IcAOP/88/nCF77Atddey1e/+tWBPLQkSdrLBcC0QgiE5IEl6TQEMLNvQPrWhqT3t/+tTqXI9p3+N8P2P0n7iI0Px8gCL2TS5IKA/fMFRkcRp3V2cVpnFyHwbFkZj1T1zslaldnaHlVJGnoGFF7deuutfPrTn+bv/u7vCDf66eaJJ57IZZddxo9+9CPDK0mStE1pYFZfO0x73+Di6jgiAF5Jv3H632RP/5MkAMqAw3K9nzdj4NVUkqZkijFhyLRCgXnZLPOyWa6ihZXpVO+crMoKni0vI7S9UNIQNaDwat26dcyfP3+r9x1wwAFs2LBhp4qSJEn7npoYDu8bXNwTBByQ33IAuyTpDQFwQCHkgELvhoL1iQRr0inK4piDcnmm5wtMz7dzQVs7LYkEf6go53eVFfyxsoLOXXziqyTtTgMKryZOnMgzzzzDO97xji3ue+GFF5g4ceJOFyZJkvZd5Q5Yl6QdNi6KGNe3Q7WL3nbrMIDp+QIjoogzOrs4o7OLPLC4vDfIWlRZwbr0gN4WStIeM6DPUueeey7f//73KS8v553vfCcAXV1dPPTQQ9x000184hOf2JU1SpIkSZJ2QCUwp283awi8kk7RmkgwPgyZWgh5R08P7+jp4UtNzSxLp1nUF2S9UJYhtr1Q0iAzoPDqU5/6FGvWrOG73/0u3/3udwH4+Mc/ThzHnHnmmVx00UW7tEhJkiRJ0sAkgZkbtWLXJpOsTaWojiJm5vMclM9zUGueT7e2sSGZKM7J+lNFOT22F0oaBAYUXgVBwLe+9S0uvPBC/vSnP9HS0kJNTQ1HH300Bx54IL/61a/4m7/5m11dqyRJkiRpJ00MQyb2HbzVHsCrmQwAB+byjAkjzuno5JyOTnqCgD+Vl7GospLfVVawIeX5rpJKY4fCq9///vfcc889BEHAWWedxYknnsi0adOK9z/11FN84AMf4OWXXza8kiRJkqRBriameJJrHliaTtORCJhc6A243tndwzu7e6ARns9k+F1lBY9UVrAskwbbCyXtIdsdXi1YsIAvfOELpNNpMpkMDz74INdddx2nnnoqLS0t/NM//RP3338/yWTSmVeSJEmSNMSkgUPyeQBi4PVUkvpkkuFRzMx8njm5HHNyOT7f0kptMlmck7W4opy8QZak3Wi7w6uf/vSnHH744fznf/4nmUyGL33pS/zgBz9g5syZfOITn6C2tpYTTjiBL3/5y0yfPn131ixJkiRJ2o0CYGqhd7g7QFMQ8FomTSqGmfk8E8OQ89o7OK+9g84g4NGKchZVVvCHygpakrYXStq1tju8WrVqFf/4j/9IdXU1AJ///Oc5/fTTufjii8nlclx77bWcdtppu61QSZIkSVJpjIpjRvW1F2aBFzNpskHAfoUCY8KId3d18+6ubkLg2bIyFlVW8LvKClamU7YXStpp2x1edXV1MXHixOLtyZMnE8cxqVSKBQsWMHr06N1SoCRJkiRp8CgDZufeaC9cmUrSmEwyOoqYni8wL5tlXjbLlc0trEql+F1fe+Ez5WWEBlmSBmC7w6s4jklutP2z/8+XX365wZUkSZIk7YMCYHohZHpfe2FDIsHr6RRlcczMXJ5phQLT2tr527Z2WhMJ/tDXXvhoZQUdiURpi5c0ZOzQaYNbM27cuF1RhyRJkiRpiBsbRYztay/sApZmMoQBTM8XGBFFvK+zi/d1dpEHniovL7YXrk3v9FtTSXuxnf4MEbjtU5IkSZK0mUpgbq43yIqA5ekULYkE48PeQfBv7+nh7T09fKmpmVfSaR7pC7KeL8sQ+z5T0kZ2KLz6xje+URzYHscxAF/96lepqqraZF0QBPz0pz/dRSVKkiRJkoayBHBgvlC8XZtMsC6VpjKOmJnLMzOfZ2Zrnk+3trEhmeD3Fb1zsv5UUU637YXSPm+7w6ujjz4aeCO0erNrW7stSZIkSVK/iWHExDALQFsAKzMZAGbk8owJIz7Q0ckHOjrpCQKeKC8rDn1vSNleKO2Ltvv//FtvvXV31iFJkiRJ2gcNi+HwvjlZeWBpOk1HImByIWRiGHJidw8ndvfwtcZmns9kuGbUCJ6qKC9t0ZL2KPdfSpIkSZIGhTRwSD7P27I5JoQhr6eSPFWW4ZV0mgiYk8txc916PtnSSmDHj7TPMLySJEmSJA06ATC1EPK2bI6Z+TytQcDKVIokcFlzK9+vb2BYGJa6TEl7gOGVJEmSJGnQGxnHTC8UaEoEZIETu3u4fV0ds7PZUpcmaTczvJIkSZIkDRmjopgAaEokmFwI+dm6ej7c1g62EUp7LcMrSZIkSdKQkgFGRRG1ySQZ4B8am/nXhkYqoqjUpUnaDQyvJEmSJElD0sQwpCGRoACc3tnFr9fVMSOXK3VZknYxwytJkiRJ0pA1NorIAy2JBAfkC/xyXT3v6+gsdVmSdiHDK0mSJEnSkFYBDO9rI6yMY77T0MjXNjSRiZyDJe0NDK8kSZIkSUNeQG8bYX0ySQR8sL2DW2vrmJIvlLo0STvJ8EqSJEmStNcYH4Z0BQHtQcChuTy3ravlpM6uUpclaScYXkmSJEmS9irVcUxVHFOfTDIsirlu/QYub2omFdtGKA1FhleSJEmSpL1Ogt5dWHXJJAAXtrZzc+16xhZsI5SGGsMrSZIkSdJea0IY0poI6AoC5mWz3LG2jmO6e0pdlqQdYHglSZIkSdqrDY9iMnFMQzLB6Cjiprr1fLq5lcA2QmlIMLySJEmSJO31UsDYMKI2mSQJXNLSyg/qGxgehqUuTdI2GF5JkiRJkvYZE8OQpkRAFjihu4c71tYxpydb6rIkvQXDK0mSJEnSPmVUFBMAjYkEE8OQn9bW89HWdrCNUBqUDK8kSZIkSfucDDA66m0jTANfamrmuw2NVEVRqUuTtBnDK0mSJEnSPmtiGLIhkaAAnNbZxa/W1TEzlyt1WZI2YnglSZIkSdqnjYkiCkBLIsH0fIFfrKvnzPaOUpclqY/hlSRJkiRpn1cODO9rI6yIY769oYmvNzRSZhuhVHKGV5IkSZIkAQG9bYTrk0ki4NyOTm6trWdKPl/q0qR9muGVJEmSJEkbGReGdAXQHgTMyuW5fW0d7+rsKnVZ0j7L8EqSJEmSpM1Ux1AVx9Qlk9TEMdeu38BVjc2k4rjUpUn7HMMrSZIkSZK2IgFMCEPqkkkA/ratnf+sXc+4QqG0hUn7GMMrSZIkSZLewoQwpC0R0BUEHJXNcvvaOo7t7il1WdI+w/BKkiRJkqRtGBbFZOKYhmSC0VHETXXr+UxzK4FthNJuZ3glSZIkSdJ2SAFjw4jaZJIE8LmWVn5Y38CIMCx1adJezfBKkiRJkqQdMDEMaUoEZAM4vruHO9bWcXhPttRlSXstwytJkiRJknbQqCgmEUNjIsGEMOS/auv5m9Y2sI1Q2uUMryRJkiRJGoA0MDrqbSNMA3/f1MK/r99AVRSVujRpr2J4JUmSJEnSTpgYhmxIJMgD7+7q5tdr6zgolyt1WdJew/BKkiRJkqSdNCaKCIHmRIJphQK/WFfP2e0dpS5L2isYXkmSJEmStAuUAyP62gjL45h/3NDENxsaKbONUNophleSJEmSJO0iAb1thOuTCULgAx2d/KK2nv3y+VKXJg1ZhleSJEmSJO1i48KIngDagoCDc3luW1vHKZ1dpS5LGpIMryRJkiRJ2g2qYqiJY+qSSarjmO+t38AXGptJxXGpS5OGFMMrSZIkSZJ2kwCYEIbUJZMAfKytnf+qrWd8oVDawqQhxPBKkiRJkqTdbEIY0hYEdAUBR2Rz3LG2jnd0dZe6LGlIMLySJEmSJGkPGBbHlMUx65MJRkYRN9Q38NnmFhK2EUpvyfBKkiRJkqQ9JEnvMPfaZJIEcHFLGzfWNTAyDEtdmjRoGV5JkiRJkrSHTQxDWoKAniDg7T093LG2jiN6sqUuSxqUDK8kSZIkSSqBEXFMMo7ZkEgwPgz5SW09H29tA9sIpU0YXkmSJEmSVCJpYEzU20aYBq5uauF76zdQHUWlLk0aNAyvJEmSJEkqsYlhyIZEgjxwSlc3t62t4+BsrtRlSYOC4ZUkSZIkSYPAmCgiBJoTCfYrFPhFbR3vb++wjVD7PMMrSZIkSZIGiXJgRF8bYVkM39rQxD9taKLcNkLtwwyvJEmSJEkaRAJ62wjXJxOEwFkdnfxiXT375/OlLk0qCcMrSZIkSZIGoXFhRBZoSwQclM/z67V1vLuzq9RlSXuc4ZUkSZIkSYNUJVATxdQlk1THMf++fgNfbGwi5Rws7UMMryRJkiRJGsQCYEIYUpfsfQt/flsHt9TWM6FQKG1h0h5ieCVJkiRJ0hAwIYxoDwI6g4DDsznuWFvHcV3dpS5L2u0MryRJkiRJGiJq4pjyOGZ9MsmIKOKH9Q18vrmFhG2E2osZXkmSJEmSNIQkgXFhSG0ySQK4qKWNm+rWMyoMS12atFsYXkmSJEmSNARNDENagoCeIODYniy3r63jyJ6eUpcl7XKGV5IkSZIkDVEj4phkHLMhkWB8GPKT2vX8bWsb2EaovYjhlSRJkiRJQ1gaGBNF1CaTpICrmlr4j/UbqAmjUpcm7RKGV5IkSZIk7QUmhiGNiQR54OSubm5bV8esbK7UZUk7bdCFV/X19cybN49bbrllq/ffe++9nH322RxxxBH81V/9Fd/5znfo7Ozc6tpFixbx4Q9/mCOPPJK3v/3tfPnLX6axsXGra5955hkuuOACjj76aObPn8+ll17K66+/vtW1y5cv5+KLL+btb3878+bN45Of/CQvvvjiVtfW1tZy9dVXc8IJJ3DkkUfy0Y9+lMcee2zbL4QkSZIkSTtodBQRAc2JBFMLBW6trePctg7bCDWkDarwqrOzk0suuYSOjo6t3n/TTTfxxS9+kSiKOP/88znkkEO45ZZb+OQnP0kut2mafN9993HRRRfR2NjIeeedx7HHHss999zDRz7yEdra2jZZ++STT/Kxj32MV155hfe///2cfPLJPPLII5x77rmsWbNmk7UrVqzgvPPO44knnuC0007jzDPP5Nlnn+W8887jueee22Tthg0b+OhHP8qDDz7I8ccfzwc/+EFee+01LrzwQh5++OFd8IpJkiRJkrSpMmBkXxthWQxfb2zi2xsaqYhsI9TQlCp1Af3Wrl3LJZdc8qY7mNauXct1113HkUceya233ko6nQbg2muv5Yc//CG33347559/PtAbgn3rW99i6tSp3HvvvVRXVwNw3HHH8ZWvfIUbbriBL37xiwBEUcTXvvY1KioquOuuu5gwYQIAZ555Jp/4xCf4t3/7N6677rpiHd/+9rfp6urizjvvZNasWQCcd955fOhDH+Kb3/wmd911V3Httddey7p167jxxhs56aSTAPjkJz/JOeecwze/+U1OOOEEMpnMrnwZJUmSJEkCetsIG5IJRoURZ3Z0MSub58pxY1iZSZe6NGmHDIqdV7fccgtnnHEGS5cu5dhjj93qmttvv51CocBFF11UDK4APvOZz1BdXc0dd9xRvHb//ffT2trKBRdcUAyuAM4991ymT5/O3XffTRiGADz++OOsXLmSc889txhcAbz97W/nuOOO47e//S3Nzc0ArFq1ikcffZSTTz65GFwBHHTQQZx55pm88MILLFmyBOgN0O69915mz55dDK4Axo8fz8c+9jHq6+v5/e9/vzMvmyRJkiRJb2lsGJEFWhMJZubz/GpdHe/p2ProHWmwGhTh1c9+9jMmT57Mz3/+c84666ytrlm8eDEA8+fP3+R6WVkZRxxxBEuXLqW9vX2Ttcccc8wWjzN//nxaWlp45ZVXtrn2mGOOIQxD/vznP2/XWuhtQQR47rnnyOVy27VWkiRJkqTdpRIYFkXUJZNUxTH/r6GRLzU2kXYOloaIQRFeffOb3+Tee+/lqKOOetM1q1evZsyYMVRVVW1x3+TJkwFYuXIlQHHQ+tSpU7dYO2XKlO1e2/+4q1at2uG1q1evBmC//fbb5lpJkiRJknanAJgQhtQle2OAj7Z18NN19UzMF0pbmLQdBkV4dcIJJ5BMJt9yTUtLCzU1NVu9r/96/6D35uZmMpkM5eXlW6ztbyPsX9vS0gLAsGHD3nRt/46ut1rbX8NA1kqSJEmStCdMCCPag4COIGBOLscd6+o4oau71GVJb2nQDGzflkKh8KbDzfuvZ7PZHV6bz+c3ub61tf0nGe7qtf01DFQcx3R1de3UY5RSMgx568hSkiRJkrSr1cQxIVCfTDA+jPhhfQM/Gj6MH44cThgEpS5PO6i7e+iGj3EcE2zHv7khE16Vl5cXA6HN9QdGFRUVA1oLbHX97l5bWVm51Rq3Vz6fLw6IH4qmdXQwqtRFSJIkSdI+KAmMDyNqk0kmhiGfbm3j8GyWL44dQ2PKbQZDyVAfSfRmm482NmTCq2HDhr1pm13/9f52vGHDhpHNZsnlclu8CP3tghuv7X+MMWPGbPfabdUwfPjwba7d+CTEgUin0xx44IE79RillFy2c89fkiRJkrRzJoYhLUFAGXBMT5Y71tVy9dgx/LliyzE8GpymTZtW3Egz1Cxfvny71g2Z8GratGksXryYnp6eLWZZrV27lkQiwf77719c+/TTT7NmzRoOOOCATdauWbMGgOnTpxfX9l/vv/Zma/t/77++vY+7rbUDFQTBTu/eKqXCNuacSZIkSZJ2vxFxTB7YkEwwNoy4uW49140cwS3Da4htIxz0Kioqhmw2sD0tgzBIBrZvj3nz5hFFEU899dQm17PZLM8++ywHHnhgcSfTvHnzAFi8ePEWj/PEE09QU1PDjBkztrn2ySefJJFIMHfu3O1aC3DEEUcAMHv2bMrLy99y7ZFHHrmNZy1JkiRJ0u6XBsb0tRGmgCuaW7h2/QaGhVGpS5OGTnj1vve9j2QyyfXXX1+cGQVw44030tHRwYc//OHitVNOOYWqqipuvvnm4ql/AHfeeSerVq3igx/8IIlE71OfP38+kyZN4rbbbttkl9Tjjz/Oo48+yqmnnsqoUb2TmaZOncpRRx3FQw89xPPPP19cu2zZMhYsWMBhhx3G7Nmzgd55VqeeeirPPPMMDz/8cHFtfX09t956K+PGjeOd73znLn2NJEmSJEnaGRPDkMZEghxwUlc3t62r5dBsbpsfJ+1OQ6ZtcMaMGVx44YX8+Mc/5uyzz+akk05i+fLlLFq0iKOOOooPfehDxbUjRozg6quv5hvf+AZnn302733ve6mvr+fBBx9k2rRpXHTRRcW1yWSSr3/961x88cWcc845nHHGGXR1dbFw4UJGjhzJ1VdfvUkdX/nKVzj//PP5+Mc/zhlnnEEymWTBggXEcczXv/71TdZeccUVPProo1x66aX89V//NSNHjuT++++nsbGR66+/fruGkkmSJEmStCeNjiKyQFMiwZRCyK3r6vjX0SO5vaYabCNUCQyZnVcAV155JV/72tcIgoCf/exnvPLKK1xwwQX86Ec/2iIIOu+88/je977HqFGj+MUvfsHixYs5++yzufXWWxkxYsQma9/5zndy8803M2PGDO68804WLVrESSedxK9+9SumTp26ydrDDjuMX/ziFxx11FEsXLiQ+++/nyOOOIKf//znxfbCfv07uk4++WQeeeQR7rjjDvbbbz9uvvlmTj755N3yGkmSJEmStLPKgFFRbxthBvhqYzP/0tBIRWQbofa8II7juNRFaMf1ty3OmTOnxJUMXOH2C0m+dA8BfvKTJEmSpMGqIZFgVBSRBFakU1wxbiyvZtKlLkvAsOQwfvOB3wzZge3bm20MqZ1XkiRJkiRpzxrb10bYmkgwI1/gV+vqOL2js9RlaR9ieCVJkiRJkt5SJTAsiqhLJqmMY/61oZGvbGgibTOX9gDDK0mSJEmStE0BMCEMqU8miICPtHdw67p6JucLpS5NeznDK0mSJEmStN3GhxFdQUBHEDA7l+P2dbWc2NVV6rK0FzO8kiRJkiRJO6Q6jqmMY+qTSYZFMdfXb+CyphaSthFqNzC8kiRJkiRJOywBjA9DapNJAD7Z2sbNdesZUwhLW5j2OoZXkiRJkiRpwCaGIa2JBN1BwNt6styxrpaju3tKXZb2IoZXkiRJkiRppwyPItJxTEMywZgw4sd16/lkSyuBbYTaBQyvJEmSJEnSTksBY8OI2mSSJHBZcyvX1zcwLLSNUDvH8EqSJEmSJO0yE8OQpkRAFvir7h5uX1fH7Gy21GVpCDO8kiRJkiRJu9SoKCYAmhIJJhdCbl1Xz0fa2sE2Qg2A4ZUkSZIkSdrlMsCoqLeNMA18pbGZf21opDKKSl2ahhjDK0mSJEmStNtMDEMaEgkKwOmdXfx6XR0zcrlSl6UhxPBKkiRJkiTtVmOjiALQkkgwPV/gl+vqeV97Z6nL0hBheCVJkiRJkna7cmB4FFGXTFIZx3xnQyNf29BEJnIOlt6a4ZUkSZIkSdojAmBCGFKfTBIBH2zv4NbaOqbkC6UuTYOY4ZUkSZIkSdqjxoch3UFAexBwaC7PbetqOamzq9RlaZAyvJIkSZIkSXtcVRxTFcfUJ5MMi2KuW7+By5uaScW2EWpThleSJEmSJKkkEvTuwqpLJgG4sLWdm2vXM7ZgG6HeYHglSZIkSZJKakIY0poI6AoC5mWz3LG2jmO6e0pdlgYJwytJkiRJklRyw6OYTBzTkEwwOoq4qW49n25uJbCNcJ9neCVJkiRJkgaFFDA2jKhNJkkCl7S08oP6BoaHYalLUwkZXkmSJEmSpEFlYhjSlAjIAid093DH2jrm9GRLXZZKxPBKkiRJkiQNOqOimATQmEgwMQz5aW09H21tB9sI9zmGV5IkSZIkaVBKA6Oj3jbCNPClpma+29BIVRSVujTtQYZXkiRJkiRpUJsYhmxIJCgAp3V28at1dczM5UpdlvYQwytJkiRJkjTojYkiCkBLIsH0fIFfrKvnzPaOUpelPcDwSpIkSZIkDQnlwPC+NsKKOObbG5r4ekMjZbYR7tUMryRJkiRJ0pAR0NtGuD6ZIALO7ejk1tp6puTzpS5Nu4nhlSRJkiRJGnLGhRFdAbQHAbNyeW5fW8e7OrtKXZZ2A8MrSZIkSZI0JFXHUBXH1CeT1MQx167fwFWNzaTiuNSlaRcyvJIkSZIkSUNWAhgfhtQlkwD8bVs7/1m7nnGFQmkL0y5jeCVJkiRJkoa8CWFIWyKgKwg4Kpvl9rV1HNvdU+qytAsYXkmSJEmSpL3CsCgmE8c0JBOMjiJuqlvPZ5pbCWwjHNIMryRJkiRJ0l4jBYwNI2qTSRLA51pa+WF9AyPCsNSlaYAMryRJkiRJ0l5nYhjSnAjIBnB8dw93rK3j8J5sqcvSABheSZIkSZKkvdLIKCYRQ2MiwYQw5L9q6/mb1jawjXBIMbySJEmSJEl7rTQwOuptI0wDf9/Uwr+v30BVFJW6NG0nwytJkiRJkrTXmxiGbEgkyAPv7urm12vrOCiXK3VZ2g6GV5IkSZIkaZ8wJooIgeZEgmmFAr9YV8/Z7R2lLkvbYHglSZIkSZL2GeXAiL42wvI45h83NPHNhkbKbCMctAyvJEmSJEnSPiWgt41wfTJBCHygo5Nf1NazXz5f6tK0FYZXkiRJkiRpnzQujOgJoC0IODiX57a1dZzS2VXqsrQZwytJkiRJkrTPqoqhJo6pSyapjmO+t34DX2hsJhXHpS5NfQyvJEmSJEnSPi0AJoQhdckkAB9ra+e/ausZXyiUtjABhleSJEmSJElAb4DVFgR0BQFHZHPcsbaOd3R1l7qsfZ7hlSRJkiRJUp9hcUxZHLM+mWBkFHFDfQOfbW4hYRthyRheSZIkSZIkbSRJ7zD32mSSBHBxSxs31jUwMgxLXdo+yfBKkiRJkiRpKyaGIS1BQE8Q8PaeHu5YW8cRPdlSl7XPMbySJEmSJEl6EyPimGQc05hIMD4M+UltPR9vbQPbCPcYwytJkiRJkqS3kAZGR71thGng6qYWvrd+A9VRVOrS9gmGV5IkSZIkSdthYhjSmEiQB07p6ua2tXUcnM2Vuqy9nuGVJEmSJEnSdhodRYRAcyLBfoUCv6it4/3tHbYR7kaGV5IkSZIkSTugHBjZ10ZYFsO3NjTxTxuaKLeNcLcwvJIkSZIkSRqAiWHI+mSCEDiro5NfrKtn/3y+1GXtdQyvJEmSJEmSBmhcGJEF2hIBB+Xz/HptHe/u7Cp1WXsVwytJkiRJkqSdUAnURDF1ySTVccy/r9/AFxubSDkHa5cwvJIkSZIkSdpJATAhDKlP9kYt57d1cEttPRMKhdIWthcwvJIkSZIkSdpFxocR7UFAZxBweDbHHWvrOK6ru9RlDWmGV5IkSZIkSbtQTRxTHsesTyYYEUX8sL6Bzze3kLCNcEAMryRJkiRJknaxJL3D3GuTSRLARS1t3FS3nlFhWOrShhzDK0mSJEmSpN1kYhjSEgT0BAHH9mS5Y20dR/X0lLqsIcXwSpIkSZIkaTcaEcck45gNyQTjwpD/rF3PBS1tYBvhdjG8kiRJkiRJ2s3SwJi+NsIUcGVzC9eu30BNGJW6tEHP8EqSJEmSJGkPmRiGNCYS5IF3dXVz+7paZmVzpS5rUDO8kiRJkiRJ2oNGRxER0JRIMKUQcmttHee2ddhG+CYMryRJkiRJkvawMmBU1NtGWBbD1xub+OeGRioi2wg3Z3glSZIkSZJUIhPDkPWJBCFwRmcXv1hXz/RcvtRlDSqGV5IkSZIkSSU0LorIAq2JBDPzeX69ro73dHSWuqxBw/BKkiRJkiSpxCqBYVFEXTJJZRzz/xoa+fKGJtLOwTK8kiRJkiRJGgwCYEIYUpfsjWvOa+/gp+vqmZQvlLawEjO8kiRJkiRJGkQmhBHtQUBHEDAnl+P2dXWc0NVd6rJKxvBKkiRJkiRpkKmJYyrjmPpkguFRxA/rG7i0qYXkPthGmCp1AZIkSZIkhXFAD5k3fsVv/Dkbp+khQ0zAnMRKxgUtpS5X2iMSwPgwojaZZGIY8qnWNg7PZvnC2DE0ppKlLm+PMbySJEmSJG0ijiFPcqPwKLNZsJTeImTKkqGH9Cah0xv3p3vv3+i+7r7b2b7b+R14ezo9qOWYxBKOSSxhfmIpk4PG3fhqSKU3MQxpCQLKgPk9We5YV8sXxo5hWfWwUpe2RxheSZIkSdIgF8UBWTYPjNJbCY82C5Y2v3+r920ZLPWQISrhlJkMecrIUU6O8iBPOTnKyJElzYp4MivjiawMJ/Lr8F0ATAnWc0ywhGMSSzk2sYSpwXqCoGTlS7vFiDgmD2xIJhgbRtxct55vjs+Uuqw9wvBKkiRJknZQPu7flZTeZPfQpu1uWwmXNg6d3qQ1bmuPk6N0b1ADot4QiXxfmNQbJJWRJ02BTFAgTUiKkCQhCSICYgLo+z3e6JEgJkHY/ytOUCBJgSR5UuTiFDnSZIM3dnC1x5VkSRP3hWnDaeeAoJZy8jRRw/J4MmvicayJx3FXdCIAE2ks7sw6JrGE6UGdYZb2CmlgzEZthPM7W0pd0h4xJMOr//iP/+CGG27Y6n2nn3463/ve94q37733Xm655RZWrVrFsGHDeO9738ull15KVVXVFh+7aNEibrjhBpYtW0Z5eTknnXQSV155JaNHj95i7TPPPMO1117Liy++SBAEHHvssVx99dVMnTp1i7XLly/nmmuu4ZlnniGXy3HEEUdwxRVXMHv27J14FSRJkiRBb4tbtn/30Ju2rW3lz5utzb5J6LS1YCmkdLNmUhSKYVJZMUzq/XOGAukgJE2BJBFJQgJiEn0h0htBEsQERH2/YhIUSBDGSfIkKZAiFyfJkSJLhmzQ+/p0UMGGeDh5kkDQ/0C73ls8Zis1PBPXFG/X0MkBwToqydLSF2bVMpp7o+O5NzoegHE0Mz+xlGMSSzg2sYQDg7WGWRrSJoYh65MJ9ovceTVoLV26lEwmw6c//ekt7ps5c2bxzzfddBPXXHMNBx98MOeffz7Lli3jlltu4S9/+Qs/+9nPyGTe+I983333ceWVVzJ16lTOO+88amtrueeee1i8eDF33XUXw4a90Uf65JNPcuGFFzJ8+HDe//73097ezn333ccTTzzBXXfdxZQpU4prV6xYwXnnnUcURZxxxhkEQcCCBQs477zz+PnPf87cuXN306skSZIklcb2DN7e6i6lre5g2nZr3Ma7ckqh2N62ya6kApm+nUnpoECKkBRRcVdSYrMgCXrzmt5dSQERCQpxsm9XUqIvTOrflfTGa9NEDdl4sxa/PRwmlVo7VfwlfuN9YCXdzApeo4pu2qjilXgy6xnJfdHbuS96OwCjaS2GWccklnBwsIZEMIifpLQV48KIkYXeVsK9XRDHQ++MxXe9610MHz6ce+65503XrF27lne/+93MmTOHW2+9lXQ6DcC1117LD3/4Q7761a9y/vnnA9DZ2clJJ53EsGHDuPfee6murgbgzjvv5Ctf+QoXXnghX/ziFwGIoojTTz+dxsZGFi5cyIQJEwB4/PHH+cQnPsG73/1urrvuumIdF154IU888QR33nkns2bNAmDZsmV86EMfYsaMGdx1110Deg2ef/55AObMmTOgjx8MCrdfSPKle/o2D0uSJGl3iGPIkdqutrXe8OjN7ktvFh5tuUtpIIO3d7Uk4RtBEjnKgnyxxS2zSZAUktwiTILelCboC5L6dyb1t7j1Bkl5kuT7g6TNwqQeysiRorgrSSVXTg8HBuuoCbroiCt5JZ5MD2WbrBlBO0cnXi7uzJoVvEbSMEtDQD4zkvxlL1FZWVnqUgZke7ONIbfzqqOjg7Vr1zJ//vy3XHf77bdTKBS46KKLisEVwGc+8xl+9rOfcccddxTDq/vvv5/W1lYuvfTSYnAFcO6553LzzTdz9913c9VVV5FMJnn88cdZuXIlF154YTG4Anj729/Occcdx29/+1uam5sZOXIkq1at4tFHH+W0004rBlcABx10EGeeeSa33XYbS5Ys2eQ+SZIk7dviGFqo5vV4LK/H42iIh9NN2aaDtd+i/S27lWCplLuStj54O7/JrqR036ykZDEu6g2T+l4RKO5RCvomKiUoxL2BUp5UX5iUJk9qk1lJLVTTE2/W4reP7UoS9FDOC/EBxf9OGXLMDlYynE46KWd5PJkWavhN9DZ+E70N6G1F7A2zendnHRasJBX4Q3epVIZceLV06VIADj744Ldct3jxYoAtQq6ysjKOOOII/vjHP9Le3k5NTU1x7THHHLPF48yfP5/bbruNV155hUMOOeQt1x5zzDH88Y9/5M9//jOnnHLKNtfedtttPPnkk4ZXkiRJ+5iuuIw18Rhej8cVQ6rX47GsjsexJh5LB7vnJ+hvNng709filtloV1J/ixubzEvqtbVdSb1hUu/Q7d5dScnNWtwytMVV5EhtGqbt6uDHIEnbkCPDi/H04u00eQ5hFSODDropY3k8mXaq+L/oKP4vOgqAKrqZl1jW12a4lLnBCjJBWKqnIO1zhlx49fLLLwPQ1NTEJz7xCV544QWgd+fTZZddxgEHHADA6tWrGTNmzFYHs0+ePBmAlStXMnfuXF5//XWArQ5b759ftXLlSg455JC3XNv/uKtWrQLYobWSJEnae+TjJLXx6GIg9UZINZY18Tg2MHybjzGWZqYEDYwIOkgSD3jw9hsnuPUO3s71hUntVNAQD6ew8VsCdyVpH5QnzVKmFf+tJilwMKsZFbTRQ4YV8STaqOb30eH8PjocgHKyHJV4pTgz64hgBeXBvjB5SCqNIRte/eQnP+Fd73oXH/zgB3n55Zd56KGHeOyxx7j11luZNWsWLS0tmwxO31hNTe/JFB0dHQA0NzeTyWQoLy/fYm1/G2H/2paWFoBNBrhvvra9vX2ba/tr6F8rSZKkoSOKAxoYvsXOqdfjsbwejaOW0ZsO0N6KGjqZGjQwPmimmm5SFIhI0E0ZTVEN6xjDX+IDieJd3PJnmCS9pZAUL7Nf8f+VBCEHsoYxQSt5UqyMJ9LEMB6LDuOx6DCgtxXxiGAFx/aFWUclXqEiyJXwWUh7lyEXXiWTSSZPnsx3vvOdTdrxFixYwNVXX82Xv/xl7rnnHgqFwianCW6s/3o2mwXYobX5fH6T61tbm8vldnjtQMRxTFdX14A/vtSSYSkPGJYkSXprrXHVG4HUZiHVmngsWd76ePIMOaYEG5hIIyODDtLkiQnIkqY1rqaOUayIJ/FSPG3PPCFJAxKRZDlTWB5PKV45gHWMC5opkGJVPJ4NjODJeBZPhrMghDQF5gYrijOz3pZ4maogW9Lnob1Xd3d3qUsYsDiOCYJtH3Ax5MKrr3/961u9fuaZZ3L77bezePFiXn31VcrLy4vh0eb6A6OKigqAHV4LbHX9zqwdiHw+z5IlSwb88aU2raODUaUuQpIk7bN64jRrNt81FY/ra/MbSztbjp/YWIKIiTQyOWhgVNBOOTkCYvKkaI8rqY9HsjYey6tMcreTtFdJ8CqTeDWe1Hc7Yn/qmBA0EZFgdTyOekbx5/hg/hwezA/Ds0gScliwsrgz622JlxkWDN3AQYPLUB9H9GabiTY25MKrt3LooYeyePFi1qxZw7Bhw960Ja//en/r3rBhw8hms+RyuS1etP52wY3X9j/GmDFjtnvttmoYiHQ6zYEHHjjgjy+15LLqbS+SJEkaoEKcoDYexet9Q9A3nz3VwMhtPsYYWpkSNDA2aKGSHhJEFEjSFZfTGA9jDeN4Mp4F8bZ/aixpb5XgNSbwWtx/Gn3MVOqZFDQSEbA2HltsA/5LeCA3hWeQIOLQ4LXizKz5iaWMCDpL+iw0dE2bNm2nNsaU0vLly7dr3ZAKrwqFAi+99BJxHHP44YdvcX9PTw/Qe6LgtGnTWLx4MT09PVvMslq7di2JRIL9998f6P0P/fTTT7NmzZriwPd+a9asAWD69OnFtf3X+6+92dr+3/uvv9XagQiCgMrK3XMSzZ5QSNo0KEmSBi6OYQPDWB2P79tBtWl737p4NNsaUlBNF1OCBiYEzdTQRYoCMQFdlNESV7OOsTwfTyeM/b5F0vYKeJ3xvB6P77sdM4kGpgQbAFjHaNbE43ghns4L4XT+MzydgIiDg9eLO7PmJ5YyOnA+srZPRUXFkM0GtqdlEIZYeBVFER/96EeprKzk8ccfJ7lR+BHHMc888wypVIpZs2Yxb948nnjiCZ566imOP/744rpsNsuzzz7LgQceWBywPm/ePO6++24WL168RXj1xBNPUFNTw4wZM4prARYvXswJJ5ywydonn3ySRCLB3Llzt1j7kY98ZIu1AEccccTOviySJEl7rba4YqM5U5u2962Jx9DNlgfubCxDnilBAxNpZETQQYYCQN/cqUpq49GsjCeyNN5/TzwdSfukgHWMZV08tnhlAo1MDdaTJKaOUayKJ7A03p+l4f7cEr4HgJnBmuLOrGMSSxgXtJbqCUglN6TCq0wmw0knncT//u//8qMf/YjPfvazxft+8pOfsGzZMs4++2yGDRvG+973Pm666Sauv/565s+fX2wHvPHGG+no6ODDH/5w8WNPOeUU/vmf/5mbb76Z0047jREjRgBw5513smrVKi688EISid5TXubPn8+kSZO47bbb+NCHPlQ80fDxxx/n0Ucf5d3vfjejRvVOcpo6dSpHHXUUDz30EBdccAFz5swBYNmyZSxYsIDDDjuM2bNn7/bXTZIkabDqidOsjcdsFEi9sXtqdTyOVt56zEBAxESamBxsYHTQRjlZEsTkSNEeV9AQj2SNc6ckDTJ1jKYuHl28PZZm9g/qSRGynpG8Gk/ilXgKr4RT+Hl4KgAHBOuKA+DnJ5YwKWgqVfnSHhfEcTykvoyvWbOGj3zkIzQ0NPCOd7yDQw45hBdeeIEnn3ySAw88kJ///OeMHNk7v+C73/0uP/7xj5kxYwYnnXQSy5cvZ9GiRRx11FH89Kc/3WS+1a9+9Su+8Y1vMHHiRN773vdSX1/Pgw8+yH777cdtt91WDLQAFi1axMUXX0xNTQ1nnHEGXV1dLFy4kOrqam6//XamTp1aXPvCCy9w/vnnEwQBZ5xxBslkkgULFlAoFLj11luLu7R21PPPPw9QDMSGosLtF5J86R4ColKXIkmSdpMwDqhjVG84FY3b4tS++u04vmUUbUwJGhgXtFDVN3cqJEFnXEZjPIy1jGUDw4lJ7IFnJEm732hamRbUkaFAA8NZEU/a4nPc1GB9766sYAnHJpYwJWhgOzuwtBfJZ0aSv+ylIds2uL3ZxpALrwDq6+u59tpr+f3vf09LSwvjxo3jtNNOKwZK/eI45pe//CW//OUvWb16NWPHjuXUU0/l85///FYHpT/wwAPcfPPNLF++nOHDh3P88cdz+eWXM27cuC3WPvbYY1x//fW89FLvP5K3ve1tXHHFFcWZWBt78cUXueaaa3j66adJp9PMmTOHyy67bKeCJ8MrSZI0GMQxNDJsk0Bq4/a+dfEY8tvY7F9JD1OD9YwPmhlOZ3HuVHdx7tRoauPRFIZW04Ak7TLDaeOAoI5ycjQxjOXx5C1m+k1iw0ZthkuZFtQZZu0DDK80qBleSZKkPaUjLt9iGPrGA9K7tjF3Kk2BycEGJrGBkUEHGfJATJYMbXEltfEo1jKWHsr2zBOSpCGuhg5mBLVUkKOZapbHk7cI+MfTxPy+NsNjE0uYEawzzNoL7SvhlT++kiRJ2sfl4iRri2HU2M1a+8bRzJY71jcWEDGeZqYEGxgdtFJBjgQROVJ0xBU0xMNZE49jFeMh9p2TJO2sdqp5Np5ZvF1FF4cGq6iih1aqeSWeTD2jWBi9g4XROwAYQ2sxzDomsYSDgjUkAveyaGgwvJIkSdrLRXFAPSOLgdTqqL+9r/d2HSO3OS9qBO3FuVPVdJMi7Js7VU5TXMNaxvLneCZx7NwpSdrTOqnkufjA4u0Kejg4eJ2aoIv2uJJX4ilsYDgPRMfwQHQMACNp5+iNwqxZwWqShlkapAyvJEmShrg4hhaqWb3ZMPT+9r618RhypN/yMcrJMjVoYGLQWJw7BQHdZGiJq6llNC/H+/FCfMCeeVKSpAHrprz383VfFpUhx+xgJcODTjriCpbHk2mmhv+NjuZ/o6MBqKGT+YmXi2HW7GAVqcARLxocDK8kSZKGgK64bLNgauMB6WPp4K1nXaQoMCloZBIbGBW0kyFPgpgsadriSuriUayNx/JKPGUPPSNJ0p6SI8OL8fRimJUmzyxWMSLooItylseTaaeKh6OjeDg6CoBqupiXWFYcAD83eJV0EJbwWWhfZnglSZI0COTjJOvi0ZvNm3ojpGpk+DYfYxzNTAkaGBO0UkGWJBF5knTEFWyIh7MmHsufONS5U5K0j8uTZgnTimFWigIH8xqjgg56yLAinkQbVfwuOoLfRUcAva2I8xKvFHdmHR6soCwolOw5aN9ieCVJkrQHRHFAA8M3CadWx+N4PerdOVXLaKJtzJ0aRidTg/WMD5o3mTvVFZfR3Dd36tn4QCLnTkmSdkCBFC+zfzHMShAyk9cZE7SSI82r8SSaqeGP0Rz+GPWeCpchx5HB8uJphkclXqE8yJfwWWhvZnglSZK0i7TGVbwej+2bPbXpzqk18RhyZN7y48vIMTVYz8SgieF0kiYPBPSQoTWupJYxvBJP6W39kCRpN4lI8gpTeSWeCvSeKjuDtYwLWsiRYlU8gUaG80R8KE+Eh3JdCGkKHB6sKO7MmpdYRlWQLfEz0d7C8EqSJGk7dceZvhP6tj57qp2qt/z4JCETg0Ym982dKiNHQEyeFG1xFfXxSNbGY1ju3ClJ0iASk2AFk1kRT+67EjGNWsYHTYQkWR2PZz0jeSo+mKfCg/lBeDYpChwWrOzbmbWUtyVepiboLunz0NBleCVJktSnECeojUdvcWJff0jVwMhtPsYYWpgSNDA2aKWKHhJEFEjSGZcX5049wSznTkmShrAEq5jIqnhi3+2Y/ahjYtBERMCaeBy1jObZeCbPhjO5KTyTBBGzg1XFnVnzEy8zPOgs6bPQ0GF4JUmS9hlxTHHu1MY7qFb3BVS18WhCkm/5GDV0FedO1dBFkpCIgB7KaIprWBeP4fn4AML4rR9HkqS9R8BqJrA6ntB3O2Yy65kcbAAC1sWjWcM4no8P4PnwAG4O/5qAiEOC1RyTWMqxiSXMTyxlVNBeyiehQczwSpIk7VXa4orNdk29sXNqTTyWHsre8uMz5JgSbGASjYwIOvrmTkEPGdriKmrjUayIJ/FSPG0PPBtJkoaigLWMY208rnhlIo1MCdaTIKaW0ayOx7MknsaScBq3hO8B4KDg9Y12Zi1lXNBaqiegQcbwSpIkDSk9cbq4a2rNVtr7Wql+y49PEDGRRiYHGxgVtFFOjgQxOVK0x5Wsj0ewJh7Hq0wqnrokSZJ2Ti2jqY1HF2+PpYn9g/UkCVnPKFbGE1kWT2VZOJVbw3cDcECwrnia4fzEUiYGTaUqXyVmeCVJkgaNMA7Ik2IDw3k9GrvV9r712zF3ajStTAkaGBe0UEkPyY3mTjXGNaxlHE/Ghzh3SpKkEmlgFA3xqOLt0bQwLagnTYEGRvBqPJFX40m8Gk7iV+HJAOwX1Bd3Zh0TLGFqYkOpytceZnglSdI+JIoDcqT6fqXJkyIfp7ZyLUm27885UsV1W7+W6ruWfotrWz5eLn7jdv+1bc2b6ldNF1OCBib0zZ1KUSAmoJsymuMa1jGaF+Lpzp2SJGmIaGQEjfGI4u0RtHFAUEeGPI0MY0U8mdXxeFaH47kjfCcAk2ngmMTSYqC1f1BP4M+l9kqGV5Ik7UIbh0PF8CZObeVacpOwKLdZOLTptdRG19Jvci251Y/Nke77e5PkSG93OFRqGfJMDjYwkUZGBh1kyAMxWdK0xVWsi0ezKp7A0nj/UpcqSZJ2gxaG8XQ8rHh7GB0cENRSSZYmalgeT2YtY7k7Gsvd0QkATKCR+cUwaykzgnWGWXsJwytJ0pCyeTjUv4Nny2ub7STa6rXkFh+7o2HTG9eGVjjUL0OeNAXSFMj0/V4W5ElRIE1ImpBU369k0Pt7gpgEEUkiAuK+X0Df78FGg6Li4u/9KxNEBIQERHGCiAQhASEJCqQI4wR5kuRJUxuPYiUTnTslSZJoo5pn45nF29V0MSNYRRU9tFDNK/EU6hjNgug4FkTHATCGlk12Zs0M1pII/MZiKDK8kiRtoj8c2ry9a+PdOxsHQRu3hm15LbnRxw788fofqzdSGVpfunpDoU0DokxQIE2+GAz1Rl4hqSAkSUSyGBD1Rz39gdCm4VBAvMW9cV8YFBMQbhQOFUgSkaAQJynQ+ytHikLwRvteDxnaqCQXp4lIbPlk/F5PkiQNEh1U8pf4wOLtSrqZFayimh7aqOKVeDIbGMH90bHcHx0LwEjamd+3K+uYxBJmBasNs4aIofUOQJL2Qt1xhiZq6I7LigFNjvQmYc7Wrr0RDm22G6gY+qS3GQ5tbQ7RUAyHNg6I3giHen+lNtk5FPVNVYrojXU2DYc2DoU2Fm8SDgVEBL2PEAfFR8uTICRBuJVwqL99L0uadirJx737l2Czfeyl+N7J79ckSdJeoIsKntsozCojy+xgJcODTtrjCpbHU2imhoei+TwUzQdgGJ0btRku4dDgNVJBVKqnoLcwtN6hSNIg1xOnaaaG5ria5riGJmo2/T2u2eL+HspKXfZbSm3UTpamQBl50kFIpm+8du/OoQIpIpJB3w6izcIhgMQm8c+WNm5Ai7bYOZSk0BcOFeIkIcli0JfvC4fy9M6L6qCCXJw2HJIkSdqHZSnjxXh68XuxDDlmsYoRQQddlPNKPJk2qvhtNI/fRvOA3lbEtyWWFcOsOcFK0kFYwmehfoZXkvQmcnGSFnoDp/7QaWvh08ahVBflA/q70hSopOctdw6lKZAMelvKelvL+ncNbTxN6I3Wso31X4m2snMoItEXDCU32TlUbNMLkpucCtdJOfk4RYEkhkOSJEkaCnJkWMK04veOKQoczGuMCtrppowV8WTaqWRRdASLoiMAqKSHecUwaylzgxWUBYWSPYd9meGVpH1CPk7SQlUxcGrZPJDabJdUS1xNO5UD+ruShIyknVFBO8PppCroppxcX7taTAyEJMiRoidO0xVX0EIV7VSRJU0X5eQMhyRJkqTdpkCKl9m/+L1ugpCZrGZM0EaWDCviSbRSzR+iufwhmgtAGTmOTLzCMUFvq+FRiVcoD/IlfBb7DsMrSUNOGAe0Ur1Z+FS9yS6oFjYNp9qoGtDflSBiJO2M7AuiqoNuKsgVdz8FxIQkyJOiO87QRTmtcRUt1LAynkielOGPJEmSNMhFJHmF/Xil73v3gIgZrGFc0EqOFCvjCTQxnD9Fs/kTsyHsPbX58GBFsc1wXuIVKoNsaZ/IXsrwSlJJRXFAG5Vb7ILq/XP1Vq7V0EoV8dZOQtuGgIgRdBaDqJqgi4q+0eWJvoQpIug9dS3O0Ek5HXEFzdTwejyO5WQMoiRJkqR9QEyCFUxhRTyl70rEdNYxPmimQJLX4vE0MJLF8SEsDg/h+vD9pCgwJ1hZDLPellhGTdBd0uextzC8krTLxDG0UdkXNG19JtQbQVR1MZCKBhBEQe/pIKOCdkbQTk3QTQVZMhT6BoTHxCTIkyQbZ+iijPa4kmZqWBeP5lUmGURJkiRJ2k4JVjKJlfGkvtsx+1HLpKCJkASvx+OoYzTPxDN5JpzJjeGZJIg4rBhmLeXoxFKGB10lfRZDleGVpK2KY+ikvBhAbRw+tWzWole8TjWFAX5aqaGLkUE7I7cIokISxEQEFEjSE6fpppz2uILWoIb18QhWMR7irZ1fJ0mSJEm7Q8BqJrI6nth3O2YK65kcbCAmYG08hrWM5bl4Bs+FM/hx+D4CImYFq4s7s45JLGVk0FHSZzFUGF5J+4A4hm7KioFT82bteBsPKt/4/hzpAf19VXQzgg5GBu0Mo4vKIEsZ+S2CqFycoosyOuIKWoLeelYzbvuDKHdOSZIkSRoUAtYwjjXxuL7bMRPYwH5BAwExtYxmdTyel+JpvBRO47/C9wJwcLCaYxK9A+DnJ5YwNmgr3VMYxAyvpCGoJ05vPXzq2wW1tXAqS2ZAf1cZOUbTxsignRq6qAp6KCNPkogEETEBBRLkSNMd9wdRvS2B6+LRvbOptidkMoiSJEmStNcIqGMMdfGY4pXxNDI1aCBJRD0jWRVP5OV4P14O9+Nn4bsBmBGsLe7MOjaxhPFBS4nqH1wMr6QSy8YpWvpPztt499NWwqn+E/W6KR/Q35Uhz6i+IGpYMYjKkdooiApJkCXdO7A8Lqc16K2tLh7VO5vKIEqSJEmSdlg9o6mPRxdvj6GF/YM60oQ0MJIV8SRWxJNZEU7ml+EpAEwL6jZqM1zC5KCxVOWXlOGVtAvl4yQtVG1jUPnGgVQ1HVQO6O9KU2AE7YwK2hlGJ9VBD+XkSBKSJCYGIhLk+k7O64jLaaGaFmpYFk8lJGkQJUmSJEklsoERbIhHFG+PpI3pQR0Z8jQynBXxJFbFE1gVTuC28CQAJtNQ3JV1bGIJE8mXqPo9y/BKehNhHNCy0Yl5m5+St0ko1fd7O1UD+ruShIzsmxE1nA6qgx4qyJLsmxEFEJIg3xdEdcbltFFJCzWsiCf1Dkk3ZJIkSZKkIauZYTTHw4q3h9POAUEt5eRpoobl8WTWMpa7o7HcHf0VAFcE/83/V6qC9yDDK+0TojiglariiXhvNqh84/tbqeqd17SDAqJiEDWCDqr6gqg0BRLEBMTFICobZ+ikjLa4imZqeC0eT44pBlGSJEmStI9rpYZn4pri7Ro6OSBYRyVZWqlmVTyB9nDfiHX2jWepvUocQxuVb9qat7VwqoXq3nlNAzCcDkb1BVHVQTeVZElRIEUIQETQF0Sl6aSc9riSZmpYE49lBZMNoiRJkiRJO62dKv4SzyzerqKbB5MncXkJa9pTDK9UUnEMHVRsMgNqe07RC0kO6O+robMYRNUEXVQWd0RFJIiJCCiQoidO002G9ri3Na8uHslKJkAc7OJXQJIkSZKkHddJBakBbtIYagyvVBIvrmvlcy++m7XZs8gP8J9hNV2MDDoYQTs1dFMV9JChQKJvTlRMQIEk2ThNF2W0xxW0BDVsiIfzGuMNoiRJkiRJGgIMr1QSrzd1syr7Ru9uBT2Mop2RQQc1dFEV9FBGjiQRvX13vUFULk7TRYaOuILWoHdw+uuMBQJPzpMkSZIkaS9keKWSeM9hEzj7wASNK56lvS+IaoprWBeP7h2SbhAlSZIkSZIwvFIJhRVjeTSeSwQGUZIkSZIkaav2jclekiRJkiRJGpIMryRJkiRJkjRoGV5JkiRJkiRp0DK8kiRJkiRJ0qBleCVJkiRJkqRBy/BKkiRJkiRJg5bhlSRJkiRJkgYtwytJkiRJkiQNWoZXkiRJkiRJGrQMryRJkiRJkjRoGV5JkiRJkiRp0DK8kiRJkiRJ0qBleCVJkiRJkqRBy/BKkiRJkiRJg5bhlSRJkiRJkgYtwytJkiRJkiQNWoZXkiRJkiRJGrQMryRJkiRJkjRoGV5JkiRJkiRp0DK8kiRJkiRJ0qBleCVJkiRJkqRBy/BKkiRJkiRJg5bhlSRJkiRJkgYtwytJkiRJkiQNWoZXkiRJkiRJGrQMryRJkiRJkjRoGV5JkiRJkiRp0DK8kiRJkiRJ0qBleCVJkiRJkqRBy/BKkiRJkiRJg5bhlSRJkiRJkgYtwytJkiRJkiQNWoZXkiRJkiRJGrQMryRJkiRJkjRoGV5JkiRJkiRp0DK8kiRJkiRJ0qBleCVJkiRJkqRBy/BKkiRJkiRJg5bhlSRJkiRJkgYtwytJkiRJkiQNWoZXe0ChUOCWW27h9NNPZ+7cuZx88sn84Ac/IJ/Pl7o0SZIkSZKkQc3wag/41re+xXe+8x1GjBjBxz/+ccaPH891113HlVdeWerSJEmSJEmSBrVUqQvY2z399NPcdtttnHbaaVx77bUEQUAcx/z93/899957L4888ggnnXRSqcuUJEmSJEkalNx5tZv94he/AODzn/88QRAAEAQBV1xxBUEQcMcdd5SyPEmSJEmSpEHN8Go3e+qppxg5ciQHHXTQJtfHjx/PtGnTWLx4cYkqkyRJkiRJGvwMr3ajXC5HXV0d++2331bvnzx5Mm1tbTQ1Ne3hyiRJkiRJkoYGZ17tRi0tLQDU1NRs9f7+6+3t7YwaNWqHHjufzxPHMc8999xO1VhKHzgA3jtlTKnLkCRJkiRpSEoEAa+88kpxTNFQk8/nt6t2w6vdqFAoAJDJZLZ6f//1bDa7w4+98fysoSoxhGuXJEmSJKnUggASiaHbVBcEgeFVqZWXlwO9SeLW5HI5ACoqKnb4sY888siBFyZJkiRJkjREDN14bgiorq4mkUjQ0dGx1fvb29uBN28rlCRJkiRJ2tcZXu1GmUyGSZMmsWbNmq3ev2bNGkaNGsWIESP2bGGSJEmSJElDhOHVbjZv3jwaGhpYuXLlJtfr6+tZtWoVhx9+eIkqkyRJkiRJGvwMr3azs88+G4Dvfe97RFEEQBzHXHPNNQB8+MMfLlVpkiRJkiRJg14Qx3Fc6iL2dpdffjkPPPAAc+fO5ZhjjuGZZ57hqaee4rTTTuPaa68d0icGSpIkSZIk7U6GV3tAPp/nRz/6Effccw/19fVMmjSJM888k0996lNkMplSlydJkiRJkjRoGV5JkiRJkiRp0HLmlSRJkiRJkgYtwytJkiRJkiQNWoZXkiRJkiRJGrQMryRJkiRJkjRoGV6pZOrr65k3bx633HJLqUuRSqahoYGvfe1rnHjiiRx22GEcd9xxXHXVVbz++uulLk3a45qbm/mnf/onTjnlFObOncvpp5/Oj3/8YwqFQqlLk0ruX//1Xzn44IN54oknSl2KVBL/8R//wcEHH7zVX5dffnmpy5P2uAULFnDuuedy+OGHc/zxx3PppZeycuXKUpe126RKXYD2TZ2dnVxyySV0dHSUuhSpZBoaGvjgBz9IbW0txx13HKeffjorV67kvvvu4w9/+AO33XYb06ZNK3WZ0h7R0dHBRz/6UV599VVOOukkTj31VJ5++mm++93v8uc//5kbbriBIAhKXaZUEs899xw//elPS12GVFJLly4lk8nw6U9/eov7Zs6cWYKKpNL53ve+x4033si0adP46Ec/Sn19Pf/zP//Dn/70J+6++26mTJlS6hJ3OcMr7XFr167lkksu4cUXXyx1KVJJff/736e2tpa///u/5xOf+ETx+n//93/zhS98gX/5l3/hxhtv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the effort required for each method, as described, it's important to note that while the **'Email' method requires the least effort**, it results in the **most significant cumulative revenue**. On the other hand, the **'Email + Call'** method, despite requiring **more effort than email** alone, **shows the potential for increased average revenue per week**, especially in the critical phase when other methods begin to plateau.\n\nThe **'Call'** method, requiring the most effort, **shows the least revenue performance** both **cumulatively and on average**, raising questions about its efficiency.","metadata":{},"cell_type":"markdown","id":"fc5e2bc1-1cc5-48e0-9e78-00ee04466f61"},{"source":"## Based on the data, which method would you recommend we continue to use?\n_Some of these methods take more time from the team so they may not be the best for us\nto use if the results are similar._","metadata":{},"cell_type":"markdown","id":"dcbdc436-da48-4df2-904f-84b5df07de2b"},{"source":"Based on the established hypotheses that different sales methods draw sales to customers that prefere differently priced items, the data reflected in the area chart below:\n\nParticularly for **Expensive price Category** items, the **'Email + Call' method is excelling**. If the **goal is to maximize revenue from high-ticket items**, this method is performing well + **shows the potential for increased average revenue** per week.\n\nIn the realm of **moderately priced goods**, the **'Email' approach outperforms others**, however **the trend suggests that the 'Email' method's growth in revenue decelerates** towards the fifth and sixth weeks.\n\nWhereas the 'Call' method, prevails primarily within the **Cheap Price Category** product range.","metadata":{},"cell_type":"markdown","id":"0234c1bc-f378-4bef-b3c6-13e46a923892"},{"source":"weekly_revenue = product_sales_imputed.groupby(['week', 'average_price_category', 'sales_method'])['revenue'].sum()\npivot_data = weekly_revenue.unstack(level=['average_price_category', 'sales_method']).fillna(0)\n\nplt.figure(figsize=(12, 7))\nsns.set_context('notebook')\npivot_data.plot(kind='area', stacked=True, figsize=(12, 7))\nplt.title('Weekly Revenue by Average Price Category and Sales Method', fontweight='bold', fontsize='x-large')\nplt.xlabel('Week', fontweight='bold', fontsize='large')\nplt.ylabel('Revenue', fontweight='bold', fontsize='large')\nplt.legend(title='Avg price Category and Sales Method', bbox_to_anchor=(1.05, 1), loc='upper left')\nplt.tight_layout()\nplt.text(4.5, 200000, 'Expensive price Category,\\nSales Method: Email + Call', verticalalignment='center', horizontalalignment='center', fontsize=15, color='black', fontweight='bold')\nplt.text(4.5, 90000, 'Moderate price Category,\\nSales Method: Email', verticalalignment='center', horizontalalignment='center', fontsize=15, color='white', fontweight='bold')\nplt.text(4.5, 30000, 'Cheap price Category,\\nSales Method: Call', verticalalignment='center', horizontalalignment='center', fontsize=15, color='white', fontweight='bold')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":1027,"lastExecutedAt":1712391677069,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"weekly_revenue = product_sales_imputed.groupby(['week', 'average_price_category', 'sales_method'])['revenue'].sum()\npivot_data = weekly_revenue.unstack(level=['average_price_category', 'sales_method']).fillna(0)\n\nplt.figure(figsize=(12, 7))\nsns.set_context('notebook')\npivot_data.plot(kind='area', stacked=True, figsize=(12, 7))\nplt.title('Weekly Revenue by Average Price Category and Sales Method', fontweight='bold', fontsize='x-large')\nplt.xlabel('Week', fontweight='bold', fontsize='large')\nplt.ylabel('Revenue', fontweight='bold', fontsize='large')\nplt.legend(title='Avg price Category and Sales Method', bbox_to_anchor=(1.05, 1), loc='upper left')\nplt.tight_layout()\nplt.text(4.5, 200000, 'Expensive price Category,\\nSales Method: Email + Call', verticalalignment='center', horizontalalignment='center', fontsize=15, color='black', fontweight='bold')\nplt.text(4.5, 90000, 'Moderate price Category,\\nSales Method: Email', verticalalignment='center', horizontalalignment='center', fontsize=15, color='white', fontweight='bold')\nplt.text(4.5, 30000, 'Cheap price Category,\\nSales Method: Call', verticalalignment='center', horizontalalignment='center', fontsize=15, color='white', fontweight='bold')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"2d20bec3-e05c-4224-a166-3b9fa8a93529","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x700 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x700 with 1 Axes>","image/png":"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"},"metadata":{}}],"execution_count":44},{"source":"The **'Email'** method contributes to **more than half of the total revenue**, which is a significant share. Considering its low time investment, this method offers **the best revenue-to-effort ratio** during the past 6 weeks period. Meanwhile, the **'Email + Call'** method that tops the expensive price segment secures **upwards of 30% of the total revenue**, with the **'Call'** method, which reigns within the lower-priced category, **contributing 16.5%**.","metadata":{},"cell_type":"markdown","id":"d3445187-e491-467b-a516-a020f945ceb6"},{"source":"total_revenue = product_sales_imputed.groupby(['average_price_category', 'sales_method'])['revenue'].sum()\n\ntotal_revenue_percentage = total_revenue / total_revenue.sum() * 100\ntotal_revenue_df = total_revenue_percentage.reset_index()\ntotal_revenue_df.columns = ['Average Price Category', 'Sales Method', 'Percentage of Total Revenue']\n\n# Creaing the bar plot\nplt.figure(figsize=(10, 6))\nsns.set_context('notebook')\nax = sns.barplot(\n    data=total_revenue_df,\n    x='Sales Method',\n    y='Percentage of Total Revenue',\n    hue='Average Price Category'\n)\n\n# Adding the text annotations on top of the bars\nfor p in ax.patches:\n    if p.get_height() > 0.01:\n        ax.annotate(f'{p.get_height():.1f}%', \n                (p.get_x() + p.get_width() / 2., p.get_height()),\n                ha = 'center', va = 'center', \n                xytext = (0, 9), \n                textcoords = 'offset points')\n\nplt.title('Percentage of Total Revenue by Average Price Category and Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.xlabel('Sales Method', fontweight='bold', fontsize='large')\nplt.ylabel('Percentage of Total Revenue', fontweight='bold', fontsize='large')\nplt.legend(title='Average Price Category')\nplt.tight_layout()\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":617,"lastExecutedAt":1712391677686,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"total_revenue = product_sales_imputed.groupby(['average_price_category', 'sales_method'])['revenue'].sum()\n\ntotal_revenue_percentage = total_revenue / total_revenue.sum() * 100\ntotal_revenue_df = total_revenue_percentage.reset_index()\ntotal_revenue_df.columns = ['Average Price Category', 'Sales Method', 'Percentage of Total Revenue']\n\n# Creaing the bar plot\nplt.figure(figsize=(10, 6))\nsns.set_context('notebook')\nax = sns.barplot(\n    data=total_revenue_df,\n    x='Sales Method',\n    y='Percentage of Total Revenue',\n    hue='Average Price Category'\n)\n\n# Adding the text annotations on top of the bars\nfor p in ax.patches:\n    if p.get_height() > 0.01:\n        ax.annotate(f'{p.get_height():.1f}%', \n                (p.get_x() + p.get_width() / 2., p.get_height()),\n                ha = 'center', va = 'center', \n                xytext = (0, 9), \n                textcoords = 'offset points')\n\nplt.title('Percentage of Total Revenue by Average Price Category and Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.xlabel('Sales Method', fontweight='bold', fontsize='large')\nplt.ylabel('Percentage of Total Revenue', fontweight='bold', fontsize='large')\nplt.legend(title='Average Price Category')\nplt.tight_layout()\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"90e00f28-d8e9-426d-8277-5e19045a3702","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}],"execution_count":45},{"source":"sns.set_context('notebook')\nsns.countplot(x='week', data=product_sales_imputed, hue='sales_method')","metadata":{"executionCancelledAt":null,"executionTime":469,"lastExecutedAt":1712391678155,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_context('notebook')\nsns.countplot(x='week', data=product_sales_imputed, hue='sales_method')","collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"8ca55881-c92d-46d2-9e1e-4a7c93e28c4c","outputs":[{"output_type":"execute_result","data":{"text/plain":"<AxesSubplot: xlabel='week', ylabel='count'>"},"metadata":{},"execution_count":46},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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LeO9e/dWcHBwka8ePXpYxnNycjR58mS1adNGYWFheu2113TxYtFTWbt371bnzp3VtGlTdejQQVu3br1n2wcAAByL3SdkjxgxQufOndOcOXPk6+urNWvWqE+fPvrwww9Vv359HT16VJMmTdJTTz1leY6rq6vl+0mTJikxMVELFiyQm5ubJk6cqJiYGK1du1aSdPLkSQ0YMEC9e/dWfHy8/v3vfys2NlbVq1dXmzZt7vn2AgCA8s2u4ejMmTP6+uuvtX79ejVv3lySNH78eH355ZfasmWLunfvrgsXLqhp06Yl3rk4LS1Nmzdv1uLFi9WiRQtJ0pw5c9ShQwd98803CgsL0+rVqxUcHKzhw4dLkoKCgnT48GEtX76ccAQAAIqx62k1Hx8fLV26tMiscZPJJJPJpMzMTB09elQmk0mBgYElPv/AgQOSpNatW1uWBQYGyt/fX/v375ckJSYmFgtBrVu31oEDB7goFgAAKMau4ahKlSp64okn5ObmZlm2fft2nTlzRm3bttWxY8dUuXJlTZkyRe3atVOHDh00b948y8Ws0tLS5OPjI3d39yJ1/fz8lJqaKklKTU1VQEBAsfGsrCxdunSpjLcQAAA4GrvPOTI6ePCgXn/9dT3zzDOKjIzU2LFjlZOTo9DQUPXu3VtHjhzRrFmz9PPPP2vWrFnKysoqEqwKubu7KycnR9KNax78dp3Cx3dzxVCz2axr166VOGYymSw3CCwLWVlZHPUCUOHk5OSooKBA+fn53EgVJcrPz1dBQYGysrJUUFBQbNxsNt/03nRG5SYc7dq1SyNHjlR4eLgSEhIkSVOmTNHo0aMtl1F/+OGH5erqquHDhys2NlYeHh4lBpycnBxLOHF3dy+2TuHjuwkweXl5OnLkSIljnp6eCgkJsbr27aSkpCgrK6vM6gNAeeXi4mL549eocEqGPZjNZv5gLSdycnJ0/fp1nTp16qbrlHRQ5bfKRThau3atpk+frg4dOuivf/2rpXEXF5di95dp2LChpP+eLrt8+bJyc3OLbGx6err8/f0l3bjXTHp6epEa6enp8vLyUuXKla3u2dXVVQ0aNChxrKz/gQYGBvIPEUCFk5OTo59//lnu7u7Frn7sZJJMTs526ctckK8CK/+XfP36df3tb3/Txx9/rJSUFLm7u6tx48bq16+fWrVqVaoaCxcu1ObNm7Vr1y5JUkhIiKZPn67o6GjrmnJwLi4uqlu3brEpN5J04sSJ0tWwdVN3av369Zo6dap69OihcePGFQkWPXr0UJ06dfTGG29YliUlJcnV1VX16tVTzZo1VVBQoAMHDlgmXaekpCgtLU0RERGSpBYtWmjfvn1FXnPPnj0KDw+XkxX3wilkMpnk5eVl9fPvRlmesgOA8srJyUlOTk5ydnaWs3PxIHR+0xjlnb/5EYOy4Fqjvmp0nilrYllOTo569+6tX375RTExMQoLC1N2drY2btyoPn36aNasWXr++edvW8fJyUkmk6nIPincTxWNs7OznJyc5OnpWeLtQ0p78MKu4SglJUUzZszQ008/rQEDBuj8+fOWMQ8PD7Vv314zZsxQaGioHn/8cSUlJWnWrFnq06ePKlWqpEqVKqljx46Ki4vTjBkz5OnpqYkTJ6ply5Zq1qyZpBsBKzo6WgkJCYqOjtbnn3+uf/3rX1q+fLmdthoAUBbyzp9SXmrJ0x3Ko/nz5+vo0aP6xz/+oVq1almWjxs3TleuXNG0adMUFRUlb29vO3ZZMdk1HG3fvl15eXnauXOndu7cWWQsOjpaM2fOlMlk0po1azRjxgzVrFlTvXr1Uv/+/S3rTZ06VTNmzNCrr74qSWrXrp3i4uIs4w0bNtSiRYsUHx+v1atXq06dOoqPj+caRwAAu8nLy9PGjRvVuXPnIsGo0LBhw/TKK6/Iw8NDx44d0+zZs3Xw4EFlZWXJ399f3bp105///Gc7dF4x2DUcDRw4UAMHDrzlOt26dVO3bt1uOu7l5aVp06Zp2rRpN12nXbt2ateundV9AgBgS2fPntXly5cVHh5e4ri/v7/8/f2VlZWlP//5z3rsscf03nvvydnZWRs2bNBf//pXtWnTRo0bN77HnVcMdr+3GgAAFU1GRoYkFfvQ0W9lZWWpZ8+emjBhgoKCglSvXj3FxMRIko4ePVrmfVZUdp+QDQBARVO9enVJN26+frv1unbtqn/84x86fPiw/vOf/yg5OVmSSryOD2yDI0cAANxjDz74oGrUqKGDBw+WOH7y5En9+c9/1oEDB/TCCy9ow4YN8vf3V9euXfXhhx/e424rHo4cAQBwjzk5Oemll17SmjVr1KdPn2KTspcvX66kpCTt27dPly9f1vbt2+Xq6irpv6fTuN5d2SEcAQBgBwMHDtSXX36prl276i9/+YvCw8N1+fJl/e1vf9PmzZs1d+5cmc1mZWVl6V//+peaN2+uU6dOWa79dze3wMKtEY4AAPcF1xr1Heo1PT09tXbtWq1cuVLLli3Tzz//LA8PD4WEhGjNmjVq0aKFzGazfvjhB82cOVNXrlxR7dq19fLLL+uTTz5RUlKSXnnlFRtuDQqZzByXu2NJSUmSpCZNmtxyvW7z/qHkny7a7HUb1a6udcM62aweADiS7OxspaSkKDAwsNjVj80F+Xa9fYi9XhtF3eo9IpX+9zcTsgEADs+e4YRgdP8hHAEAABgQjgAAAAwIRwAAAAaEIwAAAAPCEQAAgAHhCAAAwIBwBAAAYEA4AgAAMCAcAQAAGBCOAAAOL78g36Feu0ePHgoODr7p18WLtrv1VEmvPWbMGEnSpk2bFBwcXCavc/bsWU2cOFFRUVFq0qSJoqKiNHXqVJ07d+6O6kRFRWnBggWSyrZfI248CwBweM5Ozpq8fbJOXzp9T1+3nk89TWw/0arnPvvssxo3blyJYz4+PnfT1i0tWLBAzs5le8uTAwcOaMCAAYqIiNAbb7yh2rVr68yZM5o9e7ZeeeUVrV+/Xn5+fmXaw90gHAEA7gunL53WsXPH7N1GqXl4eKhmzZr3/HWrVatm1fN69Oihli1baujQobdcLzc3V6+99ppat26tBQsWyGQySZLq1KmjRx99VM8884wWLlyoKVOmWNXHvUA4AgCgnIqKitL//u//KjExUXv37pWvr6/Gjh0rSYqPj1daWpqaN2+uWbNmydfXV5K0a9cuLVmyRMePH1d+fr4aNmyo4cOHq23btpJuhJzatWtr5syZZdLzZ599pl9++UVvv/22JRgVqlq1qpYtW1YkFG7YsEHvvvuuzpw5IycnJ4WEhOj1119XkyZNyqS/0mDOEQAA5diiRYv03HPPacuWLWrUqJFiY2O1ePFixcfHa/HixUpKStKyZcskSd9//72GDh2qjh07asuWLfrggw9UvXp1xcbGKjc39570+/3338vLy0uNGjUqcTw0NFS1atWSJO3cuVNTpkxR3759tW3bNq1atUo5OTmKi4u7J73eDEeOAACwgy1btmj79u3Flj/11FOKj4+3PI6MjNSLL74oSfrDH/6gTz75RMOHD1doaKgk6Xe/+52OHz8uSXJ2dtb48ePVtWtXy/N79uypfv366cKFC5ZQUlp9+/bVgQMHJEnZ2dn65ptvtHLlSknSgAEDNHDgwGLPycjIUOXKlYsdNSpJtWrVNH36dL3wwguSpNq1a+ull16y+yk3whEAAHYQFRWlkSNHFlvu5eVV5PFDDz1k+d7T01OSVLduXcsyDw8PXbhwQZLUuHFjVa1aVUuXLtWpU6d05swZJScnS5Ly8+/8U3XTp09Xdna2JGnkyJFq2rSpevToIenGKbKS+Pj4KCMjQ2az+bYBKSIiQidPntRbb71l6ffo0aMqKCi4415tidNqAADYgbe3tx566KFiX7+dpO3iUvw4xs1Cx759+9S+fXslJSWpUaNGevXVV4schbpT/v7+lr48PDxUtWpVy+ObTewODw9Xdna2Dh8+XOL4smXLNHHijU/4bdmyRS+88ILOnj2r8PBwjR492nKZAXviyBEAAPeJlStXqlWrVpbrAknSmjVrJElms/me9NCmTRvVqVNHb7/9dpFPq0nShQsXtGrVKj355JOSpKVLl+qll17S5MmTLet88sknln5Lc2quLBCOAACwg+zs7JteELFq1apyc3O745q1atXSrl27lJiYqICAAO3du1fz58+XpLuekF0Ysm7Hzc1N06dP18CBAzVkyBD17t1bAQEBOnr0qObOnStvb28NHz7c0u/Bgwf1ww8/qHLlyvr000+1du1aS7/u7u531bO1CEcAgPtCPZ96DvWa27Zt07Zt20ocmz9/vjp06HDHNWNiYnT+/HnLROkGDRpoxowZGjVqlJKSkhQUFGR1v3eidevWeu+997R06VK99tprunTpkvz9/fXkk09q4MCBlssOjB8/XhMmTFD37t3l5uamRo0aadasWRo+fLiSkpLUokWLe9Lvb5nM9+o4230kKSlJkm57DYZu8/6h5J9sdwn4RrWra92wTjarBwCOJDs7WykpKQoMDJSHh0eRsfyCfDk7le1Vn2/Gnq+Nom71HpFK//ubCdkAAIdnz3BCMLr/EI4AAAAMCEcAAAAGhCMAAAADwhEAAIAB4QgA4FD4kDVuxlbvDcIRAMAhuLq6SpKuXbtm505QXhW+NwrfK9biIpAAAIfg7OysatWqKT09XdKNG7Ta6/YSKF/MZrOuXbum9PR0VatWTc7Od3d5BcIRAMBhBAQESJIlIAFG1apVs7xH7gbhCADgMEwmk2rVqiU/Pz/l5eXZux2UI66urnd9xKgQ4QgA4HCcnZ1t9osQ+C0mZAMAABgQjgAAAAwIRwAAAAaEIwAAAAPCEQAAgAHhCAAAwIBwBAAAYEA4AgAAMCAcAQAAGBCOAAAADAhHAAAABnYPR5cvX9aECRPUrl07hYeH65VXXlFiYqJlfPfu3ercubOaNm2qDh06aOvWrUWen5OTo8mTJ6tNmzYKCwvTa6+9posXLxZZ53Y1AAAACtk9HI0YMULffPON5syZo40bN6px48bq06ePTp06pZMnT2rAgAFq27atNm3apJdfflmxsbHavXu35fmTJk3SV199pQULFmj16tU6deqUYmJiLOOlqQEAAFDIxZ4vfubMGX399ddav369mjdvLkkaP368vvzyS23ZskUXLlxQcHCwhg8fLkkKCgrS4cOHtXz5crVp00ZpaWnavHmzFi9erBYtWkiS5syZow4dOuibb75RWFiYVq9efcsaAAAARnY9cuTj46OlS5eqSZMmlmUmk0kmk0mZmZlKTEwsFmBat26tAwcOyGw268CBA5ZlhQIDA+Xv76/9+/dL0m1rAAAAGNn1yFGVKlX0xBNPFFm2fft2nTlzRmPHjtWHH36ogICAIuN+fn7KysrSpUuXlJaWJh8fH7m7uxdbJzU1VZKUmpp6yxrVq1e3qnez2axr166VOGYymeTp6WlV3dLIysoi2AEAcIfMZrNMJtNt17NrOPqtgwcP6vXXX9czzzyjyMhIZWdny83Nrcg6hY9zc3OVlZVVbFyS3N3dlZOTI0m3rWGtvLw8HTlypMQxT09PhYSEWF37dlJSUpSVlVVm9QEAuF+VlBt+q9yEo127dmnkyJEKDw9XQkKCpBsh57cBpvCxp6enPDw8Sgw4OTk5liM3t6thLVdXVzVo0KDEsdKk0rsRGBjIkSMAAO7QiRMnSrVeuQhHa9eu1fTp09WhQwf99a9/taS6WrVqKT09vci66enp8vLyUuXKlRUQEKDLly8rNze3SBJMT0+Xv79/qWpYy2QyycvLy+rn342yPGUHAMD9qrQHL+z+Uf7169dr6tSp6tatm+bMmVMk5LRo0UL79u0rsv6ePXsUHh4uJycnNW/eXAUFBZaJ2dKNU05paWmKiIgoVQ0AAAAju6aDlJQUzZgxQ08//bQGDBig8+fP69y5czp37px+/fVX9ejRQ999950SEhJ08uRJrVy5Uv/617/Ut29fSZK/v786duyouLg47d27V999951GjBihli1bqlmzZpJ02xoAAABGdj2ttn37duXl5Wnnzp3auXNnkbHo6GjNnDlTixYtUnx8vFavXq06deooPj6+yEfzp06dqhkzZujVV1+VJLVr105xcXGW8YYNG962BgAAQCGTmZm9dywpKUmSilyfqSTd5v1DyT9dvOU6d6JR7epaN6yTzeoBAFCRlPb3N5NuAAAADAhHAAAABoQjAAAAA8IRAACAAeEIAADAgHAEAABgQDgCAAAwIBwBAAAYEI4AAAAMCEcAAAAGhCMAAAADwhEAAIAB4QgAAMCAcAQAAGBAOAIAADAgHAEAABgQjgAAAAwIRwAAAAaEIwAAAAPCEQAAgAHhCAAAwIBwBAAAYEA4AgAAMCAcAQAAGBCOAAAADAhHAAAABoQjAAAAA8IRAACAAeEIAADAgHAEAABgQDgCAAAwIBwBAAAYEI4AAAAMCEcAAAAGhCMAAAADwhEAAIAB4QgAAMCAcAQAAGBAOAIAADAgHAEAABhYFY7279+vq1evljiWmZmprVu33lVTAAAA9mJVOOrZs6dOnjxZ4tjhw4f1+uuv31VTAAAA9uJS2hVHjx6tX375RZJkNps1adIkVapUqdh6p0+fVo0aNWzXIQAAwD1U6iNH7du3l9lsltlstiwrfFz45eTkpGbNmumNN94ok2YBAADKWqmPHEVFRSkqKkqS1KNHD02aNElBQUFl1hgAAIA9lDocGa1Zs8bWfQAAAJQLVoWj7Oxsvf322/rss8+UlZWlgoKCIuMmk0m7du2ySYMAAAD3klXhaPr06fr73/+uli1bqnHjxnJy4nJJAADg/mBVONqxY4eGDx+u/v3727ofAAAAu7LqkE9eXp5CQ0Nt3QsAAIDdWRWOHn/8cX3xxRe27gUAAMDurDqt9txzz2nixIm6ePGimjZtKk9Pz2LrvPjii3dcd8mSJfrqq6+KfBouLi5OGzZsKLJe7dq19emnn0qSCgoKtHDhQm3YsEG//vqrIiIiNGHCBD344IOW9Y8cOaLp06fr+++/V/Xq1dWrVy/17NnzjvsDAAD3P6vC0bBhwyRJmzdv1ubNm4uNm0ymOw5H69at07x589SiRYsiy48ePaqBAweqe/fulmXOzs6W7xctWqT169dr5syZCggIUHx8vPr27astW7bIzc1Nly5dUu/evRUVFaXJkyfr0KFDmjx5sry9vdWlS5c76hEAANz/rApHn3zyic0aSEtL08SJE7V3717Vq1evyJjZbNaJEyfUv39/1axZs9hzc3NztXLlSo0cOVKRkZGSpLlz56pt27basWOHOnXqpA8++ECurq6aMmWKXFxcFBQUpDNnzmjp0qWEIwAAUIxVc45q165926/S+uGHH+Tq6qqPP/5YTZs2LTL2n//8R9euXVP9+vVLfG5ycrKuXr2qNm3aWJZVqVJFISEh2r9/vyQpMTFRLVu2lIvLf3Ng69atdfr0aZ0/f/5ONhsAAFQAVh05Wrhw4W3XefXVV0tVy3hbkt86duyYpBtX5P7iiy/k5OSkdu3aafjw4apcubJSU1MlSbVq1SryPD8/P8tYamqqHn744WLjkvTLL79YfZNcs9msa9eulThmMplKnIdlK1lZWUXucQcAAG7PbDbLZDLddj2bh6NKlSrJz8+v1OHoVo4dOyYnJyf5+flp8eLF+s9//qNZs2bp+PHjWr16tbKysiRJbm5uRZ7n7u6ujIwMSTeu5l3SuCTl5ORY3VteXp6OHDlS4pinp6dCQkKsrn07KSkplm2vCFxdXYsc+bOV69evKy8vz+Z1AQDl128zQUms+o2TnJxcbNm1a9eUmJioSZMmafz48daULWbQoEHq2rWrfHx8JEkPP/ywatasqT/84Q9KSkqSh4eHpBtzjwq/l26EnsIjNx4eHsrNzS1StzAUeXl5Wd2bq6urGjRoUOJYaVLp3QgMDKwwR45MJpPc3N3lXAZXYc8vKFBuTk6F2ZcAUNGdOHGiVOvZ7M9xLy8vtWvXTkOGDNGsWbP04Ycf3nVNJycnSzAq1LBhQ0k3TpcVnk5LT09X3bp1Leukp6crODhYkhQQEKD09PQiNQof+/v7W92byWS6q3B1N8rylF15Fbf+S6WkZ9isXqBfVU3r2rZC7ksAqKhKe/DC5ucqHnjgAZ08edImtWJjY5Wenq5Vq1ZZliUlJUmSGjRooAcffFCVKlXS3r17LeEoMzNThw8ftnz0PyIiQu+9957y8/MtlwDYs2ePAgMD5evra5M+UfZS0jOU/NNFe7cBAKgAbHauwmw265dfftHy5cvv6NNqt9K+fXvt3r1bCxcu1H/+8x99/vnnGjt2rDp16qSgoCC5ubmpe/fuSkhI0CeffKLk5GQNHz5cAQEBeuaZZyRJXbp00ZUrVzRu3DidOHFCmzZt0qpVqzRgwACb9AgAAO4vVh05atSo0U0PTZnNZs2aNeuumir0P//zP5o3b56WLl2qZcuWqXLlynr++ectF6GUpJiYGF2/fl1xcXHKzs5WRESEVqxYIVdXV0mSr6+vli9frunTpys6Olo1a9ZUbGysoqOjbdIjAAC4v1gVjoYMGVJiOKpUqZIiIyOLXcyxtGbOnFls2bPPPqtnn332ps9xdnbWqFGjNGrUqJuuExoaqvfff9+qngAAQMViVTgaOnSorfsAAAAoF6yekH3x4kWtXLlS+/btU2Zmpnx8fNSiRQv16tWLic4AAMBhWTUhOzU1VdHR0Vq9erXc3d0VEhIiFxcXvfPOO3rxxReVlpZm6z4BAADuCauOHMXHx8vFxUX//Oc/9eCDD1qWnz17Vn/+8581d+7cEucPAQAAlHdWHTn66quvFBMTUyQYSdKDDz6oIUOG6IsvvrBJcwAAAPeaVeEoPz+/2JWrC1WvXl1Xrly5q6YAAADsxapwFBwcrC1btpQ49tFHH+nhhx++q6YAAADsxao5R4MHD1afPn2UkZGh5557TjVr1tS5c+e0detWffXVV3rzzTdt3ScAAMA9YVU4euyxxzRz5kwlJCQUmV9Us2ZNvfHGG3r66adt1iAAAMC9ZPV1jtLT0xUSEqLRo0crIyNDycnJWrBgAfONAACAQ7MqHK1cuVLz5s1T9+7dFRQUJEmqVauWTp06pZkzZ8rd3V0vv/yyTRsFAAC4F6wKR++9956GDRum/v37W5bVqlVLcXFxqlGjhlatWkU4AgAADsmqT6ulpaWpSZMmJY41bdpUP/744101BQAAYC9WhaPatWtr9+7dJY7t379fAQEBd9UUAACAvVh1Wu0Pf/iD4uPjlZeXp6eeekq+vr66ePGiPvvsM73zzjt67bXXbN0nAADAPWFVOOrVq5fS0tK0Zs0arVq1yrLc2dlZf/rTn9S7d29b9QcAAHBPWf1R/tGjR2vw4ME6dOiQLl++rCpVqig0NPSmtxUBAABwBFaHI0mqXLmy2rZta6teAAAA7M6qCdkAAAD3K8IRAACAAeEIAADAgHAEAABgQDgCAAAwIBwBAAAYEI4AAAAMCEcAAAAGhCMAAAADwhEAAIAB4QgAAMCAcAQAAGBAOAIAADAgHAEAABgQjgAAAAwIRwAAAAaEIwAAAAPCEQAAgAHhCKgg8gsKHKouANiLi70bAHBvODs5KW79l0pJz7BZzUC/qprWta3N6gFAeUA4AiqQlPQMJf900d5tAEC5xmk1AAAAA8IRAACAAeEIAADAgHAEAABgQDgCAAAwIBwBAAAYEI4AAAAMCEcAcIe42jhwf+MikABwh7jaOHB/IxwBgBW42jhw/+K0GgAAgEG5CkdLlixRjx49iiw7cuSIunfvrmbNmikqKkrvvvtukfGCggK9+eabatu2rZo1a6Z+/frp7Nmzd1QDAHB/MRfkO1RdlC/l5rTaunXrNG/ePLVo0cKy7NKlS+rdu7eioqI0efJkHTp0SJMnT5a3t7e6dOkiSVq0aJHWr1+vmTNnKiAgQPHx8erbt6+2bNkiNze3UtUAANxfTE7OOr9pjPLOn7JZTdca9VWj80yb1UP5ZfdwlJaWpokTJ2rv3r2qV69ekbEPPvhArq6umjJlilxcXBQUFKQzZ85o6dKl6tKli3Jzc7Vy5UqNHDlSkZGRkqS5c+eqbdu22rFjhzp16nTbGgCA+1Pe+VPKSz1i7zbggOx+Wu2HH36Qq6urPv74YzVt2rTIWGJiolq2bCkXl/9muNatW+v06dM6f/68kpOTdfXqVbVp08YyXqVKFYWEhGj//v2lqgEAAGBk9yNHUVFRioqKKnEsNTVVDz/8cJFlfn5+kqRffvlFqampkqRatWoVW6dw7HY1atSoYVXfZrNZ165dK3HMZDLJ09PTqrqlkZWVJbPZXGb1yxP2pW2wH22nrPdldnZ2mezLivLzkXi/4+bMZrNMJtNt17N7OLqV7Oxsubm5FVnm7u4uScrJyVFWVpYklbhORkZGqWpYKy8vT0eOlHy41tPTUyEhIVbXvp2UlBTLtt/v2Je2wX60nbLal76VPWQuyJeHh4fNaxfkX9f3PxxWXl6ezWuXR7zfcSu/zQQlKdfhyMPDQ7m5uUWWFQYaLy8vy/9EcnNzi/wPJScnx/JXw+1qWMvV1VUNGjQocaw0qfRuBAYGVpi/WtiXtsF+tJ2y2peVPdzKdBJxw4YN+RnZSEV6v99vTpw4Uar1ynU4CggIUHp6epFlhY/9/f11/fp1y7K6desWWSc4OLhUNaxlMpnuKlzdjbI8XFzRsC9tg/1oO2U1iZifke2wLx1XaYOz3Sdk30pERIQOHDig/Pz/Xldiz549CgwMlK+vrxo1aqRKlSpp7969lvHMzEwdPnxYERERpaoBAABgVK7DUZcuXXTlyhWNGzdOJ06c0KZNm7Rq1SoNGDBA0o3zht27d1dCQoI++eQTJScna/jw4QoICNAzzzxTqhoAAABG5fq0mq+vr5YvX67p06crOjpaNWvWVGxsrKKjoy3rxMTE6Pr164qLi1N2drYiIiK0YsUKubq6lroGAABAoXIVjmbOLH7l0dDQUL3//vs3fY6zs7NGjRqlUaNG3XSd29UAAAAoVK5PqwEAANxrhCMAAAADwhEAAIAB4QgAAMCAcAQAAGBAOAJgtcL7gZWFsqoLALdTrj7KD8CxlPX9wADAHghHAO5aWd0PDADsgdNqAAAABoQjAAAAA8IRAACAAeEIAADAgHAEAABgQDgCAAAwIBwBAAAYEI4AAAAMCEcAAAAGhCMAAAADwhEqJG6YCgC4Ge6thgqJG6YCAG6GcIQKjRumAigtJ29f5Rfky9nJ2ea1y6ourEM4AgCgFJw8qsjZyVmTt0/W6UunbVa3nk89TWw/0Wb1cPcIRwAA3IHTl07r2Llj9m4DZYgJ2Q6EScQAAJQ9jhw5ECYRAwBQ9ghHDohJxADuF/kFBXJ24iQGyhfCEQDAbpydnBS3/kulpGfYrObvgh/QkGfDbVYPFQ/hCABgVynpGUr+6aLN6tWrWcVmtVAxcSwTAADAgHAEAABgQDgCAAAwIBwBAAAYEI4AAAAMCEcAAAAGhCMAAAADwhEAAIAB4QgAAMCAcAQAAGBAOAIAADAgHAEAABgQjgAAAAwIRwAAAAaEIwAAAAPCEQAAgAHhCAAAwIBwBAAA7qn8gvxyXdfFJlUAAABKydnJWZO3T9bpS6dtVrOeTz1NbD/RJrUIRwAA4J47fem0jp07Zu82SsRpNQAAAAPCEQAAgAHhCAAAwMAhwlFaWpqCg4OLfW3atEmSdOTIEXXv3l3NmjVTVFSU3n333SLPLygo0Jtvvqm2bduqWbNm6tevn86ePWuPTQEAAOWcQ0zITk5Olru7u3bt2iWTyWRZXrlyZV26dEm9e/dWVFSUJk+erEOHDmny5Mny9vZWly5dJEmLFi3S+vXrNXPmTAUEBCg+Pl59+/bVli1b5ObmZq/NAgAA5ZBDhKNjx46pXr168vPzKza2evVqubq6asqUKXJxcVFQUJDOnDmjpUuXqkuXLsrNzdXKlSs1cuRIRUZGSpLmzp2rtm3baseOHerUqdM93hoAAFCeOcRptaNHjyooKKjEscTERLVs2VIuLv/Nea1bt9bp06d1/vx5JScn6+rVq2rTpo1lvEqVKgoJCdH+/fvLvHcAAOBYHObIkY+Pj7p166aUlBQ99NBDGjRokNq1a6fU1FQ9/PDDRdYvPML0yy+/KDU1VZJUq1atYusUjlnDbDbr2rVrJY6ZTCZ5enpaXdtesrKyZDab7d1GEexL22A/2o6j7svs7Owy2Zd3U9NR92VZKY/v97JQ1j/3W+1Hs9lcZHrOzZT7cHT9+nWdOnVKDRo00JgxY1SpUiVt3bpV/fv31zvvvKPs7Oxi84bc3d0lSTk5OcrKypKkEtfJyMiwuq+8vDwdOXKkxDFPT0+FhIRYXdteUlJSLPurvGBf2gb70XYcbV86efsqvyBfHh4eNq99Pf+6Dv9wWHl5eVY939H2ZVkrj+/3slDWP/fb7cfSzDUu9+HIxcVFe/fulbOzs+Uf96OPPqrjx49rxYoV8vDwUG5ubpHn5OTkSJK8vLwsz8nNzS3yP4ecnJy7Sq6urq5q0KBBiWOlSaXlUWBgYLn7q4V9aRvsR9txtH3p5FGlTG/V0LBhQ6t/Ro62L8taeXy/l4Wy/rnfaj+eOHGiVDXKfTiSJG9v72LLGjZsqK+++koBAQFKT08vMlb42N/fX9evX7csq1u3bpF1goODre7JZDLJy8vL6ueXRxzeth32pW2wH22nrG7VwM/IdtiXtnGr/VjaYFbuJ2QfP35c4eHh2rt3b5Hl33//vRo0aKCIiAgdOHBA+fn/vRPvnj17FBgYKF9fXzVq1EiVKlUq8vzMzEwdPnxYERER92w7AACAYyj34SgoKEj169fXlClTlJiYqJMnT+qNN97QoUOHNGjQIHXp0kVXrlzRuHHjdOLECW3atEmrVq3SgAEDJN04t9i9e3clJCTok08+UXJysoYPH66AgAA988wzdt46AABQ3pT702pOTk5avHixZs+erWHDhikzM1MhISF65513LJ9SW758uaZPn67o6GjVrFlTsbGxio6OttSIiYnR9evXFRcXp+zsbEVERGjFihVydXW112YBAIByqtyHI0mqUaOG3njjjZuOh4aG6v3337/puLOzs0aNGqVRo0aVRXsAANyXzAX5Mjk527uNe84hwhEAALj3TE7OOr9pjPLOn7JZTY8Gj8snKsZm9coC4QgAANxU3vlTykst+bp+1nDxDbRZrbJS7idkAwAA3EuEIwAAAAPCEQAAgAHhCAAAwIBwBAAAYEA4AgAAMCAcAQAAGBCOAAAADAhHAModJ29f5Rfkl0ntsqoL4P7BFbIBlDtOHlXk7OSsydsn6/Sl0zarW8+nnia2n2izegDuT4QjAOXW6UundezcMXu3AaCC4bQaAACAAeEIAADAgHAEAABgQDgCAAAwIBwBAAAYEI4AAAAMCEcAAAAGhCMAAAADwhEAAIAB4QgAAMCAcAQAAGBAOAIAADAgHAEAABgQjgAAAAwIRwAAAAaEIwAAAAPCEQAAgAHhCLAhJ29f5Rfkl0ntsqoLACjKxd4NAPcTJ48qcnZy1uTtk3X60mmb1a3nU08T20+0WT0A95f8ggI5O3G8w1YIR0AZOH3ptI6dO2bvNgBUEM5OTopb/6VS0jNsVvN3wQ9oyLPhNqvnSAhHAADcB1LSM5T800Wb1atXs4rNajkajsEBAAAYEI4AAAAMCEcAAAAGhCPw8XMAAAyYkA0+fg4AgAHhCBZ8/BwAAE6rAQAAFEE4AgAAMCAcAQAAGBCOAAAADAhHAAAABoQjAAAAA8IRAACAAeEIAADAgHAEAABgQDgCAAAwqDDhqKCgQG+++abatm2rZs2aqV+/fjp79qy92wIAAOVMhQlHixYt0vr16zV16lS99957KigoUN++fZWbm2vv1gAAQDlSIcJRbm6uVq5cqZiYGEVGRqpRo0aaO3euUlNTtWPHDnu3BwAAypEKEY6Sk5N19epVtWnTxrKsSpUqCgkJ0f79++3YGQAAKG9MZrPZbO8mytqOHTs0dOhQffvtt/Lw8LAs/8tf/qLs7GwtWbLkjuodPHhQZrNZrq6uN13HZDLp0pVs5eUXWN33b3m4uaiKp5sKrl6UueC6zeqaXD3k5FFFl7Iu6boN67o4ucjH00d3+xZjX9pmX7IfeU+yL+9Oed6X7MfS7ce8vDyZTCaFh4ffupbNuirHsrKyJElubm5Flru7uysjI+OO65lMpiL/vRmfSh63HLeWk3f1Mqnr4+lTJnVvt59Kg315w93uS/bjDbwnbYd9aTv8+7aNW+1Hk8lUqv1cIcJR4dGi3NzcIkeOcnJy5Onpecf1wsLCbNYbAAAoXyrEnKNatWpJktLT04ssT09Pl7+/vz1aAgAA5VSFCEeNGjVSpUqVtHfvXsuyzMxMHT58WBEREXbsDAAAlDcV4rSam5ubunfvroSEBFWvXl21a9dWfHy8AgIC9Mwzz9i7PQAAUI5UiHAkSTExMbp+/bri4uKUnZ2tiIgIrVix4pafOAMAABVPhfgoPwAAQGlViDlHAAAApUU4AgAAMCAcAQAAGBCOAAAADAhHAAAABoQjAAAAA8IRAACAAeHoPrdkyRL16NHD3m04pMuXL2vChAlq166dwsPD9corrygxMdHebTmkCxcuaNSoUWrdurXCwsLUv39/nTx50t5tObSUlBSFhYVp06ZN9m7FIaWlpSk4OLjYF/vTOps3b9Zzzz2nJk2aqGPHjtq2bZu9W7orFeYK2RXRunXrNG/ePLVo0cLerTikESNG6Ny5c5ozZ458fX21Zs0a9enTRx9++KHq169v7/YcypAhQ1RQUKClS5fK29tb8+fPV69evbRjxw55enrauz2Hk5eXp5EjR+ratWv2bsVhJScny93dXbt27ZLJZLIsr1y5sh27ckwfffSRxo0bp7Fjx6pt27baunWrRowYoYCAAIWFhdm7Patw5Og+lJaWpoEDByohIUH16tWzdzsO6cyZM/r66681adIktWjRQoGBgRo/frz8/Py0ZcsWe7fnUDIyMlS7dm1NmzZNoaGhCgoK0uDBg5Wenq7jx4/buz2HtGDBAlWqVMnebTi0Y8eOqV69evLz81PNmjUtXx4eHvZuzaGYzWbNnz9fPXv2VLdu3VS3bl0NGjRIv/vd77Rv3z57t2c1jhzdh3744Qe5urrq448/1ltvvaWffvrJ3i05HB8fHy1dulRNmjSxLDOZTDKZTMrMzLRjZ46natWqmj17tuXxxYsXtWrVKgUEBKhBgwZ27Mwx7d+/X++//742b96syMhIe7fjsI4ePaqgoCB7t+HwUlJS9NNPP+n5558vsnzFihV26sg2CEf3oaioKEVFRdm7DYdWpUoVPfHEE0WWbd++XWfOnNHYsWPt1JXjGz9+vD744AO5ubnp7bfflpeXl71bciiZmZmKjY1VXFycatWqZe92HNqxY8fk4+Ojbt26KSUlRQ899JAGDRqkdu3a2bs1h5KSkiJJunbtmvr06aPDhw+rTp06GjRokEP/HuK0GlAKBw8e1Ouvv65nnnmGv9bvwp/+9Cdt3LhRnTp10pAhQ/TDDz/YuyWHMmnSJIWFhRX7Kx135vr16zp16pQyMjI0dOhQLV26VM2aNVP//v21e/due7fnUK5cuSJJGj16tDp16qSVK1fqscce0+DBgx16X3LkCLiNXbt2aeTIkQoPD1dCQoK923FohafRpk+frm+//VZr167VG2+8YeeuHMPmzZuVmJjInDcbcHFx0d69e+Xs7GyZY/Too4/q+PHjWrFihdq0aWPnDh2Hq6urJKlPnz6Kjo6WJDVu3FiHDx/WO++847D7kiNHwC2sXbtWQ4cO1ZNPPqnFixfL3d3d3i05nIsXL2rr1q26fv26ZZmTk5MaNGig9PR0O3bmWDZu3KgLFy4oMjJSYWFhlk8BTZw4UX379rVzd47H29u72OTrhg0bKi0tzU4dOSZ/f39J0sMPP1xkeYMGDfTjjz/aoyWbIBwBN7F+/XpNnTpV3bp105w5c+Tm5mbvlhzS+fPnNWLEiCKH2PPy8nT48GEmxN6BhIQE/fOf/9TmzZstX5IUExOj6dOn27c5B3P8+HGFh4dr7969RZZ///33fEjgDj3yyCPy9vbWt99+W2T5sWPHVLduXTt1dfc4rQaUICUlRTNmzNDTTz+tAQMG6Pz585YxDw8ProVyBx5++GG1a9dO06ZN07Rp01S1alUtWbJEmZmZ6tWrl73bcxiFf6H/lq+v703HULKgoCDVr19fU6ZM0eTJk+Xj46MPPvhAhw4d0saNG+3dnkPx8PBQ37599dZbb8nf31+hoaHaunWrvv76a61atcre7VmNcASUYPv27crLy9POnTu1c+fOImPR0dGaOXOmnTpzTHPmzNHs2bM1fPhw/frrr2rRooXWrVunBx54wN6toQJycnLS4sWLNXv2bA0bNkyZmZkKCQnRO++8U+z0EG5v8ODB8vT01Ny5c5WWlqagoCAtWLBArVq1sndrVjOZzWazvZsAAAAoL5hzBAAAYEA4AgAAMCAcAQAAGBCOAAAADAhHAAAABoQjAAAAA8IRAACAAeEIAKy0adMmBQcHO/Q9pAAURzgCAAAwIBwBAAAYEI4AOLzo6GgNGjSoyLKnnnpKkZGRRZYNHjxYffr0kSRt2LBBHTt21KOPPqrIyEgtWLBA+fn5RdZPTExU9+7d1bRpU7Vs2VKjR4/WxYsXb9pHZmamfv/73ysqKko///yzbTYOwD1HOALg8J544gnt27fPEm5+/PFHnT17Vr/88ovOnj0rScrLy9Pu3bsVGRmpJUuWaPz48WrTpo0WL16sbt26admyZRo/fryl5v79+9WrVy95eHho3rx5Gjt2rPbt26eePXsqOzu7WA9Xr15Vv379lJmZqXfffZeb6gIOjHAEwOFFRkbqypUr+u677yRJu3fvVr169VSpUiXt379fknTgwAFdu3ZNERERWrRokf74xz8qLi5Ojz/+uPr166fx48dr48aNOn78uCRp9uzZCgwM1JIlS/Tkk0/qxRdf1MqVK3Xq1Clt3LixyOvn5ORo0KBBSktL07vvvqs6derc2x0AwKYIRwAcXmhoqHx8fPR///d/kqQ9e/aoVatWatq0qSUcffHFF2rYsKHS09OVnZ2tqKgoXb9+3fIVFRUlSfr666+VlZWlb7/9Vk888YTMZrNlnQcffFBBQUH6+uuvi7x+bGys9u7dq6FDh+rBBx+8txsPwOZc7N0AANwtJycntWvXTrt379aQIUO0Z88ejR07Vg888IA2bNggSfryyy/15JNP6vLly5Kk/v37l1grPT1dmZmZKigo0LJly7Rs2bJi67i7uxd5nJaWpkceeURvvfWWOnToIG9vb9tuIIB7inAE4L4QGRmp2NhYfffddzp//rxatmypBx54QHPnztU333yjY8eOadKkSfr1118lSQkJCapXr16xOjVq1JC3t7dMJpN69eqljh07FlvH09OzyOOFCxfK09NTnTt31ty5cxUXF1cm2wjg3uC0GoD7wuOPPy6z2awlS5YoMDBQNWvWVJMmTeTl5aX4+Hj5+PgoLCxMTZs2laurq9LS0tSkSRPLl4uLi+bMmaMff/xRlSpVUkhIiE6dOlVknYYNG2rBggXau3dvkdeuUaOGgoOD1atXL61bt07ffvutnfYCAFsgHAG4L1SpUkVhYWHatWuXWrZsKUlycXFRixYtdODAAbVr105OTk7y8fFR3759NX/+fM2bN0+7d+/W5s2bNXjwYJ05c0aNGjWSJI0YMUJfffWVXnvtNX3++ef69NNP1bdvX+3evVuPPPJIiT28+uqrqlWrluLi4pSXl3fPth2AbRGOANw3nnjiCUlSq1atLMsKvzde82jYsGEaM2aMdu7cqX79+ik+Pl7NmzfX2rVrVblyZUk3jkStWLFCqampiomJUWxsrJydnfXOO++oWbNmJb6+p6enJkyYoGPHjmnp0qVls5EAypzJbDab7d0EAABAecGRIwAAAAPCEQAAgAHhCAAAwIBwBAAAYEA4AgAAMCAcAQAAGBCOAAAADAhHAAAABoQjAAAAA8IRAACAAeEIAADAgHAEAABg8P8AQIq91AEbZbIAAAAASUVORK5CYII="},"metadata":{}}],"execution_count":46},{"source":"To make our conclusions even more justified, let's assess the **ratio of effort to efficiency**, that can be further also used as a business metric to asses the sales methods efficiency during further weeks from the product deployment.\n\nWe know following information regarding the three different sales strategies:\n- **Email**: Include sending 2 emails & require very little work for the team.\n- **Call**: Include 1 call ~ thirty minutes per customer.\n- **Email and call**: Include sending 1 email + 1 call ~ ten minutes per customer.\n\nThe code below calculates the time efficiency of sales methods. It assigns 30 minutes for calls, a combination of email time plus 10 minutes of calling time for 'Email + Call', and twice the average email time for pure emails,**ensuring a minimum of 1 minute to prevent excessively high revenue per minute calculations** for any method taking less than a minute per customer. Then it evaluates revenue generated per minute spent on each sale.\n\nI've estimated that **it takes approximately 60 minutes to configure CRM emails for a mass delivery session**. If this estimate doesn't match your experience, please **feel free to modify the variable below** to a more accurate number. Once you've made any necessary adjustments, **simply execute the 'Run All' command** to update the subsequent graphs with the new data.\n\nNevertheless, because the algorithm calculates the average time spent on emails by dividing the total time dedicated to email outreach by the number of customers who were reached through \"Email Only\" and \"Email + Call\" methods, **the resulting average time per customer email will be less than a minute**, until the total time invested in sending emails exceeds the number of customers who converted through these methods in minutes.","metadata":{},"cell_type":"markdown","id":"3388cd22-b77e-44a0-b9b3-aa875393fabf"},{"source":"time_spent_on_sending_emails = 60","metadata":{"executionCancelledAt":null,"executionTime":125,"lastExecutedAt":1712391678280,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"time_spent_on_sending_emails = 60","lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"49ca5493-174e-4c2c-9be0-85e37da08459","outputs":[],"execution_count":47},{"source":"email_min_per_customer = time_spent_on_sending_emails / len(product_sales_imputed[product_sales_imputed['sales_method'].isin(['Email', 'Email + Call'])])\n\ndef minutes_per_sale(sales_method):\n    if sales_method == 'Call':\n        return 30 # 30 minutes for Call per customer\n    elif sales_method == 'Email + Call':\n        return email_min_per_customer + 10 # 10 minutes for Call per customer + email_min_per_customer\n    elif sales_method == 'Email':\n        # Using double the average email time for emails, with a minimum of 1 minute\n        return max(email_min_per_customer * 2, 1)\n    else:\n        return None  # For any unexpected sales method\n\nproduct_sales_imputed['minutes_per_sale'] = product_sales_imputed['sales_method'].apply(minutes_per_sale)\n\nproduct_sales_imputed['revenue_per_minute_spent'] = product_sales_imputed['revenue']/product_sales_imputed['minutes_per_sale']","metadata":{"executionCancelledAt":null,"executionTime":65,"lastExecutedAt":1712391678345,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"email_min_per_customer = time_spent_on_sending_emails / len(product_sales_imputed[product_sales_imputed['sales_method'].isin(['Email', 'Email + Call'])])\n\ndef minutes_per_sale(sales_method):\n    if sales_method == 'Call':\n        return 30 # 30 minutes for Call per customer\n    elif sales_method == 'Email + Call':\n        return email_min_per_customer + 10 # 10 minutes for Call per customer + email_min_per_customer\n    elif sales_method == 'Email':\n        # Using double the average email time for emails, with a minimum of 1 minute\n        return max(email_min_per_customer * 2, 1)\n    else:\n        return None  # For any unexpected sales method\n\nproduct_sales_imputed['minutes_per_sale'] = product_sales_imputed['sales_method'].apply(minutes_per_sale)\n\nproduct_sales_imputed['revenue_per_minute_spent'] = product_sales_imputed['revenue']/product_sales_imputed['minutes_per_sale']","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"f32956b5-1b21-4406-976b-0dcb67835ba7","outputs":[],"execution_count":48},{"source":"product_sales_imputed['revenue_per_minute_spent'].describe()","metadata":{"executionCancelledAt":null,"executionTime":48,"lastExecutedAt":1712391678393,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed['revenue_per_minute_spent'].describe()","outputsMetadata":{"0":{"height":338,"type":"dataFrame"}},"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":false},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"4361e839-a7f3-4f18-9b8e-de32a3fd1802","outputs":[{"output_type":"execute_result","data":{"text/plain":"count    15000.000000\nmean        51.962647\nstd         45.854900\nmin          1.084667\n25%          1.755000\n50%         23.196635\n75%         95.580000\nmax        148.970000\nName: revenue_per_minute_spent, dtype: float64"},"metadata":{},"execution_count":49}],"execution_count":49},{"source":"After plotting the weekly revenue in relation to the time spent on sales by average price category and sales method, it's clear that the **efficiency of the sales methods can be quantitatively analyzed**. \n\nThe area graph showcases **how revenue stacks up** when **accounting for the time invested across various pricing tiers and methods**. \n\nIn particular, the **'Email'** method stands out for its significant share of '**revenue per time invested**' within **the moderate price category**, highlighting its efficiency.","metadata":{},"cell_type":"markdown","id":"7d5133d6-c117-4fcd-96c1-7a43c0364b1a"},{"source":"weekly_revenue = product_sales_imputed.groupby(['week', 'average_price_category', 'sales_method'])['revenue_per_minute_spent'].sum()\npivot_data = weekly_revenue.unstack(level=['average_price_category', 'sales_method']).fillna(0)\n\nplt.figure(figsize=(12, 7))\nsns.set_context('notebook')\npivot_data.plot(kind='area', stacked=True, figsize=(12, 7))\nplt.title('Weekly Revenue per Spent Minute on Sales\\nby Average Price Category and Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.xlabel('Week', fontweight='bold', fontsize='large')\nplt.ylabel('Revenue', fontweight='bold', fontsize='large')\nplt.legend(title='Avg price Category and Sales Method', bbox_to_anchor=(1.05, 1), loc='upper left')\nplt.tight_layout()\nplt.text(4.5, 50000, 'Moderate price Category,\\nSales Method: Email', verticalalignment='center', horizontalalignment='center', fontsize=15, color='white', fontweight='bold')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":586,"lastExecutedAt":1712391678980,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"weekly_revenue = product_sales_imputed.groupby(['week', 'average_price_category', 'sales_method'])['revenue_per_minute_spent'].sum()\npivot_data = weekly_revenue.unstack(level=['average_price_category', 'sales_method']).fillna(0)\n\nplt.figure(figsize=(12, 7))\nsns.set_context('notebook')\npivot_data.plot(kind='area', stacked=True, figsize=(12, 7))\nplt.title('Weekly Revenue per Spent Minute on Sales\\nby Average Price Category and Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.xlabel('Week', fontweight='bold', fontsize='large')\nplt.ylabel('Revenue', fontweight='bold', fontsize='large')\nplt.legend(title='Avg price Category and Sales Method', bbox_to_anchor=(1.05, 1), loc='upper left')\nplt.tight_layout()\nplt.text(4.5, 50000, 'Moderate price Category,\\nSales Method: Email', verticalalignment='center', horizontalalignment='center', fontsize=15, color='white', fontweight='bold')\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"c02a0f33-c796-4690-8653-89f175030d98","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x700 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x700 with 1 Axes>","image/png":"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"},"metadata":{}}],"execution_count":50},{"source":"In light of these findings, it would be prudent to **prioritize the 'Email'** method for its superior performance **in generating both total and average revenue with minimal time investment**. Nevertheless, the **'Email + Call'** method's effectiveness in engaging customers for high-value purchases shouldn't be overlooked, suggesting a strategic **use of this approach for premium sales.**","metadata":{},"cell_type":"markdown","id":"d5bb3152-f095-4bac-8083-801c99bfdd87"},{"source":"total_revenue = product_sales_imputed.groupby(['average_price_category', 'sales_method'])['revenue_per_minute_spent'].sum()\n\ntotal_revenue_percentage = total_revenue / total_revenue.sum() * 100\ntotal_revenue_df = total_revenue_percentage.reset_index()\ntotal_revenue_df.columns = ['Average Price Category', 'Sales Method', 'Percentage of Total Revenue']\n\n# Creaing the bar plot\nplt.figure(figsize=(10, 6))\nsns.set_context('notebook')\nax = sns.barplot(\n    data=total_revenue_df,\n    x='Sales Method',\n    y='Percentage of Total Revenue',\n    hue='Average Price Category'\n)\n\n# Adding the text annotations on top of the bars\nfor p in ax.patches:\n    if p.get_height() > 0.01:\n        ax.annotate(f'{p.get_height():.2f}%', \n                (p.get_x() + p.get_width() / 2., p.get_height()),\n                ha = 'center', va = 'center', \n                xytext = (0, 9), \n                textcoords = 'offset points')\n\nplt.title('Percentage of Total \"Revenue per minute spent\"\\nby Average Price Category and Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.xlabel('Sales Method', fontweight='bold', fontsize='large')\nplt.ylabel('Percentage of Total Revenue', fontweight='bold', fontsize='large')\nplt.legend(title='Average Price Category')\nplt.tight_layout()\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":601,"lastExecutedAt":1712391679581,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"total_revenue = product_sales_imputed.groupby(['average_price_category', 'sales_method'])['revenue_per_minute_spent'].sum()\n\ntotal_revenue_percentage = total_revenue / total_revenue.sum() * 100\ntotal_revenue_df = total_revenue_percentage.reset_index()\ntotal_revenue_df.columns = ['Average Price Category', 'Sales Method', 'Percentage of Total Revenue']\n\n# Creaing the bar plot\nplt.figure(figsize=(10, 6))\nsns.set_context('notebook')\nax = sns.barplot(\n    data=total_revenue_df,\n    x='Sales Method',\n    y='Percentage of Total Revenue',\n    hue='Average Price Category'\n)\n\n# Adding the text annotations on top of the bars\nfor p in ax.patches:\n    if p.get_height() > 0.01:\n        ax.annotate(f'{p.get_height():.2f}%', \n                (p.get_x() + p.get_width() / 2., p.get_height()),\n                ha = 'center', va = 'center', \n                xytext = (0, 9), \n                textcoords = 'offset points')\n\nplt.title('Percentage of Total \"Revenue per minute spent\"\\nby Average Price Category and Sales Method', y = 1.03, fontweight='bold', fontsize='x-large')\nplt.xlabel('Sales Method', fontweight='bold', fontsize='large')\nplt.ylabel('Percentage of Total Revenue', fontweight='bold', fontsize='large')\nplt.legend(title='Average Price Category')\nplt.tight_layout()\nplt.tick_params(axis='both', which='major', labelsize='large')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"f915e2b8-87f7-4029-bd8d-8521fafd03ec","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}],"execution_count":51},{"source":"Based on the data and these insights, **I recommend focusing on the 'Email' sales method** due to its strong overall performance in both total and average revenue, with the least amount of time required from the team. However, **for sales of expensive items where the customer may benefit from a more personal touch, the 'Email + Call' method has proven effective** and could be used selectively for high-value or complex sales that justify the additional time investment. The 'Call' method, while valuable for customer relationship building, may not be the best primary strategy due to its lower revenue generation and higher time cost.","metadata":{},"cell_type":"markdown","id":"6d530551-a7cb-4c5f-b423-7ae61a7d6a14"},{"source":"## Definition of a metric for the business to monitor","metadata":{},"cell_type":"markdown","id":"e14c4b02-9efe-4078-ae30-2a0e26de4ce0"},{"source":"## Sales Performance Index (SPI)\n\n**How should the business monitor what they want to achieve?**\n\nThe SPI will be a comprehensive metric derived from three core components, each representing a dimension of the sales process: **weekly revenue trends**, **cumulative revenue impact**, and **revenue efficiency based on time spent**.\n\n- **Weekly Revenue Growth Rate (WRGR)**: Measures the short-term agility and responsiveness of a sales method by calculating the week-over-week percentage change in revenue. A higher WRGR indicates a method's success in quickly increasing sales revenue over time.\n\n- **Cumulative Sales Efficiency (CSE)**: This measures the long-term strategic value, evaluating the total revenue accrued over a period, indicating sustainability and endurance of sales methods.\n\n- **Revenue per Time Unit (RPTU)**: Assesses the operational efficiency of a sales method by comparing the revenue generated to the time invested in sales activities. It provides insight into how efficiently resources are being used to generate revenue.\n\n## Calculation Process\nThe SPI calculation process involves several key steps:\n\n- Data Preparation: After ensuring data cleanliness and consistency, we group the data by sales method and average price category to analyze performance across different segments.\n\n**Estimate the initial value(s) for the metric based on the current data:**\n\n- The WRGR is calculated as the week-over-week percentage change in revenue for each sales method. The values for each method across the weeks are as follows (NaN represents the first week, where a percentage change cannot be calculated):","metadata":{},"cell_type":"markdown","id":"3ff75b4c-5d66-4cc7-b2af-b5637220bf43"},{"source":"# Calculating Weekly Revenue Growth Rate (WRGR)\n# Group by week and sales method to calculate weekly revenue\nweekly_revenue = product_sales_imputed.groupby(['week', 'sales_method'])['revenue'].sum().unstack()\n\n# Calculate WRGR as week-over-week percentage change\nwrgr = round(weekly_revenue.pct_change() * 100, 2)\n\n# Calculating Cumulative Sales Efficiency (CSE)\n# Since 'cumulative_revenue' accumulate within transactions, we'll take the last value for each method\n# after sorting to get the final cumulative revenue for each method.\nfinal_cumulative_revenue = product_sales_imputed.sort_values(by=['week', 'sales_method']).groupby('sales_method').last()['cumulative_revenue']\n\n# Calculating Revenue per Time Unit (RPTU)\n# Summing total revenue and total minutes spent by sales method to calculate RPTU as revenue per minute\ntotal_revenue_and_minutes = product_sales_imputed.groupby(['sales_method', 'average_price_category']).agg({'revenue':'sum', 'minutes_per_sale':'sum'})\nrptu = total_revenue_and_minutes['revenue'] / total_revenue_and_minutes['minutes_per_sale']\n\nweekly_revenue_df = weekly_revenue.reset_index()\nwrgr_df = wrgr.reset_index()\ncse_df = final_cumulative_revenue.reset_index()\ncse_df.columns = ['sales_method', 'cumulative_revenue']\nrptu_df = rptu.reset_index()\nrptu_df.columns = ['sales_method', 'average_price_category', 'revenue_per_minute']\n\nwrgr_df","metadata":{"executionCancelledAt":null,"executionTime":147,"lastExecutedAt":1712391679729,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"# Calculating Weekly Revenue Growth Rate (WRGR)\n# Group by week and sales method to calculate weekly revenue\nweekly_revenue = product_sales_imputed.groupby(['week', 'sales_method'])['revenue'].sum().unstack()\n\n# Calculate WRGR as week-over-week percentage change\nwrgr = round(weekly_revenue.pct_change() * 100, 2)\n\n# Calculating Cumulative Sales Efficiency (CSE)\n# Since 'cumulative_revenue' accumulate within transactions, we'll take the last value for each method\n# after sorting to get the final cumulative revenue for each method.\nfinal_cumulative_revenue = product_sales_imputed.sort_values(by=['week', 'sales_method']).groupby('sales_method').last()['cumulative_revenue']\n\n# Calculating Revenue per Time Unit (RPTU)\n# Summing total revenue and total minutes spent by sales method to calculate RPTU as revenue per minute\ntotal_revenue_and_minutes = product_sales_imputed.groupby(['sales_method', 'average_price_category']).agg({'revenue':'sum', 'minutes_per_sale':'sum'})\nrptu = total_revenue_and_minutes['revenue'] / total_revenue_and_minutes['minutes_per_sale']\n\nweekly_revenue_df = weekly_revenue.reset_index()\nwrgr_df = wrgr.reset_index()\ncse_df = final_cumulative_revenue.reset_index()\ncse_df.columns = ['sales_method', 'cumulative_revenue']\nrptu_df = rptu.reset_index()\nrptu_df.columns = ['sales_method', 'average_price_category', 'revenue_per_minute']\n\nwrgr_df","outputsMetadata":{"0":{"height":220,"type":"dataFrame"}},"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"ab40f256-2f92-4678-af44-e6bcc580655e","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"week","type":"integer"},{"name":"Call","type":"number"},{"name":"Email","type":"number"},{"name":"Email + Call","type":"number"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5],"week":[1,2,3,4,5,6],"Call":[null,30.4,7.52,36.11,7.22,-47.08],"Email":[null,-40.16,-27.91,8.41,-30.89,-68.5],"Email + Call":[null,58.46,73.96,62.58,64.14,-12.64]}},"total_rows":6,"truncation_type":null},"text/plain":"sales_method  week   Call  Email  Email + Call\n0                1    NaN    NaN           NaN\n1                2  30.40 -40.16         58.46\n2                3   7.52 -27.91         73.96\n3                4  36.11   8.41         62.58\n4                5   7.22 -30.89         64.14\n5                6 -47.08 -68.50        -12.64","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>sales_method</th>\n      <th>week</th>\n      <th>Call</th>\n      <th>Email</th>\n      <th>Email + Call</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>30.40</td>\n      <td>-40.16</td>\n      <td>58.46</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>7.52</td>\n      <td>-27.91</td>\n      <td>73.96</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>36.11</td>\n      <td>8.41</td>\n      <td>62.58</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>7.22</td>\n      <td>-30.89</td>\n      <td>64.14</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>6</td>\n      <td>-47.08</td>\n      <td>-68.50</td>\n      <td>-12.64</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{},"execution_count":52}],"execution_count":52},{"source":"- Determine CSE by adding up the total revenue for each sales method over the six weeks. If the 'Call' method generated $1,000,000 over six weeks and 'Email' generated 1,500,000, the CSE for 'Email' is 1.5 times that of 'Call'.","metadata":{},"cell_type":"markdown","id":"67918b5e-bc51-4aa2-877e-0badf52b78e8"},{"source":"cse_df","metadata":{"outputsMetadata":{"0":{"height":145,"type":"dataFrame"}},"executionCancelledAt":null,"executionTime":72,"lastExecutedAt":1712391679802,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"cse_df","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":false},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"dd3f703a-5735-475a-b4c3-47ac55f6f68a","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"sales_method","type":"string"},{"name":"cumulative_revenue","type":"number"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2],"sales_method":["Call","Email","Email + Call"],"cumulative_revenue":[236445.16,724313.35,472730.95]}},"total_rows":3,"truncation_type":null},"text/plain":"   sales_method  cumulative_revenue\n0          Call           236445.16\n1         Email           724313.35\n2  Email + Call           472730.95","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>sales_method</th>\n      <th>cumulative_revenue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Call</td>\n      <td>236445.16</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Email</td>\n      <td>724313.35</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Email + Call</td>\n      <td>472730.95</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{},"execution_count":53}],"execution_count":53},{"source":"- Compute RPTU by dividing the weekly revenue by the time spent on sales activities, adjusted for each price category. If 'Email' for the moderate price category generated 200,000 in a week with a total of 100 hours spent on sales activities, the RPTU would be $2,000 per hour.","metadata":{},"cell_type":"markdown","id":"84ae8463-5ca6-4816-a2a0-34b4a6685719"},{"source":"rptu_df","metadata":{"executionCancelledAt":null,"executionTime":110,"lastExecutedAt":1712391679912,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"rptu_df","outputsMetadata":{"0":{"height":295,"type":"dataFrame"}},"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":false},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"96b525ac-8017-4cdf-a5f4-66e66f286df7","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"sales_method","type":"string"},{"name":"average_price_category","type":"any","constraints":{"enum":["Cheap","Moderate","Expensive"]},"ordered":true},{"name":"revenue_per_minute","type":"number"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5,6,7,8],"sales_method":["Call","Call","Call","Email","Email","Email","Email + Call","Email + Call","Email + Call"],"average_price_category":["Cheap","Moderate","Expensive","Cheap","Moderate","Expensive","Cheap","Moderate","Expensive"],"revenue_per_minute":[1.5883726992,null,null,95.58,97.015106497,null,null,18.4629641577,18.3653103764]}},"total_rows":9,"truncation_type":null},"text/plain":"   sales_method average_price_category  revenue_per_minute\n0          Call                  Cheap            1.588373\n1          Call               Moderate                 NaN\n2          Call              Expensive                 NaN\n3         Email                  Cheap           95.580000\n4         Email               Moderate           97.015106\n5         Email              Expensive                 NaN\n6  Email + Call                  Cheap                 NaN\n7  Email + Call               Moderate           18.462964\n8  Email + Call              Expensive           18.365310","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>sales_method</th>\n      <th>average_price_category</th>\n      <th>revenue_per_minute</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Call</td>\n      <td>Cheap</td>\n      <td>1.588373</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Call</td>\n      <td>Moderate</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Call</td>\n      <td>Expensive</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Email</td>\n      <td>Cheap</td>\n      <td>95.580000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Email</td>\n      <td>Moderate</td>\n      <td>97.015106</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Email</td>\n      <td>Expensive</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Email + Call</td>\n      <td>Cheap</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Email + Call</td>\n      <td>Moderate</td>\n      <td>18.462964</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Email + Call</td>\n      <td>Expensive</td>\n      <td>18.365310</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{},"execution_count":54}],"execution_count":54},{"source":"import seaborn as sns\nimport matplotlib.pyplot as plt\n\ndata = product_sales_imputed\n# Set up the matplotlib figure\nfig, axs = plt.subplots(4, 1, figsize=(14, 24))\n\n# Plot for Weekly Revenue\nsns.lineplot(data=weekly_revenue_df.melt(id_vars=['week'], var_name='Sales Method', value_name='Revenue'),\n             x='week', y='Revenue', hue='Sales Method', marker='o', ax=axs[0])\naxs[0].set_title('Weekly Revenue by Sales Method')\naxs[0].set_xlabel('Week')\naxs[0].set_ylabel('Revenue')\nfor i, line in enumerate(axs[0].get_lines()):\n    line.set_marker(\"o\")\n    for x, y in zip(line.get_xdata(), line.get_ydata()):\n        axs[0].text(x, y, f'{y:,.0f}', color=line.get_color())\n\n# Plot for WRGR\nsns.lineplot(data=wrgr_df.melt(id_vars=['week'], var_name='Sales Method', value_name='WRGR'),\n             x='week', y='WRGR', hue='Sales Method', marker='o', ax=axs[1])\naxs[1].set_title('Weekly Revenue Growth Rate (WRGR) by Sales Method')\naxs[1].set_xlabel('Week')\naxs[1].set_ylabel('Growth Rate (%)')\nfor i, line in enumerate(axs[1].get_lines()):\n    line.set_marker(\"o\")\n    for x, y in zip(line.get_xdata(), line.get_ydata()):\n        axs[1].text(x, y, f'{y:,.1f}%', color=line.get_color())\n\n# Bar plot for CSE\nsns.barplot(data=cse_df, x='sales_method', y='cumulative_revenue', ax=axs[2])\naxs[2].set_title('Cumulative Sales Efficiency (CSE) by Sales Method')\naxs[2].set_xlabel('Sales Method')\naxs[2].set_ylabel('Cumulative Revenue')\naxs[2].bar_label(axs[2].containers[0], fmt='%.2f')\n\n# Bar plot for RPTU\nsns.barplot(data=rptu_df, x='sales_method', y='revenue_per_minute', hue='average_price_category', ax=axs[3])\naxs[3].set_title('Revenue per Time Unit (RPTU) by Sales Method and Price Category')\naxs[3].set_xlabel('Sales Method')\naxs[3].set_ylabel('Revenue per Minute')\naxs[3].bar_label(axs[3].containers[0], fmt='%.2f')\naxs[3].bar_label(axs[3].containers[1], fmt='%.2f')\n\nplt.tight_layout()\nplt.show()\n","metadata":{"executionCancelledAt":null,"executionTime":1854,"lastExecutedAt":1712391681767,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"import seaborn as sns\nimport matplotlib.pyplot as plt\n\ndata = product_sales_imputed\n# Set up the matplotlib figure\nfig, axs = plt.subplots(4, 1, figsize=(14, 24))\n\n# Plot for Weekly Revenue\nsns.lineplot(data=weekly_revenue_df.melt(id_vars=['week'], var_name='Sales Method', value_name='Revenue'),\n             x='week', y='Revenue', hue='Sales Method', marker='o', ax=axs[0])\naxs[0].set_title('Weekly Revenue by Sales Method')\naxs[0].set_xlabel('Week')\naxs[0].set_ylabel('Revenue')\nfor i, line in enumerate(axs[0].get_lines()):\n    line.set_marker(\"o\")\n    for x, y in zip(line.get_xdata(), line.get_ydata()):\n        axs[0].text(x, y, f'{y:,.0f}', color=line.get_color())\n\n# Plot for WRGR\nsns.lineplot(data=wrgr_df.melt(id_vars=['week'], var_name='Sales Method', value_name='WRGR'),\n             x='week', y='WRGR', hue='Sales Method', marker='o', ax=axs[1])\naxs[1].set_title('Weekly Revenue Growth Rate (WRGR) by Sales Method')\naxs[1].set_xlabel('Week')\naxs[1].set_ylabel('Growth Rate (%)')\nfor i, line in enumerate(axs[1].get_lines()):\n    line.set_marker(\"o\")\n    for x, y in zip(line.get_xdata(), line.get_ydata()):\n        axs[1].text(x, y, f'{y:,.1f}%', color=line.get_color())\n\n# Bar plot for CSE\nsns.barplot(data=cse_df, x='sales_method', y='cumulative_revenue', ax=axs[2])\naxs[2].set_title('Cumulative Sales Efficiency (CSE) by Sales Method')\naxs[2].set_xlabel('Sales Method')\naxs[2].set_ylabel('Cumulative Revenue')\naxs[2].bar_label(axs[2].containers[0], fmt='%.2f')\n\n# Bar plot for RPTU\nsns.barplot(data=rptu_df, x='sales_method', y='revenue_per_minute', hue='average_price_category', ax=axs[3])\naxs[3].set_title('Revenue per Time Unit (RPTU) by Sales Method and Price Category')\naxs[3].set_xlabel('Sales Method')\naxs[3].set_ylabel('Revenue per Minute')\naxs[3].bar_label(axs[3].containers[0], fmt='%.2f')\naxs[3].bar_label(axs[3].containers[1], fmt='%.2f')\n\nplt.tight_layout()\nplt.show()\n","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"0baac1e6-6dd6-42a0-b0e5-78ce6758889c","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x2400 with 4 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the SPI:**\n\nFor calculating the Sales Performance Index (SPI), we focus on **the average WRGR over the last three weeks** for each combination of sales method and average price category. This approach aims to provide a more stable measure of short-term sales performance, reflecting recent trends while smoothing out any single-week anomalies or fluctuations.\n\n- **Normalization**: To ensure a fair comparison across different metrics, we normalize WRGR, CSE, and RPTU using a StandardScaler, which adjusts each metric to have a mean of zero and a standard deviation of one.\n- **SPI Calculation**: We average the normalized values of 3 weeks WRGR average, CSE, and RPTU for each sales method and price category combination to derive the SPI. This composite index provides a holistic view of sales performance, balancing short-term growth, long-term revenue generation, and operational efficiency.","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":false}},"cell_type":"markdown","id":"8bd316ad-6e00-46a5-aef8-5a1f1eeca27a"},{"source":"import pandas as pd\nimport numpy as np\nfrom sklearn.preprocessing import StandardScaler\n\nweekly_revenue = data.pivot_table(values='revenue', index=['week', 'average_price_category'], columns='sales_method', aggfunc='sum').fillna(0)\nwrgr = weekly_revenue.groupby('average_price_category').pct_change().fillna(0)\n\n# Calculate WRGR: sort, then calculate pct_change for each sales method and price category\nweekly_revenue_by_category = data.groupby(['week', 'sales_method', 'average_price_category'])['revenue'].sum().reset_index()\nweekly_revenue_by_category.sort_values(by=['sales_method', 'average_price_category', 'week'], inplace=True)\nweekly_revenue_by_category['WRGR'] = weekly_revenue_by_category.groupby(['sales_method', 'average_price_category'])['revenue'].pct_change().fillna(0)\n\n\n# Filter for the last 3 weeks to calculate the average WRGR for the last 3 weeks for each sales method and category\nmax_week = weekly_revenue_by_category['week'].max()\nwrgr_last3 = weekly_revenue_by_category[weekly_revenue_by_category['week'] > max_week - 3]\nwrgr_mean = wrgr_last3.groupby(['sales_method', 'average_price_category'])['WRGR'].mean().reset_index()\n\n# Calculate Cumulative Sales Efficiency (CSE) for each sales method and price category\ncse = data.groupby(['sales_method', 'average_price_category'])['revenue'].sum()\n\n# Calculate Revenue per Time Unit (RPTU) for each sales method and price category\nrptu = data.groupby(['sales_method', 'average_price_category']).apply(lambda x: x['revenue'].sum() / x['minutes_per_sale'].sum())\n\n# Normalize the metrics using StandardScaler\nscaler = StandardScaler()\nwrgr_normalized = wrgr.copy()\ncse_normalized = scaler.fit_transform(cse.values.reshape(-1, 1))\nrptu_normalized = scaler.fit_transform(rptu.values.reshape(-1, 1))\n\n# Update the normalized values back to their respective dataframes\ncse_normalized_df = pd.DataFrame(cse_normalized, index=cse.index, columns=['CSE_normalized'])\nrptu_normalized_df = pd.DataFrame(rptu_normalized, index=rptu.index, columns=['RPTU_normalized'])\n\n# Combine all metrics into a single DataFrame for SPI calculation\nspi_components = cse_normalized_df.join(rptu_normalized_df, how='outer').join(wrgr_mean.groupby('average_price_category').mean(), how='outer').fillna(0)\n\n# Calculate SPI as the mean of normalized WRGR, CSE, and RPTU for each combination\nspi_components['SPI'] = spi_components.mean(axis=1)\nspi_components.reset_index(inplace=True)\nspi_components[['sales_method', 'average_price_category', 'SPI']]\n\n# Re-calculating CSE - ensuring we're using cumulative revenue correctly\ncse_df = pd.DataFrame(cse).reset_index()\ncse_df.columns = ['sales_method', 'average_price_category', 'CSE']\n\n# Re-calculating RPTU - directly from sums of revenue and time, avoiding division by zero\nrptu_df = pd.DataFrame(rptu).reset_index()\nrptu_df.columns = ['sales_method', 'average_price_category', 'RPTU']\n\n# Merging WRGR, CSE, and RPTU into a single DataFrame\nmetrics_df = wrgr_mean.merge(cse_df, on=['sales_method', 'average_price_category'], how='outer')\nmetrics_df = metrics_df.merge(rptu_df, on=['sales_method', 'average_price_category'], how='outer').fillna(0)\n\n# Normalize the metrics\nmetrics_to_normalize = metrics_df[['CSE', 'RPTU']]\nscaler = StandardScaler()\nnormalized_metrics = scaler.fit_transform(metrics_to_normalize)\n\n# Adding normalized metrics back to the DataFrame\nmetrics_df['Normalized CSE'] = normalized_metrics[:, 0]\nmetrics_df['Normalized RPTU'] = normalized_metrics[:, 1]\n\n# Calculating SPI by averaging the normalized metrics, including WRGR as is\nmetrics_df['SPI'] = metrics_df[['Normalized CSE', 'Normalized RPTU']].mean(axis=1)\n\nmetrics_df.rename(columns={'WRGR': 'Average 3 weeks WRGR'}, inplace = True)\n# Selecting relevant columns for the SPI output\nspi_output = metrics_df[['sales_method', 'average_price_category', 'Average 3 weeks WRGR', 'CSE', 'RPTU', 'SPI']]\n\nspi_output.round(3) ","metadata":{"executionCancelledAt":null,"executionTime":198,"lastExecutedAt":1712391681965,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"import pandas as pd\nimport numpy as np\nfrom sklearn.preprocessing import StandardScaler\n\nweekly_revenue = data.pivot_table(values='revenue', index=['week', 'average_price_category'], columns='sales_method', aggfunc='sum').fillna(0)\nwrgr = weekly_revenue.groupby('average_price_category').pct_change().fillna(0)\n\n# Calculate WRGR: sort, then calculate pct_change for each sales method and price category\nweekly_revenue_by_category = data.groupby(['week', 'sales_method', 'average_price_category'])['revenue'].sum().reset_index()\nweekly_revenue_by_category.sort_values(by=['sales_method', 'average_price_category', 'week'], inplace=True)\nweekly_revenue_by_category['WRGR'] = weekly_revenue_by_category.groupby(['sales_method', 'average_price_category'])['revenue'].pct_change().fillna(0)\n\n\n# Filter for the last 3 weeks to calculate the average WRGR for the last 3 weeks for each sales method and category\nmax_week = weekly_revenue_by_category['week'].max()\nwrgr_last3 = weekly_revenue_by_category[weekly_revenue_by_category['week'] > max_week - 3]\nwrgr_mean = wrgr_last3.groupby(['sales_method', 'average_price_category'])['WRGR'].mean().reset_index()\n\n# Calculate Cumulative Sales Efficiency (CSE) for each sales method and price category\ncse = data.groupby(['sales_method', 'average_price_category'])['revenue'].sum()\n\n# Calculate Revenue per Time Unit (RPTU) for each sales method and price category\nrptu = data.groupby(['sales_method', 'average_price_category']).apply(lambda x: x['revenue'].sum() / x['minutes_per_sale'].sum())\n\n# Normalize the metrics using StandardScaler\nscaler = StandardScaler()\nwrgr_normalized = wrgr.copy()\ncse_normalized = scaler.fit_transform(cse.values.reshape(-1, 1))\nrptu_normalized = scaler.fit_transform(rptu.values.reshape(-1, 1))\n\n# Update the normalized values back to their respective dataframes\ncse_normalized_df = pd.DataFrame(cse_normalized, index=cse.index, columns=['CSE_normalized'])\nrptu_normalized_df = pd.DataFrame(rptu_normalized, index=rptu.index, columns=['RPTU_normalized'])\n\n# Combine all metrics into a single DataFrame for SPI calculation\nspi_components = cse_normalized_df.join(rptu_normalized_df, how='outer').join(wrgr_mean.groupby('average_price_category').mean(), how='outer').fillna(0)\n\n# Calculate SPI as the mean of normalized WRGR, CSE, and RPTU for each combination\nspi_components['SPI'] = spi_components.mean(axis=1)\nspi_components.reset_index(inplace=True)\nspi_components[['sales_method', 'average_price_category', 'SPI']]\n\n# Re-calculating CSE - ensuring we're using cumulative revenue correctly\ncse_df = pd.DataFrame(cse).reset_index()\ncse_df.columns = ['sales_method', 'average_price_category', 'CSE']\n\n# Re-calculating RPTU - directly from sums of revenue and time, avoiding division by zero\nrptu_df = pd.DataFrame(rptu).reset_index()\nrptu_df.columns = ['sales_method', 'average_price_category', 'RPTU']\n\n# Merging WRGR, CSE, and RPTU into a single DataFrame\nmetrics_df = wrgr_mean.merge(cse_df, on=['sales_method', 'average_price_category'], how='outer')\nmetrics_df = metrics_df.merge(rptu_df, on=['sales_method', 'average_price_category'], how='outer').fillna(0)\n\n# Normalize the metrics\nmetrics_to_normalize = metrics_df[['CSE', 'RPTU']]\nscaler = StandardScaler()\nnormalized_metrics = scaler.fit_transform(metrics_to_normalize)\n\n# Adding normalized metrics back to the DataFrame\nmetrics_df['Normalized CSE'] = normalized_metrics[:, 0]\nmetrics_df['Normalized RPTU'] = normalized_metrics[:, 1]\n\n# Calculating SPI by averaging the normalized metrics, including WRGR as is\nmetrics_df['SPI'] = metrics_df[['Normalized CSE', 'Normalized RPTU']].mean(axis=1)\n\nmetrics_df.rename(columns={'WRGR': 'Average 3 weeks WRGR'}, inplace = True)\n# Selecting relevant columns for the SPI output\nspi_output = metrics_df[['sales_method', 'average_price_category', 'Average 3 weeks WRGR', 'CSE', 'RPTU', 'SPI']]\n\nspi_output.round(3) ","outputsMetadata":{"0":{"height":295,"type":"dataFrame"}},"collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"a3a813d6-772d-4b0b-acfe-1f0cd7331d43","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"sales_method","type":"string"},{"name":"average_price_category","type":"any","constraints":{"enum":["Cheap","Moderate","Expensive"]},"ordered":true},{"name":"Average 3 weeks WRGR","type":"number"},{"name":"CSE","type":"number"},{"name":"RPTU","type":"number"},{"name":"SPI","type":"number"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5,6,7,8],"sales_method":["Call","Call","Call","Email","Email","Email","Email + Call","Email + Call","Email + Call"],"average_price_category":["Cheap","Moderate","Expensive","Cheap","Moderate","Expensive","Cheap","Moderate","Expensive"],"Average 3 weeks WRGR":[-0.012,0,0,null,-0.304,0,0,null,0.341],"CSE":[236445.16,0,0,95.58,724217.77,0,0,17550.3,455180.65],"RPTU":[1.588,0,0,95.58,97.015,0,0,18.463,18.365],"SPI":[-0.158,-0.653,-0.653,0.59,2.061,-0.653,-0.653,-0.378,0.498]}},"total_rows":9,"truncation_type":null},"text/plain":"   sales_method average_price_category  ...    RPTU    SPI\n0          Call                  Cheap  ...   1.588 -0.158\n1          Call               Moderate  ...   0.000 -0.653\n2          Call              Expensive  ...   0.000 -0.653\n3         Email                  Cheap  ...  95.580  0.590\n4         Email               Moderate  ...  97.015  2.061\n5         Email              Expensive  ...   0.000 -0.653\n6  Email + Call                  Cheap  ...   0.000 -0.653\n7  Email + Call               Moderate  ...  18.463 -0.378\n8  Email + Call              Expensive  ...  18.365  0.498\n\n[9 rows x 6 columns]","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>sales_method</th>\n      <th>average_price_category</th>\n      <th>Average 3 weeks WRGR</th>\n      <th>CSE</th>\n      <th>RPTU</th>\n      <th>SPI</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Call</td>\n      <td>Cheap</td>\n      <td>-0.012</td>\n      <td>236445.16</td>\n      <td>1.588</td>\n      <td>-0.158</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Call</td>\n      <td>Moderate</td>\n      <td>0.000</td>\n      <td>0.00</td>\n      <td>0.000</td>\n      <td>-0.653</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Call</td>\n      <td>Expensive</td>\n      <td>0.000</td>\n      <td>0.00</td>\n      <td>0.000</td>\n      <td>-0.653</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Email</td>\n      <td>Cheap</td>\n      <td>inf</td>\n      <td>95.58</td>\n      <td>95.580</td>\n      <td>0.590</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Email</td>\n      <td>Moderate</td>\n      <td>-0.304</td>\n      <td>724217.77</td>\n      <td>97.015</td>\n      <td>2.061</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Email</td>\n      <td>Expensive</td>\n      <td>0.000</td>\n      <td>0.00</td>\n      <td>0.000</td>\n      <td>-0.653</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Email + Call</td>\n      <td>Cheap</td>\n      <td>0.000</td>\n      <td>0.00</td>\n      <td>0.000</td>\n      <td>-0.653</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Email + Call</td>\n      <td>Moderate</td>\n      <td>inf</td>\n      <td>17550.30</td>\n      <td>18.463</td>\n      <td>-0.378</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Email + Call</td>\n      <td>Expensive</td>\n      <td>0.341</td>\n      <td>455180.65</td>\n      <td>18.365</td>\n      <td>0.498</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{},"execution_count":56}],"execution_count":56},{"source":"spi_reshape = spi_output.pivot(\"sales_method\", \"average_price_category\", \"SPI\")\n\ncmap = sns.diverging_palette(10, 133, l=60, n=100, center=\"dark\")\n# Create the heatmap\nplt.figure(figsize=(10, 8))\nheatmap = sns.heatmap(spi_reshape, annot=True, fmt=\".2f\", cmap='YlGn' , linewidths=.5)\nplt.title('Sales Performance Index (SPI) Heatmap')\nplt.ylabel('Sales Method')\nplt.xlabel('Average Price Category')\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":336,"lastExecutedAt":1712391682301,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"spi_reshape = spi_output.pivot(\"sales_method\", \"average_price_category\", \"SPI\")\n\ncmap = sns.diverging_palette(10, 133, l=60, n=100, center=\"dark\")\n# Create the heatmap\nplt.figure(figsize=(10, 8))\nheatmap = sns.heatmap(spi_reshape, annot=True, fmt=\".2f\", cmap='YlGn' , linewidths=.5)\nplt.title('Sales Performance Index (SPI) Heatmap')\nplt.ylabel('Sales Method')\nplt.xlabel('Average Price Category')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"2283d767-ad07-494c-aa33-cf7a6558b88c","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x800 with 2 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"},"metadata":{}}],"execution_count":57},{"source":"## Interpretation and Application\n- A **higher SPI** indicates a sales method-category combination that is highly effective and efficient across multiple dimensions, suggesting that this approach could be prioritized or further optimized for better sales performance.\n- A **lower SPI** might reveal areas where improvements are needed, either in increasing growth rate, boosting cumulative revenue, or improving operational efficiency.\n\nIf the \"Email + Call\" method exhibits a relatively low RPTU but a higher WRGR in recent weeks and a significant share of overall revenue (high CSE), its SPI will account for these factors, potentially ranking it highly for certain price categories. This nuanced view allows us to appreciate not just the immediate efficiency (RPTU) but also the method's ability to rapidly grow revenue (WRGR) and contribute significantly to total sales (CSE), providing strategic insights for sales optimization.\n\nBy synthesizing diverse aspects of sales performance into the SPI, we equip the sales team with a multifaceted understanding of how different strategies perform across various segments. This insight enables strategic decisions to allocate resources more effectively, tailor sales approaches, and ultimately drive better sales outcomes.","metadata":{},"cell_type":"markdown","id":"c8c12a8c-614d-4493-a1b9-7600420ec83f"},{"source":"### Are there other differences between the customers in each group?\n_Anything you can tell us would be really helpful to give some context to what went well._","metadata":{},"cell_type":"markdown","id":"66307803-b8d5-4d99-a9dc-18254ecb482a"},{"source":"product_sales_imputed['years_as_customer'].quantile(.75)","metadata":{"executionCancelledAt":null,"executionTime":56,"lastExecutedAt":1712391682358,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed['years_as_customer'].quantile(.75)","lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"bbb19a35-efcb-4472-8883-07242682f029","outputs":[{"output_type":"execute_result","data":{"text/plain":"7.0"},"metadata":{},"execution_count":58}],"execution_count":58},{"source":"product_sales_imputed['years_as_customer'].quantile(.51)","metadata":{"executionCancelledAt":null,"executionTime":48,"lastExecutedAt":1712391682406,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed['years_as_customer'].quantile(.51)","lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"e5834390-0db3-4747-8729-d69cab3241e3","outputs":[{"output_type":"execute_result","data":{"text/plain":"4.0"},"metadata":{},"execution_count":59}],"execution_count":59},{"source":"By looking at the loyalty period distribution, we gain insight into the longevity of the customer base. \nAnalysis of customer loyalty periods suggests that a significant portion of our customer base falls within the relatively newer segment, with less than 4 years of engagement. \n\nThis trend can indicate both the success of recent growth strategies in acquiring new customers (**'Call' & 'Email + Call' capture ~80% of customers**) and a potential opportunity in fostering long-term relationships with them.","metadata":{},"cell_type":"markdown","id":"a120204c-281a-4a3c-8fb6-3d89339644bb"},{"source":"# Set the context for the plot\nsns.set_context('notebook')\n\n# Create the plot with histplot\nplt.figure(figsize=(10, 6))\nhist = sns.histplot(data=product_sales_imputed[product_sales_imputed['years_as_customer'] <=40], x='years_as_customer', hue='sales_method', multiple=\"stack\", bins=20)\n\n# If the legend is not showing up automatically, force it to display\nplt.legend(title='Sales Method', labels=product_sales_imputed['sales_method'].unique())\n\n# Set titles and labels\nplt.title('Distribution of Customer Loyalty Period by Sales Method', y=1.03)\nplt.xlabel('Years as Customer')\nplt.ylabel('Count')\n\n# Display the plot\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":541,"lastExecutedAt":1712391682947,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"# Set the context for the plot\nsns.set_context('notebook')\n\n# Create the plot with histplot\nplt.figure(figsize=(10, 6))\nhist = sns.histplot(data=product_sales_imputed[product_sales_imputed['years_as_customer'] <=40], x='years_as_customer', hue='sales_method', multiple=\"stack\", bins=20)\n\n# If the legend is not showing up automatically, force it to display\nplt.legend(title='Sales Method', labels=product_sales_imputed['sales_method'].unique())\n\n# Set titles and labels\nplt.title('Distribution of Customer Loyalty Period by Sales Method', y=1.03)\nplt.xlabel('Years as Customer')\nplt.ylabel('Count')\n\n# Display the plot\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"dcb3ab27-7bdd-4477-8a27-52219928b658","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}],"execution_count":60},{"source":"For better utilization of the data, and ability to filter out customers with incorrect years_as_customer field values, I'll proceed with creating an additional category column based on the **years_as_customer** field.","metadata":{},"cell_type":"markdown","id":"0bd537c9-7c6f-41ea-87ed-07303ebf8137"},{"source":"I segmented the **years_as_customer** data into three quantile bins. This method automatically adjusts the range of each category based on the distribution of tenure within our customer data.\n\nThe resulted categories are as follows:\n\n- **0 - 2 years**: New customers, capturing those in the earliest stages of their relationship with our company.\n- **2 - 5 years**: Established customers, who have been with us long enough to demonstrate loyalty and engagement.\n- **5+ years**: Long-term customers, reflecting a deep and enduring relationship with our brand.\n- **Incorrect Value**: This category safeguards our analysis against data anomalies, including records that indicate a tenure outside our operational timeframe or other implausible values.","metadata":{},"cell_type":"markdown","id":"e1eb80bc-1fea-438d-a27a-041f881aad83"},{"source":"quantiles, bins = pd.qcut(product_sales_imputed['years_as_customer'], 3, labels=None, retbins=True, duplicates='drop')\n\nbins[0] = float('-inf')  # Adjust to include any negative values as incorrect\nbins[-1] = float('inf')  # Adjust to ensure values over 40 are categorized as incorrect\n\n# Mapping quantile bins to custom categories\ndef categorize_years(year):\n    if year > 40 or year < 0:\n        return \"Incorrect Value\"\n    elif year <= bins[1]:\n        return \"0 - 2 years\"\n    elif year <= bins[2]:\n        return \"2 - 5 years\"\n    else:\n        return \"5 + years\"\n\nproduct_sales_imputed['customer_tenure'] = product_sales_imputed['years_as_customer'].apply(categorize_years)\n\ndistribution = product_sales_imputed['customer_tenure'].value_counts()\ndistribution","metadata":{"executionCancelledAt":null,"executionTime":64,"lastExecutedAt":1712391683011,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"quantiles, bins = pd.qcut(product_sales_imputed['years_as_customer'], 3, labels=None, retbins=True, duplicates='drop')\n\nbins[0] = float('-inf')  # Adjust to include any negative values as incorrect\nbins[-1] = float('inf')  # Adjust to ensure values over 40 are categorized as incorrect\n\n# Mapping quantile bins to custom categories\ndef categorize_years(year):\n    if year > 40 or year < 0:\n        return \"Incorrect Value\"\n    elif year <= bins[1]:\n        return \"0 - 2 years\"\n    elif year <= bins[2]:\n        return \"2 - 5 years\"\n    else:\n        return \"5 + years\"\n\nproduct_sales_imputed['customer_tenure'] = product_sales_imputed['years_as_customer'].apply(categorize_years)\n\ndistribution = product_sales_imputed['customer_tenure'].value_counts()\ndistribution","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"78e5046c-2e07-4c65-8d70-76d9d3cefecc","outputs":[{"output_type":"execute_result","data":{"text/plain":"0 - 2 years        5962\n5 + years          4961\n2 - 5 years        4075\nIncorrect Value       2\nName: customer_tenure, dtype: int64"},"metadata":{},"execution_count":61}],"execution_count":61},{"source":"The boxplots of revenue distribution among customer tenure categories suggest that different sales methods provide similar results for customers of different tenure.","metadata":{},"cell_type":"markdown","id":"fcbc668c-4782-46f2-87be-dd785e335548"},{"source":"from matplotlib.ticker import MaxNLocator\ng = sns.catplot(x = 'revenue', y = 'customer_tenure', data = product_sales_imputed[product_sales_imputed['customer_tenure'] != 'Incorrect Value'], kind = 'box', hue ='sales_method', height=5, aspect=2)\ng.ax.set_xlim(0,250)\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins='25'))\ng.fig.suptitle('Revenue distribution between Customer tenure categories by sales methods', y = 1.03)\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":981,"lastExecutedAt":1712391683992,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from matplotlib.ticker import MaxNLocator\ng = sns.catplot(x = 'revenue', y = 'customer_tenure', data = product_sales_imputed[product_sales_imputed['customer_tenure'] != 'Incorrect Value'], kind = 'box', hue ='sales_method', height=5, aspect=2)\ng.ax.set_xlim(0,250)\ng.ax.xaxis.set_major_locator(MaxNLocator(nbins='25'))\ng.fig.suptitle('Revenue distribution between Customer tenure categories by sales methods', y = 1.03)\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"21c17f23-810b-4fec-8a86-652e336e8b7e","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1137.12x500 with 1 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jXWPHTsmuLi4CMOHD8/ijApCRESEUK1aNaFDhw7Cu3fvxPITJ04Irq6ugouLi3DhwoVMY+vUqZPw2WefCbGxsWJZbGys0KhRI6F+/frisUZGRgouLi7CoEGDNOp3cXERXFxchOPHj3/0WNXncNiwYUJaWppYPm/ePMHFxUX47bffxLIePXoILi4uGseUWRwZ1aWOzd/fX3z8448/Ci4uLsKCBQs01jt16pTg6uoqtGnTRkhNTRUE4X/Xau3atYX//vtPo/7q1asLDRs2FD4mJ8ebk+sgo+OdPHmy4OLiIjx8+FAsGzhwoPDZZ58JLi4uwu7du8XyxYsXCy4uLsLdu3cFQRCE1atXCy4uLsLcuXM16r527ZpQvXp1oUuXLmLZoUOHBBcXF+GHH34QUlJSxPLHjx8LdevWFZo0aSIolUqNOKtWrSpcvnxZXDcmJkaoX7++UK1aNSEuLi7Lc9igQQPBxcVFUCgUWa73ocyuCUEQhPHjxwsuLi7CrVu3BEEQhE2bNgkuLi7CH3/8obHeL7/8Iri4uAgnT54UyzK6LnW5rmrVqiU8ffpUXHf+/Pniubp9+7ZYvnv3bq3nJifXivpYhw4d+rFTJghCxq8vlUolfP7554K7u7tw/fp1jfVnzZqlFYv6HA0aNEhITk4WywMDAwUXFxchICBAa93svM4zO5acxpeRv//+W3BxcRG6deumcS+8dOmS4OrqKgwYMEAQBEH4888/tV67gpB+z2zYsKFQtWpVISEhQSzP6L0gJ8/ftGnTBBcXF2HNmjViWVpamjBixAjBxcVFaNGihVi+dOlSwcXFRZgwYYLGa/PGjRuCh4eHUKdOHfHY1Ndh06ZNNeIVBO3XR07ef3PyWsqIuu5WrVoJb9++FcvVr6Wvv/5aLFu0aJHg4uIiHDx4UGMf6vN77969TOs5ceKE4OLiIixatEijfM2aNRrPjVKpFGrVqiW0adNGiI+P11j3559/FlxcXIRt27aJZR8+3//++6/g6uoq9OjRQ+M8v3nzRmjdurXg6ekpvH79WhAEQZgzZ47g4uIi/PPPPxr19O/fX+N+nRn1ufvyyy/Fe7AgCMLXX38tuLi4CN7e3hrX9oQJEzQ+5+T0daR+H/nrr7/Esvfv+aGhoWJ5QkKC0LhxY8HNzU28hh4/fixUq1ZNaN68ufD48WNx3fj4eKFXr16Ci4uLsGfPHkEQBOHdu3dC7dq1haZNmwrPnz8X17127Zrg4eEhuLi4CLt27RIEQRDCw8MFFxcXYdy4cRrHEBwcLLi4uAhz5szJ8jwSkeGx6xBRLixdulRjamc3Nzd4eXmhf//+ePv2LSZMmIAvvvhCXH///v1ITk7G8OHDxa4BAGBqaorhw4dDpVJhz549AIBatWrByckJR44c0ejeoZ4Kt3379gCAEydO4M2bN+jTpw8cHR3F9aRSKUaPHg0AGU5x2q9fP41fg5s1awYAePr0aY7PQ2pqKvbu3YsqVapodOMAgJYtW6JWrVr466+/smw2fPjwYaSmpmLgwIEaLYBatGiBxo0bfzQGQRCQlJSEe/fuiWUWFhb4448/cPz48Qx/+f6QqampeB4+RiKRiL9Wqg0bNgwWFhY4cOBAtvahi+TkZBw8eBAODg4YPny4xrJmzZqhTZs2+O+//xAWFqaxrE2bNnB2dhYfOzo6olKlSnj16hWUSuVH683O8erjOlCf/3/++QdA+jTEYWFh6NSpE4yNjREaGique+7cOTg4OIitCv744w9YWVlptdBxd3dHu3btcP36dfH6+OOPPwAAEydOhJHR/xp3Ojk5oWvXroiOjsbff/+tsR91lzQ1S0tL1KxZE6mpqYiKisrq9IldSszNzbNcLzfUTc9v3rypcc8YNWoUzp07p9X16n25ua7Kli0rPq5VqxYAoEGDBnBzcxPL1a3v1PcXXa+VNm3aZHkOsvLvv//i7t27+OKLL1CjRg2NZSNGjICxsXGGU6t+//33Gq0XcnOvfN+Hx6JrfO87ePAggPRZpd5vVVerVi388MMPYoupatWqYcaMGfj22281trewsEC1atWQlpaGd+/eZVpPTp6/tLQ0HDhwAA4ODhqDmEulUowbN06rhc6ePXtQrFgxrddm9erV0a1bN8TExODo0aMa2zRt2lSjNUhGcvL+m5vX0vsGDx4stigB0q+dRo0a4cqVK3jy5AkAoGPHjgCg8b6RkpKC4OBgVK9eHZUrV850/+o4w8PDNe7j3bp1w6lTp9CtWzcA6ffR6dOnY+bMmTAzM9PYh3rmxKy6+P7xxx8QBAHjxo3TOM8lSpRAv379xNaA78f0YTev2bNn459//sl2K7BvvvkGcrlcfKy+93799dca1/aH9xZ9vI7UvLy8NFoUFytWDPXr14dKpRLr279/P1JTUzFkyBCNllRmZmaYNGkSgP99Bjt9+jRiY2PRq1cv2Nvbi+u6u7uL14Ga+jxGRERo3AdbtWqFY8eOZdrdjIgKDnYdIsqF96d3jouLw+HDhxEVFQV/f39Mnz5da4rWGzduAEj/Evl+QgCA2Cf+/b7G7du3x/LlyxESEoIGDRogOTkZx44dg6enp/ilWb3PmzdvYsmSJVoxymQyrf7LJiYmKFOmjEaZ+oOLLlMmR0REICEhAWlpaRnGoFQqkZaWhvDwcNSuXTvDfahj/PCDEZD+AUvd9SIzX3/9NX7++Wd07doVrq6uaNq0KZo1a4batWtn2uz6Q/b29h9tlq9WunRprebpcrkcbm5uCAsLQ2xsbIZNgXMrIiICSUlJqFWrVobHVbt2bRw5cgR37txBvXr1xPLy5ctrrauOLzk5GSYmJlnWm53jjYqKyvV10KBBA8jlcly4cAHdunXDzZs3ERMTg0aNGuH69eviF32FQoHr16+ja9euANK7eERERKBUqVIIDAzU2u+rV68AALdv30aVKlVw8+ZNmJiYICgoSGtd9Xgkt2/f1vhCldU5/Nj4GdbW1nj58iViYmJ06pqXHW3btsWyZcsQFBSEQ4cOoXHjxuLroFSpUlluq+t1Va5cOY311F/C3k/6AhCvL/X9Rdd7xof7zQn1uAaPHz/OsE5zc3OEh4dDEASNxOyHz3tu7pXv+/BYdI3vfXfu3IFMJoO7u7vWsv79+4t/V6hQARUqVIBSqcS///6LiIgIPH78GDdv3hTH78lq/KacPH8lSpTAu3fvUL9+fa37a9myZTW+cMbFxSEyMhK1atXKsPtl7dq1sW7dOq33tOxcFzl5/83Na+l96sTj+zw8PHDu3DncuXMHjo6OKFeuHGrVqoWzZ8/i3bt3KF68OM6dO4e3b9+KXZky07BhQzg5OeHYsWNo2LAhGjZsiKZNm6J58+Ya7/HFihWDr68vgPTn7sGDB3j8+DHu3bsnJrWzGgdGfW0ePXoUp06d0limTjKrx3np1KkTtm7dinnz5mHz5s1o2rQpmjZtKnaRy64P7y3qbT92b9HH60jt/R8n1NSJsw+vGS8vL611q1SpAisrK3Gdj33OeX9MOldXV9SsWRNXrlxBo0aNULduXTRt2hQtWrTItGscERUsTLQQ5cKH0zuPGDEC/fv3x/79+2FpaYkpU6ZorB8bGwsAWU73/P6viP7+/li+fDmCg4PRoEEDnDlzBjExMWJrlvf3qf4l82P7BKDxK5Ga+gOHkMHgkh+j/rX+4cOHGv2WPxZHRvvI6Bf/938RzEzXrl1ha2uLjRs34tKlSwgPDxdnd5kwYYL4ITMrHybGslKyZMkMy9XxJyQk5EmiRf3LVmb7VvexT0pK0ijP7XOenePVx3VgZmYGLy8vXLx4ESqVChcuXIBUKoWXlxcuXbqEtWvX4sWLFwgLC0NaWprYukB9Xl6+fJmtumNjY5GampqjOHNzDp2cnPDy5Us8evQoy0RLbGwsEhMTPzqeUUbs7Ozwxx9/IDAwEMePH8eBAwdw4MABGBsbo3Pnzpg0aVKGxwDofl1l1oogs3rUdL1WcvIazazOs2fPZpm4jY+P1/iS/+Gx5OZe+b4Pj0XX+D7ch4mJyUfHD1GpVFi5ciXWr18vnmNbW1vUrFkTDg4OePDgQZbHp8vzl9k9pHTp0njx4oV4bEDOr8OPJYqBnL3/5ua19D5bW1utsvfvmWodO3bE5cuXcfToUXz55ZfYv38/jIyM8Pnnn2e5/2LFimHHjh0IDAxEcHAwjh49iqNHj0IqlaJ169aYNm2a+P4ZGhqK2bNni4kIExMTuLm5oXr16nj+/HmWz7f63K1atSrTddTnzs3NDTt27MCKFStw+vRp7NixAzt27ICZmRl69eqFkSNHZquFaWZJmezeW3LzOlLL6rpSn6/s3DvVAxPn5HOORCLB2rVrsWbNGhw4cABnzpzBmTNnMGPGDDRs2BDTp0/PVeKZiPIeEy1EemRmZoaFCxeiQ4cOCAoKgouLi/iLu3o5kD7ifHZ+kahQoQLc3d1x5MgR/PzzzwgODoZMJtNIGqj3uWHDBq3BO/Uho1+5PvyQq/7Q0KFDB8ydO1enetTdheLi4jSadQP/+/D9Ma1bt0br1q0RExODixcv4sSJEzhw4ABGjx6NypUrawyEmlsfzi6i9uLFC0gkEq2ZZT48jx+ew+xSn+vo6Ogs48pOcionsnO8+rgOgPRuAOfPn8ft27cREhICNzc3WFlZoV69eli7di3CwsJw9uxZsRk38L/XQZ06dTJspfIhMzMzmJuba/06m1eaNGmCy5cv4/z58xrdjz60fft2BAQEYNCgQRpfSDL6EpTRzBdOTk6YNWsW0tLScOPGDZw9exa7d+/G9u3bYWlpibFjx2ZYb35fV/q6VnJCfY3MnDlTo0unPuXmda6P+MzMzKBUKpGamqrR7QaAxmCr69atw8KFC1G3bl3069cPVatWFVtq9O3b96PTi+fk+QsPDweATLsMvn9/z8vrMKfvv7q+lt4XGxur9WVenVQqXry4WObj44OZM2ciODgY/v7+OHnyJBo1apRpcup9NjY2mDhxIn766SeEh4fj7Nmz2LdvH44cOQKpVIqFCxfi6dOn6Nu3L0xNTTF9+nTUrl0b5cuXh0wmw6FDh3Ds2LEs6zAzM4NMJsO///6brUGA3dzcsHDhQiQnJ+PKlSs4c+YMdu/ejRUrVsDOzk7s0pQX8uN1/r73r9mMkujv3r0Tr1f15wJ14up97yfe3t/3iBEjMGLECEREROD8+fM4cOAA/v77b4waNQo7d+7U45EQkb5xjBYiPStZsiSmTp0KAJgzZ47YDxuAOHXgh32XAeC///7Dr7/+ihMnTmiU+/v7Q6FQ4MKFCzhx4gQaNmyo8SuZep/qZtHvUygUmDlzJvbt26fTsRgbG0OpVGp9yXv8+LHG4woVKkAul+PmzZsZfiHcsGEDli9fjrdv32ZaV/Xq1QEAly5d0lqW0bG9Lzk5GYGBgdiwYQOA9A8zrVu3xuzZszFo0CCoVCpcuXIFALL1S1p2PHv2TKtPu0KhwH///YeKFSuKX2jUv759+KX4w3OY3dgqVqwIExMTXL9+PcOuC+oxTLLq16+L7BxvTq+DzI63adOmAIC///4bV69eFZtk165dG0ZGRggJCcG5c+dQv3598RdHS0tLlC1bFvfv38/wy+3evXuxZMkS8fXo6uqKqKioDKdqPXXqFBYsWJDhlKG6at++PYyNjbF58+YMP2QD6deI+oNzo0aNAED8UpPRh/APp6w+fvw4pk6diri4OMhkMnh6emLo0KFi4imj15Zafl9X+rhnZCWjayure2VKSgrmzJmDTZs26VRfTl7nmdFHfC4uLkhLS9OaohxIHy+kTp06SExMxJ9//gmZTIbAwEA0bdpUTLIIgoCHDx+Kf2cmJ89fxYoVYWZmhmvXrmmtFxMTozF1uIWFBRwdHfHff//hzZs3Wuvn5jrMyftvbl5L78uorqtXr0IikYizbwHp71ne3t4ICQnBsWPHkJiYKM7ik5XQ0FDMmDEDjx8/hkQigZubG/r164edO3fCzMxM7Gp57NgxJCUlYfjw4fjqq69QqVIlsRuXOqmW1fPt6uqKtLS0DKeBvnr1KubNmyfWtXfvXkyfPh2CIEAul6NevXoYO3as2I0nu+dOVzl9HeX2M4F6LKqMjuvRo0d4+fKlOC6N+nPO5cuXtdb98Fq5c+cOfv31V1y9ehVA+muuR48e2LJlC8qXL49r167luvsiEeUtJlqI8kDr1q3Rpk0bJCYmikkXID1pIpPJsHDhQo0veKmpqZg+fTrWrVsHhUKhsS8/Pz8YGRlh7ty5SEhIgL+/v1ZdFhYWWLNmjcYHViB9St+NGzfm6MP++ypWrIjU1FScOXNGLFMoFFotBkxMTODr64v79+9j/fr1GssuXryIuXPnYteuXRq/4H3I19cXJiYmCAwM1Dg3YWFhWsmnD8nlcvz5559YtGiR1pdP9YB16gE71b/yfmxMjY9JS0vDsmXLxMeCIOC3335DYmIiunTpIpZXqFABAHDy5EmxTKlUYu3atVr7zE5scrkcfn5+ePHiBRYvXqyx7MyZMwgODoazs3OGYwPkRnaON6fXQWbHW7FiRZQrVw5bt25FbGysOA6SeqDOP//8Ey9evNAakLJTp05QKBSYN2+eRsuC+/fvY9q0aVi/fr34y2KnTp0gCAKmT5+u8WH1xYsX+Pnnn7Fq1Sq9Dlzr5OQkThfbt29f8VdttdjYWIwZMwb//fcfWrRoISaXnJ2dIZPJcOHCBY0v8adOnRK7AKg9fPgQW7duxdatWzXKP3wNAP9L4KjPfX5fV/q4Z2Qlo2vLy8sLjo6O+OOPP8TEq9qqVauwfv16rXOaXTl5nWdGH/Gp3x8WLFigkXC8cuUKQkJCULNmTRQrVgwmJiZIS0vTSmYsW7ZMY8BiNWNjY43HOXn+jI2N0b59e0RERGhcmyqVCgEBAVqv/06dOiEpKQmzZs3SqPPmzZvYvHmzmJTIqZy8/+bktZSVlStXajwP+/fvx7///pvhWC8dO3ZESkoK5s+fD3Nzc7Rs2fKj+3/58iU2bdqEdevWaZSrBzl3cHAA8L8uMOqxqtTu3LmDjRs3AtB8vj+kngZ51qxZGi2T4uLiMHXqVKxevVoc0+fq1avYvHmzODiumjrJnd1zp6ucvo7U9wpdkxYdOnSAkZERVqxYofH5IyEhAdOmTRPXAdIHQ7axscGmTZs0Pq89ePBAHKBdLTk5GevWrcPy5cs1kmBxcXF49+4dSpUqla3ua0RkOOw6RJRHJk2ahL///htnz57Fn3/+ic8//xzly5fH2LFjMWfOHHz++efw9vZG8eLFcebMGTx48AAtWrTQSqTY2tqiYcOGOHPmDMzMzNCqVSuN5VZWVpgxYwbGjBmDTp06oVWrVihdujRCQ0Nx7do1uLu74/vvv9fpGL766iucOHECI0eORPv27SGXy3H48GE4OztrJXXGjx+PK1eu4Ndff8Xx48fh4eGB6OhoHD16FEZGRpg1a1aWg9I6ODhg/PjxmDZtmngc6gGGy5Qp89Fk0Q8//IAhQ4agU6dOaNeuHYoXL44bN27gwoULqFu3rthCoESJEpDL5bh48SJmz56N1q1ba8wqkF22trbYu3cv7t27hxo1auDy5cu4evUq6tSpg169eonrffHFF9iyZQtmzZqFf//9FyVKlMDx48dhaWmp1Qfdzs4OQPrMUmZmZujUqVOGMzSMHTsWly9fxurVqxEaGoqaNWsiMjISJ06cgLm5OQICAvTWcienx5uT6yCr423atCk2b94sjs+iVrduXfGX8Q9niOrfvz/OnTuHTZs24dKlS6hbty5iYmJw+PBhJCYmYt68eWIz/s6dO+PEiRM4cuQIwsPD0aRJE6SmpiI4OBgKhQKjR4/W+4CDo0aNwuvXr7F79260bNkSzZs3R7ly5RAdHY3z58/jzZs3qFWrlkZXDBsbG7Rq1QpHjhzBl19+iWbNmonPde3atTV+Rf3qq6+wY8cOzJs3DyEhIXB1dcXr169x+PBhmJmZaQyGqj73P/30Exo1aoRevXrl+3WV23tGVjJ7nf/666/o168fevTogZYtW8LJyUm8Tzg6OuKHH37Qqb6cvM4zI5PJch1f48aN0aVLF+zatQsdOnRAkyZNEB8fj4MHD8Lc3FwcN8zf3x9Xr17FN998Ax8fHxgbG+PixYu4efMmbG1t8fr1a42kf+nSpfHff/9hzJgxaNy4MTp27Jij52/kyJE4e/Yspk6diuPHj6Ny5coIDQ3Fw4cPYWpqqvE89+vXD+fOncOBAwcQHh6O+vXr4/Xr1zh27BgEQcCCBQs+OrZGRnLy/puT11JWYmNj0aFDB3h7eyMyMhLHjh1DqVKlMHny5Ayfu5IlS+Lp06fo3LlztsYjatWqFWrWrImtW7fi7t27+OyzzxAXF4cjR44AgDiDWIsWLTB//nysXLkSDx8+RLly5fDo0SOcPHlSHFvkwx953le/fn307NkTmzZtgp+fH5o1awa5XI5jx47h+fPn6Nq1qzhIdt++fREcHIwxY8aInxeePn2Ko0ePolSpUujRo0e2zp2ucvo6Ut8LAwMDcfv2bQwdOjRH9Tk5OWH8+PGYOXOm+NnFzMwMZ86cQWRkJPz8/MQZhczNzTF9+nSMGDECX375Jdq2bQsgfdZFGxsbjS66Hh4eaNu2LY4cOYJOnTqhfv36SE1NxbFjx/D27VvMnDkzl2eKiPIaW7QQ5RE7OztxmtlZs2aJA8X17t0bq1atgpubG44ePYrt27fDyMgIEyZMwOLFi7X61QP/+5XS29s7ww/tPj4+2Lx5M+rXr4+zZ89i8+bNiIuLw+DBg7Fhwwadf5lv0aIF5s2bh3LlymHPnj3466+/0KlTJyxcuFBrXRsbG+zYsQPff/89oqOjsWnTJoSFhcHb2xs7duzQmKkkM927d8eyZctQpkwZ7NmzB2FhYRg+fLjW9KEZadmyJdauXYsaNWrg5MmT2LhxI6KiojBkyBCsWrVK/CAvl8sxZcoUFC9eHFu2bMGFCxdyfF4AoFSpUli/fj1SUlKwefNmPH/+HP369cOaNWs0+rC7ublh1apVqFGjBoKDg7F//340aNAAGzZs0JqBw8HBQRyXIygoKMOm9oDmuX758iU2b96M69evo2PHjti9ezc8PT11OiZ9HG9OroOsjlfdfcjV1VWjVYN6e1dXV62Zs0xNTbFx40YMGzYMSqUSW7ZswenTp1GrVi1s3LhRY2BJiUSCxYsXY+LEiShWrBh27tyJ4OBgVK5cGcuWLcv2F6mckMlkmD17NtauXYtmzZrhzp072LRpE06cOIHy5cvjl19+EX+xf9+sWbPQs2dPKBQKbNq0CU+fPsXixYu1pgcuXrw4Nm/ejG+++Qb//fcffv/9d5w6dQpNmzbFjh07NKZbHjhwIDw9PXH+/HmxhVp+X1f6uGdkJrPXeZ06dbBz5060a9cOYWFh2LhxI549e4aePXti+/btOg1CDOTsdZ4VfcQ3c+ZM/PzzzzA1NcX27dvx119/oWnTpti6dauYPOzWrRsmT54Ma2tr7Ny5EwcOHIC5uTl+++038Vf406dPi/scO3YsqlSpgsOHD4tdUXPy/NnY2GDr1q1o3749rl+/ji1btsDMzAwbN26Eubm5xqDKJiYm2LBhA4YPH46UlBRs3boVFy5cQIsWLbB9+3atHxtyIrvvvzl5LWUlMDAQrq6u2LZtGy5evAg/Pz/s2LEjw0FMjYyM0Lp1awDIVrchIP06X7lyJfr164c3b94gKCgIhw8fhqenJzZt2iT+wGBnZ4f169ejfv36uHDhArZs2YKIiAj07NkTwcHBsLa2xtmzZ7PsPjRp0iTMnTsXZcqUwf79+7Fnzx6ULFkSs2bNws8//yyu5+joiK1bt8LX1xc3btzA+vXrERoaCn9/f+zYsUNMbOSlnLyOfH194ePjg8jISGzZskWnadt79eqF1atXo3r16jh69Cj27NkDa2trzJgxA/Pnz9dYt1WrVtiwYQOqVauGQ4cO4eTJk/jqq6/Ez4vvmzt3LkaPHo20tDRs374du3fvhpOTEwIDA/Nl/Bkiyh2JkNth84mIiIiIMvH48WPY29trdXVITk5GrVq10KBBA6xevdpA0RUcXbt2RXR0NE6cOKH3VolERJS/2KKFiIiIiPLM4MGD0ahRI63Zy37//XekpKTkqvVSUXHu3DlcuXIFXbp0YZKFiKgIYIsWIiIiIsozQUFBmDZtGuzt7dGyZUsUK1YMt27dwt9//w1XV1fs3LlTHLD1UzNz5kxcunQJ4eHhsLS0xOHDh/U2jToRERkOB8MlIiIiojzTvXt3lCpVCps2bcKhQ4eQkJCAMmXKYMCAARgwYMAnm2QB0gcajoiIQIUKFTB9+nQmWYiIigi2aCEiIiIiIiIi0hOO0UJEREREREREpCdMtBARERERERER6QkTLUREREREREREesJECxERERERERGRnjDRQkRERERERESkJ0y0EBERERERERHpCRMtRERERERERER6wkQLEREREREREZGeMNFCRERERERERKQnTLQQEREREREREekJEy1ERERERERERHrCRAsRERERERERkZ4w0VKEhIeHIzw83NBhEBEREREREX2ymGgpQpKTkxEXFwelUmnQOJRKJS5dusQ4GAfjKCRxFIQYGAfjYByMozDHwDgYB+MovHEQ5QUmWoqgtLS0AlE/42AcjKNwxFEQYmAcjINxMI7CHAPjYByMo3DHQaRvTLQQEREREREREekJEy1ERERERERERHrCRAsRERERERERkZ4w0UJEREREREREpCdMtBARERERERER6QkTLUREREREREREesJECxERERERERGRnjDRQkRERERERESkJ0y0EBERERERERHpCRMtRERERERERER6wkQLEREREREREZGeGBk6ACIi+rRFR0dDoVAgKSkJkZGRMDIygqmpqcHi0Wcc1tbWsLOz01NkRERERFQYMNFCREQGEx0dje7deyA5WWnoUPKEXG6CoKDNTLYQERERfUKYaCEiIoNRKBRITlYiqVJzCMWs9bZfSaICpg9O6X2/OY0BD05BoVAw0UJERET0CWGihYiIDE4oZg2VeUm97U89AJm+96tLDERERET0aeHnQCIiIiIiIiIiPWGihYiIiIiIiIhIT5hoISIiIiIiIiLSEyZaiIiIiIiIiIj0hIkWIiIiIiIiIiI9YaKFiOgTpVAoDB0C0UfxOiUiIqLChokWIqJP0LNnz9CxY0c8e/bM0KEQZYrXKRERERVGTLQQEX2CYmNjoVKpEBsba+hQiDLF65SIiIgKIyZaiIiIiIiIiIj0hIkWIiIiIiIiIiI9YaKFiIiIiIiIiEhPjAwdABEREVFGbt68CQDo16+f1jITExOYm5sjJiYGqampAACJRAIjIyNIpVKkpaVBJpNBpVJBpVJBKpXC2toaEokESUlJMDIyQmpqKlJSUiCTyWBpaQmJRAIAMDMzQ6lSpVCyZEk8fvwYt2/fRmpqqsZ6xYsXh52dHSpWrAhfX184OTlleAyRkZE4dOgQoqKiYG9vL66bWXl292Fra6uPU0xERER5gIkWIiIiKnDmzJmDQ4cOZbpcqVRCqVRqlAmCgJSUFPGxOgEDAGlpaXj58mWm+4uLi9N4fP/+fa11VCoV3rx5AwB4/fo1Hj58iCtXrmDbtm0YN24cfHx8NNY/dOgQAgICYG5ujkqVKiE0NBTbtm1D27ZtceTIEa3ynOxjxIgRmSZmiIiIyLDYdYiIiIgKlNDQ0CyTLB8yNjbOdZ0mJibi37Vr1xb/lkr/91GpVKlS4t9Vq1aFRCJBcnIymjZtirlz5+LJkyfi8sjISAQEBMDX1xe7du3CokWLsGvXLjRp0gSHDh1Cs2bNNMp9fHyyvQ8fHx8sXLgwy8QRERERGQ5btBARfcIePXqEpKQkREZGwsjICKampvlef1Gn6zEa8nkxdBzLli3LsHz8+PH49ddftcplMhnS0tKgUqm0lqm7CL2/nrpcIpGILWCcnZ1x9+5dSCQSxMfHi9tXrFgR9+/fh1wuR/PmzbFz504AQFRUFMzNzZGcnAw7OzuYmZnh4MGDGDBgAID0lijm5uYYPny4mMQxMTGBnZ0dAKB06dIa5SNGjMDp06eztY8RI0bg1KlTuHjxIpo2bZqTU0tERET5gIkWIqJP2IwZMwwdQpHHc6wfMpkM9vb2kEgkEARBY1lycrI4Hsv7JBIJLC0t8fbtWwCAlZWV+LeFhQUA4N27d5DJZOL/UqlUXAcAYmNjYWRkBHNzc7x58wYWFhaIi4tDQkICqlWrhv/++w8vX75E5cqVERUVJW4XFRWFSpUqabSUAYBXr17BwsJCqzWKiYlJtvdhYmKCSpUqid2YiIiIqGBhooWI6BM2adIk2NnZISIiAhUqVDBIi5ainoiYNGkSnJ2dc7xdUlKSwZ4XQ8cxe/ZsPHz4UKMsLS0Nz54900qyAIBcLkdycrJWuSAIiI2NFR/HxMSIf8fFxYlJm9TUVBQvXhzR0dFQqVQoUaIEoqOjAaQnZKKjoxEfH48SJUqIY7mYmZnh3r17SE5ORqlSpRASEgJ/f39x//b29ggNDYVSqdRIlJQsWRJxcXEa3ZCA9DFn7t+/n619KJVKPHjwAPXq1cv6RBIREZFBMNFCRPQJc3Z2hpOTE1JTU1GlShWYmZkZOqQix9nZGa6urjneLiEhoUA8L4aIY8iQIRg9erRWeUBAQIbrp6amZthtSL1MTd1t6MNy4H9dvARBgLm5uVgeEREBIL3VzOnTp8Vye3t73LlzBxKJBNHR0UhISICfn5+43NfXF9u2bcOiRYswYsQImJiYQKlUigmc6OhoMYGiVCqxaNGibO9DvS4TLURERAUTEy1ERERUoHh5ecHPzw8HDx7M1vofJk108f4MRpcuXRL/fj+B8353n9u3bwNI78Zz5swZjBs3Do6OjuJyJycnjBs3DnPnzsWZM2dQqVIl3L9/X0ymHD58GJcuXdIoz8k+Ro4cqdUqhoiIiAoGJlqIiIiowBk/fjxcXV3x22+/ZbjcxMQE5ubmiImJERMtEokERkZGkEqlSEtLE8dtUalUkEqlsLa2hkQiQVJSkjhIbkpKCmQyGSwtLSGVSiEIAszMzFCqVCmUKlUKjx8/xq1bt5CamgojIyNYWFhAIpGgePHisLOzQ8WKFeHn56eRIFHz8fGBu7s7Dh48iKioKPj7+4vrdu/ePcPy7O7DxsZGTPYQERFRwcJECxERERVIVatWBQCsXr0aTk5OuH37NqpWrWrwrlQ5icPR0VGcRSg75dndR0JCQvYCJiIionwnNXQARERERERERERFBRMtRERERERERER6wkQLEREREREREZGeMNFCRERERERERKQnTLQQEX2C1DOsWFpaGjoUokzxOiUiIqLCiIkWIqJPUNmyZbF3716ULVvW0KEQZYrXKRERERVGTLQQEX2irK2tDR0C0UfxOiUiIqLChokWIiIiIiIiIiI9YaKFiIiIiIiIiEhPmGghIiIiIiIiItITJlqIiIiIiIiIiPSEiRYiIiIiIiIiIj0xMnQARFQwREdHQ6FQ5Hk9SUlJiIyMhJGREUxNTTNdz9raGnZ2dnkeDxUMkkSFXjP/kkRFnuxXlxiIiIiI6NPCRAsRITo6Gj26d4cyOdnQoYhM5HJsDgpisqWIs7a2hlxuAjw4lSf7N82j/WaXXG7C6YmJiIiIPjFMtBARFAoFlMnJGFQ9HmXN0/K0rmfxUgTetMCg6nEoa67KZB0ZAm+mx8VES9FmZ2eHoKDNUCgUSEpKQkREBCpUqJBla6e8ps842DKLiIiI6NPDRAsRicqap6GCVd4mWv5Xlyrf6qKCzc7ODnZ2dkhISEBqaiqqVKkCMzMzg8VTUOIgIiIiosKJg+ESEREREREREekJEy1ERERERERERHrCRAsRERERERERkZ4w0UJEREREREREpCdMtBARERERERER6QkTLUQFhEKhMHQIlA/4PBMRERERFW1MtBAVAM+ePUPHjh3x7NkzQ4dCeYjPMxERERFR0cdEC1EBEBsbC5VKhdjYWEOHQnmIzzMRERERUdHHRAsRERERERERkZ4w0UJEREREREREpCcGT7SoVCosXrwYTZo0wWeffYZ+/fohMjIy1/tNSkrC/Pnz4e3tjZo1a6Jz5844fvy4HiImIiIiIiIiIsqYkaEDWL58ObZs2YI5c+bA3t4eAQEB6Nu3Lw4cOAC5XK7zfmfMmIFz587hl19+Qfny5XHw4EEMHToUGzZsQL169fR4BERE2RMdHQ0AGDNmjDhei5GRESwsLGBqagqpVAozMzOUKlUKFStWhK+vL5ycnAwcNRERERER5YRBW7QkJydj3bp1GD58OJo3bw43NzcsWLAAUVFROHr0qM77TUxMxN69e/HDDz+gWbNmcHZ2xuDBg1G3bl3s2rVLj0dARJQ9hw4dwuTJkwEA7969g0qlAgCkpqZCoVAgKioKz549w/379/HPP/9g165d6NWrF4KDgw0ZNhERERER5ZBBEy137txBfHw8GjRoIJZZWVmhWrVqCA0N1Xm/EokEK1asQNOmTTXKpVIpYmJiMtymY8eO+PHHHzXKzp49C3d3dygUCgDArl274OPjAw8PD/j4+OD3338XvywBQFhYGHr16oVatWqhRo0a8PHxwb59+8TlEyZMwPDhw/H999+jVq1aWL16NRITEzFx4kQ0atQI7u7u6NixY66STERU8ERGRmLu3LkQBEEsy6xlXaNGjSCRSKBUKtG0aVPMnTsXT548ya9QiYiIiIgolwzadSgqKgoAUKZMGY3y0qVLi8t0YWpqisaNG2uUXbt2DRcuXMCkSZMy3KZz585YuHAhfv75Z5iamgIA9u7dC29vb1hbW2P79u347bffMGXKFHh4eODWrVuYPn06oqOjMW7cOERHR6NPnz7o0aMHpk+fjpSUFKxevVpMopQsWRIAcOTIEYwdOxaTJ0+GqakpFi1ahPDwcKxatQpWVlbYuXMnRo0ahSNHjsDR0VHnc0CF06NHj/Js30lJSYiMjISRkZF4jedHvblhqPOhb7t374ZMJhMTs2ZmZqhQoQIuX76MlJQUSCQSMQnj5OQECwsLKJVKlC5dGmZmZjh48CAGDBiQpzESEREREZF+GDTRkpiYCABaY7GYmJjg3bt3eqvn4cOHGDJkCDw8PPDVV19luE779u0xd+5cHDt2DJ9//jni4uJw7NgxLF68GED6WDKDBg2Cn58fgPQvQ3Fxcfjll18wYsQIKJVKDBs2DH369IFEIgEA9O/fH3v37sV///0nJlqKFy+Ovn37ivU+fvwY5ubmcHJygpWVFUaMGAEvLy8UL15cb8dPhceMGTMMHUKBUlTPh5OTE16+fAkLCwukpKQgKSkJqampkEgkePnyJSpXroyIiAi8evUKlStXzlXimYiIiIiI8pdBEy3qX5GTk5M1flFWKpUoVqxYhtv07dsXly5dEh//8ssv8Pf3z7SOy5cvY/DgwbC3t8eKFStgbGyc4XolSpRAy5YtsXfvXnz++ecIDg6GpaUlGjdujDdv3iAqKgq//fYbFi1aJG6jUqmgVCrx5MkTVKpUCZ07d8bGjRtx9+5dPH78GHfu3AEApKWlids4Oztr1NuvXz8MHDgQDRo0gIeHBxo1aoT27dvD0tIy02OiomvSpEla14i+JCUlISIiAhUqVMiwRUtBTGoY6nzo2+7du3Hs2DGkpKQASO9K9NlnnyEuLk5s0QIAgiCgVKlSCAkJgVKpRMmSJRESEpLlPY6IiIiIiAoWgyZa1F2GXrx4gXLlyonlL168gKura4bbzJw5E0lJSeJjW1vbTPd/9OhRjBkzBp6enli+fPlHkxddunTBwIED8fr1a+zfvx8dOnTQaO7/448/omHDhhkex/3799GtWzdUr14dDRs2RJs2bVCiRAl8+eWXGut++IWuZs2aOH36NM6fP49//vkHe/fuRWBgINasWaMxdg19GpydnTO99nMrISEBqampqFKlCszMzPKkDn0rKuejR48eOHLkiEbdERERYuLl/bFbIiMjERcXByD9XpiQkCC2pCMiIiIiooLPoIPhurm5wcLCAhcvXhTLYmJicOvWLXh5eWW4jZ2dHZydncV/FhYWGa534sQJjBo1Cs2bN8fatWuz1UKkcePGKFWqFHbs2IGwsDB07twZQHoyx8bGBpGRkRp137x5EwsXLgQAbNu2Dba2tli/fj369euHZs2a4dWrVwA0v0R9aPHixbh06RJatmyJSZMm4ciRI3ByctL4UkZEhZuTkxPGjx8vtlwBgJCQkAzXPX/+PARBgImJCc6cOYNx48ZxvCYiIiIiokLEoC1a5HI5evTogXnz5sHGxgYODg4ICAiAvb092rRpo/N+3717h/Hjx6N69eqYOHGixngvxsbGsLa2znA7qVSKjh07YsWKFXB3d0elSpUApM9i1K9fPyxYsABly5ZF06ZNER4ejqlTp6Jly5aQy+Wwt7dHVFQUTp8+jcqVK+PmzZtiV4zk5ORMY42MjMT+/fsxffp0lCtXDv/++y+ePXuGmjVr6nz8RFTw+Pj4wMLCAhMnTkTx4sURGxsLlUoFIyMjWFhYwNTUFFKpFGZmZihVqhQqVqwIPz8/JlmIiIiIiAoZgyZaAGD48OFITU3FpEmTkJSUBC8vL6xduzbTsVSy48yZM4iJicG///6rNcVz3bp1sWnTpky37dy5M1asWCG2ZlH7/vvvYWJigk2bNmHOnDkoWbIkvvrqKwwfPhwA0KtXLzx8+BDjxo1DcnIyypcvjx9++AGLFy/G9evXteJQ+/nnn/Hrr79i7NixUCgUcHBwwJgxY9ChQwedj5+ICqbSpUsDAObNmyd2iUpISMDt27dRtWrVQtOli4iIiIiIMmfwRItMJsPYsWMxduxYve2zffv2aN++vU7bRkVFoVixYhmOidC9e3d07949w+3kcjlmzZqlVd6xY0fx7zlz5mgtt7CwwPTp03WKlYiIiIiIiIgKFoMnWgqKBw8e4O7du1ixYgU6derEWX+IiIiIiIiIKMcMOhhuQfLo0SP8+OOPsLa2xqhRowwdDhEREREREREVQmzR8v+8vb1x9epVQ4dBRERERERERIUYW7QQFQCWlpaQSqXsslbE8XkmIiIiIir62KKFqAAoW7Ys9u7dm+nU41Q08HkmIiIiIir62KKFqIDgl+9PA59nIiIiIqKijYkWIiIiIiIiIiI9YaKFiIiIiIiIiEhPmGghIiIiIiIiItITJlqIiIiIiIiIiPSEiRYiIiIiIiIiIj3h9M5EJHoWL8uHOqQa/xsqDiIiIl1ER0dDoVBolSclJSEyMhJGRkYwNTXN/8A+iMPW1hbly5c3WBxERJ8yJlqICNbW1jCRyxF4M//qDLxpkeVyE7mcUyETEVGBEh0dje49uiNZmWzoUD7KWG6MLUFbYGdnZ+hQiIg+OUy0EBHs7OywOSgow1/o9C0pKQkRERGoUKFClr/4WVtb88MhEREVKAqFAsnKZKjqqiBYCfrdeQwgC5EhrW4aYJW7XUliJEgJSYFCoeB7KRGRATDRQkQA0pMt+fFhLCEhAampqahSpQrMzMzyvD4iIiJ9E6wEoEQe7dwKud63AD0ngYiIKEc4GC4RERERERERkZ4w0UJEREREREREpCdMtBARERERERER6QkTLUREREREREREesJECxERERERERGRnjDRQkREREQ5plAoDB0CFRC8FoiINDHRQkREREQ58uzZM3Ts2BHPnz83dChkYOpr4dmzZ4YOhYiowGCihYiIiIhyJDY2FiqVCnFxcYYOhQxMfS3ExsYaOhQiogKDiRYiIiIiIiIiIj1hooWIiIiIiIiISE+YaCEiIiIiIiIi0hMjQwdARERERVdoaCgCAwPx5MkTpKamAgBkMhkAIDk5GYIgiOvK5XLI5XIolUqkpKSI69ra2kIqlUIQBJQrVw5RUVGIjo4W96der1ixYjA1NUWxYsXg4eGBrl27wsnJKR+PNnORkZE4dOgQoqKiIAgCHj16BIVCgbS0NKSkpCA+Pt7QIWZKKpXCwsICjo6O6NOnD7y8vAwdElGh9/49wczMDC9evMDNmzeRmJiItLQ0Q4enwdTUFBKJBCkpKTAxMUGNGjVgbm6OBw8eAAA8PDzQvHlznDp1CteuXdMou3z5MqKiomBvbw9fX98Cc08mymtMtBAREVGemDNnDg4dOqRV/n6C5H3JyclITk7WKEtLS8OLFy/Ex9HR0Rluq1KpkJKSgpiYGEgkEjx69Ah//vknJkyYAB8fn1wcRe4dOnQIAQEBMDc3h7GxMV6/fm3QeHJKpVIhJiYGt27dwujRo+Hn54eOHTsaOiyiQuv9e4K1tTUeP35s6JCylJSUJP6dmpqKixcvAkhPwqrvtwcOHADwv0S6uszU1BRVq1ZFaGgotm3bhnHjxhn8nkyUH9h1iIiIiPQuNDRUK8liZ2eX4brGxsY61yORSLTKBEEQW138+uuvePLkic77z63IyEgEBATA19cXP/30E16/fp3peSgMbGxscPDgQdy+fdvQoRAVSk+fPhXvCYsWLUJkZKShQ9KZSqXCzJkzNcrWrl2LNWvWiPdmpVKJsWPHYteuXfDx8cHcuXMNek8myi9s0UJERER6t3btWgDpSRSVSoW0tDQ0bdoUO3fu1FrXwsICb9++1akef39/7Nu3T3wslUrFqWYtLCygVCpx8OBBDBgwQLcDyaVDhw7B3Nwcw4cPx4gRIyCRSNC0aVPs27dPq/VOYaDu6rV3714A6Ymk1NRUGBkZwdTU1CAxJSUlITIyMl9iePToUZ7uX9/yI97Cdk4M7ciRI+I9YcOGDZBIJBAEQfy/MJFKpdi4cSOMjY2RkpICY2Nj/PXXXwDS7+uCICA5OVm8B48YMQKnT5/GwYMH0bNnTwNHT5S3mGghIiIivXv9+jWMjIxgbm6O+Ph4FCtWDG/evMlw3YSEBI0vGe+3UjE3N0dSUpLY3Ui9TBAEGBkZIS4uTiyTyWSQSCSQSqV4+/YtKleujIiICERFReXloWYpKioKlSpVgomJCV6/fg1zc3O8efMGZmZmhTLRkpCQAAsLCygUCgDA3LlzDRsQZWnGjBmGDoE+EB0dLd4ToqKiIJPJxC446rGpCjKJRCLelyUSCV6/fg0LCwukpKTAyMhIvN9WrlwZADTuwSYmJqhcubJB78lE+YWJFiIiItI7W1tbREdHIz4+HiqVCnFxcbC2ts5wXTMzMyiVSvHx+7/qxsXFaaz7/rLU1FSYm5uLZampqWKLlhIlSuD+/ftQKpWwt7fX45HljL29PUJDQ6FUKmFra4sXL16gRIkSSEhIMFhMuWFmZoa3b9+iYsWKePPmDcaNG4fU1FRUqFDBoC1aIiIi8iWGR48eFarkxaRJk+Ds7JyndRS2c2JodnZ2uHLlinhvSktLg0qlyrAbZEEkCIJ4X5ZKpbC1tcW9e/fEFi3q+21ISIjYokVdplQqcf/+ffj7+xssfqL8wkQLERER6V2fPn0wevRojV9oz549m+G6HyZTckI9AKOaSqUCAFhaWoqtXfz8/HTef275+vpi27ZtWLRoEXr16oUJEybg7NmzhbI1C/C/FkUdO3bEb7/9BicnJ6SmpqJKlSowMzMzSEwJCQkGj6GgcnZ2hqurq6HDoPe0bdsWu3btwqJFi9ClSxds2bIFAApdtyEg/X6rvq8BQEpKClq3bg1BELBlyxaxS5Sfnx+USiUWLVqEhIQEg96TifILEy1ERESkd15eXvDz88PBgwfFsvdnD3pfbprLZ/TlRCKRIDQ0FBKJBOPHj4ejo6PO+88tJycnjBs3DnPnzsWZM2fElj6F1Zs3b+Dn54eqVasaOhSiQsnBwUHjnlCuXLlCO86NVCrFxIkTNcr69OkD4H/3ZhMTEwQEBOD+/ftISEjAuHHj4OjoWGhb9RFlFxMtRERElCfGjx+Pli1bYvny5Xjy5Ik4zop6+s/k5GSNRIlcLodcLteY5tnIyAg2NjaQSqUQBAHOzs6IiopCVFSUxjTRMpkMxYoVg6mpKYoVKwZPT0907drVoEkWNR8fH7i7u+PgwYOIioqCIAh4/Pgx3r59i7S0NKSmpuaqVU9ek0qlsLCwgKOjI/r27Ys6deogPDzc0GERFVof3hM8PT3x4sUL3LhxA4mJiUhLSzN0iBpMTU3FMWRMTU1Ro0YNmJmZ4cGDBwAAT09PNG/eHKdOncK///6rUXbp0iVERUXB398ffn5+BeKeTJQfmGghIiKiPFOnTh2sW7cu1/tJSEjA7du3UbVq1ULZPcTR0VGvMx8V9vNB9KnT9z0hu/Ly3lGnTp1slRF9CqSGDoCIiIiIiIiIqKhgooWIiIiIiIiISE+YaCEiIiIiIiIi0hMmWoiIiIiIiIiI9ISJFiIiIiLKEUtLS3E2Ivq0qa8FS0tLQ4dCRFRgcNYhIiIiIsqRsmXLYu/evZDL5VAoFIYOhwxIfS1YW1sbOhQiogKDLVqIiIiIKMf4xZrUeC0QEWliooWIiIiIiIiISE+YaCEiIiIiIiIi0hMmWoiIiIiIiIiI9ISJFiIiIiIiIiIiPWGihYiIiIiIiIhITzi9MxERERFRDkhiJBAg6HenMR/8nwuSGEnud0JERDpjooWIiIiIKBusra0hN5EjOSQ5z+qQhcj0sh9juTGnXSYiMhAmWoiIiIiIssHOzg5Bm4OgUCi0liUlJSEiIgIVKlSAqalp/gf3QRyfffYZ7OzsDBYHEdGnjIkWIiIiIqJssrOzyzCBkZCQgNTUVFSpUgVmZmYGiEwzjtKlSxssBiKiTx0HwyUiIiIiIiIi0hMmWoiIiIiIiIiI9ISJFiIiIiIiIiIiPWGihYiIiIiIiIhIT5hoISIiIiIiIiLSEyZaiIiIiIiIiIj0hIkWIiIiIiIiIiI9YaKFiIiIiIiIiEhPmGghIiIiIiIiItITJlqIiIiIiIiIiPSEiRYiIiIiIiIiIj1hooWIiIiIiIiISE+YaCEiIiIiIiIi0hMmWoiIiIiIiIiI9ISJFiIiIiIiIiIiPWGihYiIiIiIiIhIT5hoISIiIiIiIiLSEyZaiIiIiIiIiIj0hIkWIiIiIiIiIiI9YaKFiIiIiIiIiEhPcpVoUalUuHPnDs6cOYO4uDgoFAo9hUVEREREREREVPgY6brhvn37MH/+fLx48QJSqRQ7d+7EkiVLYGxsjPnz50Mul+szTiIiIiIiIiKiAk+nFi2HDh3C+PHjUb9+fSxYsAAqlQoA0Lp1a5w+fRrLly/Xa5BERERERERERIWBTi1aVqxYga5du2Lq1KlIS0sTy7t06YI3b95gx44dGDlypL5iJCIiIiIiIiIqFHRKtERERGD8+PEZLvP09MSSJUtyFRQRERVN0dHRmY7nlZSUhMjISBgZGcHU1DR/A8tFHNbW1rCzs8uHyIiIiIioMNAp0WJra4sHDx6gUaNGWssePHgAW1vbXAdGRERFS3R0NLp374HkZKWhQ9ErudwEQUGbmWwhIiIiIgA6Jlp8fX2xePFilC5dGs2aNQMASCQS3LhxA8uXL8fnn3+u1yCJiKjwUygUSE5WIqlScwjFrPO0LkmiAqYPTuV5XZJEBfDgFBQKBRMtRERERARAx0TLyJEjcffuXYwcORJSafp4uj179kRCQgLq1KmDESNG6DVIIiIqOoRi1lCZl8zTOtQjved1XTqNKE9ERERERZpOiRa5XI41a9bg/PnzuHDhAhQKBSwtLVG3bl00a9YMEolE33ESERERERERERV4OiVa+vTpg759+6JRo0YZjtNCRERERERERPQp0qnV8+XLl9lqhYiIiIiIiIjoAzolWpo0aYL9+/cjJSVF3/EQERERERERERVaOnUdMjExwf79+xEcHIxKlSrBzMxMY7lEIsHvv/+ulwCJiIiIiIiIiAoLnRItUVFRqFmzpvhYEASN5R8+JiKigkWhUMDa2trQYdAnjtchERERFUU6JVo2bdqk7ziIiCifPHv2DN26dcOWLVtQtmxZQ4dDnyheh0RERFRU6TRGCxERFV6xsbFQqVSIjY01dCj0CeN1SEREREWVTi1avL29Pzrr0PHjx3UKiIiIiIiIiIiosNIp0VK3bl2tREt8fDyuX78OpVKJb7/9Vi/BEREREREREREVJjolWubMmZNheUpKCgYPHozExMRcBUVEREREREREVBjplGjJjLGxMXr16oUff/wRI0eO1OeuiYiIqAiJjo4GAAwbNgxKpRJSqRSlSpWCvb09Hj58iOTkZBgbG0MulyMlJQUSiQTx8fFQqVSQSqUwNjZGamoqUlJSxH2WKFECUqkUb968EWdAtLS0hEwmg0wmg52dHfr06QN7e3ts27YNly5dQkxMDARBQPHixVG7dm00b94cly9fRlRUFOzt7eHr6wsnJ6csjyUyMhKHDh3K0TZERERUdOk10QIA7969Q3x8vL53S0REREXEoUOHxNaxSUlJAIC0tDRERUUhKipKXE+97EMqlQqpqala5W/fvtUqe3+w3devX2P06NEZ7jM+Ph7Pnj3DgQMHYGpqiqpVqyI0NBTbtm3DuHHj4OPjk+mxBAQEwNzcHJUqVcrWNkRERFS06ZRo2bt3r1aZ+gPS5s2bUadOndzGRUREREVQZGQk5s6dKz4uXbo0Jk+ejGHDhum8T2traygUCo2ySpUq4cGDBx/dtm3bthAEAUePHhXLlEolxo4di1KlSmHRokWYO3cu3N3d4ejoqHUsAQEB8PX1xfDhw2FiYgKlUpnlNkRERFT06ZRomTBhQqbLatasicmTJ+scEBER5Y9Hjx4BSG81EBkZCSMjI5iamuZ5fUVRXhxbfj0v+R3H7t27NR5PnDgRFy5cgFQqhUqlEsslEgnMzc0RHx8vdgPKjFQq1Sp7+vRppuup67G0tMSYMWMAAKdOnRK7K0kkEhw8eBADBgzAiBEjcPr0afHx+w4dOgRzc3MxyQIAJiYmWW5DRERERZ9OiZaMpm6WSCSwsLCAlZVVroMiIqK8N2PGDEOHUGTwXOrOzMwMUVFRkMlkkEgkUKlUYmKlSpUquHr1KoD0ceAEQdDqMqQeu+VDycnJsLCwAADExcVBIpFAJpMBgLj/ypUriwkSc3NzqFQqmJubQyKRiF2YTExMULlyZY0uTWpRUVGoVKmSuA+1rLYhIiKiok+nRIuDg4O+4yAionw2adIkODs7IykpCREREahQoUKet2gpqgkJ9bnUp/x6XvI7jt27d+PIkSNiq5K4uDjY29sjLS1No0ULANy7d0/8+/1Bb98nCALMzc2hVCo1yuVyOeLi4jTWS0tLE/8GgPv374vbxcfHIzU1FfHx8ZBIJLC3tweQ3o3o/v378Pf316rb3t4eoaGhUCqVGsmWrLYhIiKiok+nRIsgCNi5cydOnjyJxMRErQ9GEokEv//+u14CJCKivOHs7AxXV1ckJCQgNTUVVapUgZmZmaHDKpTU51KfCsrzou84evTogSNHjoiPZ8+ejcmTJyMoKEhjPUEQNBIlWfnwcwgAlC1bFg8fPsxyvdjYWAQEBABIbwEDQJzhyM/PTxxvJSEhAX5+flp1+Pr6Ytu2bVi0aBFGjBihMUZLZtsQERFR0adTomX+/PlYs2YNHB0dYW9vD4lEorH8Y32piYiI6NPk5OSE8ePHY/bs2QCAFy9e5GogXABaA+EC0EqyZOb9QXDVTExMEBAQgPv37yMhIQHjxo3LcFBbJycnjBs3DnPnzsWZM2dQqVKlj25DRERERZ/Osw717t0b48eP13c8REREVMT5+PjAwsICEydOhKmpKZRKJaRSKUqXLg07Ozs8fPhQHJhWLpeLrUzi4+OhUqkglUphbGyM1NRUjS5FNjY2kEgkePPmjfijj6WlJWQyGWQyGezs7NC3b1/Y29tj27ZtuHTpEt69ewcAsLKyQp06ddC8eXNcunQJUVFR8Pf3h5+fX5YJEx8fH7i7u+PgwYPZ3oaIiIjSG2h82GijqNAp0RIXF4fmzZvrORQiIiL6VJQuXRoAsGTJkmx1u0pISMDt27dRtWpVvXRhUs82lJE6derkaF+Ojo6cXYiIiPLEkiVLsHTpUoSHhxs6FL26dOkSVqxYgdWrVwMAnjx5gpYtW2L27Nno3Lmz3uvL6/1/SHs+xGyoXbs2Ll++rO9YiIiIiIiIiKiI27lzJx48eGDoMPKMTi1a+vbti7FjxyI1NRWenp4oVqyY1jpeXl65Do6IiIiIiIiIqDDRKdHSu3dvAMCyZcsAQKNflbqf1e3bt/UQHhEREREREVHhdOPGDQQEBODGjRtQqVTw9PTEyJEj8dlnnwFIb9mxdetWPHz4ECqVChUqVMDAgQPh4+OT6T6PHTuG5cuX4969e7CysoKPjw9++OEHsWttUlIS5syZgxMnTuDNmzdwdHTEl19+iT59+uQodldXV0ydOhX//vsv/vrrL8hkMvj7+2PMmDFYtGgR9uzZA0EQ0KpVK0yZMgUmJiYA0mf5W7NmDXbu3Innz5/DwcEBPXr0QM+ePQEAEyZMwJ49e8Q6Zs+ejbp16wIAXr58ieHDh+Ps2bMwNjZG27ZtMWHCBJibmwMA0tLSsG3bNmzbtg2PHj2CjY0NPv/8cwwbNkysH0gf7H7p0qX477//UKlSJQwZMiRHx55bOiVaNm7cqO84iIgon1haWkIqlcLS0tLQodAnjNchEREVdXFxcejbty/q16+PJUuWIDk5GYGBgejTpw9OnTqF/fv3Y8aMGRg2bBhq166Nd+/eYfXq1RgzZgxq1qwJe3t7rX0eOHAAY8aMQfv27TFy5Eg8ffoUCxYswP3797F+/XpIJBLMmjUL586dw/jx41GyZEmcOXMGc+fOhbW1Nbp06ZKjYwgICMDnn3+OpUuX4uTJk/j9999x7tw5uLm5Yd68ebh69SqWLFmCChUqoG/fvgCAqVOnYvfu3RgwYABq1qyJ0NBQzJo1CzExMRgyZAgGDx6MN2/e4NatW1i6dCnKlSuHhIQEAMCiRYvQs2dPLF++HJcvX8bixYthYWEhTsQzZcoU7Nu3D/369UOdOnVw69YtLFu2DLdv38aaNWsgkUhw4sQJDB8+HO3bt8fYsWNx+/ZtjB07NpfPZs7olGhRZ5uIiKjwKVu2LPbu3Qtra2tDh0KfMF6HRERU1N2/fx9v375Fr169UKtWLQBAxYoVsX37dsTHxyMyMhJ9+vTB4MGDxW0cHBzQuXNnXLp0CX5+fhr7EwQB8+bNQ5MmTTBv3jyxvHz58vjuu+9w+vRpNG/eHCEhIWjUqJG4fb169WBmZgZbW9scH0PlypUxbdo0AOl5gJ07dyIlJQXz5s2DkZERGjdujCNHjohjuEZERGDHjh344Ycf0L9/fwBA48aNIZFIsHLlSnTr1g3lypWDjY0N5HK52LJHnWhp27YtfvzxRwBAgwYNcP78eVy4cEE8n3/88QdGjx4t7rtRo0YoXbo0xo0bhzNnzqBZs2ZYtmwZPDw8EBAQAABo0qQJAGD+/Pk5Pn5d6TQYLgC8efMGAQEB6NSpExo3bow7d+5g6dKlOHbsmD7jIyKiPMAvt1QQ8DokIqKirEqVKrCxscHAgQMxZcoU/PXXXyhZsiTGjh0Le3t7TJgwAWPGjEFMTAyuXr2Kffv2ISgoCACQnJystb+HDx8iKioK3t7eSE1NFf95eXnBwsIC58+fB5CeWNmxYwf69euHzZs3IzIyEkOGDNFp5uCaNWuKf8tkMpQoUQLVq1eHkdH/2mxYW1sjNjYWAHDhwgUIgqAVo7e3N5RKJS5dupRlfR/O/Ofo6IiYmBgAQEhICABoJaD8/Pwgk8lw8eJFJCUl4ebNm2jRooXGOll1xcoLOrVoiYyMxDfffAOlUonatWvjzp07SEtLQ0REBJYvX47ly5dz+mciIiIiIiL6ZJmbmyMoKAiBgYEIDg7G9u3bYWpqig4dOmDSpEmIiorClClT8M8//8DY2BgVK1aEm5sbgPTWKx9SKBQAgF9++QW//PKL1vIXL14AACZOnAh7e3vs378f06dPx/Tp01GzZk1MnTpV3H92WVhYaJWpx4LJiDrGD5MhatHR0VnW9+FEO1KpVDwX7969AwCUKlVKYx0jIyOUKFECsbGxePfuHQRBQIkSJTTWKV26dJb16ptOiZZff/0Vtra22LRpE8zMzFCjRg0A6U1xlEolVqxYwUQLERERERERfdIqVqyIgIAApKWl4dq1a9i3bx+2bt0KR0dH7N69G8bGxvjjjz9QtWpVGBkZ4f79+9i3b1+G+7KysgIAjBs3LsPhPIoXLw4AkMvlGDRoEAYNGoRnz57h5MmTWL58OUaPHo2DBw/m3cG+F+Pvv/8uDmD7vrJly+q8b/XxvXz5Eg4ODmJ5SkoK3r59ixIlSsDa2hpSqRSvXr3S2FadAMovOnUd+ueffzB48GBYWVlpzDgEAF9//TXu3bunl+CIiIiIiIiICqPDhw+jfv36ePnyJWQymdiqxMrKCs+ePUNERAS++OILuLu7i11xzpw5AyB95p4PVaxYEba2tnjy5Anc3d3Ff3Z2dpg/fz5u3bqFpKQktG3bFuvWrQOQntjo3r07/Pz88OzZszw/ZnXXn7dv32rE+ObNGyxatEhMeEilOU9FqJNLHyaLDh48iLS0NNSuXRsmJiaoWbMmjh49qtEq6MSJEzoekW50atECQKNP1vuSk5O1ki9EREREREREn5JatWpBpVJhyJAh6N+/P8zNzREcHIzY2Fi0a9cOZ86cQVBQEOzt7WFlZYWzZ8+KM/wmJiZq7U8mk2HUqFGYMmUKZDIZWrRogZiYGCxfvhzR0dGoXr06TE1NUb16dSxduhTGxsZwdXVFREQE9uzZg7Zt2+b5Mbu6usLf3x+TJ0/G06dPUaNGDURERGDBggVwdHRE+fLlAaS3fHn16hVOnz6NqlWrZmvflStXRqdOnbB48WIkJibCy8sLt2/fxtKlS1GvXj1x0NsffvgB3377LYYOHYqvv/4aERERWLFiRV4dcoZ0SrTUqVMHK1euRIMGDcS5qiUSCVQqFbZu3SqOqExERERERET0KSpdujTWrFmDRYsWYeLEiUhMTESVKlWwZMkS1K9fH8uXL8fMmTMxYcIEyOVyVK5cGYGBgZg1axbCwsLQs2dPrX1++eWXMDc3x5o1a7B9+3aYmZmhVq1amDdvHpycnAAA06ZNw8KFC7Fu3Tq8fPkStra2+OKLLzBixIh8Oe7Zs2dj5cqV2LZtG6KiomBrawtfX1+MHDkSMpkMANC5c2ecPn0aQ4YMwfDhw+Hr65utfc+cORPOzs7YtWsXVq9ejdKlS6NXr14YPHiw2EqmTp06WL16NX777TcMHToUjo6OmDVrFgYOHJhnx/whnRIto0ePxjfffIM2bdqgXr16kEgkWLt2LR48eIBHjx5hy5Yt+o6TiIiIiIiIqFDx8PDA2rVrM1zm5uaGTZs2aZUHBweLfw8bNgzDhg3TWO7r65tlYsLCwgKTJk3CpEmTdIw6XXh4uFZZRl1wPjwGIyMjDBkyBEOGDMl03y4uLhrHmVl9c+bM0Xgsk8nE8Wey0rBhQzRs2PCj+88rOiVaXFxc8Mcff2Dp0qW4ePEiZDIZ/v77b3h5eeHXX3+Fq6urvuMkojwQHR2d7wNDJSUlITIyEkZGRjA1NdVabm1tDTs7u3yNifKXJFGh2wBhOawjP+pS10NERERUGKhUqgzHf/lQZkOFUPbofPYqVKiA+fPnZ7gsKioK9vb2OgdFRHkvOjoaPbp3hzI52dChaDCRy7E5KIjJliLI2toacrkJ8OBUvtVpmg91yeUmsLa2zvN6iIiIiHLrp59+wp49ez66Xn62/iiKdEq0VK1aFdu3b4eHh4fWsrCwMPTr1w9XrlzJdXBElHcUCgWUyckYVD0eZc3TsrXNs3gpAm9aYFD1OJQ1/3gmPKeexcsQeDM9NiZaih47OzsEBW3OtBVVUlISIiIiUKFChQxbO+WXnMbBVlhERERUWAwdOhTdu3c3dBhFXrYTLevWrUNCQgIAQBAE7Ny5U5x66n1XrlyBXC7XX4RElKfKmqehglX2Ei3/20aV422IgPRkS2ZJiYSEBKSmpqJKlSowMzPL58gKXhxERERE+ubo6AhHR0dDh1HkZTvRolQqsXTpUgDpMwzt3LlTax2pVApLS8uPDkxDRERERERERFQUZTvR8v7Ivm5ubtixY0eGXYeIiIiIiIiIiD5VOk3GcOfOnWwlWVQqFVq2bIl79+7pUg0RERERERERUaGSpzNsCoKAp0+fIrmAzWpCRERERERERJQX8jTRQkRERERERET0KdFpemci0j+FQgFra2tDh0F5jM8zERERUeEVHR0NhUKR7/VaW1tnOnNjVnr27ImQkJBMl//zzz+wsbHJTWiZ1uvg4IA5c+Zg9+7d+PHHHxEeHq73egoqJlqICoBnz56hW7du2LJlC8qWLWvocCiP8HkmIiIiKryio6PRvXsPJCcr871uudwEQUGbdUq2+Pj4YOLEiRkuK1GiRG5Dy9CSJUsgk8nyZN+FARMtRAVAbGwsVCoVYmNjDR0K5SE+z0RERESFl0KhQHKyEkmVmkMoZp1v9UoSFcCDU1AoFDolWkxNTVGqVCn9B5aFT70FNxMtRERERERERNkkFLOGyrxkvtWX1wOrent7o2vXrggLC8PFixdha2uLn376CQAQEBCA6Oho1K5dG3PnzoWtrS0A4NixY1i5ciXu3buHtLQ0VKlSBaNGjUKTJk0AaHYd+hRxMFwiIiIiIiKiT9jy5cvh6+uLAwcOwM3NDePGjcOKFSsQEBCAFStW4Pr161i9ejUA4MaNGxg2bBj8/Pxw4MAB7NixAzY2Nhg3bhxnHP5/haJFS3R0NJo2bapVPnv2bHTu3NkAEREREREREREVfAcOHMCRI0e0ylu1aoWAgAAAQPPmzdGxY0cAwFdffYXjx49j1KhR8PDwAAA0bNgQ9+7dAwDIZDJMnjwZ3bp1E/fVq1cv9OvXD69fv0aZMmXy+IgKPp0SLcuXL0fbtm1RqVKlLNeTSCTw8vKCubm5TsGp3blzByYmJjh27BgkEolYbmlpmav9EhHlp5s3bwIAhg4dCkEQYG1tjdq1a6NmzZpITEzE5s2b8fr1a9ja2qJPnz7w8vIycMREREREVNh5e3tjzJgxWuVmZmbi387OzuLfxYoVAwCUK1dOLDM1NcXr168BAFWrVkXx4sWxatUqPHz4EI8ePcKdO3cAAGlpaXlyDIWNTomWlStXonr16h9NtEilUmzatEmnwN539+5dlC9fHqVLl87xtrt378bSpUtx4sSJXMdBRKSrOXPm4NChQwAApTJ9pPoXL14gODgYwcHBANKT0+bm5njx4gVGjx4NPz8/jB8/3mAxExEREVHhZ25urpFIyYiRkXZq4P1GDu8LCQlBnz590Lx5c9SuXRvt27dHYmIihgwZopd4iwKdxmipXLkyIiIi9B1LpsLDwz+a1MmtWbNmoVWrVhplsbGx8PDwwKlTpwAAly9fRvfu3eHh4YHmzZvjl19+QVxcnLj+s2fPMGrUKDRo0ADVq1dH06ZNERAQAJVKBSA96dO6dWvMmDEDtWvXxuDBgwEAa9euRatWrVCjRg14e3tj2bJlEAQhT4+XiPJPaGiomGQB0pte7tq1Cw4ODhrrrVy5EocOHcKBAwfg5OSEgwcPIiwsLL/DJSIiIiLK1Lp161CvXj0sWbIE3333HRo1aoTnz58DAL/H/j+dWrS0aNECv/32G86ePQtXV1eNJkdAeuZLn9msu3fvokSJEujevTsiIiLg7OyMQYMGZThui646d+6M33//HWFhYahTpw4A4NChQ7CyskKTJk1w584d9O7dG4MGDcLMmTPx6tUrzJ07F99//z22b98OiUSCQYMGoVSpUli/fj3Mzc1x/PhxzJ49GzVr1hSTOI8fP8aLFy+wd+9eJCUl4cSJE1i5ciUWLFiAChUq4OrVqxg3bhwcHR3RoUMHvR0fFQ6PHj3Ks30nJSUhMjISRkZGMDU1zdO6cis/YvvwfOSlZcuWAUjvz5qWloYePXqgVKlSWLlyJT7//HMAgLGxMU6fPg03NzdYWVkhMDAQn3/+OdasWSPek4iIiIiIciopKQkvX77McFnx4sVzvL8yZcrg2LFjCAsLg729PS5evIhFixYBAAfD/X86JVqWLl0KADh//jzOnz+vtVyfiZbU1FQ8fPgQlStXxoQJE2BhYYGDBw+if//+WL9+PRo0aKC1zf79+/Hzzz+L26ekpKBmzZoAgLJly+LgwYNa27i5uaF69erYv3+/+KVmz5498Pf3h0wmw9q1a9GoUSMMHDgQAFC+fHnMnz8frVq1QkhICDw9PdGhQwf4+PiIg/989913WL16NcLDwzVaywwePBhOTk4A0s+hXC6Hg4MDypYti7Jly6J06dIoW7asXs4fFS4zZswwdAgFQlE9D+o+q8bGxgAAKysrSCQSCIIAc3NzREVFietaWVnBwsJC7AtLRERERAWDJFGRr9P3ShIVudr+/a7qH1InSHJi+PDhePXqlfjduHLlypg1axbGjh2L69ev53lvlMJAp0SLeqCb/GBkZISLFy9CJpOJvzrXqFED9+7dw9q1azNMtHh7e8PT0xMAcPToUWzatEkcKyajvmdqXbp0wcKFCzFp0iQ8f/4cV65cwcyZMwEAt27dwqNHj8SEzfsePHiAevXqoUePHjh8+DCuXbuGR48eITw8HK9evRK7DqmVL19e/Nvf3x+7du1C27ZtUblyZTRs2BBt27ZlouUTNWnSpI/2n9RVUlISIiIiUKFCBbFFS0FNaOTleVD78HzkpdmzZ+Phw4diixZ1pj8mJkZsXhkfHw97e3txm5iYGMTFxWkMQkZEREREhmNtbQ253AR4cCrf65bLTWBtbZ3j7bIzZmq7du00HterVw/h4eEaZXPmzBH/LlGiBJYsWaK1nzZt2mRYb+fOnT+52YJzPb1zbGwsXrx4AScnJ8hkMshkMn3EpSGjWYuqVKmCc+fOZbi+hYUFLCwsAAC2trYwMjLK1pe29u3b49dff8XJkydx9+5deHh4iNk4lUqF9u3bi1m799nY2CAhIQE9evRAUlIS2rVrh06dOsHDwwPdu3fXWv/9L3U2NjbYt28frly5gvPnz+PcuXPYuHEjhg0bhqFDh340ZipanJ2d4erqmif7TkhIQGpqKqpUqaLV3a+gycvzoJaf52PIkCEYPXq02KIlKCgIo0ePxvDhw8V1UlJS0KxZMwDpSZZBgwYBAPr27ZunsRERERFR9tjZ2SEoaDMUCkW+121tbQ07O7t8r5d0o3Oi5eLFi5g3bx5u3LgBiUSCnTt3YvXq1bC3t8eECRP0FuC9e/fw9ddfIzAwEPXq1RPLb9y4gcqVK+utHiC9qX7r1q3x119/4c6dOxpJkipVquD+/fsaCZsHDx4gICAAP/zwA/777z/cvHkT58+fR8mSJQEACoUCr1+/znJAoP379yM2Nhbdu3dH7dq1MXz4cEyaNAmHDh1iooWoiPDy8oKfn5/YbfHvv//G33//rbXegAEDYG5uLg6y7efnx/FZiIiIiAoQOzs7Jjzoo3TqWvbPP/+gT58+MDU1xZgxY8REgpubGzZu3Ij169frLcBKlSqhYsWKmDZtGsLCwvDgwQPMnj0bV69eFX/xzUrnzp1zNLVzly5d8Ndff+Hx48fw8/MTy7///nvcunULv/zyCx48eIArV65g9OjR+O+//1C+fHmxyf/+/fvx9OlThIWFYfDgwUhJSclyQCClUolff/0Ve/fuxZMnTxAWFobQ0NAMuygRUeE1fvx4/PDDDwAAExMTyOVylC5dGj4+Pvjpp58we/ZsVK1aFebm5qhWrRp+++03Tu1MRERERFQI6dSiZeHChWjZsiUWLVqE1NRUBAQEAAAGDhyIhIQE7Ny5E71799ZLgFKpFCtWrMD8+fMxcuRIxMTEoFq1ali/fj1cXFz0Usf7GjRogBIlSqBWrVqwsrISyz/77DOsWbMGixYtQqdOnWBmZoYGDRpg/PjxkMvl8PDwwI8//ogNGzZg4cKFsLOzg6+vL8qUKYPr169nWt+XX34JhUKB5cuX4/nz5yhevDjatm2LMWPG6P3YiMiwqlatCiB9QHF116iEhATcvn0bVatWRaNGjQwZHhERERER6YFOiZbbt2+LswpJJBKNZY0aNcLvv/+e+8jeU7JkScyePVuv+8xMQkIC3r17hy+++EJrWYMGDTIcfFftu+++w3fffZfp8swGAerXrx/69eunU7xEREREREREVHDolGixtLTMdB7u58+fw9LSMldBGcK7d+9w4cIFBAcHw8HBIcuEChERERERERFRRnQao6Vly5ZYsGCBRpcYiUSCqKgorFixAs2bN9dXfPkmLS0NEydOxK1btzB37lytljpERERERERERB+jU4uW0aNH499//8VXX30lzrDzww8/ICoqCmXKlBEHfCxMbGxsEBYWZugw6BNlaWkJqVRaKFuDUfbxeSYiIiIiKvp0SrQUL14cO3fuxN69e3HhwgUoFApYWlqiZ8+e6Ny5M4oVK6bvOImKtLJly2Lv3r2wtrY2dCiUh/g8ExEREREVfTolWgBALpfjq6++wldffaXPeIg+Wfzy/Wng80xERERUeEVHR0OhUOR7vdbW1rCzs8v3ekk3Oidarl+/jitXriAmJkZrmUQiEWclIiIiIiIiIirsoqOj0aN7dyiTk/O9bhO5HJuDgnRKtqSmpiIoKAj79u1DREQETExMUK1aNfTv3x/169fP1j6WLFmCPXv24MSJEwAAV1dXzJ49O8NZdUnHRMvvv/+OOXPmQBCEDJcz0UJERERERERFiUKhgDI5GYOqx6OseVq+1fssXobAm+n15zTRolQq0bt3bzx//hzDhw9HzZo1kZSUhF27dqF3796YO3cu2rdvn0eRf7p0SrSsX78erVu3xrRp09gMnoiIiIiIiD4ZZc3TUMEq/xItubFo0SKEh4fjzz//RJkyZcTyiRMnIi4uDjNmzIC3tzfMzc0NGGXRo9P0zu/evUP37t2ZZCEiIiIiIiIqgFJSUrBr1y507txZI8miNnLkSKxevRqmpqa4e/cuBgwYAC8vL9SoUQMtW7bEunXrDBB10aBToqVx48YICQnRdyxEREREREREpAeRkZFQKBSoVatWhsvt7Ozg4eGB5ORkfP/997C2tsa2bdvw559/ol27dvj1119x+/btfI66aNCp69CUKVPQq1cvPHv2DO7u7jAzM9Nap2PHjrmNjYiIiIiIiIh08O7dOwBA8eLFs1wvMTERvXr1Qvfu3cUuRMOHD8eaNWsQHh6OqlWr5nmsRY1OiZZTp07h8ePHiIiIwJ49e7SWSyQSJlqIColn8bIcrCvV+N+QsRARUe7ldprSpKQkREZGwsjICKampvoLrJDFYMg4OOUrEWXGxsYGAD56n7exsUG3bt3w559/4tatW3j8+DHu3LkDAFCpVHkdZpGkU6Jl+fLlqF+/PkaMGAFbW1t9x0RE+cDa2homcjkCb+Z828CbFvoP6P+ZyOUc/4mIKB9ER0eje4/uSFbm/zSlpD9yEzmCNus25SsRFW1OTk4oWbIkLl++DF9fX63lDx48wMyZMzFkyBCMHTsWNjY28Pb2RuPGjeHu7o5mzZoZIOqiQadEy5s3bzB79mx4eHjoOx4iyid2dnbYHBSUq18ydZGUlISIiAhUqFAhw1/8+MscEVH+UCgUSFYmQ1VXBcFKMHQ4FAPIQmRIq5sGWGVvE0mMBMkhyTpN+UpERZ9UKsUXX3yBTZs2oU+fPloD4q5ZswbXr19HSEgIFAoFjhw5AmNjYwBAeHg4AEAQ+P6gC50SLZ6enggPD0f9+vX1HQ8R5SM7O7t8/2CWkJCA1NRUVKlSJcPxnYiIKH8JVgJQwtBRkMgK2X4+BPALEBFlbeDAgTh79iy6deuGESNGoFatWlAoFNi6dSv27t2LBQsWQBAEJCYm4vDhw6hduzYePnyI2bNnAwCSk9nqURc6JVoGDRqEMWPG4M2bN/jss89gYaHdjcDLyyvXwREREREREREVJPk9rmBu6itWrBg2b96MdevWYfXq1Xj27BlMTU1RrVo1bNq0CXXq1IEgCLh58ybmzJmDuLg4ODg44Msvv8Tx48dx/fp1fPPNN3o8mk+DTomW3r17AwBWrlwJIH3wWzVBECCRSDgNFBERERERERUZuRnjMLdyM46hmZkZhg4diqFDh2a4XCKRYMyYMRgzZoxGufp7PwAMGzYMw4YNEx+ruxZRxnRKtGzcuFHfcRAREREREREVWIYa4xDgOIaFjU6Jlrp16+o7DiIiIiIiIqICzRBjHFLho1OiBQAiIiKwePFihISEICYmBiVKlECdOnUwZMgQVKpUSZ8xEhEREREREREVCjolWu7fv4+uXbtCJpPB29sbJUuWxMuXL3Hy5EmcOnUKO3fuZLKFiIjoE6BQKHTuM05ERIUb3wOIMqZTomXevHlwdHTEpk2bYGlpKZbHxsbi22+/xYIFC7B06VK9BUlEREQFz7Nnz9CtWzds2bIFZcuWNXQ4RESUj/geQJQ5qS4bhYaGYuDAgRpJFgCwtLRE//79ERoaqpfgiIiIqOCKjY2FSqVCbGysoUMhIqJ8xvcAoszplGgxMjKCiYlJhsvkcjmSk5NzFRQRERERERERUWGkU6LF3d0dW7ZsgSAIGuWCICAoKAg1atTQS3BERERERERERIWJTmO0jBgxAt988w38/f3Rrl07lCpVCi9fvsThw4cRERGB9evX6ztOIiIiIiIiIqICT6dEi7u7O9asWYP58+dj6dKlEAQBEokENWrUwOrVq+Hl5aXvOImIiIiIiIgMKjo6GgqFIt/rtba2hp2dXb7XS7rRKdECAPXr18fOnTuRmJiImJgYWFlZoVixYgCAqKgo2Nvb6y1IIiIiIiIiIkOKjo5G9x7dkazM/zFJ5SZyBG0OynGypWfPnggJCcl0+T///AMbG5vchpdp3Q4ODpgzZw52796NH3/8EeHh4XqvJzIyEmvWrMHZs2fx8uVLlCpVCi1atMDAgQNRqlSpbO/H29sbnTp1wrBhw3Idr06JlqpVq2L79u3w8PBAsWLFxAQLAISFhaFfv364cuWKTgERERERERERFTQKhQLJymSo6qogWAkf30BPJDESJIckQ6FQ6NSqxcfHBxMnTsxwWYkSJXIbXqaWLFkCmUyWZ/sHgEuXLmHAgAHw8vLC7Nmz4eDggEePHmH+/Pn45ptvsGXLFpQuXTpPY8hIthMt69atQ0JCAoD0QW937tyJM2fOaK135coVyOVy/UVIREREBdqjR4/yvI6kpCRERkbCyMgIpqameV7fpxBHfjxvlD/efy6L0jXKOAp2HJ/yPUSwEoC8y09o14fcJXVMTU1z1LJDX6ytrXXarmfPnqhbty6GDRuW5XrJyckYPXo06tevjyVLlkAikQAAHB0dUaNGDbRp0wZLly7FtGnTdIojN7KdaFEqlVi6dCkAQCKRYOfOnVrrSKVSWFpaYtCgQfqLkIiIiAq0GTNmGDoEok8aX4NElFve3t7o2rUrwsLCcPHiRdja2uKnn34CAAQEBCA6Ohq1a9fG3LlzYWtrCwA4duwYVq5ciXv37iEtLQ1VqlTBqFGj0KRJEwCaXYfywsmTJ/H8+XMEBgaKSRa14sWLY/Xq1RoJpp07d2Ljxo149OgRpFIpqlWrhh9//BHu7u56jy3biZZBgwaJCRQ3Nzds374dnp6eeg+IiIiICpdJkybB2dk5T+tISkpCREQEKlSoYPBfg4tKHI8ePeIX9CLi/ddgUbpGGUfBjoP3kKJn+fLlmDp1KiZNmoQ5c+Zg3LhxqFixIgICApCQkIDhw4dj9erVmDBhAm7cuIFhw4Zh/PjxaNmyJeLi4jB//nyMGzcOp0+fzpdeLjdu3ICZmRnc3NwyXO7h4SH+/ddff2HatGmYMWMG6tSpg5cvX2L69OmYNGkS9u3bp/fYdBqj5c6dO1plqampiIuL07l5EBERERVOzs7OcHV1zdM6EhISkJqaiipVqsDMzCxP62IcVNi8/xosKNcG42AcVHAcOHAAR44c0Spv1aoVAgICxMfNmzdHx44dAQBfffUVjh8/jlGjRokJi4YNG+LevXsAAJlMhsmTJ6Nbt27i9r169UK/fv3w+vVrlClTJkcx9u3bF5cuXQKQnhC8cuUK1q1bBwAYMGAABg4cqLXNu3fvYGlpqdWaJSPW1taYOXMm/P39AQAODg744osv8qxbkU6JlrS0NAQGBsLZ2Rnt27fHxYsXMXz4cMTExKBu3bpYvHgxihcvru9YiYiIiIiIiCgHvL29MWbMGK3yD5Nt77dOVU94U65cObHM1NQUr1+/BpA+QU7x4sWxatUqPHz4EI8ePRIbZKSlpeU4xpkzZyIpKQkAMGbMGHh6eqJnz54AkGluoUSJEnj37h0EQfhossXLywsPHjzAsmXLxHjDw8OhUqlyHGt2SHXZaNGiRQgMDERMTAyA9H6h1tbW+PHHH/H48WPMnz9fr0ESERERERERUc6Zm5vD2dlZ69+HA+QaGWm3w8gsgRESEoK2bdvi+vXrcHNzw9ChQzVax+SUnZ2dGJepqSmKFy8uPs6s10ytWrWQlJSEW7duZbh89erV+PnnnwGkt+rx9/dHZGQkatWqhfHjx2PChAk6x/sxOiVaDh48iB9++AHdu3fHgwcPcO/ePQwaNAi9evXCqFGjcOLECX3HSUREREREREQFwLp161CvXj0sWbIE3333HRo1aoTnz58DSJ+lOD80aNAAjo6OCAwM1Krz9evX2LBhg9i6ZtWqVfjiiy8wZ84cdO/eHV5eXoiMjMyzeHXqOvTixQtxINxTp05BKpWiadOmAAB7e3vExsbqL0IiIiIiIiIi0klSUhJevnyZ4bLixYvrNHBtmTJlcOzYMYSFhcHe3h4XL17EokWLAKRPu5wbmzZtytZ6crkcM2fOxMCBAzFkyBD07t0b9vb2CA8Px4IFC2Bubo5Ro0aJ8V6+fBk3b96EpaUlTpw4gc2bN4vxmpiY5CrmD+mUaCldujSePHmCOnXq4MSJE6hatSpsbGwAAFeuXIG9vb1egyQiIiIiIiIqCCQxEgjIn1Yb6vpyIzg4GMHBwRkuW7RoEdq1a5fjfQ4fPhyvXr0SB6mtXLkyZs2ahbFjx+L69euoVKlSrmLOrvr162Pbtm1YtWoVRo8ejbdv38LOzg4tWrTAwIEDxamoJ0+ejClTpqBHjx6Qy+Vwc3PD3LlzMWrUKFy/fh116tTRa1w6JVo+//xzzJ49GwcOHMClS5cwZcoUAOkD2GzdujXDEYGJiIiIiIiICitra2vITeRIDsldiw1dyE3kOs3wm93WIR8O/1GvXj2Eh4drlM2ZM0f8u0SJEliyZInWftq0aZNh3Z07d0bnzp2zFUtOubm54bfffstyHScnJ6xfv16r3NfXV/z7/XOQ23h1SrSMHDkSZmZmCA0NxejRo8Upna5fv47vv/8egwYN0jkgIiIiKhwsLS0hlUphaWlp6FCIiCiffYrvAXZ2dgjaHASFQpHvdVtbW8POzi7f6yXd6JRokUgkGDBgAAYMGKBRvm3bNr0ERURERAVf2bJlsXfvXp1+YSMiosLtU30PsLOzY8KDPkqnREtoaOhH1/Hy8tJl10RERFSIfGofsImI6H/4HkCUMZ0SLT179oREIhGnQcpobu3bt2/nLjIiIiIiIiIiokJGp0TLxo0btcoSEhIQFhaGffv2ZTgoDhERERERERFRUadToqVu3boZljdv3hxmZmYIDAzEypUrcxUYEREREREREVFhI9X3DuvUqYOQkBB975aIiIiIiIiIqMDTe6LlxIkTMDc31/duiYiIiIiIiIgKPJ26DvXq1UurTKVSISoqCk+ePEH//v1zHRgRERERERERUWGjU6JFPdvQ+6RSKapUqYIBAwagS5cuuQ6MiIiIiPKeJEYCAdqf7SifxXzwfzZIYrRn/iQiIsPTKdGyadMmrFq1CmFhYVi1ahUA4MKFCxg9ejQaNWoEqVTvPZKIiIiISI+sra0hN5EjOSTZ0KHQe2QhshytLzeRw9raOm+CISIineiUaFm3bh0WLlyIHj16iGXOzs7w8fHBnDlzYGJigi+//FJvQRIRERGRftnZ2SFocxAUCoXO+0hKSkJERAQqVKgAU1NT/QVXyGIwZBzW1taws7PLt/qIiOjjdEq0bNu2DSNHjtQYi6VMmTKYNGkSSpYsiQ0bNjDRQkRERFTA2dnZ5epLekJCAlJTU1GlShWYmZnpMbLCFUNBioOIiAxPpz4+0dHRcHd3z3CZp6cnnjx5kqugiIiIiIiIiIgKI50SLQ4ODvjnn38yXBYaGgp7e/tcBUVEREREREREVBjp1HXoq6++QkBAAFJSUtCqVSvY2trizZs3OHnyJNavX4/Ro0frO04iIiIiIiIiogJPp0TLd999h+joaGzatAkbNmwQy2UyGb799lv07t1bX/ERERERERERERUaOiVaAGD8+PEYPHgwrl69CoVCASsrK3h4eKBEiRL6jI+IiIiIiIiIqNDQOdECAJaWlmjSpIm+YiEiIiIiIiIiKtR0GgyXiIiIiIiIiIi0MdFCRERERERERKQnTLQQEREREREREekJEy1ERERERERERHrCRAsRERERERERkZ4w0UJEREREREREpCdMtBARERERERER6QkTLUREREREREREesJECxERERERERGRnjDRQkRERERERESkJ0y0EBERERERERHpCRMtRERERERERER6wkQLEREREREREZGeMNFCRERERERERKQnTLQQEREREREREekJEy1ERERERERERHrCRAsRERERERERkZ4YGToAIiL6dEVHR0OhUAAAkpKSEBkZCSMjI5iamhosJn3FYW1tDTs7Oz1GRkRERESFARMtRERkENHR0ejevQeSk5WGDiVPyOUmCArazGQLERER0SeGiRYiIjIIhUKB5GQlkio1h1DMWq/7liQqYPrgVJ7sO7v148EpKBQKJlqIiIiIPjFMtBARkUEJxayhMi+p132qByDLi33npH4iIiIi+vTwsyARERERERERkZ4w0UJEREREREREpCdMtBARERERERER6QkTLUREREREREREesJECxERERERERGRnjDRQkRERERERESkJ0y0EBF9whQKhaFDIMoSr1EiIiIqbJhoISL6RD179gwdO3bE8+fPDR0KUYbU1+izZ88MHQoRERFRtjHRQkT0iYqNjYVKpUJcXJyhQyHKkPoajY2NNXQoRERERNnGRAsRERERERERkZ4w0UJEREREREREpCdMtBARERERERER6YmRoQMgIiIi+lBoaCgCAgIAAAMGDIC5uTlKlCgBIyMjKBQKxMbGIi0tDSqVKsPtpVIpzM3NIZPJIJPJYG5ujri4OCgUCqhUKhgbG6Ny5cqoXLkyACAhIQGCIODRo0eIi4uDra0t+vTpA3t7exw6dAhRUVGwt7eHt7d3ro4rMjJSY3++vr5wcnLK1T6JiIioYGGihYiIiAqUOXPm4NChQ+Jj9YC4ORkU98NBdF+/fq2xPCUlBbdv38bt27cBAObm5oiPjwcAmJiY4MWLF//X3n2HRXXm7QO/Z6hSFEUFjdhAEHAQUFDUqKBhVWwxa1xji73kjRo1qKtGYxJjMBpRo1iTjSWaBCUaSCy/XSWJDXRlExsgRZQFC1IGpAw8vz98OS8jWMDDGdT7c11ewqn3POecZ2a+nIK5c+cCAOrXrw9HR0fExMTg22+/xYgRI+Dq6lrt1xUVFYVVq1bB0tJSWt7evXsRHByM/v37V3t5REREVDfx0iEiIiKqM2JiYqQiS6NGjQAAnp6esq6jU6dOaNKkifR769atkZ+fj2bNmiEwMBA6nQ7Lly+Xxi9atAihoaEIDw9HYGAg9u3bV+1HTqelpWHVqlUYMGAAwsPDpeX1798fISEhuHHjhmyvj4iIiAyLZ7QQEb3k0tLSoNPpYGxsDHNzc8XWm5qaqti6DOVZXmNhYSHS0tIU3y6GzvHll19KPzs5OeHs2bNo2rQpTExMUFJSUq1lqdVqvUuLHB0dce3aNRQUFKBXr1744YcfADw4BgCgR48emDJlCk6dOoVvv/0WVlZW0Gq1+Mc//gE/Pz+YmZlh+vTpiI6Oxi+//IL/+Z//eeosUVFRsLS0xMyZM2FmZgbgwZkzs2bNwokTJxAZGYmpU6dW6/URERFR3cRCCxHRSy4kJMTQEV5YH3/8saEjPNfOnj0LALh37x4sLS2RnZ1daRpjY2PodDrpd5VKBSEEAKBBgwa4d++eNE6r1cLIyAhZWVm4d+8ejIyMUFpaitLSUmm4mZkZnJyckJ6ejnbt2iEhIUHvsiMzMzM0b94cmZmZ1XotGRkZcHR0lIosFZfn5OSEjIyMai2PiIiI6i4WWoiIXnLBwcHQ6XRo06aN4me0vOiFiMWLF6NVq1Y1mrewsBDJycmKbxdD5/j000+RlJQEAPDx8UFMTAwaNmwo3T/lYRWLLACkIgsA5OTk6I2zsrJCZmYmGjVqhIYNG6K0tBQApIJLw4YNUVRUhMTERDg4OCAhIQFarRYtW7aUllFUVIT09HR4e3tX63XZ29sjJiYGRUVFesWW8vUNHjy4WssjIiKiuouFFiKil5yDgwN0Oh3atWsHCwsLQ8d5obRq1QouLi41mregoKBObBelc7zzzjvSTWivXbsGAMjMzKz2ZUMAKj2RqHx59erVw4kTJ6ThDg4OSElJwW+//Ybc3FwUFBRg5MiRWLJkCQBg3LhxAB4URTZt2oTCwkL069evWlkGDBiAvXv3IjQ0FLNmzYKZmRmKiooQGhqKgoICBAUFVfv1ERERUd3EQgsRERHVGT4+PggKCkJkZCSysrIAAHFxcbKu4/z583q/p6SkwNLSEhkZGcjIyICZmZlUZAGATz75BI6OjkhMTER+fj5GjBiB5s2bV2udDg4OCA4ORkhICKKjo6XlFRQUIDg4GC1atJDltREREZHhsdBCREREdcr8+fPRp08fhISEICMjA2q1GpaWlmjYsCGMjY2RnZ2NvLw8lJaWVjprpZxarYaVlRXUajWMjIxgZWWFvLw8ZGdno6ysDKampnB0dES7du0AAPn5+RBC4Pr168jLy4OtrS0mTZoEe3t7REZGIiMjA4MHD0afPn0qXZL0tPr37w+NRqO3vKCgIBZZiIiIXjAstBAREVGd07lzZ3z00UeYPHkyNm/eDAcHB1y+fBmurq6KX0pV8WlABQUFNS60AECLFi34dCEiIqIXnNrQAYiIiIiIiIiIXhQstBARERERERERyYSFFiIiIiIiIiIimbDQQkT0krK2tpZuGEpUF5Xvo9bW1oaOQkRERPTUeDNcIqKXVPPmzREREQFTU1NkZ2cbOg5RJeX7qI2NDQoKCgwdh4iIiOip8IwWIqKXmI2NjaEjED0W91EiIiJ63rDQQkREREREREQkExZaiIiIiIiIiIhkwkILEREREREREZFMWGghIiIiIiIiIpIJCy1ERERERERERDLh452JCJmZmYo93rewsBBpaWkwNjaGubn5I6ezsbGBnZ2dIpnIsFT3s2Wv+qvuZ9fasquzfiIiIiJ6+bDQQvSSy8zMxOhRo1BUXGzoKHrMTE2xa/duFlteYDY2NjA1NQOuHa+1dZjX4rKfxNTUjI8mJiIiInoJsdBC9JLLzs5GUXExprvno7llaa2sIz1fjU0XrTDdXYvmlmVPMb0RNl18kI2FlheXnZ0ddu/eJZ1NVVhYiOTkZLRp0+axZzvVNrly8KwsIiIiopcTCy1EBABoblmKNvVrp9Dyf+soq/V10PPFzs5OKkYUFBRAp9OhXbt2sLCwMFimupKDiIiIiJ5PvBkuEREREREREZFMWGghIiIiIiIiIpIJCy1ERERERERERDJhoYWIiIiIiIiISCYstBARERERERERyYSFFiIiIiIiIiIimbDQQlRHZGdnGzoCKYDbmYiIiIjoxcZCC1EdkJ6ejqFDhyI9Pd3QUagWcTsTEREREb34WGghqgPy8vJQVlaGvLw8Q0ehWsTtTERERET04mOhhYiIiIiIiIhIJgYvtGRnZ+ODDz5Az5494e3tjZEjRyI2NvaZl5uZmQkXF5dK//bv3y9DaiIiIiIiIiKiyowNHWDOnDm4ffs21qxZA1tbW+zcuRMTJ07EgQMH0LZt2xov98qVKzAzM8OxY8egUqmk4dbW1nLEJiIiIiIiIiKqxKCFltTUVPz+++/Ys2cPOnXqBABYsmQJfv31Vxw6dAizZs2q8bLj4+PRunVrNG3aVK64RESyiomJwdatW3Hz5k2YmJigZcuWcHd3x4ABA+Dg4GDoeEREREREVAMGvXSoYcOG2LJlCzQajTRMpVJBpVIhNzf3mZZ99epVODo6PvX0Q4cOxcKFC/WG/frrr9BoNNLjWMPDw9G/f394eHigf//++Mc//oGysjJp+tjYWIwdOxbe3t7o0KED+vfvjx9//FEav2DBAsycORMTJkyAt7c3tm7divv372PRokXo3r07NBoNhg4diiNHjjzTayeium/lypWYO3curly5gry8PGRlZeHChQv47rvvMHbsWPz888+GjkhERERERDVg0EJL/fr10atXL5iamkrDDh8+jNTUVLz66qvPtOz4+HhkZWVh1KhR6NatG0aOHIno6OhHTj9s2DAcPnwYhYWF0rCIiAgEBATAxsYG+/btQ0hICP7nf/4HkZGRmD17NrZu3YrPP/8cwIN7wkycOBEajQYHDhxAREQEPDw8sGjRIty5c0fv9XXr1g3h4eEYOHAgQkNDcfXqVWzZsgVRUVHo2bMn3nvvPdy4ceOZXj8R1V0XL15EVFQUmjVrBrVaja5du2LXrl1wcHBASUkJOnfujJCQEPYDRERERETPIYPfo6Wi8+fPY+HChQgMDETv3r1rvBydToekpCQ4OTlhwYIFsLKyQmRkJKZMmYKvvvoKfn5+leYZNGgQQkJCcOzYMQwcOBBarRbHjh3DunXrAAAbN27E9OnTERQUBABwcHCAVqvFhx9+iFmzZqGoqAjvvvsuJk6cKN0TZsqUKYiIiEBKSgoaN24MAGjQoAEmTZokrff69euwtLSEg4MD6tevj1mzZsHHxwcNGjSo8eun51dqamqtLbuwsBBpaWkwNjaGubm5Iut8VoZoj9pU/noOHjwIlUqFHj164JdffsGwYcPQuHFjbNq0CQMHDkROTg4sLCwQGRmJqVOnKpKNiIiIiIjkUWcKLceOHcO8efPg7e0tnSVSlaCgIKSnp0u/b926FZ07d9abxtjYGGfOnIGRkZH0BapDhw5ISEjA9u3bqyy0NGzYEH369EFERAQGDhyIn3/+GdbW1ujRoweysrKQkZGBNWvWIDQ0VJqnrKwMRUVFuHHjBhwdHTFs2DB88803iI+Px/Xr13HlyhUAQGlpqTRPq1at9NY7efJkTJs2DX5+fvDw8ED37t0xaNAg3rT3JfXxxx8bOkKd8qK2R3Z2NiwtLZGVlYW2bdvCxMQEwIOz/KysrHDv3j04OTkhIyPDwEmJiIiIiKi66kShZdeuXfjkk0/Qr18/fPbZZ3qXEj1sy5Yt0Ol00u92dnZVTmdpaVlpWLt27fDbb789ctlvvPEGpk2bhrt37+LgwYMYMmQIjIyMpPuwLFy4EN26das0X7NmzZCYmIi33noL7u7u6NatGwIDA9GwYUMMHz5cb9qH/3Lu5eWFEydO4Pfff8epU6cQERGBTZs2Ydu2bVUWhOjFtnjx4krFOLkUFhYiOTkZbdq0qXRGS10taBiiPWpTeVvb2NggOTkZDRs2xNmzZ1FcXAwAyM3NhVarRYsWLZCYmIjBgwcrkouIiIiIiORj8ELLnj178NFHH2HMmDFYtGiR3qOYq/LKK688cZkJCQkYMWIENm3ahC5dukjD//zzTzg5OT1yvh49eqBJkyb47rvvEBsbi2XLlgEAbG1t0ahRI6Slpel96YuKisLRo0fx2WefYe/evbC1tcVXX30ljf/nP/8JABBCPHKd69atQ6dOndCnTx/06dMHCxcuRFBQEA4fPsxCy0uoVatWcHFxqZVlFxQUQKfToV27drCwsKiVdcjtRW2PwYMHY+3atfjtt9+Qn5+PAwcO4JVXXpFuyN2gQQMkJCRIlyoSEREREdHzw6CFluTkZKxYsQKvvfYapk6dqnfTWHNz8xpfPuPo6Ii2bdti+fLl+PDDD9GwYUN89913uHDhAsLDwx85n1qtxtChQxEWFgaNRiM9tUilUmHy5Mn44osv0Lx5c/Ts2RNXr17FsmXL0KdPH5iamsLe3h4ZGRk4ceIEnJyccPHiReksgfK/VlclLS0NBw8exEcffYSWLVsiLi4O6enp8PLyqtFrJ6K6z93dHUFBQYiMjAQAnD59GqdPnwYAmJiYIDY2FsHBwWjRooUhYxIRERERUQ0YtNBy+PBhlJSU4OjRozh69KjeuNdffx0rV66s0XLVajXCwsKwevVqzJ49G7m5uXBzc8NXX30FZ2fnx847bNgwhIWFYdiwYXrDJ0yYADMzM+zcuRMrV65E48aN8eabb2LmzJkAgLFjxyIpKQnBwcEoLi5G69atMWfOHKxbtw5//PEHevbsWeX6li5dis8++wzvv/8+srOz8corr2DevHkYMmRIjV47ET0f5s+fjz59+mDLli24efMmTExM0KpVK7i5uSEoKIhFFiIiIiKi55RBCy3Tpk3DtGnTamXZjRs3xqefflrt+TIyMlCvXr0qT9kfNWoURo0aVeV8pqamWLFiRaXhQ4cOlX6uqnBkZWWFjz76qNo5iej517lzZ7i5ueHy5ctwdXV9bi7pIiIiIiKiRzP4PVrqimvXriE+Ph5hYWF4/fXX+dQfIiIiIiIiIqo2taED1BWpqalYuHAhbGxs8N577xk6DhERERERERE9h3hGy/8KCAjAhQsXDB2DiIiIiIiIiJ5jPKOFqA6wtraGWq3mJWsvOG5nIiIiIqIXH89oIaoDmjdvjoiICNjY2Bg6CtUibmciIiIiohcfz2ghqiP45fvlwO1MRERERPRiY6GFiIiIiIiIiEgmLLQQEREREREREcmEhRYiIiIiIiIiIpmw0EJEREREREREJBMWWoiIiIiIiIiIZMLHOxMRACA936gWl63W+9+QWYiIiJ5VZmYmsrOz9YYVFhYiLS0NxsbGMDc3N0yw/81x7949g62fiIhYaCF66dnY2MDM1BSbLtb+ujZdtHrqac1MTfkoZCIiqnMyMzMxavQoFBcVGzrKIxmbGGPH9h1o3bq1oaMQEb2UWGghesnZ2dlh1+7dlf4yV1sKCwuRnJyMNm3aPPYvfjY2NrCzs1MkExER0dPKzs5GcVExynzLIOoL+RacCxidNUKpbylQv+aLUeWqoDurQ05OjnzZiIioWlhoISLY2dkpVtQoKCiATqdDu3btYGFhocg6iYiI5CbqC6BhLSy4Pp5puQIyFn+IiKhGeDNcIiIiIiIiIiKZsNBCRERERERERCQTFlqIiIiIiIiIiGTCQgsRERERERERkUxYaCEiIiIiIiIikgkLLUREREREREREMmGhhYiIiIheetnZ2YaO8FxhexERPRoLLURERET0UktPT8fQoUORnp5u6CjPBbYXEdHjsdBCRERERC+1vLw8lJWVIS8vz9BRngtsLyKix2OhhYiIiIiIiIhIJiy0EBERERERERHJhIUWIiIiIiIiIiKZGBs6ABERET2f0tLSEBUVhYyMDNjb22PAgAFwcHB45HgHBwccPHgQmZmZAAALCwtkZmaiuLhYb7lqtRrm5uYoLS1FaWkphBDSuHr16qGoqAglJSVQqVSwsLBAu3bt4ODgAK1Wi6SkJACAh4cHevfujfPnz+vlA4CoqCgkJSUhJycHDRo0QNu2bStlr01RUVHYunUr8vLyoFKpUK9ePRQXF0vtoFarUVZWBp1Op0ieisrb1NzcHE2bNkVJSQlyc3ORn58vjTMyMkJubi6EELC3t0dgYCBcXV0Vz0r0IijvJy9evIiEhATk5+crsl6VSgUAev1rxXFCCBgZGaFRo0ZSv2tra4vBgwcjLS3tkf1+RU96jyB6kbHQQkRERNUWFRWFVatWwdLSEo6OjoiJicHevXsRHByM/v37Vxp/4sSJSoWDu3fvVrnssrIyFBQUVDlOq9VKPwshkJ+fjwsXLuDChQsAHhQpVCoVUlNTcejQIZibm8PV1RUxMTHYs2cPAMDMzAyFhYXSl4l///vfetlr0zvvvIM//vhDb1hRUVGtrrM6yts0Pz+/yu1Tsf0BICkpCWFhYUhOTsaiRYuUikn0QijvJ9VqNUpKShRdd1UFlofHlZaW4vbt2wAAY2NjZGZm4tKlSzA2NoZGo6nU71f0pPcIohcdLx0iIiKiaklLS8OqVaswYMAAhIeHIzQ0FOHh4ejfvz9CQkIQExOjN3706NHQ6XSoV68eAKB9+/ayZTE1NZV+btKkCQDgk08+kYYVFxfj/fffR2hoKIAHXyCKi4sxaNAgHDp0CAMHDkRxcTF69uyJkJAQ3LhxQ7ZsD4uKisIff/yBevXqSX9Nrqi8fZ4XarUaXbt2BQAcPnwYsbGxBk5E9Pwo70d9fHwUL7LURHmh3NLSEjqdDmPGjNHr9yv2nU96j6jNfpaoruAZLURERFQtUVFRsLS0xMyZM2FmZgbgwVkis2bNwokTJ7B9+3a98du3b4dKpUK/fv1w4MABpKSkVLlcGxsbZGdnVxpuYmJS5RcRU1NTtG7dGvHx8QCARo0aobCwEN988w2sra1RVlaGkpISREZGAgCsrKyks0fKs5Vnbtq0KSwsLBAZGYmpU6fK0EqVbd26FQDQv39//PTTTxBCoLS0FGVlZQCAwsLCWlnvs1Kr1TAyMpK2gZGRkXTm0CuvvAJzc3MUFhZi27Zt6Ny5s4HTPpvU1FRZpqkL0tLSYG5uXivLfl7aoC4r70cf7vMe1d/VBWq1Gt988w3eeOMNbNu2DWFhYVIfWrHvfNJ7RGRkJMaMGWPIl0JU61hoISIiomrJyMiAo6Oj9AG6nJmZGZycnJCenq43/u7du7C0tERubi6srKyky4LKL90BHhRB7t+/X+X6rKyscO/ePWmecpaWlsjJyZF+z87Oltbv5OQEAEhJSUFGRgYAwMnJCcnJyVCpVHof/p2cnHDnzh04OTlJ09YGrVYLIyMj5OTkwNLSUrpMR61WQ6fTPfZUfkNRqVQwMjKClZUVsrOzoVarYW1tLW2HO3fuoEWLFkhJSXnkpWDPk48//tjQEWQTEhJi6Aj0GOX9aHp6ujTM2NhYr7+rC6ysrJCfny/ds6VJkyawsrKSjvfyPrRi3/mk94ja7GeJ6goWWoiIiKha7O3tERMTg6KiIr0P0kVFRUhMTISDgwOuXbsmjbe1tcWtW7dgbW0NrVYrnQFRsbCg1WphY2NT5f1KHr4vS7n8/Hw0adJEurmujY2NtP7ExETpjBZ7e3sAwNmzZ6Xll2crzzxgwACcPXsWgwcPlrexKij/clK/fn3pi0vFM1oqFp7qivKMWq1W+jkvL086o6Vx48Y4c+YMdDodbG1tDR33mS1evBitWrV67DSpqanPRUEmODgY7dq1q5VlPy9tUJeV96PNmzeX+jCdTlfpPkiGVjFP+T1btFotWrZsCeD/+v2KfeeT3iNqs58lqitYaCEiIqJqGTBgAPbu3YvQ0FDMmjVLKliEhoaioKAAEydORHBwsDR+4sSJmDt3Lg4fPgwAaN26Na5cuVJpuVVdNgTgkafRFxcX612GdPfuXeTn52Ps2LFYsGABgAenugcFBaGoqAh79uyBEAJqtRqhoaGYNm0awsLCkJ+fj1u3bqGgoABBQUHP1jiPMXnyZKxcuRK//PILSkpKKhVVzM3NH3lWjyGVlZVJxSAA0tOg1Go1bt68KV3yNGnSJENFlE2rVq3g4uJi6BiycHBweGFey4uovB9t0KCB3vC6etkQ8KAvGDt2LIAHx3vFfr9i3/mk94ja7GeJ6goWWoiIiKhaHBwcEBwcjJCQEERHR8PR0RGJiYkoKChAcHAwfHx8Ko03NjaWighVFVlqquKjoe/cuQO1Wq339BtTU1OsWrUKiYmJAB6cNWJqaoqffvoJP/30E4AHBY7o6GgEBwejRYsWsmV72IABAxAVFYX//Oc/VY6vi0WWxykrK8Pp06cBAH/5y1+e+/uzECmpYj9al+/LUs7Y2Bg6nQ75+fkwNjbGzp079fr9in3nk94jWrRo8cgnyxG9KFhoISIiomrr378/NBoNIiMjkZGRgcGDByMoKEj6sP3w+BEjRqBly5b48ccfpdPkLS0tkZGRoVcsAR6chWJubi6dOVHxzI969eqhqKgIJSUlUKlUsLS0hJOTE1q2bAmtVotr164BADp27IjevXvj3LlzevkAIDIyEklJScjJyUGDBg3Qtm1bvey1acOGDfj555+xZcsW5OXlQaVSoV69eiguLpbaQa1Wo6ysrNLjsJWgUqlgYWEBc3NzNG3aFCUlJcjNzZW+FFlYWMDY2Bi5ubkoKyuDvb09AgMDMXToUMWzEj3vKvaTly5dQnx8PPLz8xVZd/l9lqq6XLH8MkYjIyPY2tqiXr16KCwshK2tLYYMGYLr169X2e9X9KT3CKIXHQstREREVCMtWrR47BN6qhrfv3//Gq2roKAAly9fhqurKywsLJ56vqrOsqitpwo9rf79+9e4HcrVtD3kVp6DiGrmSf2o3JTsO5R+bUR1idrQAYiIiIiIiIiIXhQstBARERERERERyYSFFiIiIiIiIiIimbDQQkREREQvNWtra6jValhbWxs6ynOB7UVE9Hi8GS4RERERvdSaN2+OiIgI2NjYGDrKc4HtRUT0eDyjhYiIiIheeiwaVA/bi4jo0VhoISIiIiIiIiKSCQstREREREREREQyYaGFiIiIiIiIiEgmLLQQEREREREREcmEhRYiIiIiIiIiIpnw8c5ERERERNWkylVBQMi3wNyH/q8hVa7qmaMQEdGzYaGFiIiIiOgp2djYwNTMFMVni2tl+UZnjZ55GcYmxmjQoIEMaYiIqCZYaCEiIiIiekp2dnbYvWs3srOz9YYXFhYiOTkZbdq0gbm5uWHC/W+O27dvo2nTpgbLQET0smOhhYiIiIioGuzs7GBnZ6c3rKCgADqdDu3atYOFhYWBkv1fDiIiMhzeDJeIiIiIiIiISCYstBARERERERERyYSFFiIiIiIiIiIimbDQQkREREREREQkExZaiIiIiIiIiIhkwkILEREREREREZFMWGghIiIiIiIiIpIJCy1ERERERERERDJhoYWIiIiIiIiISCYstBARERERERERyUQlhBCGDkHyOH/+PIQQMDExgUqlMlgOIQRKSkqYgzmY4znJURcyMAdzMAdzPM8ZmIM5mOP5zWFmZgYXFxeDZaAXEwstL5B///vfUqGFiIiIiIiIHs/U1JSFFpIdCy1ERERERERERDLhPVqIiIiIiIiIiGTCQgsRERERERERkUxYaCEiIiIiIiIikgkLLUREREREREREMmGhhYiIiIiIiIhIJiy0EBERERERERHJhIUWIiIiIiIiIiKZsNBCRERERERERCQTFlqIiIiIiIiIiGTCQgsRERERERERkUxYaCEiIiIiIiIikgkLLS+IsrIyrFu3Dq+++io8PT0xefJkpKWlKbb+zZs3Y8yYMXrDLl++jNGjR8PT0xMBAQH45ptvamXd2dnZ+OCDD9CzZ094e3tj5MiRiI2NlcafOnUKw4YNQ8eOHdGvXz9ERkbWSo67d+/i/fffR9euXeHl5YUpU6bg2rVr0nil2qOi5ORkeHl5Yf/+/YrnyMzMhIuLS6V/5VmUbI+IiAgMGDAAGo0GQUFB+Pnnn6VxN27cwNSpU+Ht7Y0ePXpg7dq1KC0tlXX9Z86cqbItXFxc0KdPH8VyAIBOp0NoaCj8/f3h5eWFUaNG4cKFC9J4JbaLVqvF0qVL0aNHD/j6+mLevHm4e/euNF6JY7YmfVZt9bNVZQGA1NRUeHp64saNG3rDi4qK8OGHH8LPzw9eXl6YO3cusrKyZM/wz3/+E2+88Qa8vLwQEBCAzz77DIWFhYrniIqKwqBBg+Dh4YG+ffti69atEEJI42tjuzxqm5RbvHgxAgIC9IYplWPx4sWV+pGKWeTOUVWGW7duYc6cOejcuTO6dOlS5bbfvXs3+vTpAw8PD7z11lu4dOlSjTNUlWPMmDGP7FcjIiIUywEAFy9exJgxY+Dl5YXevXvj888/R3FxsTReqX3j119/lY7ZQYMG4aefftIbL9cx+6yfu5TKUa62+9In5QgPD8egQYPg6emJwMBAbNmyRe/9/d69e5g7dy58fHzg6+uLDz/8EPfv35c9x86dOxEYGCh9FgoPD5e9PZ52mwghMHHixEr7sFLbZPz48ZX6jYpZauP9jV5Cgl4I69evF126dBH/+te/xOXLl8WECRNEYGCgKCoqqvV179q1S7Rv316MHj1aGpaVlSW6dOkiFi5cKBITE8UPP/wgNBqN+OGHH2Rf//jx48XAgQNFTEyMSEpKEh9++KHw8PAQ165dE4mJiUKj0Yg1a9aIxMREsW3bNuHm5iZOnjwpe44RI0aI4cOHi7i4OJGYmCjeffdd0aNHD1FQUKBoe5QrLi4Ww4YNE87OziI8PFwIoex2OX78uNBoNCIzM1PcunVL+nf//n1Fc0RERAg3Nzexa9cukZqaKjZu3Cjat28vzp8/L4qLi0VgYKCYMmWKuHr1qjh69Kjw9fUVoaGhsmYoKirSa4Nbt26JI0eOCBcXF/HDDz8olkMIIdatWye6d+8ufv31V5GSkiIWLVokOnXqJDIzMxXbLhMmTBC9evUSx48fF/Hx8WLGjBliwIABoqioSJFjtqZ9Vm30s1VlEUKIxMREERAQIJydnUVaWpreuAULFoi+ffuKmJgYERcXJ4YOHSpGjRola4aYmBjh6uoqNm3aJJKTk8Xx48dFz549xYIFCxTNER0dLVxdXcU333wjrl+/Lg4fPiw8PT3F119/LU0j93Z51DYpd/ToUeHs7Cz8/f31hiuV469//atYs2aNXn9y9+7dWslRVYaioiIRFBQkRowYIS5evCguXLggBgwYICZNmiRNs3//fuHh4SF+/PFHkZCQIN5//33h6+url/NZc9y7d0+vDTIzM8Vbb70lgoKChFarVSxHVlaW8PX1FR988IFISUkR0dHRws/PT3z22WfSNErsG7GxscLFxUUsX75cJCYmip9++kl4eXmJAwcOSNPIdcw+6+cuJXKUU6IvfVyOH3/8Ubi7u4u9e/eK1NRUERkZKby9vcX69eul+UePHi3eeOMN8eeff4qTJ08Kf39/ERwcLGuOvXv3Cg8PD3Hw4EFx/fp1sW/fPuHq6iqOHj0qa3s8zTYRQoivvvpKODs7V+rflNo3/Pz8xJ49e/T6kHv37smeg15uLLS8AIqKioSXl5fYvXu3NCwnJ0d4eHiIQ4cO1dp6MzIyxNSpU4Wnp6fo16+fXmcZFhYmevToIUpKSqRhq1evFoGBgbJmSElJEc7OziI2NlYaVlZWJvr27SvWrl0rlixZIv7617/qzTNnzhwxYcIEWXNkZ2eLOXPmiKtXr0rDLl++LJydnUVcXJxi7VHR6tWrxdixY/UKLUrm2LJlixg0aFCV45TKUVZWJvz9/cXKlSv1hk+YMEGEhYWJQ4cOiQ4dOojs7Gxp3N69e4W3t3etFinz8/OFv7+/9KVVyRyDBw8Wn376qfR7Xl6ecHZ2FocPH1Zku1y6dEk4OzuLEydOSMO0Wq3o3Lmz2L9/f60es8/SZ8ndzz4pi6enp3j99dcrfTnIyMgQ7du3F8ePH5eGJSUlCWdnZ3H+/HnZMsydO1e8/fbbetMfOHBAuLu7i6KiIsVyhIeHiy+++EJv+hkzZojJkycLIeTdLo/LUS4zM1N07dpVjB49Wq/QolSOsrIy4enpKY4cOVLlvHLleNI28fT0FLdv35aGRUdHiz59+oi8vDwhhBCBgYEiJCREGl9SUiJ69eolwsLCnjrDk3I8bOfOnaJDhw56X+iUyFFeeCt/7UIIsWLFCjFw4EAhhHL7xvTp08Xw4cP1pt+4caO0n8p1zD7r5y6lcgihTF/6pBx/+9vfxKJFi/Tm2bBhg+jVq5cQQojz588LZ2dnkZiYKI3/9ddfhYuLi8jIyJAtx9atW8U//vEPvXmGDBkili1bJoSQpz2eZpsIIcSVK1dE586dxZtvvqm3Dyu1Te7cuSOcnZ3FxYsXq5xfzvc3ernx0qEXwJUrV5Cfnw8/Pz9pWP369eHm5oaYmJhaW+/FixdhYmKCgwcPomPHjnrjYmNj4evrC2NjY2lY165dkZKSgjt37siWoWHDhtiyZQs0Go00TKVSQaVSITc3F7GxsXrtUp7j3LlzeqeeP6sGDRpg9erVcHZ2BgBkZWXh66+/hr29PZycnBRrj3IxMTHYt28fVq5cqTdcyRxXr16Fo6NjleOUypGcnIybN29i0KBBesO3b9+OqVOnIjY2Fu7u7mjQoIFeDq1Wi8uXL8uW42FhYWG4f/8+5s+fDwCK5rC1tcW//vUv3LhxA6Wlpdi3bx9MTU3Rvn17RbZLSkoKAKBz587SMEtLS7Rq1Qpnz56t1WP2WfosufvZx2U5duwYPv30U2n/qOjcuXNStnJt2rSBnZ1dtXM8LsOECRMqrV+tVqOkpARarVaxHMOGDcPs2bMBPLj84uTJk4iJiUH37t0ByPv+97gcwINT3RcsWIAhQ4bA19dXb5xSOa5fv46CggK0bdu2ynnlyvG4DL/99hu6du2Kxo0bS8NeffVVHDt2DFZWVrh79y5SUlL0MhgbG6Nz586yb5NyWVlZWLt2LaZPny61jVI5GjVqBAD49ttvUVpaihs3buDEiRPSdErtG6mpqejUqZPeMDc3N9y8eRPp6emyHbPP+rlLqRyAMn3pk3LMmzcPEydO1JtHrVYjJycHwIP3niZNmuh9XvL19YVKpZIyypFj0qRJGDt2LACgpKQEUVFRuHbtmtSXytEeT7NNioqKMG/ePMycORNt2rTRm1+pbXL16lWoVKpK65c7BxELLS+AjIwMAECzZs30hjdt2lQaVxsCAgKwfv16ODg4VJnJ3t6+Uh4A+O9//ytbhvr166NXr14wNTWVhh0+fBipqal49dVXH5nj/v37uHfvnmw5KlqyZAn8/PwQGRmJTz75BBYWFoq1BwDk5uYiODgYixcvrrRPKJkjPj4eWVlZGDVqFLp164aRI0ciOjpa0RzJyckAgIKCAkycOBF+fn4YPnw4/vnPfyqao6LyIty0adNgY2OjeI5FixbBxMQEffr0gUajwRdffIF169ahZcuWiuSoanmlpaXIyMhAVlZWrR6zz9Jnyd3PPi7L999/j379+lU5X2ZmJho2bAgzM7NnzvG4DG5ubmjfvr30e0lJCb7++mt06NABjRo1UixHufT0dGg0GowfPx4ajQYjR44EIO/735NyfP3117h9+zbmzJlTaZxSOeLj4wE8uNdCQEAA+vbti+XLlyMvL0/WHI/LkJycjBYtWuDLL7/Ea6+9Bn9/fyxZskT6IqXkNim3detWmJub632hVSqHt7c3pk+fjtDQUGg0GvTp0wd2dnb44IMPFM3RtGnTSv10+T1J7t69K9sx+6yfu5TKASjTlz4pR6dOnfS+0Ofl5eHbb7+VMmZmZlbaN0xNTWFjY1Ot992naQ/gQWHHw8MD7733HgYNGiTdJ06O9niaDKtWrULTpk0xevToSvMrtU3i4+NhbW2N5cuXo2fPnujXrx/Wrl0r3VdJzvc3ermx0PICKL9hVsUOBQDMzMxQVFRkiEgoLCysMg+AWs10/vx5LFy4EIGBgejdu3eVOcp/r3ijOjmNGzcO4eHhGDhwIN555x1cvHhR0fZYtmyZdCO8hymVQ6fTISkpCTk5OXj33XexZcsWeHp6YsqUKTh16pRiObRaLQBg/vz5GDhwIHbs2IHu3btjxowZiuaoaM+ePbC2tsaIESOkYUrmSExMhLW1Nb788kvs27cPw4YNw7x583D58mVFcmg0GrRt2xZLly5FZmYmCgsLsXr1aty7dw8lJSUGOWaBJ2+DutLP3r9/v1KG2s6h0+kQHByMhIQELF261CA56tevj++//x5r167FlStXEBwcLOUAan+7XLlyBRs2bMCqVauqfN1K5YiPj4darUbTpk0RFhaGBQsW4LfffsOMGTNQVlamSA6tVouIiAhcvXoVq1evxvLly3Hu3DnMmDEDQgjFjxWtVovvvvsOEydO1PtipFQOrVaLpKQkjBo1Ct9//z1CQ0ORkpKCJUuWKJpjyJAhOHLkCA4ePAidTofLly9jx44dAB4USmvrmK3u5y6lcjyJIXLk5+djxowZKCoq0uvDlMzRpk0bHDhwAB9//DF+/vlnfP7557WW4+EM0dHROHToEFasWAGVSlVpeqXaIj4+HkVFRfDw8MC2bdswffp0fP/991i8eHGt5qCXj/GTJ6G6ztzcHMCDN7Dyn4EHXw7q1atnsEwPfykq75wsLCxqZZ3Hjh3DvHnz4O3tLb1xmJmZVcpR/ntttY2TkxMA4JNPPkFcXBx27dqlWHtEREQgNjYWhw4dqnK8UjmMjY1x5swZGBkZSftkhw4dkJCQgO3btyuWw8TEBAAwceJEvP766wAAV1dXXLp0CV999ZVB9tOIiAgMHTpU71hVKsd///tfzJ07F19//bV06Y5Go0FiYiLWr1+vSA5TU1Ns2LABwcHB6NmzJ0xMTDBo0CD4+/tDrVYb5JgFnrwN6ko/W1XO2syh1Woxe/ZsnD17Fhs2bICHh4dBclhZWcHNzQ1ubm4oLS3F3Llz8f777yuyXcpPdZ8+fbreWT4VKbV/TJ8+HW+99RYaNmwIAHB2dkaTJk3w5ptv4o8//lAkh7GxMSwsLLB69Wqpj23QoAGGDx9eKUNFtbVvHDt2DMXFxXjjjTf0hiuVY9WqVcjJycG6desAQLoM9O2338bbb7+t2L4xdOhQ3Lx5E0uWLMH8+fPRrFkzTJ48GcuWLYO1tXWtHLM1+dylVI4nUTrH7du3MXXqVNy4cQPbt29HixYtnpijpu+7j8tha2sLW1tbtG/fHllZWdiwYQNmzZole3s8nCErKwt///vfsWzZMtjZ2VU5j1LbZPny5Zg/f750ubazszNMTEzw3nvvITg4WPH3N3px8YyWF0D5KYe3bt3SG37r1q1Hdma1zd7evso8AGol065du/Duu+/C398fYWFh0l+1mjVrVmUOCwsLWFtby7b+rKwsREZGQqfTScPUajWcnJxw69YtxdojPDwcd+/eRe/eveHl5QUvLy8AwNKlSzFp0iRFt4ulpaXeh0oAaNeuHTIzMxXLUb6s8nvnlHNycsKNGzcU30+vXLmCtLS0SmcbKZUjLi4OJSUletctA0DHjh2RmpqqWA5HR0eEh4fjzJkzOH36ND799FNkZGSgZcuWih2zD3vSa68r/ay9vT2ys7MrfQisjRy3bt2SHv+9fft29OrVS/EcsbGx+M9//qM3zMXFRVqXEtslLi4OCQkJ2LBhg9Svbt68Genp6fDy8kJsbKxi+4darZaKLOXatWsH4MElKkrksLe3R5s2baQiS8UMN27cUPxYOXbsGHr16oX69evrDVcqx7lz56rsU4EH96RSsj3eeecdnD9/HsePH8exY8fQvHlzGBkZoXnz5rIfszX93KVUjidRMse1a9fw5ptv4u7du9i9e7fe/lLVe09xcTGys7Oly1flyBEdHY3ExES9aV1cXKR1ydkeVWU4ceIEbt++jb///e9SP3ro0CHExsbCy8sL6enpim0TY2NjvXviAfr9qJLvs/RiY6HlBdC+fXtYWVnhzJkz0rDc3FxcunQJPj4+Bsnk4+ODc+fOobS0VBp2+vRptGnTBra2trKua8+ePfjoo48watQorFmzRu90v86dO+Ps2bN6058+fRre3t5Qq+Xb/e/cuYM5c+bg1KlT0rCSkhJcunQJjo6OirXH559/jqioKEREREj/AGDmzJn45JNPFMuRkJAAb29vvX0SAP788084OTkplsPd3R2WlpaIi4vTGx4fH4+WLVvCx8cHly5dki4xKs9haWn5yL9cP4vY2FjpL0kVKZWj/Lr5q1ev6g2Pj49H69atFdkuWq0Wo0ePxpUrV2BjYwMrKyvcuHEDly5dQvfu3RU7Zh/2pNdeV/rZTp06oaysTO8micnJycjMzJQ1R05ODsaNG4esrCzs3r270rKVyvHNN99gxYoVesPi4uJgbGyM1q1bK7JdPDw8cOTIEfz4449Sv/q3v/0NTZs2RUREBDp06KDY/hEcHIy3335bb9gff/wB4EEBWYkcPj4+uHLlCgoLC6Vh5feOadWqFWxtbdGmTRu9DDqdDrGxsbVyrFR181UAiuWws7Or1KeW/96mTRvF9o1du3bho48+gpGREezs7KBWq3H48GF4eXnB0tJS1mP2WT53KZXjSZTKkZaWhnHjxqFevXrYu3ev9IW+nI+PDzIyMpCamioNK2+/h29u/Cw51q5di40bN+pNHxcXBxsbGzRu3Fi29nhUhtdeew1HjhzR+3waEBCADh06ICIiAk2bNlVsm4wZMwYLFy7Um/6PP/6AiYkJWrdurdj7G70EDPrMI5LNmjVrhK+vrzh27Ji4fPmymDBhgggMDBTFxcWKrH/+/Pl6j2i7c+eO8PHxEfPnzxcJCQkiPDxcaDQasX//flnXm5SUJNzd3cU777wjbt26pfcvNzdXxMfHC3d3d7Fq1SqRmJgotm/fLtzc3MTJkydlzSGEEJMmTRKBgYHi7Nmz4urVq2LOnDnCx8dH3Lx5U7H2qErFxzsrlaO0tFS88cYbYsCAASImJkYkJiaKFStWiA4dOoirV68q2h5ffvml8PLyEocOHRKpqali48aNon379uL06dOisLBQ9O3bV0ycOFFcvnxZHD16VPj6+or169fLnkMIIRYuXFjpkblCCMVylJaWipEjR4p+/fqJU6dOieTkZPHFF18IV1dXceHCBcW2y1tvvSVGjx4t4uPjxX/+8x8xcOBAMX78eCGEUOyYrUmfVVv97MNZyp0+fbrSI0mFePCo1ICAAHH69GkRFxcnhg4d+tjH3tYkw/z584W7u7s4depUpb5Vp9MpluPcuXPC1dVVrFmzRqSkpIioqCjh6+ur98j22tguj9om5datW6f3eGelchw7dkw4OzuL9evXi9TUVHH8+HEREBAg5syZU2s5Hs5w9+5d0a1bNzFjxgwRHx8vYmNjxcCBA8WYMWOkafbt2yc8PDzE/v37RUJCgnj//fdFly5dxN27d2uUoaocQgiRnp5e6TGuFSmRIzo6Wri4uIgvvvhCpKamipMnT4q//OUvYsqUKdI0SuwbJ0+eFG5ubuLAgQMiLS1NbN68Wbi7u4szZ85I08hxzMrxuUuJHBXVZl/6pByjR48WPj4+4vLly5XGC/HgscN/+9vfxOuvvy7i4uLEqVOnhL+/v1iwYIGsOSIjI4WLi4vYuXOnSElJEfv27RMajUbs3LlTtvaozjYRoupjWoltsnPnTuHq6ir27Nkjrl+/LiIjI0WXLl3EmjVrZM1BxELLC0Kn04mQkBDRtWtX4enpKSZPnlzpDaU2VdVZxsXFiTfffFN06NBB+Pv763Xmctm0aZNwdnau8t/8+fOFEEKcOHFCDBw4UHTo0EH069dPREZGyp5DCCFyc3PF0qVLRffu3YWHh4eYMGGCiI+Pl8Yr0R5VqVhoUTLH7du3xYIFC0T37t2FRqMRI0aMEDExMYrnEEKIHTt2iICAAOHu7i4GDx4sjh49Ko1LSUkR48ePFxqNRvTo0UOsXbtWlJaW1kqOSZMmidmzZ1c5Tqkc2dnZYtmyZaJ3797Cy8tLjBgxQu+DuBLbJSMjQ7zzzjuiU6dOws/PTyxdulRotVppvBLHbE36rNrqZ6tbaMnPzxeLFi0SnTt3Fp07dxZz5swRWVlZsmXQ6XRCo9E8sm8tz1PbOcpFR0eLYcOGCQ8PD9G7d28RFhamd2zUxnapSaFFqRxRUVFi6NChwsPDQ3Tv3l2sXLlSFBYW1lqOqjIkJyeLKVOmiI4dOwofHx+xcOFCkZOTozfNtm3bRM+ePYWHh4d46623xKVLl2qc4VE54uLihLOzs0hMTHzkfErkOH78uBg+fLjw9PQU/v7+YsWKFSI/P18ar9S+8f3334vXXntNeHh4iGHDhono6Gi98XIcs3J87lIqR7na7Esfl2P8+PGPHOfs7Cwt486dO+Ldd98Vnp6eokuXLmLp0qV6x7Rc7RERESGCgoJEhw4dRGBgoPjuu+9kbY/qbBMhqt6Hldo3du3aJfr37y+932/atEnvfaU23t/o5aMSQghDn1VDRERERERERPQi4D1aiIiIiIiIiIhkwkILEREREREREZFMWGghIiIiIiIiIpIJCy1ERERERERERDJhoYWIiIiIiIiISCYstBARERERERERyYSFFiIiIiIiIiIimbDQQkREREREREQkExZaiIiIiIiIiIhkwkILEREREREREZFMWGghIiIiIiIiIpIJCy1EREQvmYCAAKxYsQLjxo2Dh4cHFi1ahOzsbHzwwQfo1q0bNBoN3nzzTZw6dUqaZ8KECRg2bFilZc2YMQODBw+Wfo+NjcXo0aPRsWNH+Pr6Yv78+cjKypLG79+/H25uboiLi8OIESOg0Wjg7++P7du3S9OcOXMGLi4uOHPmjN66xowZgzFjxugN+/777xEUFIQOHTqgd+/eWL9+PUpLS5+5jYiIiIhqioUWIiKil9Du3buh0WiwceNG/PWvf8W4cePw//7f/8N7772HDRs2wN7eHpMmTZKKLYMHD8bFixeRmpoqLSM3NxfR0dEYMmQIACAmJgZvv/02zM3NsXbtWvz973/H2bNnMXbsWBQWFkrzlZWVYfbs2RgwYAC2bNkCb29vhISE4Ndff63Wa9i8eTOWLFkCPz8/hIWFYdSoUdi6dSuWLFkiQwsRERER1QwLLURERC+h5s2bY968eejRowcSEhJw5coVbNy4EcOHD0evXr0QGhoKLy8vfP755wCAwMBAWFhY4KeffpKWceTIEZSWlmLgwIEAgNWrV6NNmzbYvHkz/P39MXToUOzYsQNJSUkIDw+X5hNCYMaMGRg3bhz8/Pzw6aefwszMDMePH3/q/Hl5edi4cSNGjBiBxYsXo0ePHpg8eTKWLFmC8PBwJCQkyNNQRERERNXEQgsREdFLyNXVVfr51KlTaNKkCdzd3aHT6aDT6VBaWgp/f3/8+eefyMnJgYWFBfr27YuoqChpvsjISPj5+cHOzg73799HXFwcevXqBSGEtBwHBwc4Ojri999/11u/l5eX9LOpqSkaNWqEgoKCp87/73//G4WFhQgICJDWpdPpEBAQAACV1kdERESkFGNDByAiIiLlWVhYSD9nZ2fj9u3bcHd3r3La27dvo0GDBhgyZAgOHjyIK1euoHHjxjhz5gxWrFgB4MFlRGVlZdi6dSu2bt1aaRlmZmZ6v5ubm+v9rlarIYR46vzZ2dkAgClTplQ5/tatW0+9LCIiIiI5sdBCRET0krO2tkbr1q2ly4Qe1qJFCwCAn58fmjRpgp9//hlNmjSBmZkZAgMDAQCWlpZQqVR4++23ERQUVGkZ9erVe+o8KpUKwIN7uVSUn58PS0tLAED9+vUBAJ9//jlat25daRmNGzd+6vURERERyYmXDhEREb3kfH198d///he2trbQaDTSv99//x3btm2DkZERAMDIyAiDBg3Cv/71L/zyyy/o27evdGaMlZUV3NzckJSUpLeMdu3aYf369ZWeIPQ4VlZWAICMjAxpWE5ODq5duyb93rFjR5iYmCAzM1NvfcbGxlizZg1u3LghR9MQERERVRvPaCEiInrJDRs2DLt27cL48eMxbdo0NGvWDCdPnsTWrVsxevRomJiYSNMOGTIEO3bsgFqtrnSJ0Jw5czBlyhTMnTsXgwcPRmlpKXbs2IG4uDjMmDHjqfO4uLigWbNm+PLLL2FlZQWVSoXNmzfrnRXTsGFDTJo0CaGhodBqtejSpQsyMzMRGhoKlUqF9u3bP3vDEBEREdUACy1EREQvOQsLC+zevRurV6/GqlWrkJeXh1deeQVz587FhAkT9KZt3749nJ2dce/ePfj5+emN69GjB7Zv344NGzZg5syZMDExgbu7O7766it4eno+dR4jIyOsW7cOK1aswJw5c9C4cWOMGzcOSUlJSE5OlqabPXs2mjRpgj179mDbtm1o0KAB/Pz8MGfOHFhbWz9TmxARERHVlEpU585zRERERERERET0SLxHCxERERERERGRTFhoISIiIiIiIiKSCQstREREREREREQyYaGFiIiIiIiIiEgmLLQQEREREREREcmEhRYiIiIiIiIiIpmw0EJEREREREREJBMWWoiIiIiIiIiIZMJCCxERERERERGRTFhoISIiIiIiIiKSCQstREREREREREQyYaGFiIiIiIiIiEgm/x/AJ3RGPh5vOwAAAABJRU5ErkJggg=="},"metadata":{}}],"execution_count":62},{"source":"In the context of site visits, no significant differences in frequency distribution by customer tenure is observed.","metadata":{},"cell_type":"markdown","id":"c264c1e0-c44a-4872-816b-1a373a0fb392"},{"source":"sns.set_context('talk')\ng = sns.catplot(x = 'customer_tenure', y = 'nb_site_visits', data = product_sales_imputed[product_sales_imputed['customer_tenure'] != 'Incorrect Value'], kind = 'box', hue ='sales_method', height=6, aspect=2)\n#g.ax.set_xlim(0,250)\ng.fig.suptitle('Number of site visits between Customer tenure categories by sales methods', y = 1.03)\nplt.show()","cell_type":"code","id":"ef099b11-20fc-486e-9d47-5feeea30e3c2","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1405.5x600 with 1 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= sns.catplot(x = 'customer_tenure', y = 'nb_site_visits', data = product_sales_imputed[product_sales_imputed['customer_tenure'] != 'Incorrect Value'], kind = 'box', hue ='sales_method', height=6, aspect=2)\n#g.ax.set_xlim(0,250)\ng.fig.suptitle('Number of site visits between Customer tenure categories by sales methods', y = 1.03)\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298","outputsMetadata":{"0":{"height":80,"type":"stream"},"1":{"height":38,"type":"stream"},"3":{"height":38,"type":"stream"}}},"execution_count":63},{"source":"sns.set_context('notebook')\nsns.catplot(x='week', y = 'nb_site_visits', data=product_sales_imputed, hue='customer_tenure', kind = 'point')\nplt.show()","cell_type":"code","id":"935a6079-7457-4ad9-8ac6-4e1f88cbe6a5","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 656.5x500 with 1 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"},"metadata":{}}],"execution_count":64,"metadata":{"executionCancelledAt":null,"executionTime":1393,"lastExecutedAt":1712391686866,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_context('notebook')\nsns.catplot(x='week', y = 'nb_site_visits', data=product_sales_imputed, hue='customer_tenure', kind = 'point')\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"}},{"source":"The boxplot illustrates the distribution of website visits by customers across different average price categories.\nThe spread of the data suggests variability in site engagement, with some indication that customers purchasing more expensive items tend to visit the site more frequently, as seen by the higher median and greater spread in the 'Expensive' category.\n\nThis pattern could be leveraged for targeted web-based marketing strategies, as these highly engaged customers may be more receptive to online promotions, product recommendations, and personalized content. By focusing marketing efforts on the website for the 'Expensive' category, the company could potentially increase conversion rates and encourage higher-value sales.","metadata":{},"cell_type":"markdown","id":"51976541-0fcc-44ef-9c30-b3fa5792ecaa"},{"source":"sns.set_context('notebook')\ng = sns.catplot(x = 'average_price_category', y = 'nb_site_visits', data = product_sales_imputed, kind = 'box', hue ='average_price_category', height=6, aspect=1)\n#g.ax.set_xlim(0,250)\ng.fig.suptitle('Number of site visits between Customer\\ntenure categories by sales methods', y = 1.03)\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":588,"lastExecutedAt":1712391687454,"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298","lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"sns.set_context('notebook')\ng = sns.catplot(x = 'average_price_category', y = 'nb_site_visits', data = product_sales_imputed, kind = 'box', hue ='average_price_category', height=6, aspect=1)\n#g.ax.set_xlim(0,250)\ng.fig.suptitle('Number of site visits between Customer\\ntenure categories by sales methods', y = 1.03)\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true}},"cell_type":"code","id":"ec99ff9e-465c-48df-a92a-29792b415fb9","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 790.972x600 with 1 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"},"metadata":{}}],"execution_count":65},{"source":"Lastly, the Pareto chart of total revenue by state highlights regional strengths and opportunities for growth, providing a geographic perspective on sales performance. For instance, around 50% of revenue comes from top 10 states by revenue, with leading California, Texas, NewYork and Florida, listed in paretto chart below:","metadata":{},"cell_type":"markdown","id":"21151369-4304-43cf-992b-e2014a1a3081"},{"source":"from matplotlib.ticker import FuncFormatter\n\n# Assuming 'product_sales_imputed' is your DataFrame\n# Aggregate the revenue by state\nstate_revenue = product_sales_imputed.groupby('state')['revenue'].sum().sort_values(ascending=False)\n\n# Get the cumulative percentage\ncumulative_percentage = 100 * state_revenue.cumsum() / state_revenue.sum()\n\n# Create a new DataFrame for the Pareto chart\npareto_df = pd.DataFrame({'State': state_revenue.index, 'Cumulative_Percentage': cumulative_percentage})\npareto_df = pareto_df.reset_index(drop=True)\n\n# Set the style of seaborn\nsns.set(style=\"whitegrid\")\nsns.set_context('poster')\n# Set the figure size here, with a wider width\nplt.figure(figsize=(30, 10))  # Adjust the width as necessary\nfig, ax = plt.subplots(figsize=(30, 10))  # Use the same size for the subplot\n\n# Plot the bar chart on primary y-axis\nax.bar(pareto_df['State'], state_revenue, color=\"C0\")\n\n# Create a twin y-axis to plot the cumulative percentage line\nax2 = ax.twinx()\nax2.plot(pareto_df['State'], pareto_df['Cumulative_Percentage'], color=\"C1\", marker=\"D\", ms=7, lw=2)\nax2.yaxis.set_major_formatter(FuncFormatter(lambda y, _: '{:.0f}%'.format(y)))\n\n# Setting the axis labels and title\nax.set_xlabel('State', fontsize=25)\nax.set_ylabel('Revenue', fontsize=25)\nax2.set_ylabel('Cumulative Percentage', fontsize=16)\nax.set_title('Pareto Chart of Total Revenue by State', y = 1.03, fontsize=40)\n\n# Rotate the State labels to avoid overlap\nax.set_xticklabels(pareto_df['State'], rotation=45, ha='right', fontsize=25)\n\n# Adding grid lines for the second y-axis\nax2.grid(None)\nax2.grid(True, which='major', axis='y', linestyle='dotted', lw=0.5, color='C1')\n\n# Tight layout for a clean look\nplt.tight_layout()\nplt.show()","metadata":{"executionCancelledAt":null,"executionTime":1556,"lastExecutedAt":1712391689010,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"from matplotlib.ticker import FuncFormatter\n\n# Assuming 'product_sales_imputed' is your DataFrame\n# Aggregate the revenue by state\nstate_revenue = product_sales_imputed.groupby('state')['revenue'].sum().sort_values(ascending=False)\n\n# Get the cumulative percentage\ncumulative_percentage = 100 * state_revenue.cumsum() / state_revenue.sum()\n\n# Create a new DataFrame for the Pareto chart\npareto_df = pd.DataFrame({'State': state_revenue.index, 'Cumulative_Percentage': cumulative_percentage})\npareto_df = pareto_df.reset_index(drop=True)\n\n# Set the style of seaborn\nsns.set(style=\"whitegrid\")\nsns.set_context('poster')\n# Set the figure size here, with a wider width\nplt.figure(figsize=(30, 10))  # Adjust the width as necessary\nfig, ax = plt.subplots(figsize=(30, 10))  # Use the same size for the subplot\n\n# Plot the bar chart on primary y-axis\nax.bar(pareto_df['State'], state_revenue, color=\"C0\")\n\n# Create a twin y-axis to plot the cumulative percentage line\nax2 = ax.twinx()\nax2.plot(pareto_df['State'], pareto_df['Cumulative_Percentage'], color=\"C1\", marker=\"D\", ms=7, lw=2)\nax2.yaxis.set_major_formatter(FuncFormatter(lambda y, _: '{:.0f}%'.format(y)))\n\n# Setting the axis labels and title\nax.set_xlabel('State', fontsize=25)\nax.set_ylabel('Revenue', fontsize=25)\nax2.set_ylabel('Cumulative Percentage', fontsize=16)\nax.set_title('Pareto Chart of Total Revenue by State', y = 1.03, fontsize=40)\n\n# Rotate the State labels to avoid overlap\nax.set_xticklabels(pareto_df['State'], rotation=45, ha='right', fontsize=25)\n\n# Adding grid lines for the second y-axis\nax2.grid(None)\nax2.grid(True, which='major', axis='y', linestyle='dotted', lw=0.5, color='C1')\n\n# Tight layout for a clean look\nplt.tight_layout()\nplt.show()","collapsed":false,"jupyter":{"outputs_hidden":false,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"3be76342-2ded-469b-a380-08b8f22437f1","outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 3000x1000 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 3000x1000 with 2 Axes>","image/png":"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"},"metadata":{}}],"execution_count":66},{"source":"product_sales_imputed.info()","metadata":{"executionCancelledAt":null,"executionTime":63,"lastExecutedAt":1712391689073,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"product_sales_imputed.info()","outputsMetadata":{"0":{"height":458,"type":"stream"}},"collapsed":true,"jupyter":{"outputs_hidden":true,"source_hidden":true},"lastExecutedByKernel":"38aa87a0-4dc9-4e72-9d8a-b9c3d0818298"},"cell_type":"code","id":"0701cf23-c024-43f2-b88b-1fcdb1ee5cc3","outputs":[{"output_type":"stream","name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nInt64Index: 15000 entries, 4773 to 4029\nData columns (total 14 columns):\n #   Column                    Non-Null Count  Dtype   \n---  ------                    --------------  -----   \n 0   week                      15000 non-null  int64   \n 1   sales_method              15000 non-null  object  \n 2   customer_id               15000 non-null  object  \n 3   nb_sold                   15000 non-null  int64   \n 4   revenue                   15000 non-null  float64 \n 5   years_as_customer         15000 non-null  int64   \n 6   nb_site_visits            15000 non-null  int64   \n 7   state                     15000 non-null  object  \n 8   average_price             15000 non-null  float64 \n 9   average_price_category    15000 non-null  category\n 10  cumulative_revenue        15000 non-null  float64 \n 11  minutes_per_sale          15000 non-null  float64 \n 12  revenue_per_minute_spent  15000 non-null  float64 \n 13  customer_tenure           15000 non-null  object  \ndtypes: category(1), float64(5), int64(4), object(4)\nmemory usage: 1.6+ MB\n"}],"execution_count":67},{"source":"## Recommendations for Business:\n\n**Align Product Strategies with the Most Effective Sales Method for Each Price Category**:\n- **Maximize the 'Email' Method**: Given its strong overall performance and particularly notable efficiency with moderate-priced items, the 'Email' method should be maximized for future product launches and marketing campaigns. This approach not only ensures a broad reach with minimal effort but also capitalizes on the method's proven success in generating significant revenue.\n- **Prioritize Selective Application of 'Email + Call' Method**: This method's effectiveness in engaging customers for high-value purchases warrants its strategic use for premium sales. The 'Email + Call' method has also demonstrated potential for high-value sales and growing average revenue per week.\n- **Reassess the 'Call' Method**: Given its lower average revenue and higher time cost, the 'Call' method should be deprioritized for direct revenue generation. Instead, focus on leveraging this method to build deeper relationships with long-term and loyal customers, especially for lower-priced items.\n\n**Data-Driven Approach**: Continuously Monitor the SPI as a comprehensive metric that allows for the monitoring of changes in sales performance across methods and customer segments. This data-driven approach supports agile adjustments to strategies, maximizing revenue while optimizing the efficiency of sales activities.\n\n**Engage Newer Customer Segments**: With a significant portion of the customer base being relatively new, it's crucial to focus on retention strategies that enhance loyalty and lifetime value. Tailoring sales approaches, especially the 'Email + Call' method for high-value interactions, can effectively engage and retain these customers.\n\n**Geographic and Online Engagement Opportunities:**\n- **Leverage Geographic Insights**: The analysis of revenue distribution by state offers valuable insights into regional market strengths and potential growth opportunities. Allocating resources and tailoring marketing efforts to high-performing regions can enhance sales performance and market penetration.\n- **Maximize Online Engagement for High-Value Sales**: The observed pattern of website visits, particularly among customers interested in expensive items, underscores the importance of targeted online engagement. Utilizing personalized content, promotions, and product recommendations on the website can increase conversion rates and encourage higher-value purchases.\n\n**Improve Data Quality**: Refine Sales Method Categorization and Revenue Tracking. Correcting anomalies, such as years as customers that exceed the company's operational lifespan, and incorporating detailed information on repeat purchase behavior and specific items bought will offer deeper insights into sales performance and customer preferences.\n\n## Conclusion:\n\nLeveraging the 'Email' method for its efficiency and effectiveness across a moderate-sales customer base, while selectively employing the 'Email + Call' method for high-value sales, provides a balanced strategy that maximizes revenue with minimal effort. The reassessment of the 'Call' method should focus on its role in building deeper customer relationships. Continuous monitoring of sales performance through the SPI, alongside strategic targeting based on customer segmentation and online engagement patterns, can further optimize sales strategies, drive revenue growth, and enhance customer retention.\n\nThese recommendations aim to align sales strategies with the company's goals of maximizing efficiency and revenue while ensuring customer satisfaction and loyalty. By focusing on data-driven decision-making and strategic use of sales methods tailored to different segments and product categories, Pens and Printers can improve sales effectiveness, customer retention, and overall revenue growth.","metadata":{},"cell_type":"markdown","id":"86d1fbba-d491-4dc1-855a-58dcaaaf40a9"},{"source":"## ✅ When you have finished...\n-  Publish your Workspace using the option on the left\n-  Check the published version of your report:\n\t-  Can you see everything you want us to grade?\n    -  Are all the graphics visible?\n-  Review the grading rubric. Have you included everything that will be graded?\n-  Head back to the [Certification Dashboard](https://app.datacamp.com/certification) to submit your practical exam report and record your presentation","metadata":{},"id":"9c5042af-7f73-4808-b735-c262418c9395","cell_type":"markdown"}],"metadata":{"colab":{"name":"Welcome to DataCamp Workspaces.ipynb","provenance":[]},"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.10"}},"nbformat":4,"nbformat_minor":5}