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pree62/EastWestAirlines(Clustering).ipynb

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!excelR/assignments/Gists/EastWestAirlines(Clustering).ipynb
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EastWestAirlines(Clustering).ipynb
{
"cells": [
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:36:26.298548Z",
"start_time": "2023-02-12T11:36:26.275248Z"
},
"trusted": false
},
"id": "956a045c",
"cell_type": "code",
"source": "import pandas as pd\nimport numpy as np\nimport matplotlib.pylab as plt",
"execution_count": 41,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:36:27.358129Z",
"start_time": "2023-02-12T11:36:26.304885Z"
},
"scrolled": true,
"trusted": false
},
"id": "a38c55ad",
"cell_type": "code",
"source": "airlines=pd.read_excel(\"EastWestAirlines.xlsx\",sheet_name='data')\nairlines.head()",
"execution_count": 42,
"outputs": [
{
"data": {
"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>ID#</th>\n <th>Balance</th>\n <th>Qual_miles</th>\n <th>cc1_miles</th>\n <th>cc2_miles</th>\n <th>cc3_miles</th>\n <th>Bonus_miles</th>\n <th>Bonus_trans</th>\n <th>Flight_miles_12mo</th>\n <th>Flight_trans_12</th>\n <th>Days_since_enroll</th>\n <th>Award?</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>28143</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>174</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7000</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2</td>\n <td>19244</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>215</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6968</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3</td>\n <td>41354</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4123</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7034</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4</td>\n <td>14776</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6952</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5</td>\n <td>97752</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43300</td>\n <td>26</td>\n <td>2077</td>\n <td>4</td>\n <td>6935</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " ID# Balance Qual_miles cc1_miles cc2_miles cc3_miles Bonus_miles \\\n0 1 28143 0 1 1 1 174 \n1 2 19244 0 1 1 1 215 \n2 3 41354 0 1 1 1 4123 \n3 4 14776 0 1 1 1 500 \n4 5 97752 0 4 1 1 43300 \n\n Bonus_trans Flight_miles_12mo Flight_trans_12 Days_since_enroll Award? \n0 1 0 0 7000 0 \n1 2 0 0 6968 0 \n2 4 0 0 7034 0 \n3 1 0 0 6952 0 \n4 26 2077 4 6935 1 "
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"id": "42349146",
"cell_type": "markdown",
"source": "# HClustering"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:36:27.383869Z",
"start_time": "2023-02-12T11:36:27.360236Z"
},
"trusted": false
},
"id": "23cf7a22",
"cell_type": "code",
"source": "def norm_func(i):\n x = (i-i.min())/(i.max()-i.min())\n return (x) ",
"execution_count": 43,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:36:27.462789Z",
"start_time": "2023-02-12T11:36:27.392003Z"
},
"scrolled": true,
"trusted": false
},
"id": "4bf326eb",
"cell_type": "code",
"source": "df_norm = norm_func(airlines.iloc[:,1:])\ndf_norm",
"execution_count": 44,
"outputs": [
{
"data": {
"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>Balance</th>\n <th>Qual_miles</th>\n <th>cc1_miles</th>\n <th>cc2_miles</th>\n <th>cc3_miles</th>\n <th>Bonus_miles</th>\n <th>Bonus_trans</th>\n <th>Flight_miles_12mo</th>\n <th>Flight_trans_12</th>\n <th>Days_since_enroll</th>\n <th>Award?</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0.016508</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.000660</td>\n <td>0.011628</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.843742</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>0.011288</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.000815</td>\n <td>0.023256</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.839884</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>0.024257</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.015636</td>\n <td>0.046512</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.847842</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>0.008667</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.001896</td>\n <td>0.011628</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.837955</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>0.057338</td>\n <td>0.0</td>\n <td>0.75</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.164211</td>\n <td>0.302326</td>\n <td>0.067398</td>\n <td>0.075472</td>\n <td>0.835905</td>\n <td>1.0</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 <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>3994</th>\n <td>0.010837</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.032330</td>\n <td>0.046512</td>\n <td>0.006490</td>\n <td>0.018868</td>\n <td>0.168917</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>3995</th>\n <td>0.037766</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.003720</td>\n <td>0.058140</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.167953</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>3996</th>\n <td>0.043169</td>\n <td>0.0</td>\n <td>0.50</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.096505</td>\n <td>0.093023</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.168797</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>3997</th>\n <td>0.032202</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.001896</td>\n <td>0.011628</td>\n <td>0.016225</td>\n <td>0.018868</td>\n <td>0.168676</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>3998</th>\n <td>0.001769</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.168314</td>\n <td>0.0</td>\n </tr>\n </tbody>\n</table>\n<p>3999 rows × 11 columns</p>\n</div>",
"text/plain": " Balance Qual_miles cc1_miles cc2_miles cc3_miles Bonus_miles \\\n0 0.016508 0.0 0.00 0.0 0.0 0.000660 \n1 0.011288 0.0 0.00 0.0 0.0 0.000815 \n2 0.024257 0.0 0.00 0.0 0.0 0.015636 \n3 0.008667 0.0 0.00 0.0 0.0 0.001896 \n4 0.057338 0.0 0.75 0.0 0.0 0.164211 \n... ... ... ... ... ... ... \n3994 0.010837 0.0 0.00 0.0 0.0 0.032330 \n3995 0.037766 0.0 0.00 0.0 0.0 0.003720 \n3996 0.043169 0.0 0.50 0.0 0.0 0.096505 \n3997 0.032202 0.0 0.00 0.0 0.0 0.001896 \n3998 0.001769 0.0 0.00 0.0 0.0 0.000000 \n\n Bonus_trans Flight_miles_12mo Flight_trans_12 Days_since_enroll \\\n0 0.011628 0.000000 0.000000 0.843742 \n1 0.023256 0.000000 0.000000 0.839884 \n2 0.046512 0.000000 0.000000 0.847842 \n3 0.011628 0.000000 0.000000 0.837955 \n4 0.302326 0.067398 0.075472 0.835905 \n... ... ... ... ... \n3994 0.046512 0.006490 0.018868 0.168917 \n3995 0.058140 0.000000 0.000000 0.167953 \n3996 0.093023 0.000000 0.000000 0.168797 \n3997 0.011628 0.016225 0.018868 0.168676 \n3998 0.000000 0.000000 0.000000 0.168314 \n\n Award? \n0 0.0 \n1 0.0 \n2 0.0 \n3 0.0 \n4 1.0 \n... ... \n3994 1.0 \n3995 1.0 \n3996 1.0 \n3997 0.0 \n3998 0.0 \n\n[3999 rows x 11 columns]"
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:36:27.524811Z",
"start_time": "2023-02-12T11:36:27.467970Z"
},
"trusted": false
},
"id": "eb6e8941",
"cell_type": "code",
"source": "from sklearn.preprocessing import MinMaxScaler\ntrans = MinMaxScaler()\ndata = pd.DataFrame(trans.fit_transform(airlines.iloc[:,1:]))\ndata",
"execution_count": 45,
"outputs": [
{
"data": {
"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>0</th>\n <th>1</th>\n <th>2</th>\n <th>3</th>\n <th>4</th>\n <th>5</th>\n <th>6</th>\n <th>7</th>\n <th>8</th>\n <th>9</th>\n <th>10</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0.016508</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.000660</td>\n <td>0.011628</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.843742</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>0.011288</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.000815</td>\n <td>0.023256</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.839884</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>0.024257</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.015636</td>\n <td>0.046512</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.847842</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>0.008667</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.001896</td>\n <td>0.011628</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.837955</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>0.057338</td>\n <td>0.0</td>\n <td>0.75</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.164211</td>\n <td>0.302326</td>\n <td>0.067398</td>\n <td>0.075472</td>\n <td>0.835905</td>\n <td>1.0</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 <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>3994</th>\n <td>0.010837</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.032330</td>\n <td>0.046512</td>\n <td>0.006490</td>\n <td>0.018868</td>\n <td>0.168917</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>3995</th>\n <td>0.037766</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.003720</td>\n <td>0.058140</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.167953</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>3996</th>\n <td>0.043169</td>\n <td>0.0</td>\n <td>0.50</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.096505</td>\n <td>0.093023</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.168797</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>3997</th>\n <td>0.032202</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.001896</td>\n <td>0.011628</td>\n <td>0.016225</td>\n <td>0.018868</td>\n <td>0.168676</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>3998</th>\n <td>0.001769</td>\n <td>0.0</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.168314</td>\n <td>0.0</td>\n </tr>\n </tbody>\n</table>\n<p>3999 rows × 11 columns</p>\n</div>",
"text/plain": " 0 1 2 3 4 5 6 7 8 \\\n0 0.016508 0.0 0.00 0.0 0.0 0.000660 0.011628 0.000000 0.000000 \n1 0.011288 0.0 0.00 0.0 0.0 0.000815 0.023256 0.000000 0.000000 \n2 0.024257 0.0 0.00 0.0 0.0 0.015636 0.046512 0.000000 0.000000 \n3 0.008667 0.0 0.00 0.0 0.0 0.001896 0.011628 0.000000 0.000000 \n4 0.057338 0.0 0.75 0.0 0.0 0.164211 0.302326 0.067398 0.075472 \n... ... ... ... ... ... ... ... ... ... \n3994 0.010837 0.0 0.00 0.0 0.0 0.032330 0.046512 0.006490 0.018868 \n3995 0.037766 0.0 0.00 0.0 0.0 0.003720 0.058140 0.000000 0.000000 \n3996 0.043169 0.0 0.50 0.0 0.0 0.096505 0.093023 0.000000 0.000000 \n3997 0.032202 0.0 0.00 0.0 0.0 0.001896 0.011628 0.016225 0.018868 \n3998 0.001769 0.0 0.00 0.0 0.0 0.000000 0.000000 0.000000 0.000000 \n\n 9 10 \n0 0.843742 0.0 \n1 0.839884 0.0 \n2 0.847842 0.0 \n3 0.837955 0.0 \n4 0.835905 1.0 \n... ... ... \n3994 0.168917 1.0 \n3995 0.167953 1.0 \n3996 0.168797 1.0 \n3997 0.168676 0.0 \n3998 0.168314 0.0 \n\n[3999 rows x 11 columns]"
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:38:35.578137Z",
"start_time": "2023-02-12T11:36:27.530807Z"
},
"trusted": false
},
"id": "3e110c59",
"cell_type": "code",
"source": "from scipy.cluster.hierarchy import linkage \nimport scipy.cluster.hierarchy as sch # for creating dendrogram \n#p = np.array(df_norm) # converting into numpy array format \nz = linkage(df_norm, method=\"average\",metric=\"euclidean\")\nplt.figure(figsize=(15, 5))\nplt.title('Hierarchical Clustering Dendrogram')\nplt.xlabel('Index')\nplt.ylabel('Distance')\nsch.dendrogram(\n z,\n #leaf_rotation=6., # rotates the x axis labels\n #leaf_font_size=15., # font size for the x axis labels\n)\nplt.show()",
"execution_count": 46,
"outputs": [
{
"data": {
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"text/plain": "<Figure size 1500x500 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:38:36.408404Z",
"start_time": "2023-02-12T11:38:35.578279Z"
},
"trusted": false
},
"id": "7f15e670",
"cell_type": "code",
"source": "from sklearn.cluster import AgglomerativeClustering \nimport warnings \nwarnings.filterwarnings('ignore')\nh_complete = AgglomerativeClustering(n_clusters=6, linkage='average',affinity = \"euclidean\").fit(df_norm) \n\ncluster_labels=pd.Series(h_complete.labels_)\ncluster_labels\nairlines['clust']=cluster_labels # creating a new column and assigning it to new column \nairlines ",
"execution_count": 47,
"outputs": [
{
"data": {
"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>ID#</th>\n <th>Balance</th>\n <th>Qual_miles</th>\n <th>cc1_miles</th>\n <th>cc2_miles</th>\n <th>cc3_miles</th>\n <th>Bonus_miles</th>\n <th>Bonus_trans</th>\n <th>Flight_miles_12mo</th>\n <th>Flight_trans_12</th>\n <th>Days_since_enroll</th>\n <th>Award?</th>\n <th>clust</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>28143</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>174</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7000</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2</td>\n <td>19244</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>215</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6968</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3</td>\n <td>41354</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4123</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7034</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4</td>\n <td>14776</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6952</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5</td>\n <td>97752</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43300</td>\n <td>26</td>\n <td>2077</td>\n <td>4</td>\n <td>6935</td>\n <td>1</td>\n <td>1</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 <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>3994</th>\n <td>4017</td>\n <td>18476</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8525</td>\n <td>4</td>\n <td>200</td>\n <td>1</td>\n <td>1403</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3995</th>\n <td>4018</td>\n <td>64385</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>981</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>1395</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3996</th>\n <td>4019</td>\n <td>73597</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>25447</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>1402</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3997</th>\n <td>4020</td>\n <td>54899</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>1401</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3998</th>\n <td>4021</td>\n <td>3016</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>1398</td>\n <td>0</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n<p>3999 rows × 13 columns</p>\n</div>",
"text/plain": " ID# Balance Qual_miles cc1_miles cc2_miles cc3_miles Bonus_miles \\\n0 1 28143 0 1 1 1 174 \n1 2 19244 0 1 1 1 215 \n2 3 41354 0 1 1 1 4123 \n3 4 14776 0 1 1 1 500 \n4 5 97752 0 4 1 1 43300 \n... ... ... ... ... ... ... ... \n3994 4017 18476 0 1 1 1 8525 \n3995 4018 64385 0 1 1 1 981 \n3996 4019 73597 0 3 1 1 25447 \n3997 4020 54899 0 1 1 1 500 \n3998 4021 3016 0 1 1 1 0 \n\n Bonus_trans Flight_miles_12mo Flight_trans_12 Days_since_enroll \\\n0 1 0 0 7000 \n1 2 0 0 6968 \n2 4 0 0 7034 \n3 1 0 0 6952 \n4 26 2077 4 6935 \n... ... ... ... ... \n3994 4 200 1 1403 \n3995 5 0 0 1395 \n3996 8 0 0 1402 \n3997 1 500 1 1401 \n3998 0 0 0 1398 \n\n Award? clust \n0 0 0 \n1 0 0 \n2 0 0 \n3 0 0 \n4 1 1 \n... ... ... \n3994 1 1 \n3995 1 1 \n3996 1 1 \n3997 0 0 \n3998 0 0 \n\n[3999 rows x 13 columns]"
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:38:36.454732Z",
"start_time": "2023-02-12T11:38:36.408404Z"
},
"trusted": false
},
"id": "2537fc95",
"cell_type": "code",
"source": "airlines.iloc[:,1:].groupby(airlines.clust).mean() #normalise function",
"execution_count": 48,
"outputs": [
{
"data": {
"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>Balance</th>\n <th>Qual_miles</th>\n <th>cc1_miles</th>\n <th>cc2_miles</th>\n <th>cc3_miles</th>\n <th>Bonus_miles</th>\n <th>Bonus_trans</th>\n <th>Flight_miles_12mo</th>\n <th>Flight_trans_12</th>\n <th>Days_since_enroll</th>\n <th>Award?</th>\n <th>clust</th>\n </tr>\n <tr>\n <th>clust</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>5.980784e+04</td>\n <td>87.602462</td>\n <td>1.705322</td>\n <td>1.013900</td>\n <td>1.008737</td>\n <td>10227.689039</td>\n <td>9.142971</td>\n <td>226.292295</td>\n <td>0.652502</td>\n <td>3820.652105</td>\n <td>0.0</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>9.470821e+04</td>\n <td>241.560192</td>\n <td>2.647059</td>\n <td>1.015732</td>\n <td>1.000684</td>\n <td>27548.586183</td>\n <td>15.493844</td>\n <td>797.608071</td>\n <td>2.446648</td>\n <td>4620.122435</td>\n <td>1.0</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>4.044688e+05</td>\n <td>0.000000</td>\n <td>5.000000</td>\n <td>1.000000</td>\n <td>1.000000</td>\n <td>221842.500000</td>\n <td>28.500000</td>\n <td>2398.833333</td>\n <td>6.166667</td>\n <td>6331.833333</td>\n <td>1.0</td>\n <td>2.0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>1.319995e+05</td>\n <td>347.000000</td>\n <td>2.500000</td>\n <td>1.000000</td>\n <td>1.000000</td>\n <td>65634.250000</td>\n <td>69.250000</td>\n <td>19960.000000</td>\n <td>49.250000</td>\n <td>2200.250000</td>\n <td>1.0</td>\n <td>3.0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>7.656512e+04</td>\n <td>147.750000</td>\n <td>3.875000</td>\n <td>1.000000</td>\n <td>4.250000</td>\n <td>115273.250000</td>\n <td>30.250000</td>\n <td>600.000000</td>\n <td>2.000000</td>\n <td>5127.875000</td>\n <td>1.0</td>\n <td>4.0</td>\n </tr>\n <tr>\n <th>5</th>\n <td>1.704838e+06</td>\n <td>0.000000</td>\n <td>1.000000</td>\n <td>1.000000</td>\n <td>1.000000</td>\n <td>17108.000000</td>\n <td>32.000000</td>\n <td>4823.000000</td>\n <td>23.000000</td>\n <td>7283.000000</td>\n <td>1.0</td>\n <td>5.0</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " Balance Qual_miles cc1_miles cc2_miles cc3_miles \\\nclust \n0 5.980784e+04 87.602462 1.705322 1.013900 1.008737 \n1 9.470821e+04 241.560192 2.647059 1.015732 1.000684 \n2 4.044688e+05 0.000000 5.000000 1.000000 1.000000 \n3 1.319995e+05 347.000000 2.500000 1.000000 1.000000 \n4 7.656512e+04 147.750000 3.875000 1.000000 4.250000 \n5 1.704838e+06 0.000000 1.000000 1.000000 1.000000 \n\n Bonus_miles Bonus_trans Flight_miles_12mo Flight_trans_12 \\\nclust \n0 10227.689039 9.142971 226.292295 0.652502 \n1 27548.586183 15.493844 797.608071 2.446648 \n2 221842.500000 28.500000 2398.833333 6.166667 \n3 65634.250000 69.250000 19960.000000 49.250000 \n4 115273.250000 30.250000 600.000000 2.000000 \n5 17108.000000 32.000000 4823.000000 23.000000 \n\n Days_since_enroll Award? clust \nclust \n0 3820.652105 0.0 0.0 \n1 4620.122435 1.0 1.0 \n2 6331.833333 1.0 2.0 \n3 2200.250000 1.0 3.0 \n4 5127.875000 1.0 4.0 \n5 7283.000000 1.0 5.0 "
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:38:36.551822Z",
"start_time": "2023-02-12T11:38:36.501433Z"
},
"trusted": false
},
"id": "d9392ed5",
"cell_type": "code",
"source": "from sklearn.preprocessing import StandardScaler\nscaler = StandardScaler()\nairlines_subset = pd.DataFrame(scaler.fit_transform(airlines.iloc[:,1:12]))\nairlines_subset ",
"execution_count": 50,
"outputs": [
{
"data": {
"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>0</th>\n <th>1</th>\n <th>2</th>\n <th>3</th>\n <th>4</th>\n <th>5</th>\n <th>6</th>\n <th>7</th>\n <th>8</th>\n <th>9</th>\n <th>10</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>-0.451141</td>\n <td>-0.186299</td>\n <td>-0.769578</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>-0.702786</td>\n <td>-1.104065</td>\n <td>-0.328603</td>\n <td>-0.362168</td>\n <td>1.395454</td>\n <td>-0.766919</td>\n </tr>\n <tr>\n <th>1</th>\n <td>-0.539457</td>\n <td>-0.186299</td>\n <td>-0.769578</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>-0.701088</td>\n <td>-0.999926</td>\n <td>-0.328603</td>\n <td>-0.362168</td>\n <td>1.379957</td>\n <td>-0.766919</td>\n </tr>\n <tr>\n <th>2</th>\n <td>-0.320031</td>\n <td>-0.186299</td>\n <td>-0.769578</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>-0.539253</td>\n <td>-0.791649</td>\n <td>-0.328603</td>\n <td>-0.362168</td>\n <td>1.411920</td>\n <td>-0.766919</td>\n </tr>\n <tr>\n <th>3</th>\n <td>-0.583799</td>\n <td>-0.186299</td>\n <td>-0.769578</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>-0.689286</td>\n <td>-1.104065</td>\n <td>-0.328603</td>\n <td>-0.362168</td>\n <td>1.372208</td>\n <td>-0.766919</td>\n </tr>\n <tr>\n <th>4</th>\n <td>0.239678</td>\n <td>-0.186299</td>\n <td>1.409471</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>1.083121</td>\n <td>1.499394</td>\n <td>1.154932</td>\n <td>0.692490</td>\n <td>1.363975</td>\n <td>1.303918</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 <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>3994</th>\n <td>-0.547079</td>\n <td>-0.186299</td>\n <td>-0.769578</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>-0.356960</td>\n <td>-0.791649</td>\n <td>-0.185750</td>\n <td>-0.098503</td>\n <td>-1.315120</td>\n <td>1.303918</td>\n </tr>\n <tr>\n <th>3995</th>\n <td>-0.091465</td>\n <td>-0.186299</td>\n <td>-0.769578</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>-0.669367</td>\n <td>-0.687511</td>\n <td>-0.328603</td>\n <td>-0.362168</td>\n <td>-1.318994</td>\n <td>1.303918</td>\n </tr>\n <tr>\n <th>3996</th>\n <td>-0.000043</td>\n <td>-0.186299</td>\n <td>0.683121</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>0.343804</td>\n <td>-0.375096</td>\n <td>-0.328603</td>\n <td>-0.362168</td>\n <td>-1.315604</td>\n <td>1.303918</td>\n </tr>\n <tr>\n <th>3997</th>\n <td>-0.185607</td>\n <td>-0.186299</td>\n <td>-0.769578</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>-0.689286</td>\n <td>-1.104065</td>\n <td>0.028531</td>\n <td>-0.098503</td>\n <td>-1.316088</td>\n <td>-0.766919</td>\n </tr>\n <tr>\n <th>3998</th>\n <td>-0.700508</td>\n <td>-0.186299</td>\n <td>-0.769578</td>\n <td>-0.098242</td>\n <td>-0.062767</td>\n <td>-0.709992</td>\n <td>-1.208203</td>\n <td>-0.328603</td>\n <td>-0.362168</td>\n <td>-1.317541</td>\n <td>-0.766919</td>\n </tr>\n </tbody>\n</table>\n<p>3999 rows × 11 columns</p>\n</div>",
"text/plain": " 0 1 2 3 4 5 6 \\\n0 -0.451141 -0.186299 -0.769578 -0.098242 -0.062767 -0.702786 -1.104065 \n1 -0.539457 -0.186299 -0.769578 -0.098242 -0.062767 -0.701088 -0.999926 \n2 -0.320031 -0.186299 -0.769578 -0.098242 -0.062767 -0.539253 -0.791649 \n3 -0.583799 -0.186299 -0.769578 -0.098242 -0.062767 -0.689286 -1.104065 \n4 0.239678 -0.186299 1.409471 -0.098242 -0.062767 1.083121 1.499394 \n... ... ... ... ... ... ... ... \n3994 -0.547079 -0.186299 -0.769578 -0.098242 -0.062767 -0.356960 -0.791649 \n3995 -0.091465 -0.186299 -0.769578 -0.098242 -0.062767 -0.669367 -0.687511 \n3996 -0.000043 -0.186299 0.683121 -0.098242 -0.062767 0.343804 -0.375096 \n3997 -0.185607 -0.186299 -0.769578 -0.098242 -0.062767 -0.689286 -1.104065 \n3998 -0.700508 -0.186299 -0.769578 -0.098242 -0.062767 -0.709992 -1.208203 \n\n 7 8 9 10 \n0 -0.328603 -0.362168 1.395454 -0.766919 \n1 -0.328603 -0.362168 1.379957 -0.766919 \n2 -0.328603 -0.362168 1.411920 -0.766919 \n3 -0.328603 -0.362168 1.372208 -0.766919 \n4 1.154932 0.692490 1.363975 1.303918 \n... ... ... ... ... \n3994 -0.185750 -0.098503 -1.315120 1.303918 \n3995 -0.328603 -0.362168 -1.318994 1.303918 \n3996 -0.328603 -0.362168 -1.315604 1.303918 \n3997 0.028531 -0.098503 -1.316088 -0.766919 \n3998 -0.328603 -0.362168 -1.317541 -0.766919 \n\n[3999 rows x 11 columns]"
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:40:37.494892Z",
"start_time": "2023-02-12T11:38:36.555000Z"
},
"trusted": false
},
"id": "6afb6394",
"cell_type": "code",
"source": "from scipy.cluster.hierarchy import linkage \nimport scipy.cluster.hierarchy as sch # for creating dendrogram \n#p = np.array(df_norm) # converting into numpy array format \nz = linkage(airlines_subset, method=\"average\",metric=\"euclidean\")\nplt.figure(figsize=(15, 5))\nplt.title('Hierarchical Clustering Dendrogram')\nplt.xlabel('Index')\nplt.ylabel('Distance')\nsch.dendrogram(\n z,\n #leaf_rotation=6., # rotates the x axis labels\n #leaf_font_size=15., # font size for the x axis labels\n)\nplt.show() ",
"execution_count": 51,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1500x500 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:40:38.353516Z",
"start_time": "2023-02-12T11:40:37.495031Z"
},
"trusted": false
},
"id": "f0859a2f",
"cell_type": "code",
"source": "from sklearn.cluster import AgglomerativeClustering \nimport warnings \nwarnings.filterwarnings('ignore')\nh_complete = AgglomerativeClustering(n_clusters=6, linkage='average',affinity = \"euclidean\").fit(airlines_subset) \n\ncluster_labels=pd.Series(h_complete.labels_)\ncluster_labels\nairlines['clust']=cluster_labels # creating a new column and assigning to airlines data sheet\nairlines",
"execution_count": 52,
"outputs": [
{
"data": {
"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>ID#</th>\n <th>Balance</th>\n <th>Qual_miles</th>\n <th>cc1_miles</th>\n <th>cc2_miles</th>\n <th>cc3_miles</th>\n <th>Bonus_miles</th>\n <th>Bonus_trans</th>\n <th>Flight_miles_12mo</th>\n <th>Flight_trans_12</th>\n <th>Days_since_enroll</th>\n <th>Award?</th>\n <th>clust</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>28143</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>174</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7000</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2</td>\n <td>19244</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>215</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6968</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3</td>\n <td>41354</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4123</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7034</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4</td>\n <td>14776</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6952</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5</td>\n <td>97752</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43300</td>\n <td>26</td>\n <td>2077</td>\n <td>4</td>\n <td>6935</td>\n <td>1</td>\n <td>0</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 <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>3994</th>\n <td>4017</td>\n <td>18476</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8525</td>\n <td>4</td>\n <td>200</td>\n <td>1</td>\n <td>1403</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3995</th>\n <td>4018</td>\n <td>64385</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>981</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>1395</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3996</th>\n <td>4019</td>\n <td>73597</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>25447</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>1402</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3997</th>\n <td>4020</td>\n <td>54899</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>1401</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3998</th>\n <td>4021</td>\n <td>3016</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>1398</td>\n <td>0</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n<p>3999 rows × 13 columns</p>\n</div>",
"text/plain": " ID# Balance Qual_miles cc1_miles cc2_miles cc3_miles Bonus_miles \\\n0 1 28143 0 1 1 1 174 \n1 2 19244 0 1 1 1 215 \n2 3 41354 0 1 1 1 4123 \n3 4 14776 0 1 1 1 500 \n4 5 97752 0 4 1 1 43300 \n... ... ... ... ... ... ... ... \n3994 4017 18476 0 1 1 1 8525 \n3995 4018 64385 0 1 1 1 981 \n3996 4019 73597 0 3 1 1 25447 \n3997 4020 54899 0 1 1 1 500 \n3998 4021 3016 0 1 1 1 0 \n\n Bonus_trans Flight_miles_12mo Flight_trans_12 Days_since_enroll \\\n0 1 0 0 7000 \n1 2 0 0 6968 \n2 4 0 0 7034 \n3 1 0 0 6952 \n4 26 2077 4 6935 \n... ... ... ... ... \n3994 4 200 1 1403 \n3995 5 0 0 1395 \n3996 8 0 0 1402 \n3997 1 500 1 1401 \n3998 0 0 0 1398 \n\n Award? clust \n0 0 0 \n1 0 0 \n2 0 0 \n3 0 0 \n4 1 0 \n... ... ... \n3994 1 0 \n3995 1 0 \n3996 1 0 \n3997 0 0 \n3998 0 0 \n\n[3999 rows x 13 columns]"
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"id": "ec426084",
"cell_type": "markdown",
"source": "# KMeans clustering"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:40:41.704736Z",
"start_time": "2023-02-12T11:40:38.353516Z"
},
"trusted": false
},
"id": "8b4721cb",
"cell_type": "code",
"source": "from sklearn.cluster import KMeans\nfig = plt.figure(figsize=(10, 8))\nWCSS = []\nfor i in range(1, 15):\n clf = KMeans(n_clusters=i)\n clf.fit(df_norm)\n WCSS.append(clf.inertia_) # inertia is another name for WCSS\nplt.plot(range(1, 15), WCSS)\nplt.title('The Elbow Method')\nplt.ylabel('WCSS')\nplt.xlabel('Number of Clusters')\nplt.show()",
"execution_count": 53,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 1000x800 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:40:41.859576Z",
"start_time": "2023-02-12T11:40:41.708088Z"
},
"trusted": false
},
"id": "89cc5ccf",
"cell_type": "code",
"source": "clf = KMeans(n_clusters=4)\ny_kmeans = clf.fit_predict(df_norm) ",
"execution_count": 54,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:40:41.895900Z",
"start_time": "2023-02-12T11:40:41.879848Z"
},
"trusted": false
},
"id": "725b78bf",
"cell_type": "code",
"source": "y_kmeans\n#clf.cluster_centers_\nclf.labels_ ",
"execution_count": 56,
"outputs": [
{
"data": {
"text/plain": "array([0, 0, 0, ..., 1, 0, 0])"
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:40:41.926434Z",
"start_time": "2023-02-12T11:40:41.899988Z"
},
"trusted": false
},
"id": "87bdc553",
"cell_type": "code",
"source": "clf.cluster_centers_",
"execution_count": 57,
"outputs": [
{
"data": {
"text/plain": "array([[ 2.39011667e-02, 8.28362120e-03, 2.31945177e-02,\n 8.96151819e-03, 1.05429626e-03, 1.26482465e-02,\n 7.54496083e-02, 7.35308092e-03, 1.24327389e-02,\n 4.36111859e-01, -4.99600361e-16],\n [ 6.35352962e-02, 1.77912301e-02, 7.28960396e-01,\n 6.18811881e-04, 6.49752475e-03, 1.72970238e-01,\n 2.34903868e-01, 2.31602349e-02, 4.04212591e-02,\n 5.86139300e-01, 1.00000000e+00],\n [ 4.89953609e-02, 2.60542873e-02, 3.90044577e-02,\n 1.63447251e-02, 2.22882615e-03, 3.35642727e-02,\n 1.21825219e-01, 3.34267751e-02, 5.94073285e-02,\n 5.22892182e-01, 1.00000000e+00],\n [ 6.92335936e-02, 6.55837114e-03, 6.44122383e-01,\n 8.05152979e-04, 5.63607085e-03, 1.18636504e-01,\n 2.00595439e-01, 7.31260853e-03, 1.19405706e-02,\n 5.34640411e-01, -3.88578059e-16]])"
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:56:30.241342Z",
"start_time": "2023-02-12T11:56:30.217901Z"
},
"trusted": false
},
"id": "c5beef19",
"cell_type": "code",
"source": "clf.inertia_",
"execution_count": 58,
"outputs": [
{
"data": {
"text/plain": "436.70885761932624"
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:56:52.817955Z",
"start_time": "2023-02-12T11:56:52.771289Z"
},
"trusted": false
},
"id": "b031833b",
"cell_type": "code",
"source": "md= pd.Series(y_kmeans)\nairlines['clust']=md\nairlines",
"execution_count": 59,
"outputs": [
{
"data": {
"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>ID#</th>\n <th>Balance</th>\n <th>Qual_miles</th>\n <th>cc1_miles</th>\n <th>cc2_miles</th>\n <th>cc3_miles</th>\n <th>Bonus_miles</th>\n <th>Bonus_trans</th>\n <th>Flight_miles_12mo</th>\n <th>Flight_trans_12</th>\n <th>Days_since_enroll</th>\n <th>Award?</th>\n <th>clust</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>28143</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>174</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7000</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2</td>\n <td>19244</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>215</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6968</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3</td>\n <td>41354</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4123</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7034</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4</td>\n <td>14776</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6952</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5</td>\n <td>97752</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43300</td>\n <td>26</td>\n <td>2077</td>\n <td>4</td>\n <td>6935</td>\n <td>1</td>\n <td>1</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 <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>3994</th>\n <td>4017</td>\n <td>18476</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8525</td>\n <td>4</td>\n <td>200</td>\n <td>1</td>\n <td>1403</td>\n <td>1</td>\n <td>2</td>\n </tr>\n <tr>\n <th>3995</th>\n <td>4018</td>\n <td>64385</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>981</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>1395</td>\n <td>1</td>\n <td>2</td>\n </tr>\n <tr>\n <th>3996</th>\n <td>4019</td>\n <td>73597</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>25447</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>1402</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3997</th>\n <td>4020</td>\n <td>54899</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>1401</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3998</th>\n <td>4021</td>\n <td>3016</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>1398</td>\n <td>0</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n<p>3999 rows × 13 columns</p>\n</div>",
"text/plain": " ID# Balance Qual_miles cc1_miles cc2_miles cc3_miles Bonus_miles \\\n0 1 28143 0 1 1 1 174 \n1 2 19244 0 1 1 1 215 \n2 3 41354 0 1 1 1 4123 \n3 4 14776 0 1 1 1 500 \n4 5 97752 0 4 1 1 43300 \n... ... ... ... ... ... ... ... \n3994 4017 18476 0 1 1 1 8525 \n3995 4018 64385 0 1 1 1 981 \n3996 4019 73597 0 3 1 1 25447 \n3997 4020 54899 0 1 1 1 500 \n3998 4021 3016 0 1 1 1 0 \n\n Bonus_trans Flight_miles_12mo Flight_trans_12 Days_since_enroll \\\n0 1 0 0 7000 \n1 2 0 0 6968 \n2 4 0 0 7034 \n3 1 0 0 6952 \n4 26 2077 4 6935 \n... ... ... ... ... \n3994 4 200 1 1403 \n3995 5 0 0 1395 \n3996 8 0 0 1402 \n3997 1 500 1 1401 \n3998 0 0 0 1398 \n\n Award? clust \n0 0 0 \n1 0 0 \n2 0 0 \n3 0 0 \n4 1 1 \n... ... ... \n3994 1 2 \n3995 1 2 \n3996 1 1 \n3997 0 0 \n3998 0 0 \n\n[3999 rows x 13 columns]"
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:57:12.197784Z",
"start_time": "2023-02-12T11:57:12.145350Z"
},
"trusted": false
},
"id": "03b75b6f",
"cell_type": "code",
"source": "airlines.iloc[:,1:12].groupby(airlines.clust).mean()",
"execution_count": 60,
"outputs": [
{
"data": {
"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>Balance</th>\n <th>Qual_miles</th>\n <th>cc1_miles</th>\n <th>cc2_miles</th>\n <th>cc3_miles</th>\n <th>Bonus_miles</th>\n <th>Bonus_trans</th>\n <th>Flight_miles_12mo</th>\n <th>Flight_trans_12</th>\n <th>Days_since_enroll</th>\n <th>Award?</th>\n </tr>\n <tr>\n <th>clust</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>40747.617290</td>\n <td>92.345809</td>\n <td>1.092778</td>\n <td>1.017923</td>\n <td>1.004217</td>\n <td>3335.152873</td>\n <td>6.488666</td>\n <td>226.599895</td>\n <td>0.658935</td>\n <td>3619.111755</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>108317.387376</td>\n <td>198.336634</td>\n <td>3.915842</td>\n <td>1.001238</td>\n <td>1.025990</td>\n <td>45609.657178</td>\n <td>20.201733</td>\n <td>713.728960</td>\n <td>2.142327</td>\n <td>4863.439356</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>83529.153046</td>\n <td>290.453195</td>\n <td>1.156018</td>\n <td>1.032689</td>\n <td>1.008915</td>\n <td>8850.395245</td>\n <td>10.476969</td>\n <td>1030.112927</td>\n <td>3.148588</td>\n <td>4338.867756</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>118032.061192</td>\n <td>73.112721</td>\n <td>3.576490</td>\n <td>1.001610</td>\n <td>1.022544</td>\n <td>31282.666667</td>\n <td>17.251208</td>\n <td>225.352657</td>\n <td>0.632850</td>\n <td>4436.307568</td>\n <td>0.0</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " Balance Qual_miles cc1_miles cc2_miles cc3_miles \\\nclust \n0 40747.617290 92.345809 1.092778 1.017923 1.004217 \n1 108317.387376 198.336634 3.915842 1.001238 1.025990 \n2 83529.153046 290.453195 1.156018 1.032689 1.008915 \n3 118032.061192 73.112721 3.576490 1.001610 1.022544 \n\n Bonus_miles Bonus_trans Flight_miles_12mo Flight_trans_12 \\\nclust \n0 3335.152873 6.488666 226.599895 0.658935 \n1 45609.657178 20.201733 713.728960 2.142327 \n2 8850.395245 10.476969 1030.112927 3.148588 \n3 31282.666667 17.251208 225.352657 0.632850 \n\n Days_since_enroll Award? \nclust \n0 3619.111755 0.0 \n1 4863.439356 1.0 \n2 4338.867756 1.0 \n3 4436.307568 0.0 "
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T11:57:37.140043Z",
"start_time": "2023-02-12T11:57:36.596274Z"
},
"trusted": false
},
"id": "c83fbc8d",
"cell_type": "code",
"source": "airlines.plot(y=\"Qual_miles\", x= \"Balance\", c=clf.labels_ ,kind=\"scatter\",s=50,cmap=plt.cm.coolwarm)\nplt.title('Clusters using kmeans')",
"execution_count": 61,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 1.0, 'Clusters using kmeans')"
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": "<Figure size 640x480 with 2 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"id": "ee319296",
"cell_type": "markdown",
"source": "# DBSCAN"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:26:44.993109Z",
"start_time": "2023-02-12T12:26:44.984696Z"
},
"trusted": false
},
"id": "2f357ac6",
"cell_type": "code",
"source": "from sklearn.cluster import DBSCAN\nfrom sklearn.preprocessing import StandardScaler",
"execution_count": 86,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:26:47.627399Z",
"start_time": "2023-02-12T12:26:46.618634Z"
},
"trusted": false
},
"id": "ebacd4d4",
"cell_type": "code",
"source": "df=pd.read_excel(\"EastWestAirlines.xlsx\",sheet_name='data')\ndf.head()",
"execution_count": 87,
"outputs": [
{
"data": {
"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>ID#</th>\n <th>Balance</th>\n <th>Qual_miles</th>\n <th>cc1_miles</th>\n <th>cc2_miles</th>\n <th>cc3_miles</th>\n <th>Bonus_miles</th>\n <th>Bonus_trans</th>\n <th>Flight_miles_12mo</th>\n <th>Flight_trans_12</th>\n <th>Days_since_enroll</th>\n <th>Award?</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>28143</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>174</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7000</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2</td>\n <td>19244</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>215</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6968</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3</td>\n <td>41354</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4123</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7034</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4</td>\n <td>14776</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6952</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5</td>\n <td>97752</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43300</td>\n <td>26</td>\n <td>2077</td>\n <td>4</td>\n <td>6935</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " ID# Balance Qual_miles cc1_miles cc2_miles cc3_miles Bonus_miles \\\n0 1 28143 0 1 1 1 174 \n1 2 19244 0 1 1 1 215 \n2 3 41354 0 1 1 1 4123 \n3 4 14776 0 1 1 1 500 \n4 5 97752 0 4 1 1 43300 \n\n Bonus_trans Flight_miles_12mo Flight_trans_12 Days_since_enroll Award? \n0 1 0 0 7000 0 \n1 2 0 0 6968 0 \n2 4 0 0 7034 0 \n3 1 0 0 6952 0 \n4 26 2077 4 6935 1 "
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:26:47.991159Z",
"start_time": "2023-02-12T12:26:47.958354Z"
},
"trusted": false
},
"id": "989ee2e7",
"cell_type": "code",
"source": "df.info()\n",
"execution_count": 88,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 3999 entries, 0 to 3998\nData columns (total 12 columns):\n # Column Non-Null Count Dtype\n--- ------ -------------- -----\n 0 ID# 3999 non-null int64\n 1 Balance 3999 non-null int64\n 2 Qual_miles 3999 non-null int64\n 3 cc1_miles 3999 non-null int64\n 4 cc2_miles 3999 non-null int64\n 5 cc3_miles 3999 non-null int64\n 6 Bonus_miles 3999 non-null int64\n 7 Bonus_trans 3999 non-null int64\n 8 Flight_miles_12mo 3999 non-null int64\n 9 Flight_trans_12 3999 non-null int64\n 10 Days_since_enroll 3999 non-null int64\n 11 Award? 3999 non-null int64\ndtypes: int64(12)\nmemory usage: 375.0 KB\n"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:26:49.625860Z",
"start_time": "2023-02-12T12:26:49.609606Z"
},
"trusted": false
},
"id": "bfede786",
"cell_type": "code",
"source": "df1 = df.drop(['ID#'],axis=1) ",
"execution_count": 89,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:26:51.660339Z",
"start_time": "2023-02-12T12:26:51.644170Z"
},
"trusted": false
},
"id": "38a8a105",
"cell_type": "code",
"source": "array=df1.values\narray ",
"execution_count": 90,
"outputs": [
{
"data": {
"text/plain": "array([[28143, 0, 1, ..., 0, 7000, 0],\n [19244, 0, 1, ..., 0, 6968, 0],\n [41354, 0, 1, ..., 0, 7034, 0],\n ...,\n [73597, 0, 3, ..., 0, 1402, 1],\n [54899, 0, 1, ..., 1, 1401, 0],\n [ 3016, 0, 1, ..., 0, 1398, 0]], dtype=int64)"
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:26:53.144565Z",
"start_time": "2023-02-12T12:26:53.129086Z"
},
"trusted": false
},
"id": "dc25ee4e",
"cell_type": "code",
"source": "stscaler = StandardScaler().fit(array)\nX = stscaler.transform(array) \nX ",
"execution_count": 91,
"outputs": [
{
"data": {
"text/plain": "array([[-4.51140783e-01, -1.86298687e-01, -7.69578406e-01, ...,\n -3.62167870e-01, 1.39545434e+00, -7.66919299e-01],\n [-5.39456874e-01, -1.86298687e-01, -7.69578406e-01, ...,\n -3.62167870e-01, 1.37995704e+00, -7.66919299e-01],\n [-3.20031232e-01, -1.86298687e-01, -7.69578406e-01, ...,\n -3.62167870e-01, 1.41192021e+00, -7.66919299e-01],\n ...,\n [-4.29480975e-05, -1.86298687e-01, 6.83121167e-01, ...,\n -3.62167870e-01, -1.31560393e+00, 1.30391816e+00],\n [-1.85606976e-01, -1.86298687e-01, -7.69578406e-01, ...,\n -9.85033311e-02, -1.31608822e+00, -7.66919299e-01],\n [-7.00507951e-01, -1.86298687e-01, -7.69578406e-01, ...,\n -3.62167870e-01, -1.31754109e+00, -7.66919299e-01]])"
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:26:59.832937Z",
"start_time": "2023-02-12T12:26:59.159960Z"
},
"trusted": false
},
"id": "b2753374",
"cell_type": "code",
"source": "from sklearn.neighbors import NearestNeighbors\nneigh = NearestNeighbors(n_neighbors=22) #2N = 2*no of columns\nnbrs = neigh.fit(X)\ndistances, indices = nbrs.kneighbors(X) \ndistances = np.sort(distances, axis=0)\ndistances = distances[:,1]\nplt.plot(distances) ",
"execution_count": 93,
"outputs": [
{
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x229c7cd88b0>]"
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": "<Figure size 640x480 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:27:03.957000Z",
"start_time": "2023-02-12T12:27:02.462870Z"
},
"trusted": false
},
"id": "233400ff",
"cell_type": "code",
"source": "dbscan = DBSCAN(eps=2, min_samples=12)\ndbscan.fit(X) ",
"execution_count": 94,
"outputs": [
{
"data": {
"text/plain": "DBSCAN(eps=2, min_samples=12)"
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:27:03.988408Z",
"start_time": "2023-02-12T12:27:03.957000Z"
},
"trusted": false
},
"id": "bb0915f5",
"cell_type": "code",
"source": "dbscan.labels_ ",
"execution_count": 95,
"outputs": [
{
"data": {
"text/plain": "array([0, 0, 0, ..., 1, 0, 0], dtype=int64)"
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:27:05.075620Z",
"start_time": "2023-02-12T12:27:05.059412Z"
},
"trusted": false
},
"id": "f732d4df",
"cell_type": "code",
"source": "cl=pd.DataFrame(dbscan.labels_,columns=['cluster']) \npd.set_option(\"display.max_rows\", None) \n#cl",
"execution_count": 96,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:27:06.409849Z",
"start_time": "2023-02-12T12:27:06.161163Z"
},
"trusted": false
},
"id": "bc430c26",
"cell_type": "code",
"source": "cl",
"execution_count": 97,
"outputs": [
{
"data": {
"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>cluster</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>1</td>\n </tr>\n <tr>\n <th>5</th>\n <td>0</td>\n </tr>\n <tr>\n <th>6</th>\n <td>0</td>\n </tr>\n <tr>\n <th>7</th>\n <td>1</td>\n </tr>\n <tr>\n <th>8</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>9</th>\n <td>1</td>\n </tr>\n <tr>\n <th>10</th>\n <td>0</td>\n </tr>\n <tr>\n <th>11</th>\n <td>1</td>\n </tr>\n <tr>\n <th>12</th>\n <td>0</td>\n </tr>\n <tr>\n <th>13</th>\n <td>0</td>\n </tr>\n <tr>\n <th>14</th>\n <td>0</td>\n </tr>\n <tr>\n 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<td>1</td>\n </tr>\n <tr>\n <th>179</th>\n <td>1</td>\n </tr>\n <tr>\n <th>180</th>\n <td>0</td>\n </tr>\n <tr>\n <th>181</th>\n <td>1</td>\n </tr>\n <tr>\n <th>182</th>\n <td>0</td>\n </tr>\n <tr>\n <th>183</th>\n <td>1</td>\n </tr>\n <tr>\n <th>184</th>\n <td>0</td>\n </tr>\n <tr>\n <th>185</th>\n <td>0</td>\n </tr>\n <tr>\n <th>186</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>187</th>\n <td>0</td>\n </tr>\n <tr>\n <th>188</th>\n <td>0</td>\n </tr>\n <tr>\n <th>189</th>\n <td>0</td>\n </tr>\n <tr>\n <th>190</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>191</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>192</th>\n <td>1</td>\n </tr>\n <tr>\n <th>193</th>\n <td>0</td>\n </tr>\n <tr>\n <th>194</th>\n <td>1</td>\n </tr>\n <tr>\n <th>195</th>\n <td>0</td>\n </tr>\n <tr>\n <th>196</th>\n <td>1</td>\n </tr>\n <tr>\n <th>197</th>\n <td>0</td>\n </tr>\n <tr>\n <th>198</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>199</th>\n <td>1</td>\n </tr>\n <tr>\n <th>200</th>\n <td>1</td>\n </tr>\n <tr>\n <th>201</th>\n <td>1</td>\n </tr>\n <tr>\n <th>202</th>\n <td>0</td>\n </tr>\n <tr>\n <th>203</th>\n <td>1</td>\n </tr>\n <tr>\n <th>204</th>\n <td>0</td>\n </tr>\n <tr>\n <th>205</th>\n <td>0</td>\n </tr>\n <tr>\n <th>206</th>\n <td>1</td>\n </tr>\n <tr>\n <th>207</th>\n <td>1</td>\n </tr>\n <tr>\n <th>208</th>\n <td>1</td>\n </tr>\n <tr>\n <th>209</th>\n <td>0</td>\n </tr>\n <tr>\n <th>210</th>\n <td>1</td>\n </tr>\n <tr>\n <th>211</th>\n <td>0</td>\n </tr>\n <tr>\n <th>212</th>\n <td>0</td>\n </tr>\n <tr>\n <th>213</th>\n <td>1</td>\n </tr>\n <tr>\n <th>214</th>\n <td>0</td>\n </tr>\n <tr>\n <th>215</th>\n <td>0</td>\n </tr>\n <tr>\n <th>216</th>\n <td>0</td>\n </tr>\n <tr>\n <th>217</th>\n <td>0</td>\n </tr>\n <tr>\n <th>218</th>\n <td>1</td>\n </tr>\n <tr>\n <th>219</th>\n <td>0</td>\n </tr>\n <tr>\n <th>220</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>221</th>\n <td>1</td>\n </tr>\n <tr>\n <th>222</th>\n <td>1</td>\n </tr>\n <tr>\n <th>223</th>\n <td>0</td>\n </tr>\n <tr>\n <th>224</th>\n <td>0</td>\n </tr>\n <tr>\n <th>225</th>\n <td>0</td>\n </tr>\n <tr>\n <th>226</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>227</th>\n <td>1</td>\n </tr>\n <tr>\n <th>228</th>\n <td>0</td>\n </tr>\n <tr>\n <th>229</th>\n <td>0</td>\n </tr>\n <tr>\n <th>230</th>\n <td>1</td>\n </tr>\n <tr>\n <th>231</th>\n <td>1</td>\n </tr>\n <tr>\n <th>232</th>\n <td>0</td>\n </tr>\n <tr>\n <th>233</th>\n <td>1</td>\n </tr>\n <tr>\n <th>234</th>\n <td>1</td>\n </tr>\n <tr>\n <th>235</th>\n <td>1</td>\n </tr>\n <tr>\n <th>236</th>\n <td>0</td>\n </tr>\n <tr>\n <th>237</th>\n <td>1</td>\n </tr>\n <tr>\n <th>238</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>239</th>\n <td>0</td>\n </tr>\n <tr>\n <th>240</th>\n <td>0</td>\n </tr>\n <tr>\n <th>241</th>\n <td>1</td>\n </tr>\n <tr>\n <th>242</th>\n <td>0</td>\n </tr>\n <tr>\n <th>243</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>244</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>245</th>\n <td>1</td>\n </tr>\n <tr>\n <th>246</th>\n <td>0</td>\n </tr>\n <tr>\n <th>247</th>\n <td>1</td>\n </tr>\n <tr>\n <th>248</th>\n <td>1</td>\n </tr>\n <tr>\n <th>249</th>\n <td>0</td>\n </tr>\n <tr>\n <th>250</th>\n <td>0</td>\n </tr>\n <tr>\n <th>251</th>\n <td>0</td>\n </tr>\n <tr>\n <th>252</th>\n <td>0</td>\n </tr>\n <tr>\n <th>253</th>\n <td>1</td>\n </tr>\n <tr>\n <th>254</th>\n <td>1</td>\n </tr>\n <tr>\n <th>255</th>\n <td>0</td>\n </tr>\n <tr>\n <th>256</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>257</th>\n <td>1</td>\n </tr>\n <tr>\n <th>258</th>\n <td>0</td>\n </tr>\n <tr>\n <th>259</th>\n <td>1</td>\n </tr>\n <tr>\n <th>260</th>\n <td>0</td>\n </tr>\n <tr>\n <th>261</th>\n <td>0</td>\n </tr>\n <tr>\n <th>262</th>\n <td>0</td>\n </tr>\n <tr>\n <th>263</th>\n <td>0</td>\n </tr>\n <tr>\n <th>264</th>\n <td>1</td>\n </tr>\n <tr>\n <th>265</th>\n <td>1</td>\n </tr>\n <tr>\n <th>266</th>\n <td>0</td>\n </tr>\n <tr>\n <th>267</th>\n <td>0</td>\n </tr>\n <tr>\n <th>268</th>\n <td>1</td>\n </tr>\n <tr>\n <th>269</th>\n <td>1</td>\n </tr>\n <tr>\n <th>270</th>\n <td>1</td>\n </tr>\n <tr>\n <th>271</th>\n <td>1</td>\n </tr>\n <tr>\n <th>272</th>\n <td>1</td>\n </tr>\n <tr>\n <th>273</th>\n <td>0</td>\n </tr>\n <tr>\n <th>274</th>\n <td>0</td>\n </tr>\n <tr>\n <th>275</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>276</th>\n <td>0</td>\n </tr>\n <tr>\n <th>277</th>\n <td>1</td>\n </tr>\n <tr>\n <th>278</th>\n <td>0</td>\n </tr>\n <tr>\n <th>279</th>\n <td>1</td>\n </tr>\n <tr>\n <th>280</th>\n <td>0</td>\n </tr>\n <tr>\n <th>281</th>\n <td>1</td>\n </tr>\n <tr>\n <th>282</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>283</th>\n <td>1</td>\n </tr>\n <tr>\n <th>284</th>\n <td>1</td>\n </tr>\n <tr>\n <th>285</th>\n <td>1</td>\n </tr>\n <tr>\n <th>286</th>\n <td>1</td>\n </tr>\n <tr>\n <th>287</th>\n <td>0</td>\n </tr>\n <tr>\n <th>288</th>\n <td>1</td>\n </tr>\n <tr>\n <th>289</th>\n <td>0</td>\n </tr>\n <tr>\n <th>290</th>\n <td>1</td>\n </tr>\n <tr>\n <th>291</th>\n <td>1</td>\n </tr>\n <tr>\n <th>292</th>\n <td>1</td>\n </tr>\n <tr>\n <th>293</th>\n <td>0</td>\n </tr>\n <tr>\n <th>294</th>\n <td>0</td>\n </tr>\n <tr>\n <th>295</th>\n <td>0</td>\n </tr>\n <tr>\n <th>296</th>\n <td>1</td>\n </tr>\n <tr>\n <th>297</th>\n <td>0</td>\n </tr>\n <tr>\n <th>298</th>\n <td>1</td>\n </tr>\n <tr>\n <th>299</th>\n <td>0</td>\n </tr>\n <tr>\n <th>300</th>\n <td>1</td>\n </tr>\n <tr>\n <th>301</th>\n <td>0</td>\n </tr>\n <tr>\n <th>302</th>\n <td>1</td>\n </tr>\n <tr>\n <th>303</th>\n <td>0</td>\n </tr>\n <tr>\n <th>304</th>\n <td>0</td>\n </tr>\n <tr>\n <th>305</th>\n <td>1</td>\n </tr>\n <tr>\n <th>306</th>\n <td>0</td>\n </tr>\n <tr>\n <th>307</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>308</th>\n <td>0</td>\n </tr>\n <tr>\n <th>309</th>\n <td>0</td>\n </tr>\n <tr>\n <th>310</th>\n <td>0</td>\n </tr>\n <tr>\n <th>311</th>\n <td>1</td>\n </tr>\n <tr>\n <th>312</th>\n <td>1</td>\n </tr>\n <tr>\n <th>313</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>314</th>\n <td>1</td>\n </tr>\n <tr>\n <th>315</th>\n <td>1</td>\n </tr>\n <tr>\n <th>316</th>\n <td>0</td>\n </tr>\n <tr>\n <th>317</th>\n <td>0</td>\n </tr>\n <tr>\n <th>318</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>319</th>\n <td>1</td>\n </tr>\n <tr>\n <th>320</th>\n <td>0</td>\n </tr>\n <tr>\n <th>321</th>\n <td>1</td>\n </tr>\n <tr>\n <th>322</th>\n <td>1</td>\n </tr>\n <tr>\n <th>323</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>324</th>\n <td>0</td>\n </tr>\n <tr>\n <th>325</th>\n <td>1</td>\n </tr>\n <tr>\n <th>326</th>\n <td>0</td>\n </tr>\n <tr>\n <th>327</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>328</th>\n <td>1</td>\n </tr>\n <tr>\n <th>329</th>\n <td>0</td>\n </tr>\n <tr>\n <th>330</th>\n <td>1</td>\n </tr>\n <tr>\n <th>331</th>\n <td>0</td>\n </tr>\n <tr>\n <th>332</th>\n <td>0</td>\n </tr>\n <tr>\n <th>333</th>\n <td>1</td>\n </tr>\n <tr>\n <th>334</th>\n <td>1</td>\n </tr>\n <tr>\n <th>335</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>336</th>\n <td>0</td>\n </tr>\n <tr>\n <th>337</th>\n <td>0</td>\n </tr>\n <tr>\n <th>338</th>\n <td>0</td>\n </tr>\n <tr>\n <th>339</th>\n <td>0</td>\n </tr>\n <tr>\n <th>340</th>\n <td>1</td>\n </tr>\n <tr>\n <th>341</th>\n <td>1</td>\n </tr>\n <tr>\n <th>342</th>\n <td>0</td>\n </tr>\n <tr>\n <th>343</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>344</th>\n <td>0</td>\n </tr>\n <tr>\n <th>345</th>\n <td>1</td>\n </tr>\n <tr>\n <th>346</th>\n <td>0</td>\n </tr>\n <tr>\n <th>347</th>\n <td>0</td>\n </tr>\n <tr>\n <th>348</th>\n <td>0</td>\n </tr>\n <tr>\n <th>349</th>\n <td>1</td>\n </tr>\n <tr>\n <th>350</th>\n <td>0</td>\n </tr>\n <tr>\n <th>351</th>\n <td>0</td>\n </tr>\n <tr>\n <th>352</th>\n <td>0</td>\n </tr>\n <tr>\n <th>353</th>\n <td>1</td>\n </tr>\n <tr>\n <th>354</th>\n <td>0</td>\n </tr>\n <tr>\n <th>355</th>\n <td>0</td>\n </tr>\n <tr>\n <th>356</th>\n <td>0</td>\n </tr>\n <tr>\n <th>357</th>\n <td>0</td>\n </tr>\n <tr>\n <th>358</th>\n <td>0</td>\n </tr>\n <tr>\n <th>359</th>\n <td>0</td>\n </tr>\n <tr>\n <th>360</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>361</th>\n <td>0</td>\n </tr>\n <tr>\n <th>362</th>\n <td>1</td>\n </tr>\n <tr>\n <th>363</th>\n <td>0</td>\n </tr>\n <tr>\n <th>364</th>\n <td>0</td>\n </tr>\n <tr>\n <th>365</th>\n <td>1</td>\n </tr>\n <tr>\n <th>366</th>\n <td>1</td>\n </tr>\n <tr>\n <th>367</th>\n <td>0</td>\n </tr>\n <tr>\n <th>368</th>\n <td>0</td>\n </tr>\n <tr>\n <th>369</th>\n <td>1</td>\n </tr>\n <tr>\n <th>370</th>\n <td>1</td>\n </tr>\n <tr>\n <th>371</th>\n <td>0</td>\n </tr>\n <tr>\n <th>372</th>\n <td>1</td>\n </tr>\n <tr>\n <th>373</th>\n <td>0</td>\n </tr>\n <tr>\n <th>374</th>\n <td>1</td>\n </tr>\n <tr>\n <th>375</th>\n <td>1</td>\n </tr>\n <tr>\n <th>376</th>\n <td>0</td>\n </tr>\n <tr>\n <th>377</th>\n <td>1</td>\n </tr>\n <tr>\n <th>378</th>\n <td>0</td>\n </tr>\n <tr>\n <th>379</th>\n <td>0</td>\n </tr>\n <tr>\n <th>380</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>381</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>382</th>\n <td>0</td>\n </tr>\n <tr>\n <th>383</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>384</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>385</th>\n <td>0</td>\n </tr>\n <tr>\n <th>386</th>\n <td>0</td>\n </tr>\n <tr>\n <th>387</th>\n <td>1</td>\n </tr>\n <tr>\n <th>388</th>\n <td>0</td>\n </tr>\n <tr>\n <th>389</th>\n <td>0</td>\n </tr>\n <tr>\n <th>390</th>\n <td>0</td>\n </tr>\n <tr>\n <th>391</th>\n <td>1</td>\n </tr>\n <tr>\n <th>392</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>393</th>\n <td>0</td>\n </tr>\n <tr>\n <th>394</th>\n <td>0</td>\n </tr>\n <tr>\n <th>395</th>\n <td>0</td>\n </tr>\n <tr>\n <th>396</th>\n <td>0</td>\n </tr>\n <tr>\n <th>397</th>\n <td>0</td>\n </tr>\n <tr>\n <th>398</th>\n <td>0</td>\n </tr>\n <tr>\n <th>399</th>\n <td>0</td>\n </tr>\n <tr>\n <th>400</th>\n <td>0</td>\n </tr>\n <tr>\n <th>401</th>\n <td>0</td>\n </tr>\n <tr>\n <th>402</th>\n <td>0</td>\n </tr>\n <tr>\n <th>403</th>\n <td>0</td>\n </tr>\n <tr>\n <th>404</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>405</th>\n <td>1</td>\n </tr>\n <tr>\n <th>406</th>\n <td>0</td>\n </tr>\n <tr>\n <th>407</th>\n <td>1</td>\n </tr>\n <tr>\n <th>408</th>\n <td>0</td>\n </tr>\n <tr>\n <th>409</th>\n <td>0</td>\n </tr>\n <tr>\n <th>410</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>411</th>\n <td>0</td>\n </tr>\n <tr>\n <th>412</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>413</th>\n <td>1</td>\n </tr>\n <tr>\n <th>414</th>\n <td>0</td>\n </tr>\n <tr>\n <th>415</th>\n <td>1</td>\n </tr>\n <tr>\n <th>416</th>\n <td>1</td>\n </tr>\n <tr>\n <th>417</th>\n <td>1</td>\n </tr>\n <tr>\n <th>418</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>419</th>\n <td>0</td>\n </tr>\n <tr>\n <th>420</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>421</th>\n <td>0</td>\n </tr>\n <tr>\n <th>422</th>\n <td>0</td>\n </tr>\n <tr>\n <th>423</th>\n <td>1</td>\n </tr>\n <tr>\n <th>424</th>\n <td>1</td>\n </tr>\n <tr>\n <th>425</th>\n <td>1</td>\n </tr>\n <tr>\n <th>426</th>\n <td>0</td>\n </tr>\n <tr>\n <th>427</th>\n <td>1</td>\n </tr>\n <tr>\n <th>428</th>\n <td>0</td>\n </tr>\n <tr>\n <th>429</th>\n <td>0</td>\n </tr>\n <tr>\n <th>430</th>\n <td>1</td>\n </tr>\n <tr>\n <th>431</th>\n <td>1</td>\n </tr>\n <tr>\n <th>432</th>\n <td>1</td>\n </tr>\n <tr>\n <th>433</th>\n <td>0</td>\n </tr>\n <tr>\n <th>434</th>\n <td>1</td>\n </tr>\n <tr>\n <th>435</th>\n <td>0</td>\n </tr>\n <tr>\n <th>436</th>\n <td>0</td>\n </tr>\n <tr>\n <th>437</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>438</th>\n <td>1</td>\n </tr>\n <tr>\n <th>439</th>\n <td>0</td>\n </tr>\n <tr>\n <th>440</th>\n <td>0</td>\n </tr>\n <tr>\n <th>441</th>\n <td>1</td>\n </tr>\n <tr>\n <th>442</th>\n <td>0</td>\n </tr>\n <tr>\n <th>443</th>\n <td>0</td>\n </tr>\n <tr>\n <th>444</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>445</th>\n <td>1</td>\n </tr>\n <tr>\n <th>446</th>\n <td>1</td>\n </tr>\n <tr>\n <th>447</th>\n <td>0</td>\n </tr>\n <tr>\n <th>448</th>\n <td>0</td>\n </tr>\n <tr>\n <th>449</th>\n <td>0</td>\n </tr>\n <tr>\n <th>450</th>\n <td>1</td>\n </tr>\n <tr>\n <th>451</th>\n <td>0</td>\n </tr>\n <tr>\n <th>452</th>\n <td>0</td>\n </tr>\n <tr>\n <th>453</th>\n <td>1</td>\n </tr>\n <tr>\n <th>454</th>\n <td>0</td>\n </tr>\n <tr>\n <th>455</th>\n <td>0</td>\n </tr>\n <tr>\n <th>456</th>\n <td>1</td>\n </tr>\n <tr>\n <th>457</th>\n <td>0</td>\n </tr>\n <tr>\n <th>458</th>\n <td>1</td>\n </tr>\n <tr>\n <th>459</th>\n <td>0</td>\n </tr>\n <tr>\n <th>460</th>\n <td>0</td>\n </tr>\n <tr>\n <th>461</th>\n <td>1</td>\n </tr>\n <tr>\n <th>462</th>\n <td>1</td>\n </tr>\n <tr>\n <th>463</th>\n <td>0</td>\n </tr>\n <tr>\n <th>464</th>\n <td>0</td>\n </tr>\n <tr>\n <th>465</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>466</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>467</th>\n <td>1</td>\n </tr>\n <tr>\n <th>468</th>\n <td>0</td>\n </tr>\n <tr>\n <th>469</th>\n <td>1</td>\n </tr>\n <tr>\n <th>470</th>\n <td>0</td>\n </tr>\n <tr>\n <th>471</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>472</th>\n <td>1</td>\n </tr>\n <tr>\n <th>473</th>\n <td>0</td>\n </tr>\n <tr>\n <th>474</th>\n <td>0</td>\n </tr>\n <tr>\n <th>475</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>476</th>\n <td>0</td>\n </tr>\n <tr>\n <th>477</th>\n <td>0</td>\n </tr>\n <tr>\n <th>478</th>\n <td>1</td>\n </tr>\n <tr>\n <th>479</th>\n <td>1</td>\n </tr>\n <tr>\n <th>480</th>\n <td>0</td>\n </tr>\n <tr>\n <th>481</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>482</th>\n <td>1</td>\n </tr>\n <tr>\n <th>483</th>\n <td>0</td>\n </tr>\n <tr>\n <th>484</th>\n <td>1</td>\n </tr>\n <tr>\n <th>485</th>\n <td>1</td>\n </tr>\n <tr>\n <th>486</th>\n <td>1</td>\n </tr>\n <tr>\n <th>487</th>\n <td>1</td>\n </tr>\n <tr>\n <th>488</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>489</th>\n <td>0</td>\n </tr>\n <tr>\n <th>490</th>\n <td>1</td>\n </tr>\n <tr>\n <th>491</th>\n <td>0</td>\n </tr>\n <tr>\n <th>492</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>493</th>\n <td>0</td>\n </tr>\n <tr>\n <th>494</th>\n <td>0</td>\n </tr>\n <tr>\n <th>495</th>\n <td>0</td>\n </tr>\n <tr>\n <th>496</th>\n <td>1</td>\n </tr>\n <tr>\n <th>497</th>\n <td>1</td>\n </tr>\n <tr>\n <th>498</th>\n <td>0</td>\n </tr>\n <tr>\n <th>499</th>\n <td>1</td>\n </tr>\n <tr>\n <th>500</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>501</th>\n <td>0</td>\n </tr>\n <tr>\n <th>502</th>\n <td>0</td>\n </tr>\n <tr>\n <th>503</th>\n <td>0</td>\n </tr>\n <tr>\n <th>504</th>\n <td>0</td>\n </tr>\n <tr>\n <th>505</th>\n <td>1</td>\n </tr>\n <tr>\n <th>506</th>\n <td>0</td>\n </tr>\n <tr>\n <th>507</th>\n <td>1</td>\n </tr>\n <tr>\n <th>508</th>\n <td>0</td>\n </tr>\n <tr>\n <th>509</th>\n <td>0</td>\n </tr>\n <tr>\n <th>510</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>511</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>512</th>\n <td>1</td>\n </tr>\n <tr>\n <th>513</th>\n <td>0</td>\n </tr>\n <tr>\n <th>514</th>\n <td>0</td>\n </tr>\n <tr>\n <th>515</th>\n <td>0</td>\n </tr>\n <tr>\n <th>516</th>\n <td>1</td>\n </tr>\n <tr>\n <th>517</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>518</th>\n <td>0</td>\n </tr>\n <tr>\n <th>519</th>\n <td>1</td>\n </tr>\n <tr>\n <th>520</th>\n <td>0</td>\n </tr>\n <tr>\n <th>521</th>\n <td>0</td>\n </tr>\n <tr>\n <th>522</th>\n <td>0</td>\n </tr>\n <tr>\n <th>523</th>\n <td>0</td>\n </tr>\n <tr>\n <th>524</th>\n <td>1</td>\n </tr>\n <tr>\n <th>525</th>\n <td>0</td>\n </tr>\n <tr>\n <th>526</th>\n <td>1</td>\n </tr>\n <tr>\n <th>527</th>\n <td>1</td>\n </tr>\n <tr>\n <th>528</th>\n <td>1</td>\n </tr>\n <tr>\n <th>529</th>\n <td>1</td>\n </tr>\n <tr>\n <th>530</th>\n <td>1</td>\n </tr>\n <tr>\n <th>531</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>532</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>533</th>\n <td>0</td>\n </tr>\n <tr>\n <th>534</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>535</th>\n <td>1</td>\n </tr>\n <tr>\n <th>536</th>\n <td>1</td>\n </tr>\n <tr>\n <th>537</th>\n <td>1</td>\n </tr>\n <tr>\n <th>538</th>\n <td>0</td>\n </tr>\n <tr>\n <th>539</th>\n <td>0</td>\n </tr>\n <tr>\n <th>540</th>\n <td>0</td>\n </tr>\n <tr>\n <th>541</th>\n <td>1</td>\n </tr>\n <tr>\n <th>542</th>\n <td>0</td>\n </tr>\n <tr>\n <th>543</th>\n <td>0</td>\n </tr>\n <tr>\n <th>544</th>\n <td>1</td>\n </tr>\n <tr>\n <th>545</th>\n <td>1</td>\n </tr>\n <tr>\n <th>546</th>\n <td>1</td>\n </tr>\n <tr>\n <th>547</th>\n <td>1</td>\n </tr>\n <tr>\n <th>548</th>\n <td>1</td>\n </tr>\n <tr>\n <th>549</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>550</th>\n <td>0</td>\n </tr>\n <tr>\n <th>551</th>\n <td>1</td>\n </tr>\n <tr>\n <th>552</th>\n <td>0</td>\n </tr>\n <tr>\n <th>553</th>\n <td>0</td>\n </tr>\n <tr>\n <th>554</th>\n <td>1</td>\n </tr>\n <tr>\n <th>555</th>\n <td>1</td>\n </tr>\n <tr>\n <th>556</th>\n <td>0</td>\n </tr>\n <tr>\n <th>557</th>\n <td>1</td>\n </tr>\n <tr>\n <th>558</th>\n <td>0</td>\n </tr>\n <tr>\n <th>559</th>\n <td>0</td>\n </tr>\n <tr>\n <th>560</th>\n <td>1</td>\n </tr>\n <tr>\n <th>561</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>562</th>\n <td>1</td>\n </tr>\n <tr>\n <th>563</th>\n <td>0</td>\n </tr>\n <tr>\n <th>564</th>\n <td>1</td>\n </tr>\n <tr>\n <th>565</th>\n <td>1</td>\n </tr>\n <tr>\n <th>566</th>\n <td>0</td>\n </tr>\n <tr>\n <th>567</th>\n <td>1</td>\n </tr>\n <tr>\n <th>568</th>\n <td>0</td>\n </tr>\n <tr>\n <th>569</th>\n <td>0</td>\n </tr>\n <tr>\n <th>570</th>\n <td>1</td>\n </tr>\n <tr>\n <th>571</th>\n <td>0</td>\n </tr>\n <tr>\n <th>572</th>\n <td>0</td>\n </tr>\n <tr>\n <th>573</th>\n <td>0</td>\n </tr>\n <tr>\n <th>574</th>\n <td>1</td>\n </tr>\n <tr>\n <th>575</th>\n <td>0</td>\n </tr>\n <tr>\n <th>576</th>\n <td>1</td>\n </tr>\n <tr>\n <th>577</th>\n <td>0</td>\n </tr>\n <tr>\n <th>578</th>\n <td>1</td>\n </tr>\n <tr>\n <th>579</th>\n <td>0</td>\n </tr>\n <tr>\n <th>580</th>\n <td>0</td>\n </tr>\n <tr>\n <th>581</th>\n <td>0</td>\n </tr>\n <tr>\n <th>582</th>\n <td>0</td>\n </tr>\n <tr>\n <th>583</th>\n <td>0</td>\n </tr>\n <tr>\n <th>584</th>\n <td>0</td>\n </tr>\n <tr>\n <th>585</th>\n <td>0</td>\n </tr>\n <tr>\n <th>586</th>\n <td>0</td>\n </tr>\n <tr>\n <th>587</th>\n <td>0</td>\n </tr>\n <tr>\n <th>588</th>\n <td>0</td>\n </tr>\n <tr>\n <th>589</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>590</th>\n <td>0</td>\n </tr>\n <tr>\n <th>591</th>\n <td>0</td>\n </tr>\n <tr>\n <th>592</th>\n <td>1</td>\n </tr>\n <tr>\n <th>593</th>\n <td>0</td>\n </tr>\n <tr>\n <th>594</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>595</th>\n <td>0</td>\n </tr>\n <tr>\n <th>596</th>\n <td>0</td>\n </tr>\n <tr>\n <th>597</th>\n <td>0</td>\n </tr>\n <tr>\n <th>598</th>\n <td>1</td>\n </tr>\n <tr>\n <th>599</th>\n <td>1</td>\n </tr>\n <tr>\n <th>600</th>\n <td>0</td>\n </tr>\n <tr>\n <th>601</th>\n <td>0</td>\n </tr>\n <tr>\n <th>602</th>\n <td>1</td>\n </tr>\n <tr>\n <th>603</th>\n <td>0</td>\n </tr>\n <tr>\n <th>604</th>\n <td>1</td>\n </tr>\n <tr>\n <th>605</th>\n <td>1</td>\n </tr>\n <tr>\n <th>606</th>\n <td>1</td>\n </tr>\n <tr>\n <th>607</th>\n <td>0</td>\n </tr>\n <tr>\n <th>608</th>\n <td>0</td>\n </tr>\n <tr>\n <th>609</th>\n <td>0</td>\n </tr>\n <tr>\n <th>610</th>\n <td>0</td>\n </tr>\n <tr>\n <th>611</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>612</th>\n <td>1</td>\n </tr>\n <tr>\n <th>613</th>\n <td>1</td>\n </tr>\n <tr>\n <th>614</th>\n <td>1</td>\n </tr>\n <tr>\n <th>615</th>\n <td>1</td>\n </tr>\n <tr>\n <th>616</th>\n <td>0</td>\n </tr>\n <tr>\n <th>617</th>\n <td>1</td>\n </tr>\n <tr>\n <th>618</th>\n <td>0</td>\n </tr>\n <tr>\n <th>619</th>\n <td>1</td>\n </tr>\n <tr>\n <th>620</th>\n <td>1</td>\n </tr>\n <tr>\n <th>621</th>\n <td>0</td>\n </tr>\n <tr>\n <th>622</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>623</th>\n <td>1</td>\n </tr>\n <tr>\n <th>624</th>\n <td>1</td>\n </tr>\n <tr>\n <th>625</th>\n <td>0</td>\n </tr>\n <tr>\n <th>626</th>\n <td>0</td>\n </tr>\n <tr>\n <th>627</th>\n <td>1</td>\n </tr>\n <tr>\n <th>628</th>\n <td>0</td>\n </tr>\n <tr>\n <th>629</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>630</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>631</th>\n <td>0</td>\n </tr>\n <tr>\n <th>632</th>\n <td>0</td>\n </tr>\n <tr>\n <th>633</th>\n <td>0</td>\n </tr>\n <tr>\n <th>634</th>\n <td>0</td>\n </tr>\n <tr>\n <th>635</th>\n <td>0</td>\n </tr>\n <tr>\n <th>636</th>\n <td>0</td>\n </tr>\n <tr>\n <th>637</th>\n <td>1</td>\n </tr>\n <tr>\n <th>638</th>\n <td>0</td>\n </tr>\n <tr>\n <th>639</th>\n <td>1</td>\n </tr>\n <tr>\n <th>640</th>\n <td>1</td>\n </tr>\n <tr>\n <th>641</th>\n <td>0</td>\n </tr>\n <tr>\n <th>642</th>\n <td>0</td>\n </tr>\n <tr>\n <th>643</th>\n <td>0</td>\n </tr>\n <tr>\n <th>644</th>\n <td>0</td>\n </tr>\n <tr>\n <th>645</th>\n <td>0</td>\n </tr>\n <tr>\n <th>646</th>\n <td>0</td>\n </tr>\n <tr>\n <th>647</th>\n <td>1</td>\n </tr>\n <tr>\n <th>648</th>\n <td>0</td>\n </tr>\n <tr>\n <th>649</th>\n <td>1</td>\n </tr>\n <tr>\n <th>650</th>\n <td>1</td>\n </tr>\n <tr>\n <th>651</th>\n <td>1</td>\n </tr>\n <tr>\n <th>652</th>\n <td>1</td>\n </tr>\n <tr>\n <th>653</th>\n <td>1</td>\n </tr>\n <tr>\n <th>654</th>\n <td>0</td>\n </tr>\n <tr>\n <th>655</th>\n <td>0</td>\n </tr>\n <tr>\n <th>656</th>\n <td>0</td>\n </tr>\n <tr>\n <th>657</th>\n <td>0</td>\n </tr>\n <tr>\n <th>658</th>\n <td>1</td>\n </tr>\n <tr>\n <th>659</th>\n <td>1</td>\n </tr>\n <tr>\n <th>660</th>\n <td>0</td>\n </tr>\n <tr>\n <th>661</th>\n <td>0</td>\n </tr>\n <tr>\n <th>662</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>663</th>\n <td>1</td>\n </tr>\n <tr>\n <th>664</th>\n <td>1</td>\n </tr>\n <tr>\n <th>665</th>\n <td>0</td>\n </tr>\n <tr>\n <th>666</th>\n <td>0</td>\n </tr>\n <tr>\n <th>667</th>\n <td>0</td>\n </tr>\n <tr>\n <th>668</th>\n <td>0</td>\n </tr>\n <tr>\n <th>669</th>\n <td>1</td>\n </tr>\n <tr>\n <th>670</th>\n <td>1</td>\n </tr>\n <tr>\n <th>671</th>\n <td>0</td>\n </tr>\n <tr>\n <th>672</th>\n <td>0</td>\n </tr>\n <tr>\n <th>673</th>\n <td>1</td>\n </tr>\n <tr>\n <th>674</th>\n <td>0</td>\n </tr>\n <tr>\n <th>675</th>\n <td>1</td>\n </tr>\n <tr>\n <th>676</th>\n <td>1</td>\n </tr>\n <tr>\n <th>677</th>\n <td>1</td>\n </tr>\n <tr>\n <th>678</th>\n <td>0</td>\n </tr>\n <tr>\n <th>679</th>\n <td>0</td>\n </tr>\n <tr>\n <th>680</th>\n <td>0</td>\n </tr>\n <tr>\n <th>681</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>682</th>\n <td>1</td>\n </tr>\n <tr>\n <th>683</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>684</th>\n <td>0</td>\n </tr>\n <tr>\n <th>685</th>\n <td>1</td>\n </tr>\n <tr>\n <th>686</th>\n <td>0</td>\n </tr>\n <tr>\n <th>687</th>\n <td>1</td>\n </tr>\n <tr>\n <th>688</th>\n <td>0</td>\n </tr>\n <tr>\n <th>689</th>\n <td>0</td>\n </tr>\n <tr>\n <th>690</th>\n <td>0</td>\n </tr>\n <tr>\n <th>691</th>\n <td>0</td>\n </tr>\n <tr>\n <th>692</th>\n <td>1</td>\n </tr>\n <tr>\n <th>693</th>\n <td>1</td>\n </tr>\n <tr>\n <th>694</th>\n <td>0</td>\n </tr>\n <tr>\n <th>695</th>\n <td>0</td>\n </tr>\n <tr>\n <th>696</th>\n <td>0</td>\n </tr>\n <tr>\n <th>697</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>698</th>\n <td>0</td>\n </tr>\n <tr>\n <th>699</th>\n <td>0</td>\n </tr>\n <tr>\n <th>700</th>\n <td>0</td>\n </tr>\n <tr>\n <th>701</th>\n <td>0</td>\n </tr>\n <tr>\n <th>702</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>703</th>\n <td>1</td>\n </tr>\n <tr>\n <th>704</th>\n <td>1</td>\n </tr>\n <tr>\n <th>705</th>\n <td>1</td>\n </tr>\n <tr>\n <th>706</th>\n <td>1</td>\n </tr>\n <tr>\n <th>707</th>\n <td>0</td>\n </tr>\n <tr>\n <th>708</th>\n <td>1</td>\n </tr>\n <tr>\n <th>709</th>\n <td>0</td>\n </tr>\n <tr>\n <th>710</th>\n <td>1</td>\n </tr>\n <tr>\n <th>711</th>\n <td>1</td>\n </tr>\n <tr>\n <th>712</th>\n <td>0</td>\n </tr>\n <tr>\n <th>713</th>\n <td>1</td>\n </tr>\n <tr>\n <th>714</th>\n <td>0</td>\n </tr>\n <tr>\n <th>715</th>\n <td>0</td>\n </tr>\n <tr>\n <th>716</th>\n <td>0</td>\n </tr>\n <tr>\n <th>717</th>\n <td>1</td>\n </tr>\n <tr>\n <th>718</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>719</th>\n <td>0</td>\n </tr>\n <tr>\n <th>720</th>\n <td>0</td>\n </tr>\n <tr>\n <th>721</th>\n <td>1</td>\n </tr>\n <tr>\n <th>722</th>\n <td>1</td>\n </tr>\n <tr>\n <th>723</th>\n <td>1</td>\n </tr>\n <tr>\n <th>724</th>\n <td>0</td>\n </tr>\n <tr>\n <th>725</th>\n <td>1</td>\n </tr>\n <tr>\n <th>726</th>\n <td>1</td>\n </tr>\n <tr>\n <th>727</th>\n <td>0</td>\n </tr>\n <tr>\n <th>728</th>\n <td>0</td>\n </tr>\n <tr>\n <th>729</th>\n <td>0</td>\n </tr>\n <tr>\n <th>730</th>\n <td>1</td>\n </tr>\n <tr>\n <th>731</th>\n <td>1</td>\n </tr>\n <tr>\n <th>732</th>\n <td>0</td>\n </tr>\n <tr>\n <th>733</th>\n <td>0</td>\n </tr>\n <tr>\n <th>734</th>\n <td>1</td>\n </tr>\n <tr>\n <th>735</th>\n <td>0</td>\n </tr>\n <tr>\n <th>736</th>\n <td>1</td>\n </tr>\n <tr>\n <th>737</th>\n <td>0</td>\n </tr>\n <tr>\n <th>738</th>\n <td>0</td>\n </tr>\n <tr>\n <th>739</th>\n <td>0</td>\n </tr>\n <tr>\n <th>740</th>\n <td>1</td>\n </tr>\n <tr>\n <th>741</th>\n <td>1</td>\n </tr>\n <tr>\n <th>742</th>\n <td>0</td>\n </tr>\n <tr>\n <th>743</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>744</th>\n <td>1</td>\n </tr>\n <tr>\n <th>745</th>\n <td>0</td>\n </tr>\n <tr>\n <th>746</th>\n <td>0</td>\n </tr>\n <tr>\n <th>747</th>\n <td>0</td>\n </tr>\n <tr>\n <th>748</th>\n <td>0</td>\n </tr>\n <tr>\n <th>749</th>\n <td>0</td>\n </tr>\n <tr>\n <th>750</th>\n <td>0</td>\n </tr>\n <tr>\n <th>751</th>\n <td>1</td>\n </tr>\n <tr>\n <th>752</th>\n <td>0</td>\n </tr>\n <tr>\n <th>753</th>\n <td>1</td>\n </tr>\n <tr>\n <th>754</th>\n <td>1</td>\n </tr>\n <tr>\n <th>755</th>\n <td>0</td>\n </tr>\n <tr>\n <th>756</th>\n <td>0</td>\n </tr>\n <tr>\n <th>757</th>\n <td>0</td>\n </tr>\n <tr>\n <th>758</th>\n <td>1</td>\n </tr>\n <tr>\n <th>759</th>\n <td>1</td>\n </tr>\n <tr>\n <th>760</th>\n <td>1</td>\n </tr>\n <tr>\n <th>761</th>\n <td>0</td>\n </tr>\n <tr>\n <th>762</th>\n <td>0</td>\n </tr>\n <tr>\n <th>763</th>\n <td>0</td>\n </tr>\n <tr>\n <th>764</th>\n <td>1</td>\n </tr>\n <tr>\n <th>765</th>\n <td>0</td>\n </tr>\n <tr>\n <th>766</th>\n <td>0</td>\n </tr>\n <tr>\n <th>767</th>\n <td>1</td>\n </tr>\n <tr>\n <th>768</th>\n <td>1</td>\n </tr>\n <tr>\n <th>769</th>\n <td>0</td>\n </tr>\n <tr>\n <th>770</th>\n <td>0</td>\n </tr>\n <tr>\n <th>771</th>\n <td>0</td>\n </tr>\n <tr>\n <th>772</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>773</th>\n <td>0</td>\n </tr>\n <tr>\n <th>774</th>\n <td>1</td>\n </tr>\n <tr>\n <th>775</th>\n <td>0</td>\n </tr>\n <tr>\n <th>776</th>\n <td>1</td>\n </tr>\n <tr>\n <th>777</th>\n <td>0</td>\n </tr>\n <tr>\n <th>778</th>\n <td>0</td>\n </tr>\n <tr>\n <th>779</th>\n <td>1</td>\n </tr>\n <tr>\n <th>780</th>\n <td>0</td>\n </tr>\n <tr>\n <th>781</th>\n <td>1</td>\n </tr>\n <tr>\n <th>782</th>\n <td>1</td>\n </tr>\n <tr>\n <th>783</th>\n <td>0</td>\n </tr>\n <tr>\n <th>784</th>\n <td>0</td>\n </tr>\n <tr>\n <th>785</th>\n <td>0</td>\n </tr>\n <tr>\n <th>786</th>\n <td>0</td>\n </tr>\n <tr>\n <th>787</th>\n <td>0</td>\n </tr>\n <tr>\n <th>788</th>\n <td>1</td>\n </tr>\n <tr>\n <th>789</th>\n <td>1</td>\n </tr>\n <tr>\n <th>790</th>\n <td>1</td>\n </tr>\n <tr>\n <th>791</th>\n <td>0</td>\n </tr>\n <tr>\n <th>792</th>\n <td>0</td>\n </tr>\n <tr>\n <th>793</th>\n <td>1</td>\n </tr>\n <tr>\n <th>794</th>\n <td>2</td>\n </tr>\n <tr>\n <th>795</th>\n <td>1</td>\n </tr>\n <tr>\n <th>796</th>\n <td>1</td>\n </tr>\n <tr>\n <th>797</th>\n <td>1</td>\n </tr>\n <tr>\n <th>798</th>\n <td>0</td>\n </tr>\n <tr>\n <th>799</th>\n <td>1</td>\n </tr>\n <tr>\n <th>800</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>801</th>\n <td>0</td>\n </tr>\n <tr>\n <th>802</th>\n <td>0</td>\n </tr>\n <tr>\n <th>803</th>\n <td>1</td>\n </tr>\n <tr>\n <th>804</th>\n <td>0</td>\n </tr>\n <tr>\n <th>805</th>\n <td>1</td>\n </tr>\n <tr>\n <th>806</th>\n <td>1</td>\n </tr>\n <tr>\n <th>807</th>\n <td>1</td>\n </tr>\n <tr>\n <th>808</th>\n <td>0</td>\n </tr>\n <tr>\n <th>809</th>\n <td>0</td>\n </tr>\n <tr>\n <th>810</th>\n <td>0</td>\n </tr>\n <tr>\n <th>811</th>\n <td>1</td>\n </tr>\n <tr>\n <th>812</th>\n <td>1</td>\n </tr>\n <tr>\n <th>813</th>\n <td>0</td>\n </tr>\n <tr>\n <th>814</th>\n <td>1</td>\n </tr>\n <tr>\n <th>815</th>\n <td>1</td>\n </tr>\n <tr>\n <th>816</th>\n <td>0</td>\n </tr>\n <tr>\n <th>817</th>\n <td>0</td>\n </tr>\n <tr>\n <th>818</th>\n <td>1</td>\n </tr>\n <tr>\n <th>819</th>\n <td>0</td>\n </tr>\n <tr>\n <th>820</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>821</th>\n <td>0</td>\n </tr>\n <tr>\n <th>822</th>\n <td>1</td>\n </tr>\n <tr>\n <th>823</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>824</th>\n <td>0</td>\n </tr>\n <tr>\n <th>825</th>\n <td>0</td>\n </tr>\n <tr>\n <th>826</th>\n <td>1</td>\n </tr>\n <tr>\n <th>827</th>\n <td>0</td>\n </tr>\n <tr>\n <th>828</th>\n <td>0</td>\n </tr>\n <tr>\n <th>829</th>\n <td>1</td>\n </tr>\n <tr>\n <th>830</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>831</th>\n <td>0</td>\n </tr>\n <tr>\n <th>832</th>\n <td>1</td>\n </tr>\n <tr>\n <th>833</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>834</th>\n <td>1</td>\n </tr>\n <tr>\n <th>835</th>\n <td>1</td>\n </tr>\n <tr>\n <th>836</th>\n <td>0</td>\n </tr>\n <tr>\n <th>837</th>\n <td>1</td>\n </tr>\n <tr>\n <th>838</th>\n <td>0</td>\n </tr>\n <tr>\n <th>839</th>\n <td>1</td>\n </tr>\n <tr>\n <th>840</th>\n <td>0</td>\n </tr>\n <tr>\n <th>841</th>\n <td>0</td>\n </tr>\n <tr>\n <th>842</th>\n <td>0</td>\n </tr>\n <tr>\n <th>843</th>\n <td>0</td>\n </tr>\n <tr>\n <th>844</th>\n <td>1</td>\n </tr>\n <tr>\n <th>845</th>\n <td>0</td>\n </tr>\n <tr>\n <th>846</th>\n <td>0</td>\n </tr>\n <tr>\n <th>847</th>\n <td>0</td>\n </tr>\n <tr>\n <th>848</th>\n <td>0</td>\n </tr>\n <tr>\n <th>849</th>\n <td>1</td>\n </tr>\n <tr>\n <th>850</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>851</th>\n <td>1</td>\n </tr>\n <tr>\n <th>852</th>\n <td>0</td>\n </tr>\n <tr>\n <th>853</th>\n <td>0</td>\n </tr>\n <tr>\n <th>854</th>\n <td>0</td>\n </tr>\n <tr>\n <th>855</th>\n <td>0</td>\n </tr>\n <tr>\n <th>856</th>\n <td>0</td>\n </tr>\n <tr>\n <th>857</th>\n <td>0</td>\n </tr>\n <tr>\n <th>858</th>\n <td>1</td>\n </tr>\n <tr>\n <th>859</th>\n <td>0</td>\n </tr>\n <tr>\n <th>860</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>861</th>\n <td>0</td>\n </tr>\n <tr>\n <th>862</th>\n <td>1</td>\n </tr>\n <tr>\n <th>863</th>\n <td>0</td>\n </tr>\n <tr>\n <th>864</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>865</th>\n <td>1</td>\n </tr>\n <tr>\n <th>866</th>\n <td>1</td>\n </tr>\n <tr>\n <th>867</th>\n <td>0</td>\n </tr>\n <tr>\n <th>868</th>\n <td>1</td>\n </tr>\n <tr>\n <th>869</th>\n <td>1</td>\n </tr>\n <tr>\n <th>870</th>\n <td>1</td>\n </tr>\n <tr>\n <th>871</th>\n <td>1</td>\n </tr>\n <tr>\n <th>872</th>\n <td>1</td>\n </tr>\n <tr>\n <th>873</th>\n <td>0</td>\n </tr>\n <tr>\n <th>874</th>\n <td>0</td>\n </tr>\n <tr>\n <th>875</th>\n <td>1</td>\n </tr>\n <tr>\n <th>876</th>\n <td>0</td>\n </tr>\n <tr>\n <th>877</th>\n <td>1</td>\n </tr>\n <tr>\n <th>878</th>\n <td>0</td>\n </tr>\n <tr>\n <th>879</th>\n <td>0</td>\n </tr>\n <tr>\n <th>880</th>\n <td>1</td>\n </tr>\n <tr>\n <th>881</th>\n <td>0</td>\n </tr>\n <tr>\n <th>882</th>\n <td>0</td>\n </tr>\n <tr>\n <th>883</th>\n <td>0</td>\n </tr>\n <tr>\n <th>884</th>\n <td>0</td>\n </tr>\n <tr>\n <th>885</th>\n <td>1</td>\n </tr>\n <tr>\n <th>886</th>\n <td>1</td>\n </tr>\n <tr>\n <th>887</th>\n <td>0</td>\n </tr>\n <tr>\n <th>888</th>\n <td>0</td>\n </tr>\n <tr>\n <th>889</th>\n <td>1</td>\n </tr>\n <tr>\n <th>890</th>\n <td>0</td>\n </tr>\n <tr>\n <th>891</th>\n <td>1</td>\n </tr>\n <tr>\n <th>892</th>\n <td>0</td>\n </tr>\n <tr>\n <th>893</th>\n <td>1</td>\n </tr>\n <tr>\n <th>894</th>\n <td>0</td>\n </tr>\n <tr>\n <th>895</th>\n <td>0</td>\n </tr>\n <tr>\n <th>896</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>897</th>\n <td>0</td>\n </tr>\n <tr>\n <th>898</th>\n <td>0</td>\n </tr>\n <tr>\n <th>899</th>\n <td>0</td>\n </tr>\n <tr>\n <th>900</th>\n <td>0</td>\n </tr>\n <tr>\n <th>901</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>902</th>\n <td>0</td>\n </tr>\n <tr>\n <th>903</th>\n <td>0</td>\n </tr>\n <tr>\n <th>904</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>905</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>906</th>\n <td>0</td>\n </tr>\n <tr>\n <th>907</th>\n <td>0</td>\n </tr>\n <tr>\n <th>908</th>\n <td>0</td>\n </tr>\n <tr>\n <th>909</th>\n <td>0</td>\n </tr>\n <tr>\n <th>910</th>\n <td>0</td>\n </tr>\n <tr>\n <th>911</th>\n <td>1</td>\n </tr>\n <tr>\n <th>912</th>\n <td>0</td>\n </tr>\n <tr>\n <th>913</th>\n <td>0</td>\n </tr>\n <tr>\n <th>914</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>915</th>\n <td>1</td>\n </tr>\n <tr>\n <th>916</th>\n <td>1</td>\n </tr>\n <tr>\n <th>917</th>\n <td>0</td>\n </tr>\n <tr>\n <th>918</th>\n <td>0</td>\n </tr>\n <tr>\n <th>919</th>\n <td>1</td>\n </tr>\n <tr>\n <th>920</th>\n <td>0</td>\n </tr>\n <tr>\n <th>921</th>\n <td>0</td>\n </tr>\n <tr>\n <th>922</th>\n <td>1</td>\n </tr>\n <tr>\n <th>923</th>\n <td>1</td>\n </tr>\n <tr>\n <th>924</th>\n <td>0</td>\n </tr>\n <tr>\n <th>925</th>\n <td>1</td>\n </tr>\n <tr>\n <th>926</th>\n <td>1</td>\n </tr>\n <tr>\n <th>927</th>\n <td>0</td>\n </tr>\n <tr>\n <th>928</th>\n <td>0</td>\n </tr>\n <tr>\n <th>929</th>\n <td>0</td>\n </tr>\n <tr>\n <th>930</th>\n <td>1</td>\n </tr>\n <tr>\n <th>931</th>\n <td>0</td>\n </tr>\n <tr>\n <th>932</th>\n <td>1</td>\n </tr>\n <tr>\n <th>933</th>\n <td>0</td>\n </tr>\n <tr>\n <th>934</th>\n <td>0</td>\n </tr>\n <tr>\n <th>935</th>\n <td>1</td>\n </tr>\n <tr>\n <th>936</th>\n <td>0</td>\n </tr>\n <tr>\n <th>937</th>\n <td>1</td>\n </tr>\n <tr>\n <th>938</th>\n <td>1</td>\n </tr>\n <tr>\n <th>939</th>\n <td>0</td>\n </tr>\n <tr>\n <th>940</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>941</th>\n <td>1</td>\n </tr>\n <tr>\n <th>942</th>\n <td>1</td>\n </tr>\n <tr>\n <th>943</th>\n <td>0</td>\n </tr>\n <tr>\n <th>944</th>\n <td>0</td>\n </tr>\n <tr>\n <th>945</th>\n <td>0</td>\n </tr>\n <tr>\n <th>946</th>\n <td>0</td>\n </tr>\n <tr>\n <th>947</th>\n <td>0</td>\n </tr>\n <tr>\n <th>948</th>\n <td>1</td>\n </tr>\n <tr>\n <th>949</th>\n <td>0</td>\n </tr>\n <tr>\n <th>950</th>\n <td>0</td>\n </tr>\n <tr>\n <th>951</th>\n <td>0</td>\n </tr>\n <tr>\n <th>952</th>\n <td>0</td>\n </tr>\n <tr>\n <th>953</th>\n <td>0</td>\n </tr>\n <tr>\n <th>954</th>\n <td>1</td>\n </tr>\n <tr>\n <th>955</th>\n <td>1</td>\n </tr>\n <tr>\n <th>956</th>\n <td>0</td>\n </tr>\n <tr>\n <th>957</th>\n <td>0</td>\n </tr>\n <tr>\n <th>958</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>959</th>\n <td>0</td>\n </tr>\n <tr>\n <th>960</th>\n <td>0</td>\n </tr>\n <tr>\n <th>961</th>\n <td>0</td>\n </tr>\n <tr>\n <th>962</th>\n <td>1</td>\n </tr>\n <tr>\n <th>963</th>\n <td>0</td>\n </tr>\n <tr>\n <th>964</th>\n <td>1</td>\n </tr>\n <tr>\n <th>965</th>\n <td>1</td>\n </tr>\n <tr>\n <th>966</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>967</th>\n <td>0</td>\n </tr>\n <tr>\n <th>968</th>\n <td>1</td>\n </tr>\n <tr>\n <th>969</th>\n <td>1</td>\n </tr>\n <tr>\n <th>970</th>\n <td>0</td>\n </tr>\n <tr>\n <th>971</th>\n <td>1</td>\n </tr>\n <tr>\n <th>972</th>\n <td>1</td>\n </tr>\n <tr>\n <th>973</th>\n <td>0</td>\n </tr>\n <tr>\n <th>974</th>\n <td>0</td>\n </tr>\n <tr>\n <th>975</th>\n <td>1</td>\n </tr>\n <tr>\n <th>976</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>977</th>\n <td>1</td>\n </tr>\n <tr>\n <th>978</th>\n <td>0</td>\n </tr>\n <tr>\n <th>979</th>\n <td>0</td>\n </tr>\n <tr>\n <th>980</th>\n <td>0</td>\n </tr>\n <tr>\n <th>981</th>\n <td>0</td>\n </tr>\n <tr>\n <th>982</th>\n <td>0</td>\n </tr>\n <tr>\n <th>983</th>\n <td>0</td>\n </tr>\n <tr>\n <th>984</th>\n <td>1</td>\n </tr>\n <tr>\n <th>985</th>\n <td>0</td>\n </tr>\n <tr>\n <th>986</th>\n <td>1</td>\n </tr>\n <tr>\n <th>987</th>\n <td>0</td>\n </tr>\n <tr>\n <th>988</th>\n <td>0</td>\n </tr>\n <tr>\n <th>989</th>\n <td>0</td>\n </tr>\n <tr>\n <th>990</th>\n <td>0</td>\n </tr>\n <tr>\n <th>991</th>\n <td>1</td>\n </tr>\n <tr>\n <th>992</th>\n <td>0</td>\n </tr>\n <tr>\n <th>993</th>\n <td>1</td>\n </tr>\n <tr>\n <th>994</th>\n <td>1</td>\n </tr>\n <tr>\n <th>995</th>\n <td>0</td>\n </tr>\n <tr>\n <th>996</th>\n <td>0</td>\n </tr>\n <tr>\n <th>997</th>\n <td>1</td>\n </tr>\n <tr>\n <th>998</th>\n <td>0</td>\n </tr>\n <tr>\n <th>999</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1000</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1001</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1002</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1003</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1004</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1005</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1006</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1007</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1008</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1009</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1010</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1011</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1012</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1013</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1014</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1015</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1016</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1017</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1018</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1019</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1020</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1021</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1022</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1023</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1024</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1025</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1026</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1027</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1028</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1029</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1030</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1031</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1032</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1033</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1034</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1035</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1036</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1037</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1038</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1039</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1040</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1041</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1042</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1043</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1044</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1045</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1046</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1047</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1048</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1049</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1050</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1051</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1052</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1053</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1054</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1055</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1056</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1057</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1058</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1059</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1060</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1061</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1062</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1063</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1064</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1065</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1066</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1067</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1068</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1069</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1070</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1071</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1072</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1073</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1074</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1075</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1076</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1077</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1078</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1079</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1080</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1081</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1082</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1083</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1084</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1085</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1086</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1087</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1088</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1089</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1090</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1091</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1092</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1093</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1094</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1095</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1096</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1097</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1098</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1099</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1100</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1101</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1102</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1103</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1104</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1105</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1106</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1107</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1108</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1109</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1110</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1111</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1112</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1113</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1114</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1115</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1116</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1117</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1118</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1119</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1120</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1121</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1122</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1123</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1124</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1125</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1126</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1127</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1128</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1129</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1130</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1131</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1132</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1133</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1134</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1135</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1136</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1137</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1138</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1139</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1140</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1141</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1142</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1143</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1144</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1145</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1146</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1147</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1148</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1149</th>\n <td>2</td>\n </tr>\n <tr>\n <th>1150</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1151</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1152</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1153</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1154</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1155</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1156</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1157</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1158</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1159</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1160</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1161</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1162</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1163</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1164</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1165</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1166</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1167</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1168</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1169</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1170</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1171</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1172</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1173</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1174</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1175</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1176</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1177</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1178</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1179</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1180</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1181</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1182</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1183</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1184</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1185</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1186</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1187</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1188</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1189</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1190</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1191</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1192</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1193</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1194</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1195</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1196</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1197</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1198</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1199</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1200</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1201</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1202</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1203</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1204</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1205</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1206</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1207</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1208</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1209</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1210</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1211</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1212</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1213</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1214</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1215</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1216</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1217</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1218</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1219</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1220</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1221</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1222</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1223</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1224</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1225</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1226</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1227</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1228</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1229</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1230</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1231</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1232</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1233</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1234</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1235</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1236</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1237</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1238</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1239</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1240</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1241</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1242</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1243</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1244</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1245</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1246</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1247</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1248</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1249</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1250</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1251</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1252</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1253</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1254</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1255</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1256</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1257</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1258</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1259</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1260</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1261</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1262</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1263</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1264</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1265</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1266</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1267</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1268</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1269</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1270</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1271</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1272</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1273</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1274</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1275</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1276</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1277</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1278</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1279</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1280</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1281</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1282</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1283</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1284</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1285</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1286</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1287</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1288</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1289</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1290</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1291</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1292</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1293</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1294</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1295</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1296</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1297</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1298</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1299</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1300</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1301</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1302</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1303</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1304</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1305</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1306</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1307</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1308</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1309</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1310</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1311</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1312</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1313</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1314</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1315</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1316</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1317</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1318</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1319</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1320</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1321</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1322</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1323</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1324</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1325</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1326</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1327</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1328</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1329</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1330</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1331</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1332</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1333</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1334</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1335</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1336</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1337</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1338</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1339</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1340</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1341</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1342</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1343</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1344</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1345</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1346</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1347</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1348</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1349</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1350</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1351</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1352</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1353</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1354</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1355</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1356</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1357</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1358</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1359</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1360</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1361</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1362</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1363</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1364</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1365</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1366</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1367</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1368</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1369</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1370</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1371</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1372</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1373</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1374</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1375</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1376</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1377</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1378</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1379</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1380</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1381</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1382</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1383</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1384</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1385</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1386</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1387</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1388</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1389</th>\n <td>2</td>\n </tr>\n <tr>\n <th>1390</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1391</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1392</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1393</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1394</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1395</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1396</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1397</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1398</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1399</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1400</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1401</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1402</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1403</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1404</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1405</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1406</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1407</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1408</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1409</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1410</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1411</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1412</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1413</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1414</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1415</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1416</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1417</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1418</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1419</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1420</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1421</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1422</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1423</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1424</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1425</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1426</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1427</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1428</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1429</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1430</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1431</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1432</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1433</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1434</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1435</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1436</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1437</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1438</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1439</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1440</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1441</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1442</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1443</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1444</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1445</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1446</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1447</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1448</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1449</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1450</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1451</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1452</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1453</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1454</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1455</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1456</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1457</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1458</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1459</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1460</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1461</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1462</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1463</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1464</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1465</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1466</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1467</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1468</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1469</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1470</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1471</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1472</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1473</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1474</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1475</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1476</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1477</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1478</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1479</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1480</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1481</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1482</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1483</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1484</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1485</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1486</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1487</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1488</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1489</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1490</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1491</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1492</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1493</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1494</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1495</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1496</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1497</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1498</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1499</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1500</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1501</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1502</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1503</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1504</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1505</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1506</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1507</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1508</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1509</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1510</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1511</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1512</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1513</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1514</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1515</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1516</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1517</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1518</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1519</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1520</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1521</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1522</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1523</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1524</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1525</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1526</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1527</th>\n <td>2</td>\n </tr>\n <tr>\n <th>1528</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1529</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1530</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1531</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1532</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1533</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1534</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1535</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1536</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1537</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1538</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1539</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1540</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1541</th>\n <td>2</td>\n </tr>\n <tr>\n <th>1542</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1543</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1544</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1545</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1546</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1547</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1548</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1549</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1550</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1551</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1552</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1553</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1554</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1555</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1556</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1557</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1558</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1559</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1560</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1561</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1562</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1563</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1564</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1565</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1566</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1567</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1568</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1569</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1570</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1571</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1572</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1573</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1574</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1575</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1576</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1577</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1578</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1579</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1580</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1581</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1582</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1583</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1584</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1585</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1586</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1587</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1588</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1589</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1590</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1591</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1592</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1593</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1594</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1595</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1596</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1597</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1598</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1599</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1600</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1601</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1602</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1603</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1604</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1605</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1606</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1607</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1608</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1609</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1610</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1611</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1612</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1613</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1614</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1615</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1616</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1617</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1618</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1619</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1620</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1621</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1622</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1623</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1624</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1625</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1626</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1627</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1628</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1629</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1630</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1631</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1632</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1633</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1634</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1635</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1636</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1637</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1638</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1639</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1640</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1641</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1642</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1643</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1644</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1645</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1646</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1647</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1648</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1649</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1650</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1651</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1652</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1653</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1654</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1655</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1656</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1657</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1658</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1659</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1660</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1661</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1662</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1663</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1664</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1665</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1666</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1667</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1668</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1669</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1670</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1671</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1672</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1673</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1674</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1675</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1676</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1677</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1678</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1679</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1680</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1681</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1682</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1683</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1684</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1685</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1686</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1687</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1688</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1689</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1690</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1691</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1692</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1693</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1694</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1695</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1696</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1697</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1698</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1699</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1700</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1701</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1702</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1703</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1704</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1705</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1706</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1707</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1708</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1709</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1710</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1711</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1712</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1713</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1714</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1715</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1716</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1717</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1718</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1719</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1720</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1721</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1722</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1723</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1724</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1725</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1726</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1727</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1728</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1729</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1730</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1731</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1732</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1733</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1734</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1735</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1736</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1737</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1738</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1739</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1740</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1741</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1742</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1743</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1744</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1745</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1746</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1747</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1748</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1749</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1750</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1751</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1752</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1753</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1754</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1755</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1756</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1757</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1758</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1759</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1760</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1761</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1762</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1763</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1764</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1765</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1766</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1767</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1768</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1769</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1770</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1771</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1772</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1773</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1774</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1775</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1776</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1777</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1778</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1779</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1780</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1781</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1782</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1783</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1784</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1785</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1786</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1787</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1788</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1789</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1790</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1791</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1792</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1793</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1794</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1795</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1796</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1797</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1798</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1799</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1800</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1801</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1802</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1803</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1804</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1805</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1806</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1807</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1808</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1809</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1810</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1811</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1812</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1813</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1814</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1815</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1816</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1817</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1818</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1819</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1820</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1821</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1822</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1823</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1824</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1825</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1826</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1827</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1828</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1829</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1830</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1831</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1832</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1833</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1834</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1835</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1836</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1837</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1838</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1839</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1840</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1841</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1842</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1843</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1844</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1845</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1846</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1847</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1848</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1849</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1850</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1851</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1852</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1853</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1854</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1855</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1856</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1857</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1858</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1859</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1860</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1861</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1862</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1863</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1864</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1865</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1866</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1867</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1868</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1869</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1870</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1871</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1872</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1873</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1874</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1875</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1876</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1877</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1878</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1879</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1880</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1881</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1882</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1883</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1884</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1885</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1886</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1887</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1888</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1889</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1890</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1891</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1892</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1893</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1894</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1895</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1896</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1897</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1898</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1899</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1900</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1901</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1902</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1903</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1904</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1905</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1906</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1907</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1908</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1909</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1910</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1911</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1912</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1913</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1914</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1915</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1916</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1917</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1918</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1919</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1920</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1921</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1922</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1923</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1924</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1925</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1926</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1927</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1928</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1929</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1930</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1931</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1932</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1933</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1934</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1935</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1936</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1937</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1938</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1939</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1940</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1941</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1942</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1943</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1944</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1945</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1946</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>1947</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1948</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1949</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1950</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1951</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1952</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1953</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1954</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1955</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1956</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1957</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1958</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1959</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1960</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1961</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1962</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1963</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1964</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1965</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1966</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1967</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1968</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1969</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1970</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1971</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1972</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1973</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1974</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1975</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1976</th>\n <td>2</td>\n </tr>\n <tr>\n <th>1977</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1978</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1979</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1980</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1981</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1982</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1983</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1984</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1985</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1986</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1987</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1988</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1989</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1990</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1991</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1992</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1993</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1994</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1995</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1996</th>\n <td>0</td>\n </tr>\n <tr>\n <th>1997</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1998</th>\n <td>1</td>\n </tr>\n <tr>\n <th>1999</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2000</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2001</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2002</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2003</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2004</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2005</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2006</th>\n <td>2</td>\n </tr>\n <tr>\n <th>2007</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2008</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2009</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2010</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2011</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2012</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2013</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2014</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2015</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2016</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2017</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2018</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2019</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2020</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2021</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2022</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2023</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2024</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2025</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2026</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2027</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2028</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2029</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2030</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2031</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2032</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2033</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2034</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2035</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2036</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2037</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2038</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2039</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2040</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2041</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2042</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2043</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2044</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2045</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2046</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2047</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2048</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2049</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2050</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2051</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2052</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2053</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2054</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2055</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2056</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2057</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2058</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2059</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2060</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2061</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2062</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2063</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2064</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2065</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2066</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2067</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2068</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2069</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2070</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2071</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2072</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2073</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2074</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2075</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2076</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2077</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2078</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2079</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2080</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2081</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2082</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2083</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2084</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2085</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2086</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2087</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2088</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2089</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2090</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2091</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2092</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2093</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2094</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2095</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2096</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2097</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2098</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2099</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2100</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2101</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2102</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2103</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2104</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2105</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2106</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2107</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2108</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2109</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2110</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2111</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2112</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2113</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2114</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2115</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2116</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2117</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2118</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2119</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2120</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2121</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2122</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2123</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2124</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2125</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2126</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2127</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2128</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2129</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2130</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2131</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2132</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2133</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2134</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2135</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2136</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2137</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2138</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2139</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2140</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2141</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2142</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2143</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2144</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2145</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2146</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2147</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2148</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2149</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2150</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2151</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2152</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2153</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2154</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2155</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2156</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2157</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2158</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2159</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2160</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2161</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2162</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2163</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2164</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2165</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2166</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2167</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2168</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2169</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2170</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2171</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2172</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2173</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2174</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2175</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2176</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2177</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2178</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2179</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2180</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2181</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2182</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2183</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2184</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2185</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2186</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2187</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2188</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2189</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2190</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2191</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2192</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2193</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2194</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2195</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2196</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2197</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2198</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2199</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2200</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2201</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2202</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2203</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2204</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2205</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2206</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2207</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2208</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2209</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2210</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2211</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2212</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2213</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2214</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2215</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2216</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2217</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2218</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2219</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2220</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2221</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2222</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2223</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2224</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2225</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2226</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2227</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2228</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2229</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2230</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2231</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2232</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2233</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2234</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2235</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2236</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2237</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2238</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2239</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2240</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2241</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2242</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2243</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2244</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2245</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2246</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2247</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2248</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2249</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2250</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2251</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2252</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2253</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2254</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2255</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2256</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2257</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2258</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2259</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2260</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2261</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2262</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2263</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2264</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2265</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2266</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2267</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2268</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2269</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2270</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2271</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2272</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2273</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2274</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2275</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2276</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2277</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2278</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2279</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2280</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2281</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2282</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2283</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2284</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2285</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2286</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2287</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2288</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2289</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2290</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2291</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2292</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2293</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2294</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2295</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2296</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2297</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2298</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2299</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2300</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2301</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2302</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2303</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2304</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2305</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2306</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2307</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2308</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2309</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2310</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2311</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2312</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2313</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2314</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2315</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2316</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2317</th>\n <td>2</td>\n </tr>\n <tr>\n <th>2318</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2319</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2320</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2321</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2322</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2323</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2324</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2325</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2326</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2327</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2328</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2329</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2330</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2331</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2332</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2333</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2334</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2335</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2336</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2337</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2338</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2339</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2340</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2341</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2342</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2343</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2344</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2345</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2346</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2347</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2348</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2349</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2350</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2351</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2352</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2353</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2354</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2355</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2356</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2357</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2358</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2359</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2360</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2361</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2362</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2363</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2364</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2365</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2366</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2367</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2368</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2369</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2370</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2371</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2372</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2373</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2374</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2375</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2376</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2377</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2378</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2379</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2380</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2381</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2382</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2383</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2384</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2385</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2386</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2387</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2388</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2389</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2390</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2391</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2392</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2393</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2394</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2395</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2396</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2397</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2398</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2399</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2400</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2401</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2402</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2403</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2404</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2405</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2406</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2407</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2408</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2409</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2410</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2411</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2412</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2413</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2414</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2415</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2416</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2417</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2418</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2419</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2420</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2421</th>\n <td>2</td>\n </tr>\n <tr>\n <th>2422</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2423</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2424</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2425</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2426</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2427</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2428</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2429</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2430</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2431</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2432</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2433</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2434</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2435</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2436</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2437</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2438</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2439</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2440</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2441</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2442</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2443</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2444</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2445</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2446</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2447</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2448</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2449</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2450</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2451</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2452</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2453</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2454</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2455</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2456</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2457</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2458</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2459</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2460</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2461</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2462</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2463</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2464</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2465</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2466</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2467</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2468</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2469</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2470</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2471</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2472</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2473</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2474</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2475</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2476</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2477</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2478</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2479</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2480</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2481</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2482</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2483</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2484</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2485</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2486</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2487</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2488</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2489</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2490</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2491</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2492</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2493</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2494</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2495</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2496</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2497</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2498</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2499</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2500</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2501</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2502</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2503</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2504</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2505</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2506</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2507</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2508</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2509</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2510</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2511</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2512</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2513</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2514</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2515</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2516</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2517</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2518</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2519</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2520</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2521</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2522</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2523</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2524</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2525</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2526</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2527</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2528</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2529</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2530</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2531</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2532</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2533</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2534</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2535</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2536</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2537</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2538</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2539</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2540</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2541</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2542</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2543</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2544</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2545</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2546</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2547</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2548</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2549</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2550</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2551</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2552</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2553</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2554</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2555</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2556</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2557</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2558</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2559</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2560</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2561</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2562</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2563</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2564</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2565</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2566</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2567</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2568</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2569</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2570</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2571</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2572</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2573</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2574</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2575</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2576</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2577</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2578</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2579</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2580</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2581</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2582</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2583</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2584</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2585</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2586</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2587</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2588</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2589</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2590</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2591</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2592</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2593</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2594</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2595</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2596</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2597</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2598</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2599</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2600</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2601</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2602</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2603</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2604</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2605</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2606</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2607</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2608</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2609</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2610</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2611</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2612</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2613</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2614</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2615</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2616</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2617</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2618</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2619</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2620</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2621</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2622</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2623</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2624</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2625</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2626</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2627</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2628</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2629</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2630</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2631</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2632</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2633</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2634</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2635</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2636</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2637</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2638</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2639</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2640</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2641</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2642</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2643</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2644</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2645</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2646</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2647</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2648</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2649</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2650</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2651</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2652</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2653</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2654</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2655</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2656</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2657</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2658</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2659</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2660</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2661</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2662</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2663</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2664</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2665</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2666</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2667</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2668</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2669</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2670</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2671</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2672</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2673</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2674</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2675</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2676</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2677</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2678</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2679</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2680</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2681</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2682</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2683</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2684</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2685</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2686</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2687</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2688</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2689</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2690</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2691</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2692</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2693</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2694</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2695</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2696</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2697</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2698</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2699</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2700</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2701</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2702</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2703</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2704</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2705</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2706</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2707</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2708</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2709</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2710</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2711</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2712</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2713</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2714</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2715</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2716</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2717</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2718</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2719</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2720</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2721</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2722</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2723</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2724</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2725</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2726</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2727</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2728</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2729</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2730</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2731</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2732</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2733</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2734</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2735</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2736</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2737</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2738</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2739</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2740</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2741</th>\n <td>2</td>\n </tr>\n <tr>\n <th>2742</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2743</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2744</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2745</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2746</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2747</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2748</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2749</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2750</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2751</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2752</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2753</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2754</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2755</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2756</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2757</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2758</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2759</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2760</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2761</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2762</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2763</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2764</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2765</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2766</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2767</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2768</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2769</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2770</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2771</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2772</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2773</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2774</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2775</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2776</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2777</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2778</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2779</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2780</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2781</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2782</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2783</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2784</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2785</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2786</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2787</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2788</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2789</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2790</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2791</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2792</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2793</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2794</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2795</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2796</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2797</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2798</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2799</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2800</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2801</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2802</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2803</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2804</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2805</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2806</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2807</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2808</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2809</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2810</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2811</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2812</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2813</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2814</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2815</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2816</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2817</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2818</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2819</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2820</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2821</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2822</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2823</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2824</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2825</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2826</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2827</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2828</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2829</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2830</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2831</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2832</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2833</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2834</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2835</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2836</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2837</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2838</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2839</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2840</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2841</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2842</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2843</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2844</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2845</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2846</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2847</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2848</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2849</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2850</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2851</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2852</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2853</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2854</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2855</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2856</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2857</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2858</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2859</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2860</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2861</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2862</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2863</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2864</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2865</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2866</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2867</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2868</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2869</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2870</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2871</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2872</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2873</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2874</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2875</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2876</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2877</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2878</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2879</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2880</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2881</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2882</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2883</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2884</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2885</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2886</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2887</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2888</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2889</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2890</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2891</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2892</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2893</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2894</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2895</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2896</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2897</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2898</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2899</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2900</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2901</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2902</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2903</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2904</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2905</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2906</th>\n <td>2</td>\n </tr>\n <tr>\n <th>2907</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2908</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2909</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2910</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2911</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2912</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2913</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2914</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2915</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2916</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2917</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2918</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2919</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2920</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2921</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2922</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2923</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2924</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2925</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2926</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2927</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2928</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2929</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2930</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2931</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2932</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2933</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2934</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2935</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2936</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2937</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2938</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2939</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2940</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2941</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2942</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2943</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2944</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2945</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2946</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2947</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2948</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2949</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2950</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2951</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2952</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2953</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2954</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2955</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2956</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2957</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2958</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2959</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2960</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2961</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2962</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2963</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2964</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2965</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2966</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2967</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2968</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2969</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2970</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2971</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2972</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2973</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2974</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2975</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2976</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2977</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2978</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2979</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2980</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2981</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2982</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2983</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>2984</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2985</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2986</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2987</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2988</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2989</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2990</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2991</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2992</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2993</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2994</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2995</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2996</th>\n <td>1</td>\n </tr>\n <tr>\n <th>2997</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2998</th>\n <td>0</td>\n </tr>\n <tr>\n <th>2999</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3000</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3001</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3002</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3003</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3004</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3005</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3006</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3007</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3008</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3009</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3010</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3011</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3012</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3013</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3014</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3015</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3016</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3017</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3018</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3019</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3020</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3021</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3022</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3023</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3024</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3025</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3026</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3027</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3028</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3029</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3030</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3031</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3032</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3033</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3034</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3035</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3036</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3037</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3038</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3039</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3040</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3041</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3042</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3043</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3044</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3045</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3046</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3047</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3048</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3049</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3050</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3051</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3052</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3053</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3054</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3055</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3056</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3057</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3058</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3059</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3060</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3061</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3062</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3063</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3064</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3065</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3066</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3067</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3068</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3069</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3070</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3071</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3072</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3073</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3074</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3075</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3076</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3077</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3078</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3079</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3080</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3081</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3082</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3083</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3084</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3085</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3086</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3087</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3088</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3089</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3090</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3091</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3092</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3093</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3094</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3095</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3096</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3097</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3098</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3099</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3100</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3101</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3102</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3103</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3104</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3105</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3106</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3107</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3108</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3109</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3110</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3111</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3112</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3113</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3114</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3115</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3116</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3117</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3118</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3119</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3120</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3121</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3122</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3123</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3124</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3125</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3126</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3127</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3128</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3129</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3130</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3131</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3132</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3133</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3134</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3135</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3136</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3137</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3138</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3139</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3140</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3141</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3142</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3143</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3144</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3145</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3146</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3147</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3148</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3149</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3150</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3151</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3152</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3153</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3154</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3155</th>\n <td>2</td>\n </tr>\n <tr>\n <th>3156</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3157</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3158</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3159</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3160</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3161</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3162</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3163</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3164</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3165</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3166</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3167</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3168</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3169</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3170</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3171</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3172</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3173</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3174</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3175</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3176</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3177</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3178</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3179</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3180</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3181</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3182</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3183</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3184</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3185</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3186</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3187</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3188</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3189</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3190</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3191</th>\n <td>2</td>\n </tr>\n <tr>\n <th>3192</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3193</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3194</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3195</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3196</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3197</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3198</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3199</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3200</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3201</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3202</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3203</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3204</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3205</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3206</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3207</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3208</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3209</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3210</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3211</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3212</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3213</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3214</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3215</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3216</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3217</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3218</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3219</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3220</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3221</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3222</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3223</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3224</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3225</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3226</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3227</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3228</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3229</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3230</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3231</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3232</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3233</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3234</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3235</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3236</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3237</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3238</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3239</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3240</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3241</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3242</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3243</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3244</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3245</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3246</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3247</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3248</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3249</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3250</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3251</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3252</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3253</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3254</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3255</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3256</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3257</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3258</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3259</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3260</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3261</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3262</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3263</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3264</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3265</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3266</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3267</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3268</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3269</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3270</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3271</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3272</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3273</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3274</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3275</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3276</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3277</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3278</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3279</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3280</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3281</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3282</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3283</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3284</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3285</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3286</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3287</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3288</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3289</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3290</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3291</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3292</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3293</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3294</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3295</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3296</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3297</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3298</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3299</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3300</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3301</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3302</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3303</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3304</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3305</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3306</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3307</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3308</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3309</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3310</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3311</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3312</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3313</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3314</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3315</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3316</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3317</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3318</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3319</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3320</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3321</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3322</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3323</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3324</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3325</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3326</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3327</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3328</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3329</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3330</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3331</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3332</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3333</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3334</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3335</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3336</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3337</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3338</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3339</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3340</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3341</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3342</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3343</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3344</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3345</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3346</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3347</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3348</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3349</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3350</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3351</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3352</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3353</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3354</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3355</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3356</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3357</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3358</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3359</th>\n <td>2</td>\n </tr>\n <tr>\n <th>3360</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3361</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3362</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3363</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3364</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3365</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3366</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3367</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3368</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3369</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3370</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3371</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3372</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3373</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3374</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3375</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3376</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3377</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3378</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3379</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3380</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3381</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3382</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3383</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3384</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3385</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3386</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3387</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3388</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3389</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3390</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3391</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3392</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3393</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3394</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3395</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3396</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3397</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3398</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3399</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3400</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3401</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3402</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3403</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3404</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3405</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3406</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3407</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3408</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3409</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3410</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3411</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3412</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3413</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3414</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3415</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3416</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3417</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3418</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3419</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3420</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3421</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3422</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3423</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3424</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3425</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3426</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3427</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3428</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3429</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3430</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3431</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3432</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3433</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3434</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3435</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3436</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3437</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3438</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3439</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3440</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3441</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3442</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3443</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3444</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3445</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3446</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3447</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3448</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3449</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3450</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3451</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3452</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3453</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3454</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3455</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3456</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3457</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3458</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3459</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3460</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3461</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3462</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3463</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3464</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3465</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3466</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3467</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3468</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3469</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3470</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3471</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3472</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3473</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3474</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3475</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3476</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3477</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3478</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3479</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3480</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3481</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3482</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3483</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3484</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3485</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3486</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3487</th>\n <td>2</td>\n </tr>\n <tr>\n <th>3488</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3489</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3490</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3491</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3492</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3493</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3494</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3495</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3496</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3497</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3498</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3499</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3500</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3501</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3502</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3503</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3504</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3505</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3506</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3507</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3508</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3509</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3510</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3511</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3512</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3513</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3514</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3515</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3516</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3517</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3518</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3519</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3520</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3521</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3522</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3523</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3524</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3525</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3526</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3527</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3528</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3529</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3530</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3531</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3532</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3533</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3534</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3535</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3536</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3537</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3538</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3539</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3540</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3541</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3542</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3543</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3544</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3545</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3546</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3547</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3548</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3549</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3550</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3551</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3552</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3553</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3554</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3555</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3556</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3557</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3558</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3559</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3560</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3561</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3562</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3563</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3564</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3565</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3566</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3567</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3568</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3569</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3570</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3571</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3572</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3573</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3574</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3575</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3576</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3577</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3578</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3579</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3580</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3581</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3582</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3583</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3584</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3585</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3586</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3587</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3588</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3589</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3590</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3591</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3592</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3593</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3594</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3595</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3596</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3597</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3598</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3599</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3600</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3601</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3602</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3603</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3604</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3605</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3606</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3607</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3608</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3609</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3610</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3611</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3612</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3613</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3614</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3615</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3616</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3617</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3618</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3619</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3620</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3621</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3622</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3623</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3624</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3625</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3626</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3627</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3628</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3629</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3630</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3631</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3632</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3633</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3634</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3635</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3636</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3637</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3638</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3639</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3640</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3641</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3642</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3643</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3644</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3645</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3646</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3647</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3648</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3649</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3650</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3651</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3652</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3653</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3654</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3655</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3656</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3657</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3658</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3659</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3660</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3661</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3662</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3663</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3664</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3665</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3666</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3667</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3668</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3669</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3670</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3671</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3672</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3673</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3674</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3675</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3676</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3677</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3678</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3679</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3680</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3681</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3682</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3683</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3684</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3685</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3686</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3687</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3688</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3689</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3690</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3691</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3692</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3693</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3694</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3695</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3696</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3697</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3698</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3699</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3700</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3701</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3702</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3703</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3704</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3705</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3706</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3707</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3708</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3709</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3710</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3711</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3712</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3713</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3714</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3715</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3716</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3717</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3718</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3719</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3720</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3721</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3722</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3723</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3724</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3725</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3726</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3727</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3728</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3729</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3730</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3731</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3732</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3733</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3734</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3735</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3736</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3737</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3738</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3739</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3740</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3741</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3742</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3743</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3744</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3745</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3746</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3747</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3748</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3749</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3750</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3751</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3752</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3753</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3754</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3755</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3756</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3757</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3758</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3759</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3760</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3761</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3762</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3763</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3764</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3765</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3766</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3767</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3768</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3769</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3770</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3771</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3772</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3773</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3774</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3775</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3776</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3777</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3778</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3779</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3780</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3781</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3782</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3783</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3784</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3785</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3786</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3787</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3788</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3789</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3790</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3791</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3792</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3793</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3794</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3795</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3796</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3797</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3798</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3799</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3800</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3801</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3802</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3803</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3804</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3805</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3806</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3807</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3808</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3809</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3810</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3811</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3812</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3813</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3814</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3815</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3816</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3817</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3818</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3819</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3820</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3821</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3822</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3823</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3824</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3825</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3826</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3827</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3828</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3829</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3830</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3831</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3832</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3833</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3834</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3835</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3836</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3837</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3838</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3839</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3840</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3841</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3842</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3843</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3844</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3845</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3846</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3847</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3848</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3849</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3850</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3851</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3852</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3853</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3854</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3855</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3856</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3857</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3858</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3859</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3860</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3861</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3862</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3863</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3864</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3865</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3866</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3867</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3868</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3869</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3870</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3871</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3872</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3873</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3874</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3875</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3876</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3877</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3878</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3879</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3880</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3881</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3882</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3883</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3884</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3885</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3886</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3887</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3888</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3889</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3890</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3891</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3892</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3893</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3894</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3895</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3896</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3897</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3898</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3899</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3900</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3901</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3902</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3903</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3904</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3905</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3906</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3907</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3908</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3909</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3910</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3911</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3912</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3913</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3914</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3915</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3916</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3917</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3918</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3919</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3920</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3921</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3922</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3923</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3924</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3925</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3926</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3927</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3928</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3929</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3930</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3931</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3932</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3933</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3934</th>\n <td>-1</td>\n </tr>\n <tr>\n <th>3935</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3936</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3937</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3938</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3939</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3940</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3941</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3942</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3943</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3944</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3945</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3946</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3947</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3948</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3949</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3950</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3951</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3952</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3953</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3954</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3955</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3956</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3957</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3958</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3959</th>\n <td>2</td>\n </tr>\n <tr>\n <th>3960</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3961</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3962</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3963</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3964</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3965</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3966</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3967</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3968</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3969</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3970</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3971</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3972</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3973</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3974</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3975</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3976</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3977</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3978</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3979</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3980</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3981</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3982</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3983</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3984</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3985</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3986</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3987</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3988</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3989</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3990</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3991</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3992</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3993</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3994</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3995</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3996</th>\n <td>1</td>\n </tr>\n <tr>\n <th>3997</th>\n <td>0</td>\n </tr>\n <tr>\n <th>3998</th>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " cluster\n0 0\n1 0\n2 0\n3 0\n4 1\n5 0\n6 0\n7 1\n8 -1\n9 1\n10 0\n11 1\n12 0\n13 0\n14 0\n15 1\n16 1\n17 1\n18 1\n19 1\n20 1\n21 -1\n22 0\n23 0\n24 0\n25 0\n26 0\n27 0\n28 1\n29 1\n30 0\n31 0\n32 0\n33 0\n34 0\n35 1\n36 1\n37 0\n38 1\n39 1\n40 0\n41 1\n42 1\n43 1\n44 0\n45 1\n46 0\n47 1\n48 1\n49 0\n50 -1\n51 0\n52 1\n53 1\n54 0\n55 0\n56 0\n57 1\n58 0\n59 1\n60 0\n61 0\n62 0\n63 0\n64 0\n65 -1\n66 0\n67 0\n68 1\n69 1\n70 -1\n71 0\n72 0\n73 0\n74 0\n75 0\n76 0\n77 0\n78 1\n79 1\n80 1\n81 0\n82 0\n83 0\n84 0\n85 1\n86 1\n87 -1\n88 0\n89 1\n90 1\n91 0\n92 1\n93 1\n94 -1\n95 0\n96 0\n97 0\n98 0\n99 1\n100 1\n101 1\n102 0\n103 1\n104 0\n105 1\n106 -1\n107 1\n108 1\n109 1\n110 0\n111 1\n112 -1\n113 1\n114 1\n115 0\n116 0\n117 -1\n118 1\n119 1\n120 0\n121 -1\n122 1\n123 1\n124 0\n125 1\n126 -1\n127 -1\n128 1\n129 1\n130 1\n131 1\n132 1\n133 1\n134 1\n135 -1\n136 0\n137 1\n138 1\n139 0\n140 0\n141 0\n142 0\n143 0\n144 0\n145 1\n146 0\n147 1\n148 0\n149 0\n150 1\n151 -1\n152 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},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2023-02-12T12:27:08.555253Z",
"start_time": "2023-02-12T12:27:07.366793Z"
},
"trusted": false
},
"id": "d686eb82",
"cell_type": "code",
"source": "df1 = pd.concat([df,cl],axis=1) \ndf1 ",
"execution_count": 98,
"outputs": [
{
"data": {
"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>ID#</th>\n <th>Balance</th>\n <th>Qual_miles</th>\n <th>cc1_miles</th>\n <th>cc2_miles</th>\n <th>cc3_miles</th>\n <th>Bonus_miles</th>\n <th>Bonus_trans</th>\n <th>Flight_miles_12mo</th>\n <th>Flight_trans_12</th>\n <th>Days_since_enroll</th>\n <th>Award?</th>\n <th>cluster</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>28143</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>174</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7000</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2</td>\n <td>19244</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>215</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6968</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3</td>\n <td>41354</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4123</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7034</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4</td>\n <td>14776</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6952</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5</td>\n <td>97752</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43300</td>\n <td>26</td>\n <td>2077</td>\n <td>4</td>\n <td>6935</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>5</th>\n <td>6</td>\n <td>16420</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6942</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>6</th>\n <td>7</td>\n <td>84914</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n 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<td>96522</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>61105</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>6924</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>12</th>\n <td>13</td>\n <td>43382</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>11150</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>6924</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>13</th>\n <td>14</td>\n <td>43097</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3258</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>6918</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>14</th>\n <td>15</td>\n <td>17648</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6912</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>15</th>\n <td>16</td>\n <td>28495</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>49442</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6912</td>\n <td>1</td>\n 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<td>250</td>\n <td>2</td>\n <td>6896</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>21</th>\n <td>22</td>\n <td>185681</td>\n <td>2024</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>13300</td>\n <td>16</td>\n <td>1800</td>\n <td>9</td>\n <td>6896</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>22</th>\n <td>23</td>\n <td>20584</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3450</td>\n <td>11</td>\n <td>3450</td>\n <td>11</td>\n <td>6884</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>23</th>\n <td>24</td>\n <td>66275</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2533</td>\n <td>11</td>\n <td>150</td>\n <td>1</td>\n <td>6884</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>24</th>\n <td>25</td>\n <td>205651</td>\n <td>500</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4025</td>\n <td>21</td>\n <td>700</td>\n <td>4</td>\n <td>7932</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>25</th>\n <td>26</td>\n <td>20726</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1375</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7924</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>26</th>\n <td>27</td>\n <td>18521</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1227</td>\n <td>2</td>\n <td>1227</td>\n <td>2</td>\n <td>7917</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>27</th>\n <td>28</td>\n <td>8828</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7914</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>28</th>\n <td>29</td>\n <td>59763</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>33772</td>\n <td>20</td>\n <td>100</td>\n <td>1</td>\n <td>7907</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>29</th>\n <td>30</td>\n <td>19221</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4655</td>\n <td>8</td>\n <td>500</td>\n <td>1</td>\n <td>7896</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>30</th>\n <td>31</td>\n <td>177926</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20797</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7886</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>31</th>\n <td>32</td>\n <td>10021</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7879</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>32</th>\n <td>33</td>\n <td>276571</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>42044</td>\n <td>23</td>\n <td>0</td>\n <td>0</td>\n <td>7872</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>33</th>\n <td>34</td>\n <td>18047</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7868</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>34</th>\n <td>35</td>\n <td>43832</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7865</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>35</th>\n <td>36</td>\n <td>123759</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>50572</td>\n <td>23</td>\n <td>2500</td>\n <td>5</td>\n <td>7865</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>36</th>\n <td>37</td>\n <td>23193</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>650</td>\n <td>4</td>\n <td>550</td>\n <td>3</td>\n <td>7861</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>37</th>\n <td>38</td>\n <td>68666</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>350</td>\n <td>2</td>\n <td>350</td>\n <td>2</td>\n <td>7861</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>38</th>\n <td>39</td>\n <td>59990</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>27878</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>7854</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>39</th>\n <td>40</td>\n <td>2176</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7847</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>40</th>\n <td>41</td>\n <td>34616</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1750</td>\n <td>4</td>\n <td>500</td>\n <td>1</td>\n <td>7850</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>41</th>\n <td>42</td>\n <td>10470</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>38094</td>\n <td>26</td>\n <td>0</td>\n <td>0</td>\n <td>7840</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>42</th>\n <td>43</td>\n <td>60313</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>10000</td>\n <td>26</td>\n <td>3250</td>\n <td>9</td>\n <td>7829</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>43</th>\n <td>44</td>\n <td>619393</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15008</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7819</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>44</th>\n <td>45</td>\n <td>121260</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18493</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>7808</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>45</th>\n <td>46</td>\n <td>288865</td>\n <td>967</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>23600</td>\n <td>14</td>\n <td>2000</td>\n <td>4</td>\n <td>6884</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>46</th>\n <td>47</td>\n <td>92336</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>11214</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>6884</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>47</th>\n <td>48</td>\n <td>36924</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5900</td>\n <td>6</td>\n <td>300</td>\n <td>2</td>\n <td>6879</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>48</th>\n <td>49</td>\n <td>70312</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>34678</td>\n <td>24</td>\n <td>500</td>\n <td>1</td>\n <td>6875</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>49</th>\n <td>50</td>\n <td>17051</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1150</td>\n <td>4</td>\n <td>1150</td>\n <td>4</td>\n <td>6868</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>50</th>\n <td>51</td>\n <td>108137</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6368</td>\n <td>5</td>\n <td>6368</td>\n <td>5</td>\n <td>6844</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>51</th>\n <td>52</td>\n <td>1300</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>370</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6868</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>52</th>\n <td>53</td>\n <td>118531</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>44577</td>\n <td>38</td>\n <td>0</td>\n <td>0</td>\n <td>6868</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>53</th>\n <td>54</td>\n <td>121395</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4970</td>\n <td>8</td>\n <td>650</td>\n <td>2</td>\n <td>6889</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>54</th>\n <td>55</td>\n <td>38348</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6861</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>55</th>\n <td>56</td>\n <td>14448</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1625</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>6856</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>56</th>\n <td>57</td>\n <td>75971</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>34339</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6869</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>57</th>\n <td>58</td>\n <td>36298</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3100</td>\n <td>5</td>\n <td>600</td>\n <td>3</td>\n <td>6865</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>58</th>\n <td>59</td>\n <td>38077</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>34024</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>6837</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>59</th>\n <td>60</td>\n <td>95118</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23188</td>\n <td>23</td>\n <td>2200</td>\n <td>7</td>\n <td>6865</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>60</th>\n <td>61</td>\n <td>134457</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15588</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6861</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>61</th>\n <td>62</td>\n <td>19918</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>17601</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>6863</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>62</th>\n <td>63</td>\n <td>10120</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6864</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>63</th>\n <td>64</td>\n <td>362642</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>28079</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>6835</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>64</th>\n <td>65</td>\n <td>80250</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>895</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6833</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>65</th>\n <td>66</td>\n <td>53914</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>33767</td>\n <td>45</td>\n <td>5550</td>\n <td>29</td>\n <td>6826</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>66</th>\n <td>67</td>\n <td>9375</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1750</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>6826</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>67</th>\n <td>68</td>\n <td>83237</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>35287</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>6837</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>68</th>\n <td>69</td>\n <td>230715</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24047</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6826</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>69</th>\n <td>71</td>\n <td>47457</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>12621</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>7766</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>70</th>\n <td>72</td>\n <td>84409</td>\n <td>5031</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>15436</td>\n <td>16</td>\n <td>1150</td>\n <td>4</td>\n <td>7766</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>71</th>\n <td>73</td>\n <td>252386</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>39787</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7787</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>72</th>\n <td>74</td>\n <td>550367</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>12500</td>\n <td>13</td>\n <td>50</td>\n <td>1</td>\n <td>7801</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>73</th>\n <td>75</td>\n <td>12646</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>631</td>\n <td>4</td>\n <td>631</td>\n <td>4</td>\n <td>7787</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>74</th>\n <td>76</td>\n <td>123867</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>25308</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>7759</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>75</th>\n <td>78</td>\n <td>129871</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15776</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>7752</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>76</th>\n <td>79</td>\n <td>109380</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7537</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>7749</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>77</th>\n <td>80</td>\n <td>111157</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>32883</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>7771</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>78</th>\n <td>81</td>\n <td>49238</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>38037</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>7801</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>79</th>\n <td>82</td>\n <td>38896</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>76988</td>\n <td>16</td>\n <td>556</td>\n <td>1</td>\n <td>7771</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>80</th>\n <td>83</td>\n <td>4340</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>32685</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>7733</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>81</th>\n <td>84</td>\n <td>88443</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1200</td>\n <td>3</td>\n <td>1200</td>\n <td>3</td>\n <td>6837</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>82</th>\n <td>85</td>\n <td>8454</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>498</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>6821</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>83</th>\n <td>86</td>\n <td>61990</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1625</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>6833</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>84</th>\n <td>87</td>\n <td>24093</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1750</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>6819</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>85</th>\n <td>88</td>\n <td>35418</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>58557</td>\n <td>18</td>\n <td>900</td>\n <td>3</td>\n <td>6813</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>86</th>\n <td>89</td>\n <td>40284</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7719</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>6827</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>87</th>\n <td>90</td>\n <td>609477</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21422</td>\n <td>22</td>\n <td>1200</td>\n <td>8</td>\n <td>6820</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>88</th>\n <td>91</td>\n <td>62553</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7672</td>\n <td>16</td>\n <td>700</td>\n <td>1</td>\n <td>6819</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>89</th>\n <td>92</td>\n <td>48433</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3500</td>\n <td>4</td>\n <td>500</td>\n <td>1</td>\n <td>6807</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>90</th>\n <td>93</td>\n <td>20508</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>22250</td>\n <td>8</td>\n <td>1250</td>\n <td>5</td>\n <td>6794</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>91</th>\n <td>94</td>\n <td>2000</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2000</td>\n <td>4</td>\n <td>2000</td>\n <td>4</td>\n <td>6809</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>92</th>\n <td>95</td>\n <td>78629</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>36679</td>\n <td>25</td>\n <td>0</td>\n <td>0</td>\n <td>6817</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>93</th>\n <td>96</td>\n <td>143566</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5000</td>\n <td>5</td>\n <td>1500</td>\n <td>3</td>\n <td>6785</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>94</th>\n <td>97</td>\n <td>185549</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>110859</td>\n <td>39</td>\n <td>2950</td>\n <td>16</td>\n <td>6778</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>95</th>\n <td>98</td>\n <td>16796</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2875</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6773</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>96</th>\n <td>99</td>\n <td>57346</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5560</td>\n <td>23</td>\n <td>0</td>\n <td>0</td>\n <td>6766</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>97</th>\n <td>100</td>\n <td>102062</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>44247</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6758</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>98</th>\n <td>101</td>\n <td>22324</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1375</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6753</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>99</th>\n <td>102</td>\n <td>64824</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20184</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6770</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>100</th>\n <td>103</td>\n <td>25076</td>\n <td>1182</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>57203</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6750</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>101</th>\n <td>104</td>\n <td>8053</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6750</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>102</th>\n <td>105</td>\n <td>35119</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6749</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>103</th>\n <td>106</td>\n <td>28667</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3861</td>\n <td>7</td>\n <td>2050</td>\n <td>5</td>\n <td>6749</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>104</th>\n <td>107</td>\n <td>34327</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6745</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>105</th>\n <td>108</td>\n <td>3734</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>61096</td>\n <td>18</td>\n <td>150</td>\n <td>2</td>\n <td>6760</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>106</th>\n <td>109</td>\n <td>96627</td>\n <td>1182</td>\n <td>1</td>\n <td>1</td>\n <td>3</td>\n <td>49059</td>\n <td>26</td>\n <td>2300</td>\n <td>9</td>\n <td>6738</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>107</th>\n <td>110</td>\n <td>43498</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6759</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>108</th>\n <td>111</td>\n <td>84674</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>46335</td>\n <td>14</td>\n <td>50</td>\n <td>1</td>\n <td>6738</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>109</th>\n <td>112</td>\n <td>15098</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>32917</td>\n <td>26</td>\n <td>550</td>\n <td>3</td>\n <td>6737</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>110</th>\n <td>113</td>\n <td>181019</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18415</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7714</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>111</th>\n <td>114</td>\n <td>298911</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8550</td>\n <td>11</td>\n <td>2550</td>\n <td>8</td>\n <td>7714</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>112</th>\n <td>115</td>\n <td>124198</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>66330</td>\n <td>23</td>\n <td>4833</td>\n <td>10</td>\n <td>7710</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>113</th>\n <td>116</td>\n <td>56906</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2015</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7707</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>114</th>\n <td>117</td>\n <td>295638</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5422</td>\n <td>20</td>\n <td>818</td>\n <td>2</td>\n <td>7700</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>115</th>\n <td>118</td>\n <td>67018</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23260</td>\n <td>25</td>\n <td>0</td>\n <td>0</td>\n <td>7698</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>116</th>\n <td>119</td>\n <td>143967</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7346</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>7689</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>117</th>\n <td>120</td>\n <td>969559</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2500</td>\n <td>3</td>\n <td>1000</td>\n <td>2</td>\n <td>7718</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>118</th>\n <td>121</td>\n <td>122705</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24222</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7682</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>119</th>\n <td>122</td>\n <td>16583</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2625</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>7682</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>120</th>\n <td>123</td>\n <td>77540</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7683</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>121</th>\n <td>124</td>\n <td>205126</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>126630</td>\n <td>45</td>\n <td>2250</td>\n <td>10</td>\n <td>7668</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>122</th>\n <td>125</td>\n <td>81974</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37266</td>\n <td>18</td>\n <td>1050</td>\n <td>3</td>\n <td>7661</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>123</th>\n <td>126</td>\n <td>47258</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24768</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>7659</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>124</th>\n <td>127</td>\n <td>77699</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>42775</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7654</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>125</th>\n <td>128</td>\n <td>133954</td>\n <td>500</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37670</td>\n <td>18</td>\n <td>1500</td>\n <td>3</td>\n <td>7654</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>126</th>\n <td>129</td>\n <td>602064</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>194753</td>\n <td>26</td>\n <td>2250</td>\n <td>10</td>\n <td>7652</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>127</th>\n <td>130</td>\n <td>213150</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>56308</td>\n <td>41</td>\n <td>5200</td>\n <td>14</td>\n <td>7645</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>128</th>\n <td>131</td>\n <td>48333</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>10123</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6737</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>129</th>\n <td>132</td>\n <td>142175</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37461</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>6732</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>130</th>\n <td>133</td>\n <td>17469</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6730</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>131</th>\n <td>134</td>\n <td>19823</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1095</td>\n <td>3</td>\n <td>335</td>\n <td>1</td>\n <td>6730</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>132</th>\n <td>135</td>\n <td>145074</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8000</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6746</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>133</th>\n <td>136</td>\n <td>101101</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>10850</td>\n <td>11</td>\n <td>1850</td>\n <td>6</td>\n <td>6725</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>134</th>\n <td>137</td>\n <td>125948</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15155</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6761</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>135</th>\n <td>138</td>\n <td>259484</td>\n <td>1776</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>19172</td>\n <td>26</td>\n <td>7172</td>\n <td>23</td>\n <td>6723</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>136</th>\n <td>139</td>\n <td>129298</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>29099</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6722</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>137</th>\n <td>140</td>\n <td>103302</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>53552</td>\n <td>22</td>\n <td>700</td>\n <td>3</td>\n <td>6718</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>138</th>\n <td>141</td>\n <td>160447</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8578</td>\n <td>25</td>\n <td>0</td>\n <td>0</td>\n <td>6716</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>139</th>\n <td>142</td>\n <td>15472</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3500</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6715</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>140</th>\n <td>143</td>\n <td>39628</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6711</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>141</th>\n <td>144</td>\n <td>6112</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6709</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>142</th>\n <td>145</td>\n <td>31769</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>450</td>\n <td>2</td>\n <td>450</td>\n <td>2</td>\n <td>6707</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>143</th>\n <td>146</td>\n <td>126787</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>35021</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6701</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>144</th>\n <td>147</td>\n <td>41547</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16857</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6697</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>145</th>\n <td>148</td>\n <td>100640</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7600</td>\n <td>8</td>\n <td>1600</td>\n <td>5</td>\n <td>6708</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>146</th>\n <td>149</td>\n <td>18707</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6693</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>147</th>\n <td>150</td>\n <td>50593</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>58208</td>\n <td>17</td>\n <td>1500</td>\n <td>2</td>\n <td>6689</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>148</th>\n <td>151</td>\n <td>84631</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20415</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6736</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>149</th>\n <td>152</td>\n <td>24868</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>205</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>6689</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>150</th>\n <td>153</td>\n <td>77097</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>42403</td>\n <td>22</td>\n <td>1718</td>\n <td>4</td>\n <td>6683</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>151</th>\n <td>154</td>\n <td>930410</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>211284</td>\n <td>18</td>\n <td>2250</td>\n <td>6</td>\n <td>7640</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>152</th>\n <td>155</td>\n <td>298121</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>60808</td>\n <td>20</td>\n <td>500</td>\n <td>1</td>\n <td>7640</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>153</th>\n <td>156</td>\n <td>87474</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4581</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7634</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>154</th>\n <td>157</td>\n <td>48707</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37655</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7631</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>155</th>\n <td>158</td>\n <td>220081</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>52574</td>\n <td>21</td>\n <td>500</td>\n <td>1</td>\n <td>7626</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>156</th>\n <td>159</td>\n <td>212976</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19926</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>7624</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>157</th>\n <td>160</td>\n <td>44182</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>12313</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>7619</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>158</th>\n <td>161</td>\n <td>228829</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>59852</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>7612</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>159</th>\n <td>162</td>\n <td>46823</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5860</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>7613</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>160</th>\n <td>163</td>\n <td>69110</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18500</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>7598</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>161</th>\n <td>164</td>\n <td>120700</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>55323</td>\n <td>17</td>\n <td>1500</td>\n <td>1</td>\n <td>7598</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>162</th>\n <td>165</td>\n <td>152945</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>18604</td>\n <td>6</td>\n <td>3604</td>\n <td>2</td>\n <td>7598</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>163</th>\n <td>166</td>\n <td>10302</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>30298</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>7591</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>164</th>\n <td>167</td>\n <td>80331</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15489</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>7634</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>165</th>\n <td>168</td>\n <td>69882</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>180</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>7582</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>166</th>\n <td>169</td>\n <td>95658</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5269</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>7584</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>167</th>\n <td>170</td>\n <td>402874</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>74800</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7582</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>168</th>\n <td>171</td>\n <td>370941</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>44615</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>7577</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>169</th>\n <td>172</td>\n <td>21694</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>45230</td>\n <td>20</td>\n <td>700</td>\n <td>2</td>\n <td>7575</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>170</th>\n <td>173</td>\n <td>71767</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>67335</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7570</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>171</th>\n <td>174</td>\n <td>35820</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7575</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>172</th>\n <td>175</td>\n <td>352508</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23740</td>\n <td>6</td>\n <td>1000</td>\n <td>2</td>\n <td>7563</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>173</th>\n <td>176</td>\n <td>149285</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>15656</td>\n <td>13</td>\n <td>3250</td>\n <td>6</td>\n <td>7561</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>174</th>\n <td>177</td>\n <td>120941</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>42301</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>7588</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>175</th>\n <td>178</td>\n <td>451673</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43533</td>\n <td>19</td>\n <td>900</td>\n <td>4</td>\n <td>7575</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>176</th>\n <td>179</td>\n <td>106961</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7357</td>\n <td>19</td>\n <td>200</td>\n <td>2</td>\n <td>7572</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>177</th>\n <td>180</td>\n <td>28086</td>\n <td>1745</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7368</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>7549</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>178</th>\n <td>181</td>\n <td>60230</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7544</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>179</th>\n <td>182</td>\n <td>6663</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1125</td>\n <td>7</td>\n <td>750</td>\n <td>4</td>\n <td>7575</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>180</th>\n <td>183</td>\n <td>48145</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>10735</td>\n <td>27</td>\n <td>0</td>\n <td>0</td>\n <td>7540</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>181</th>\n <td>184</td>\n <td>127807</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17086</td>\n <td>16</td>\n <td>1500</td>\n <td>3</td>\n <td>7537</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>182</th>\n <td>186</td>\n <td>32948</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>50</td>\n <td>1</td>\n <td>50</td>\n <td>1</td>\n <td>7569</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>183</th>\n <td>187</td>\n <td>8933</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8860</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7533</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>184</th>\n <td>188</td>\n <td>49885</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23640</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>7533</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>185</th>\n <td>189</td>\n <td>89999</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11694</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7530</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>186</th>\n <td>190</td>\n <td>707079</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>57173</td>\n <td>40</td>\n <td>3450</td>\n <td>12</td>\n <td>7523</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>187</th>\n <td>191</td>\n <td>211595</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3250</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>7521</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>188</th>\n <td>192</td>\n <td>410795</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>73679</td>\n <td>31</td>\n <td>0</td>\n <td>0</td>\n <td>7514</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>189</th>\n <td>193</td>\n <td>72173</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2954</td>\n <td>13</td>\n <td>232</td>\n <td>1</td>\n <td>7509</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>190</th>\n <td>194</td>\n <td>123516</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>240544</td>\n <td>31</td>\n <td>500</td>\n <td>2</td>\n <td>7507</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>191</th>\n <td>195</td>\n <td>143080</td>\n <td>733</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>44373</td>\n <td>38</td>\n <td>3928</td>\n <td>17</td>\n <td>7575</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>192</th>\n <td>196</td>\n <td>386061</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>107813</td>\n <td>24</td>\n <td>0</td>\n <td>0</td>\n <td>7500</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>193</th>\n <td>197</td>\n <td>52738</td>\n <td>2398</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7498</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>194</th>\n <td>198</td>\n <td>24523</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7493</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>195</th>\n <td>199</td>\n <td>134601</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7493</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>196</th>\n <td>200</td>\n <td>32742</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>61857</td>\n <td>26</td>\n <td>0</td>\n <td>0</td>\n <td>7488</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>197</th>\n <td>201</td>\n <td>108341</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19670</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>7488</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>198</th>\n <td>202</td>\n <td>8669</td>\n <td>0</td>\n <td>1</td>\n <td>3</td>\n <td>1</td>\n <td>11397</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>7486</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>199</th>\n <td>203</td>\n <td>118940</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>36001</td>\n <td>17</td>\n <td>150</td>\n <td>1</td>\n <td>7484</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>200</th>\n <td>204</td>\n <td>41385</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>26948</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7481</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>201</th>\n <td>205</td>\n <td>28621</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>13878</td>\n <td>20</td>\n <td>1400</td>\n <td>10</td>\n <td>7479</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>202</th>\n <td>206</td>\n <td>16230</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>486</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>7477</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>203</th>\n <td>207</td>\n <td>152881</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>79687</td>\n <td>18</td>\n <td>500</td>\n <td>1</td>\n <td>7474</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>204</th>\n <td>208</td>\n <td>37348</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7472</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>205</th>\n <td>209</td>\n <td>51468</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2278</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>7460</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>206</th>\n <td>210</td>\n <td>95989</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>92159</td>\n <td>30</td>\n <td>1329</td>\n <td>4</td>\n <td>7518</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>207</th>\n <td>211</td>\n <td>23184</td>\n <td>1250</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3694</td>\n <td>12</td>\n <td>1150</td>\n <td>3</td>\n <td>7467</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>208</th>\n <td>212</td>\n <td>27381</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18009</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>7524</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>209</th>\n <td>213</td>\n <td>6854</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7467</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>210</th>\n <td>214</td>\n <td>201346</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>99612</td>\n <td>34</td>\n <td>600</td>\n <td>4</td>\n <td>7463</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>211</th>\n <td>215</td>\n <td>31588</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2947</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>7463</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>212</th>\n <td>216</td>\n <td>204582</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4671</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7498</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>213</th>\n <td>217</td>\n <td>8298</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20087</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7498</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>214</th>\n <td>218</td>\n <td>10097</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2700</td>\n <td>1</td>\n <td>2700</td>\n <td>1</td>\n <td>7498</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>215</th>\n <td>219</td>\n <td>114356</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>27308</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7456</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>216</th>\n <td>220</td>\n <td>1344</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1134</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>7498</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>217</th>\n <td>221</td>\n <td>59797</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7069</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7444</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>218</th>\n <td>222</td>\n <td>189053</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24156</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>7439</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>219</th>\n <td>223</td>\n <td>143481</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>45891</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7437</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>220</th>\n <td>224</td>\n <td>1302051</td>\n <td>2706</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>90653</td>\n <td>32</td>\n <td>3050</td>\n <td>7</td>\n <td>7467</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>221</th>\n <td>225</td>\n <td>229744</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>68754</td>\n <td>35</td>\n <td>550</td>\n <td>2</td>\n <td>7467</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>222</th>\n <td>226</td>\n <td>75039</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2750</td>\n <td>10</td>\n <td>250</td>\n <td>1</td>\n <td>7435</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>223</th>\n <td>227</td>\n <td>20203</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>750</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>7467</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>224</th>\n <td>228</td>\n <td>193976</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>10849</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7416</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>225</th>\n <td>229</td>\n <td>98224</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>5570</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>7467</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>226</th>\n <td>230</td>\n <td>117329</td>\n <td>0</td>\n <td>1</td>\n <td>2</td>\n <td>1</td>\n <td>6448</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>7416</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>227</th>\n <td>231</td>\n <td>119239</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>36362</td>\n <td>15</td>\n <td>250</td>\n <td>1</td>\n <td>7467</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>228</th>\n <td>232</td>\n <td>53715</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7164</td>\n <td>15</td>\n <td>300</td>\n <td>2</td>\n <td>7416</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>229</th>\n <td>233</td>\n <td>153747</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>58689</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7409</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>230</th>\n <td>234</td>\n <td>133309</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23987</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7415</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>231</th>\n <td>235</td>\n <td>81380</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>56524</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>7404</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>232</th>\n <td>236</td>\n <td>22074</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6039</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7404</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>233</th>\n <td>237</td>\n <td>24051</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8764</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7395</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>234</th>\n <td>238</td>\n <td>11449</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>9057</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7397</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>235</th>\n <td>239</td>\n <td>182317</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>19489</td>\n <td>17</td>\n <td>273</td>\n <td>1</td>\n <td>7397</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>236</th>\n <td>240</td>\n <td>46184</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3125</td>\n <td>12</td>\n <td>500</td>\n <td>1</td>\n <td>7388</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>237</th>\n <td>241</td>\n <td>285116</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8471</td>\n <td>18</td>\n <td>500</td>\n <td>1</td>\n <td>7406</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>238</th>\n <td>242</td>\n <td>30962</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>97683</td>\n <td>37</td>\n <td>6400</td>\n <td>18</td>\n <td>7360</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>239</th>\n <td>243</td>\n <td>15525</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3853</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>7406</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>240</th>\n <td>244</td>\n <td>163530</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>88987</td>\n <td>25</td>\n <td>0</td>\n <td>0</td>\n <td>7406</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>241</th>\n <td>245</td>\n <td>2075</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>5002</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7374</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>242</th>\n <td>246</td>\n <td>227881</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41186</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7369</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>243</th>\n <td>247</td>\n <td>118934</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>66222</td>\n <td>37</td>\n <td>2250</td>\n <td>17</td>\n <td>7354</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>244</th>\n <td>248</td>\n <td>468175</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>141615</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>7348</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>245</th>\n <td>249</td>\n <td>12526</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>56076</td>\n <td>19</td>\n <td>3850</td>\n <td>11</td>\n <td>7375</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>246</th>\n <td>250</td>\n <td>176090</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5300</td>\n <td>9</td>\n <td>2200</td>\n <td>6</td>\n <td>7344</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>247</th>\n <td>251</td>\n <td>15221</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4425</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>7361</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>248</th>\n <td>252</td>\n <td>92875</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>60990</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7344</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>249</th>\n <td>253</td>\n <td>88702</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>9620</td>\n <td>13</td>\n <td>50</td>\n <td>1</td>\n <td>7406</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>250</th>\n <td>254</td>\n <td>62882</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1925</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>7375</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>251</th>\n <td>255</td>\n <td>30015</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5875</td>\n <td>32</td>\n <td>0</td>\n <td>0</td>\n <td>7341</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>252</th>\n <td>256</td>\n <td>87293</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21584</td>\n <td>17</td>\n <td>1050</td>\n <td>2</td>\n <td>7406</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>253</th>\n <td>257</td>\n <td>45225</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14711</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7339</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>254</th>\n <td>258</td>\n <td>96098</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>12500</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7339</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>255</th>\n <td>259</td>\n <td>236274</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>61515</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>7375</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>256</th>\n <td>260</td>\n <td>423540</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8534</td>\n <td>14</td>\n <td>2100</td>\n <td>9</td>\n <td>7375</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>257</th>\n <td>261</td>\n <td>25279</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>14938</td>\n <td>26</td>\n <td>0</td>\n <td>0</td>\n <td>7327</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>258</th>\n <td>262</td>\n <td>198137</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6303</td>\n <td>6</td>\n <td>500</td>\n <td>1</td>\n <td>7323</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>259</th>\n <td>263</td>\n <td>402312</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>77122</td>\n <td>18</td>\n <td>250</td>\n <td>3</td>\n <td>7375</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>260</th>\n <td>264</td>\n <td>149733</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>605</td>\n <td>3</td>\n <td>500</td>\n <td>1</td>\n <td>7323</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>261</th>\n <td>265</td>\n <td>70730</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1319</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>7316</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>262</th>\n <td>266</td>\n <td>164613</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>11095</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7375</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>263</th>\n <td>267</td>\n <td>47557</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>10267</td>\n <td>18</td>\n <td>200</td>\n <td>3</td>\n <td>7345</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>264</th>\n <td>268</td>\n <td>35065</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5400</td>\n <td>5</td>\n <td>1400</td>\n <td>3</td>\n <td>7311</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>265</th>\n <td>269</td>\n <td>105769</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23097</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>7345</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>266</th>\n <td>270</td>\n <td>35900</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7304</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>267</th>\n <td>271</td>\n <td>43088</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7345</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>268</th>\n <td>272</td>\n <td>58703</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>46473</td>\n <td>34</td>\n <td>950</td>\n <td>4</td>\n <td>7296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>269</th>\n <td>273</td>\n <td>70354</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>120907</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>7290</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>270</th>\n <td>274</td>\n <td>145726</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19019</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7292</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>271</th>\n <td>275</td>\n <td>121639</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>67286</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>7288</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>272</th>\n <td>276</td>\n <td>70676</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>74993</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7288</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>273</th>\n <td>277</td>\n <td>18263</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2100</td>\n <td>4</td>\n <td>1000</td>\n <td>2</td>\n <td>7285</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>274</th>\n <td>278</td>\n <td>51250</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7283</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>275</th>\n <td>279</td>\n <td>1704838</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>17108</td>\n <td>32</td>\n <td>4823</td>\n <td>23</td>\n <td>7283</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>276</th>\n <td>280</td>\n <td>12895</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7277</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>277</th>\n <td>281</td>\n <td>120073</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>12423</td>\n <td>29</td>\n <td>0</td>\n <td>0</td>\n <td>7276</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>278</th>\n <td>282</td>\n <td>2003</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>980</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>7274</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>279</th>\n <td>283</td>\n <td>22652</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>57642</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7271</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>280</th>\n <td>284</td>\n <td>168515</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4600</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>7269</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>281</th>\n <td>285</td>\n <td>44873</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>38740</td>\n <td>18</td>\n <td>850</td>\n <td>2</td>\n <td>7267</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>282</th>\n <td>286</td>\n <td>190542</td>\n <td>1745</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8487</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>7267</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>283</th>\n <td>287</td>\n <td>156230</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5300</td>\n <td>8</td>\n <td>1300</td>\n <td>5</td>\n <td>7260</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>284</th>\n <td>288</td>\n <td>79211</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>36776</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7260</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>285</th>\n <td>289</td>\n <td>98006</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>46349</td>\n <td>20</td>\n <td>2309</td>\n <td>3</td>\n <td>7332</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>286</th>\n <td>290</td>\n <td>33982</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>68320</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>7255</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>287</th>\n <td>291</td>\n <td>62998</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>11326</td>\n <td>24</td>\n <td>0</td>\n <td>0</td>\n <td>7253</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>288</th>\n <td>292</td>\n <td>137908</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>57713</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>7250</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>289</th>\n <td>293</td>\n <td>45586</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37459</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7246</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>290</th>\n <td>294</td>\n <td>568174</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>67121</td>\n <td>16</td>\n <td>1000</td>\n <td>2</td>\n <td>7243</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>291</th>\n <td>295</td>\n <td>145993</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>95082</td>\n <td>17</td>\n <td>500</td>\n <td>1</td>\n <td>7229</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>292</th>\n <td>296</td>\n <td>294881</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>84800</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>7279</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>293</th>\n <td>297</td>\n <td>12195</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3875</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>7229</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>294</th>\n <td>298</td>\n <td>16622</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7229</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>295</th>\n <td>299</td>\n <td>141813</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>39743</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7254</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>296</th>\n <td>300</td>\n <td>58139</td>\n <td>500</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>38408</td>\n <td>16</td>\n <td>150</td>\n <td>1</td>\n <td>7227</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>297</th>\n <td>301</td>\n <td>238868</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20521</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>7220</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>298</th>\n <td>302</td>\n <td>149286</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>42141</td>\n <td>30</td>\n <td>2400</td>\n <td>13</td>\n <td>7222</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>299</th>\n <td>303</td>\n <td>35945</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7220</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>300</th>\n <td>304</td>\n <td>28218</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>750</td>\n <td>4</td>\n <td>750</td>\n <td>4</td>\n <td>7232</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>301</th>\n <td>305</td>\n <td>7061</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7100</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>7218</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>302</th>\n <td>306</td>\n <td>217846</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>49198</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>7215</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>303</th>\n <td>307</td>\n <td>364387</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28200</td>\n <td>27</td>\n <td>0</td>\n <td>0</td>\n <td>7213</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>304</th>\n <td>308</td>\n <td>125465</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14750</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>7206</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>305</th>\n <td>309</td>\n <td>94222</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>52081</td>\n <td>24</td>\n <td>0</td>\n <td>0</td>\n <td>7201</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>306</th>\n <td>310</td>\n <td>123370</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7478</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>7197</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>307</th>\n <td>311</td>\n <td>383030</td>\n <td>2998</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8001</td>\n <td>25</td>\n <td>3226</td>\n <td>15</td>\n <td>7326</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>308</th>\n <td>312</td>\n <td>112969</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7572</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>7192</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>309</th>\n <td>313</td>\n <td>46430</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2100</td>\n <td>4</td>\n <td>500</td>\n <td>1</td>\n <td>7194</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>310</th>\n <td>314</td>\n <td>179433</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>30476</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7187</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>311</th>\n <td>315</td>\n <td>20746</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37534</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>7185</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>312</th>\n <td>316</td>\n <td>61455</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28765</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>7183</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>313</th>\n <td>317</td>\n <td>714717</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>119162</td>\n <td>20</td>\n <td>1750</td>\n <td>4</td>\n <td>7183</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>314</th>\n <td>318</td>\n <td>179559</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17819</td>\n <td>12</td>\n <td>1000</td>\n <td>2</td>\n <td>7173</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>315</th>\n <td>319</td>\n <td>119977</td>\n <td>2556</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>9275</td>\n <td>16</td>\n <td>1400</td>\n <td>4</td>\n <td>7226</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>316</th>\n <td>320</td>\n <td>16928</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7173</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>317</th>\n <td>321</td>\n <td>65316</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3917</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>7254</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>318</th>\n <td>322</td>\n <td>766419</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>11398</td>\n <td>3</td>\n <td>398</td>\n <td>1</td>\n <td>7162</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>319</th>\n <td>323</td>\n <td>52060</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6500</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>7162</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>320</th>\n <td>324</td>\n <td>84700</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>13544</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>7162</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>321</th>\n <td>325</td>\n <td>205523</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>32404</td>\n <td>20</td>\n <td>1000</td>\n <td>2</td>\n <td>7159</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>322</th>\n <td>326</td>\n <td>20457</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>51399</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>7193</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>323</th>\n <td>327</td>\n <td>278727</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>21666</td>\n <td>19</td>\n <td>9166</td>\n <td>16</td>\n <td>7155</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>324</th>\n <td>328</td>\n <td>50325</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11930</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7155</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>325</th>\n <td>329</td>\n <td>455228</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>258</td>\n <td>2</td>\n <td>258</td>\n <td>2</td>\n <td>7141</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>326</th>\n <td>330</td>\n <td>73849</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>11793</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>7250</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>327</th>\n <td>331</td>\n <td>388455</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>114329</td>\n <td>26</td>\n <td>6078</td>\n <td>8</td>\n <td>7164</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>328</th>\n <td>332</td>\n <td>138999</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>63738</td>\n <td>29</td>\n <td>600</td>\n <td>4</td>\n <td>7153</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>329</th>\n <td>333</td>\n <td>65573</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3875</td>\n <td>23</td>\n <td>0</td>\n <td>0</td>\n <td>7130</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>330</th>\n <td>334</td>\n <td>172288</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>66879</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>7130</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>331</th>\n <td>335</td>\n <td>47958</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7130</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>332</th>\n <td>337</td>\n <td>133002</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15672</td>\n <td>21</td>\n <td>150</td>\n <td>1</td>\n <td>7117</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>333</th>\n <td>338</td>\n <td>42363</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7120</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>334</th>\n <td>339</td>\n <td>133370</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>44299</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>7101</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>335</th>\n <td>340</td>\n <td>278457</td>\n <td>6727</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>57313</td>\n <td>27</td>\n <td>1000</td>\n <td>2</td>\n <td>7101</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>336</th>\n <td>341</td>\n <td>105166</td>\n <td>1374</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37663</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>7120</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>337</th>\n <td>342</td>\n <td>34956</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7172</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>338</th>\n <td>343</td>\n <td>46963</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1500</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>7117</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>339</th>\n <td>344</td>\n <td>55788</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24831</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>7314</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>340</th>\n <td>345</td>\n <td>174910</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>63960</td>\n <td>20</td>\n <td>200</td>\n <td>1</td>\n <td>7110</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>341</th>\n <td>346</td>\n <td>13812</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>15149</td>\n <td>39</td>\n <td>0</td>\n <td>0</td>\n <td>7110</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>342</th>\n <td>347</td>\n <td>38718</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7314</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>343</th>\n <td>348</td>\n <td>112501</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>2</td>\n <td>19140</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>7101</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>344</th>\n <td>349</td>\n <td>54005</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1500</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>7099</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>345</th>\n <td>350</td>\n <td>66863</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>36532</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>7099</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>346</th>\n <td>351</td>\n <td>93045</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17636</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7092</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>347</th>\n <td>352</td>\n <td>197328</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>60447</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>7092</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>348</th>\n <td>353</td>\n <td>151301</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37772</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7092</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>349</th>\n <td>354</td>\n <td>87938</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>11268</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>7085</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>350</th>\n <td>355</td>\n <td>15283</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1250</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>7132</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>351</th>\n <td>356</td>\n <td>105423</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20802</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7078</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>352</th>\n <td>357</td>\n <td>312512</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>7078</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>353</th>\n <td>358</td>\n <td>13680</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7073</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>354</th>\n <td>359</td>\n <td>41279</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14462</td>\n <td>20</td>\n <td>1650</td>\n <td>6</td>\n <td>7064</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>355</th>\n <td>360</td>\n <td>25313</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7491</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7064</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>356</th>\n <td>361</td>\n <td>148691</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3000</td>\n <td>3</td>\n <td>1000</td>\n <td>2</td>\n <td>7064</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>357</th>\n <td>362</td>\n <td>224081</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>40108</td>\n <td>15</td>\n <td>150</td>\n <td>2</td>\n <td>7059</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>358</th>\n <td>363</td>\n <td>51088</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7057</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>359</th>\n <td>364</td>\n <td>95305</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3189</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7054</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>360</th>\n <td>365</td>\n <td>22080</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>12200</td>\n <td>47</td>\n <td>1950</td>\n <td>9</td>\n <td>7050</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>361</th>\n <td>366</td>\n <td>11660</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>140</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7050</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>362</th>\n <td>367</td>\n <td>222227</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>38127</td>\n <td>14</td>\n <td>500</td>\n <td>1</td>\n <td>7047</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>363</th>\n <td>368</td>\n <td>16200</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>160</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7043</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>364</th>\n <td>369</td>\n <td>38227</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8612</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>7036</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>365</th>\n <td>370</td>\n <td>80214</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>7029</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>366</th>\n <td>371</td>\n <td>53985</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>7029</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>367</th>\n <td>372</td>\n <td>14414</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7024</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>368</th>\n <td>373</td>\n <td>44457</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>225</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>7026</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>369</th>\n <td>374</td>\n <td>161813</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>126941</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>7026</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>370</th>\n <td>375</td>\n <td>138020</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6568</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>7024</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>371</th>\n <td>376</td>\n <td>107707</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19407</td>\n <td>25</td>\n <td>2211</td>\n <td>12</td>\n <td>7024</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>372</th>\n <td>377</td>\n <td>95656</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>62666</td>\n <td>27</td>\n <td>0</td>\n <td>0</td>\n <td>7019</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>373</th>\n <td>378</td>\n <td>149678</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7022</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>374</th>\n <td>379</td>\n <td>15113</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>10574</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>7017</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>375</th>\n <td>380</td>\n <td>231</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>29900</td>\n <td>24</td>\n <td>5300</td>\n <td>15</td>\n <td>7015</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>376</th>\n <td>381</td>\n <td>22380</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>300</td>\n <td>2</td>\n <td>200</td>\n <td>1</td>\n <td>7010</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>377</th>\n <td>382</td>\n <td>146263</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20853</td>\n <td>21</td>\n <td>350</td>\n <td>1</td>\n <td>7001</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>378</th>\n <td>383</td>\n <td>24598</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7040</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>379</th>\n <td>384</td>\n <td>76150</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>36907</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6998</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>380</th>\n <td>385</td>\n <td>377252</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>230629</td>\n <td>30</td>\n <td>6393</td>\n <td>13</td>\n <td>6996</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>381</th>\n <td>386</td>\n <td>167670</td>\n <td>0</td>\n <td>1</td>\n <td>3</td>\n <td>1</td>\n <td>15907</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6994</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>382</th>\n <td>387</td>\n <td>86853</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>42293</td>\n <td>21</td>\n <td>500</td>\n <td>1</td>\n <td>6980</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>383</th>\n <td>388</td>\n <td>479989</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>66516</td>\n <td>26</td>\n <td>1600</td>\n <td>6</td>\n <td>6980</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>384</th>\n <td>389</td>\n <td>28193</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>4</td>\n <td>103456</td>\n <td>32</td>\n <td>0</td>\n <td>0</td>\n <td>6980</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>385</th>\n <td>390</td>\n <td>67086</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18157</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6974</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>386</th>\n <td>391</td>\n <td>35969</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>11665</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>6977</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>387</th>\n <td>393</td>\n <td>53790</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28717</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>388</th>\n <td>394</td>\n <td>198859</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17855</td>\n <td>14</td>\n <td>500</td>\n <td>1</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>389</th>\n <td>395</td>\n <td>91939</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1244</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>390</th>\n <td>396</td>\n <td>88449</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>11402</td>\n <td>18</td>\n <td>1450</td>\n <td>5</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>391</th>\n <td>397</td>\n <td>54842</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20792</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>392</th>\n <td>398</td>\n <td>11189</td>\n <td>0</td>\n <td>1</td>\n <td>2</td>\n <td>1</td>\n <td>9044</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>393</th>\n <td>399</td>\n <td>16999</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>140</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>394</th>\n <td>400</td>\n <td>114713</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7142</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>395</th>\n <td>401</td>\n <td>1612</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>955</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>396</th>\n <td>402</td>\n <td>97763</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2000</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>397</th>\n <td>403</td>\n <td>15129</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>398</th>\n <td>404</td>\n <td>15669</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1205</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>399</th>\n <td>405</td>\n <td>26720</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>913</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>400</th>\n <td>406</td>\n <td>205292</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>5471</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>401</th>\n <td>407</td>\n <td>56635</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1024</td>\n <td>8</td>\n <td>359</td>\n <td>2</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>402</th>\n <td>408</td>\n <td>127297</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8510</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>403</th>\n <td>409</td>\n <td>8927</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>404</th>\n <td>410</td>\n <td>507506</td>\n <td>1952</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>102279</td>\n <td>32</td>\n <td>4485</td>\n <td>13</td>\n <td>8296</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>405</th>\n <td>411</td>\n <td>145723</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>59858</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>406</th>\n <td>412</td>\n <td>6458</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>407</th>\n <td>413</td>\n <td>267640</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6000</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>408</th>\n <td>414</td>\n <td>5581</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>409</th>\n <td>415</td>\n <td>10732</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1296</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>410</th>\n <td>416</td>\n <td>620498</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>25395</td>\n <td>53</td>\n <td>1750</td>\n <td>14</td>\n <td>8296</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>411</th>\n <td>417</td>\n <td>68963</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37723</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>412</th>\n <td>418</td>\n <td>109640</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>66983</td>\n <td>38</td>\n <td>5500</td>\n <td>17</td>\n <td>8296</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>413</th>\n <td>419</td>\n <td>225802</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>74340</td>\n <td>16</td>\n <td>200</td>\n <td>2</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>414</th>\n <td>420</td>\n <td>58452</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>415</th>\n <td>421</td>\n <td>109087</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>10462</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>416</th>\n <td>422</td>\n <td>68286</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>22831</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>417</th>\n <td>423</td>\n <td>68464</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>240</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>418</th>\n <td>424</td>\n <td>131960</td>\n <td>2000</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16081</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>419</th>\n <td>425</td>\n <td>199956</td>\n <td>1178</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>420</th>\n <td>426</td>\n <td>529886</td>\n <td>7210</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>23866</td>\n <td>26</td>\n <td>7741</td>\n <td>15</td>\n <td>8296</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>421</th>\n <td>427</td>\n <td>23529</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>422</th>\n <td>428</td>\n <td>190295</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>3501</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>423</th>\n <td>429</td>\n <td>21083</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>129330</td>\n <td>16</td>\n <td>1000</td>\n <td>2</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>424</th>\n <td>430</td>\n <td>117860</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>62758</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>8296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>425</th>\n <td>431</td>\n <td>118844</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28731</td>\n <td>17</td>\n <td>400</td>\n <td>2</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>426</th>\n <td>432</td>\n <td>60493</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>9000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>427</th>\n <td>433</td>\n <td>491987</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>68007</td>\n <td>23</td>\n <td>700</td>\n <td>2</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>428</th>\n <td>434</td>\n <td>87692</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2310</td>\n <td>6</td>\n <td>500</td>\n <td>1</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>429</th>\n <td>435</td>\n <td>78028</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>36269</td>\n <td>24</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>430</th>\n <td>436</td>\n <td>251286</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>431</th>\n <td>437</td>\n <td>17575</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>432</th>\n <td>438</td>\n <td>50431</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>433</th>\n <td>439</td>\n <td>153597</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>56567</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>434</th>\n <td>440</td>\n <td>74579</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4600</td>\n <td>11</td>\n <td>600</td>\n <td>8</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>435</th>\n <td>441</td>\n <td>2494</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>436</th>\n <td>442</td>\n <td>96031</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>46588</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>437</th>\n <td>443</td>\n <td>353678</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>141230</td>\n <td>28</td>\n <td>1450</td>\n <td>5</td>\n <td>8289</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>438</th>\n <td>444</td>\n <td>50052</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>49383</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>439</th>\n <td>445</td>\n <td>13381</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1000</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>440</th>\n <td>446</td>\n <td>25123</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2030</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>441</th>\n <td>447</td>\n <td>132555</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24775</td>\n <td>31</td>\n <td>350</td>\n <td>1</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>442</th>\n <td>448</td>\n <td>14528</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6000</td>\n <td>7</td>\n <td>3000</td>\n <td>6</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>443</th>\n <td>449</td>\n <td>24038</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>6290</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>444</th>\n <td>450</td>\n <td>192104</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>39010</td>\n <td>53</td>\n <td>1750</td>\n <td>8</td>\n <td>8289</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>445</th>\n <td>451</td>\n <td>106773</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>12900</td>\n <td>10</td>\n <td>1400</td>\n <td>8</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>446</th>\n <td>452</td>\n <td>229397</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>22873</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>447</th>\n <td>453</td>\n <td>14732</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>448</th>\n <td>454</td>\n <td>383129</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23608</td>\n <td>16</td>\n <td>500</td>\n <td>1</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>449</th>\n <td>455</td>\n <td>11431</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1759</td>\n <td>4</td>\n <td>759</td>\n <td>3</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>450</th>\n <td>456</td>\n <td>175461</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>40997</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>451</th>\n <td>457</td>\n <td>52953</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>452</th>\n <td>458</td>\n <td>182291</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24155</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>453</th>\n <td>459</td>\n <td>198317</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>61714</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>454</th>\n <td>460</td>\n <td>49053</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6498</td>\n <td>18</td>\n <td>950</td>\n <td>5</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>455</th>\n <td>461</td>\n <td>22772</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>456</th>\n <td>462</td>\n <td>34170</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15476</td>\n <td>20</td>\n <td>150</td>\n <td>1</td>\n <td>8289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>457</th>\n <td>463</td>\n <td>158483</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>9018</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>8289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>458</th>\n <td>464</td>\n <td>43285</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28613</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>8252</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>459</th>\n <td>465</td>\n <td>52980</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17078</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>8237</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>460</th>\n <td>466</td>\n <td>74342</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4389</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>8228</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>461</th>\n <td>467</td>\n <td>139849</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19946</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>8228</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>462</th>\n <td>468</td>\n <td>26080</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>9872</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>8228</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>463</th>\n <td>469</td>\n <td>29469</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2522</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>8228</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>464</th>\n <td>470</td>\n <td>189252</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2991</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>8228</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>465</th>\n <td>471</td>\n <td>382546</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>136619</td>\n <td>34</td>\n <td>3000</td>\n <td>6</td>\n <td>8228</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>466</th>\n <td>472</td>\n <td>1113394</td>\n <td>2015</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>60883</td>\n <td>26</td>\n <td>2600</td>\n <td>9</td>\n <td>8228</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>467</th>\n <td>473</td>\n <td>459681</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>95531</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>8228</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>468</th>\n <td>474</td>\n <td>83590</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3708</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>8228</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>469</th>\n <td>475</td>\n <td>82528</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2100</td>\n <td>5</td>\n <td>600</td>\n <td>4</td>\n <td>8228</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>470</th>\n <td>476</td>\n <td>5600</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>125</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>8228</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>471</th>\n <td>477</td>\n <td>743745</td>\n <td>2066</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4100</td>\n <td>20</td>\n <td>2500</td>\n <td>18</td>\n <td>8228</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>472</th>\n <td>478</td>\n <td>43954</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>63463</td>\n <td>13</td>\n <td>250</td>\n <td>1</td>\n <td>8228</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>473</th>\n <td>479</td>\n <td>52005</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11870</td>\n <td>15</td>\n <td>100</td>\n <td>1</td>\n <td>8228</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>474</th>\n <td>480</td>\n <td>45494</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5021</td>\n <td>16</td>\n <td>600</td>\n <td>2</td>\n <td>8228</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>475</th>\n <td>481</td>\n <td>171509</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>40090</td>\n <td>55</td>\n <td>6381</td>\n <td>23</td>\n <td>8151</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>476</th>\n <td>482</td>\n <td>235947</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3982</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>8145</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>477</th>\n <td>483</td>\n <td>153108</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>25802</td>\n <td>14</td>\n <td>500</td>\n <td>1</td>\n <td>8137</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>478</th>\n <td>484</td>\n <td>260261</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>33047</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>8146</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>479</th>\n <td>485</td>\n <td>80223</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21248</td>\n <td>26</td>\n <td>2050</td>\n <td>7</td>\n <td>8121</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>480</th>\n <td>486</td>\n <td>38716</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8253</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>8114</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>481</th>\n <td>487</td>\n <td>1125076</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23046</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>8107</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>482</th>\n <td>488</td>\n <td>10954</td>\n <td>500</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>8095</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>483</th>\n <td>489</td>\n <td>97099</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6325</td>\n <td>21</td>\n <td>1700</td>\n <td>5</td>\n <td>8085</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>484</th>\n <td>490</td>\n <td>62396</td>\n <td>2128</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1250</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>8075</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>485</th>\n <td>491</td>\n <td>40645</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18348</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>8067</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>486</th>\n <td>492</td>\n <td>82655</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>101101</td>\n <td>19</td>\n <td>700</td>\n <td>2</td>\n <td>8057</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>487</th>\n <td>493</td>\n <td>84035</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4240</td>\n <td>6</td>\n <td>1600</td>\n <td>4</td>\n <td>8114</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>488</th>\n <td>494</td>\n <td>1199220</td>\n <td>2919</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3800</td>\n <td>19</td>\n <td>3300</td>\n <td>18</td>\n <td>8023</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>489</th>\n <td>495</td>\n <td>86345</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>13415</td>\n <td>16</td>\n <td>350</td>\n <td>2</td>\n <td>8009</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>490</th>\n <td>496</td>\n <td>2701</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5000</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>8002</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>491</th>\n <td>497</td>\n <td>46874</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>9689</td>\n <td>38</td>\n <td>500</td>\n <td>1</td>\n <td>7990</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>492</th>\n <td>498</td>\n <td>10879</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>78186</td>\n <td>32</td>\n <td>3400</td>\n <td>12</td>\n <td>7981</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>493</th>\n <td>499</td>\n <td>12742</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7966</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>494</th>\n <td>500</td>\n <td>122904</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37380</td>\n <td>21</td>\n <td>1300</td>\n <td>4</td>\n <td>7956</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>495</th>\n <td>501</td>\n <td>10994</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1250</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>8007</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>496</th>\n <td>502</td>\n <td>2318</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8747</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>7945</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>497</th>\n <td>503</td>\n <td>11070</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7939</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>498</th>\n <td>504</td>\n <td>21921</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7939</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>499</th>\n <td>505</td>\n <td>162521</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>57354</td>\n <td>25</td>\n <td>0</td>\n <td>0</td>\n <td>8105</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>500</th>\n <td>506</td>\n <td>207545</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>11137</td>\n <td>34</td>\n <td>4387</td>\n <td>12</td>\n <td>8105</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>501</th>\n <td>507</td>\n <td>86112</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>35528</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>8105</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>502</th>\n <td>508</td>\n <td>18328</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6790</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>503</th>\n <td>509</td>\n <td>217557</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>97584</td>\n <td>19</td>\n <td>550</td>\n <td>2</td>\n <td>6679</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>504</th>\n <td>510</td>\n <td>11504</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6675</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>505</th>\n <td>511</td>\n <td>143200</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>79837</td>\n <td>28</td>\n <td>50</td>\n <td>1</td>\n <td>6667</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>506</th>\n <td>512</td>\n <td>160703</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>32560</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6666</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>507</th>\n <td>513</td>\n <td>910</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5172</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6662</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>508</th>\n <td>514</td>\n <td>94105</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6676</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>509</th>\n <td>515</td>\n <td>18422</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3297</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6653</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>510</th>\n <td>516</td>\n <td>889456</td>\n <td>1024</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>98959</td>\n <td>29</td>\n <td>850</td>\n <td>4</td>\n <td>6652</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>511</th>\n <td>517</td>\n <td>9800</td>\n <td>589</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>10348</td>\n <td>34</td>\n <td>3000</td>\n <td>25</td>\n <td>6651</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>512</th>\n <td>518</td>\n <td>148318</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>51197</td>\n <td>22</td>\n <td>350</td>\n <td>2</td>\n <td>6648</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>513</th>\n <td>519</td>\n <td>26149</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5190</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>6646</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>514</th>\n <td>520</td>\n <td>76933</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28075</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6646</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>515</th>\n <td>521</td>\n <td>346178</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>63803</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6645</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>516</th>\n <td>522</td>\n <td>22878</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>9039</td>\n <td>32</td>\n <td>0</td>\n <td>0</td>\n <td>6641</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>517</th>\n <td>523</td>\n <td>66741</td>\n <td>2880</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>71921</td>\n <td>30</td>\n <td>2600</td>\n <td>7</td>\n <td>6638</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>518</th>\n <td>524</td>\n <td>134060</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>46606</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6637</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>519</th>\n <td>525</td>\n <td>3305</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>31465</td>\n <td>24</td>\n <td>1700</td>\n <td>10</td>\n <td>6633</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>520</th>\n <td>526</td>\n <td>28930</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8185</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6630</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>521</th>\n <td>527</td>\n <td>208519</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4040</td>\n <td>6</td>\n <td>450</td>\n <td>2</td>\n <td>6627</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>522</th>\n <td>528</td>\n <td>58951</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>47994</td>\n <td>15</td>\n <td>500</td>\n <td>1</td>\n <td>6625</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>523</th>\n <td>529</td>\n <td>25395</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6624</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>524</th>\n <td>530</td>\n <td>109248</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6828</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>6618</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>525</th>\n <td>531</td>\n <td>43387</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4942</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6613</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>526</th>\n <td>532</td>\n <td>52423</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>26926</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6611</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>527</th>\n <td>533</td>\n <td>26858</td>\n <td>500</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>34308</td>\n <td>17</td>\n <td>900</td>\n <td>3</td>\n <td>6606</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>528</th>\n <td>534</td>\n <td>5410</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>45890</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>6603</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>529</th>\n <td>535</td>\n <td>18177</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>12040</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6690</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>530</th>\n <td>536</td>\n <td>413509</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6598</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>531</th>\n <td>537</td>\n <td>98472</td>\n <td>1776</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>124421</td>\n <td>45</td>\n <td>10250</td>\n <td>28</td>\n <td>6621</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>532</th>\n <td>538</td>\n <td>86520</td>\n <td>3445</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>64450</td>\n <td>20</td>\n <td>1000</td>\n <td>2</td>\n <td>6592</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>533</th>\n <td>539</td>\n <td>16648</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>625</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6588</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>534</th>\n <td>540</td>\n <td>267404</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>263685</td>\n <td>51</td>\n <td>3000</td>\n <td>6</td>\n <td>6584</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>535</th>\n <td>541</td>\n <td>31478</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18885</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>6578</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>536</th>\n <td>542</td>\n <td>17445</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4500</td>\n <td>3</td>\n <td>500</td>\n <td>1</td>\n <td>6576</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>537</th>\n <td>543</td>\n <td>49052</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>46718</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6575</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>538</th>\n <td>544</td>\n <td>21689</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6570</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>539</th>\n <td>545</td>\n <td>18302</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2197</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6569</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>540</th>\n <td>546</td>\n <td>26220</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2775</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>6647</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>541</th>\n <td>547</td>\n <td>59552</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7551</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>6473</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>542</th>\n <td>548</td>\n <td>34962</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>252</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>6208</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>543</th>\n <td>549</td>\n <td>16153</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>180</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6491</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>544</th>\n <td>550</td>\n <td>28931</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6500</td>\n <td>4</td>\n <td>500</td>\n <td>1</td>\n <td>6354</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>545</th>\n <td>551</td>\n <td>202636</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>19000</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>6119</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>546</th>\n <td>552</td>\n <td>153962</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>90992</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>6567</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>547</th>\n <td>553</td>\n <td>63311</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>25048</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6634</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>548</th>\n <td>554</td>\n <td>8561</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2050</td>\n <td>8</td>\n <td>1300</td>\n <td>2</td>\n <td>6675</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>549</th>\n <td>555</td>\n <td>256219</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>29823</td>\n <td>33</td>\n <td>6568</td>\n <td>16</td>\n <td>6561</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>550</th>\n <td>556</td>\n <td>122700</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18604</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6556</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>551</th>\n <td>557</td>\n <td>81419</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7769</td>\n <td>12</td>\n <td>350</td>\n <td>1</td>\n <td>6599</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>552</th>\n <td>558</td>\n <td>13873</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4833</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>6519</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>553</th>\n <td>559</td>\n <td>148</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>190</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6507</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>554</th>\n <td>560</td>\n <td>178919</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23387</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6555</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>555</th>\n <td>562</td>\n <td>19702</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6554</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>556</th>\n <td>563</td>\n <td>18820</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6549</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>557</th>\n <td>564</td>\n <td>213849</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6549</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>558</th>\n <td>565</td>\n <td>28077</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>735</td>\n <td>6</td>\n <td>500</td>\n <td>1</td>\n <td>6575</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>559</th>\n <td>566</td>\n <td>4528</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>290</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6565</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>560</th>\n <td>567</td>\n <td>40418</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>12678</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6541</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>561</th>\n <td>568</td>\n <td>380930</td>\n <td>0</td>\n <td>2</td>\n <td>2</td>\n <td>1</td>\n <td>22485</td>\n <td>25</td>\n <td>213</td>\n <td>1</td>\n <td>6539</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>562</th>\n <td>569</td>\n <td>176849</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7700</td>\n <td>11</td>\n <td>950</td>\n <td>4</td>\n <td>6539</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>563</th>\n <td>570</td>\n <td>71235</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41004</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6535</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>564</th>\n <td>571</td>\n <td>76446</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>63811</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6550</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>565</th>\n <td>572</td>\n <td>148915</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23522</td>\n <td>16</td>\n <td>650</td>\n <td>2</td>\n <td>6532</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>566</th>\n <td>573</td>\n <td>65034</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14331</td>\n <td>16</td>\n <td>800</td>\n <td>3</td>\n <td>6541</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>567</th>\n <td>574</td>\n <td>35738</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41264</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6526</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>568</th>\n <td>575</td>\n <td>313</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1600</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6525</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>569</th>\n <td>576</td>\n <td>55703</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6520</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>570</th>\n <td>577</td>\n <td>11613</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6519</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>571</th>\n <td>578</td>\n <td>65672</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>29089</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6529</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>572</th>\n <td>579</td>\n <td>84785</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4570</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6514</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>573</th>\n <td>580</td>\n <td>30592</td>\n <td>862</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2602</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>6512</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>574</th>\n <td>581</td>\n <td>99293</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>81040</td>\n <td>23</td>\n <td>1000</td>\n <td>2</td>\n <td>6508</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>575</th>\n <td>582</td>\n <td>51830</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6507</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>576</th>\n <td>583</td>\n <td>20126</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>78999</td>\n <td>28</td>\n <td>800</td>\n <td>3</td>\n <td>6506</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>577</th>\n <td>584</td>\n <td>3294</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1330</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6498</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>578</th>\n <td>585</td>\n <td>11143</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2800</td>\n <td>6</td>\n <td>800</td>\n <td>5</td>\n <td>6529</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>579</th>\n <td>586</td>\n <td>8250</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>250</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6486</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>580</th>\n <td>587</td>\n <td>117670</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>53043</td>\n <td>19</td>\n <td>550</td>\n <td>1</td>\n <td>6505</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>581</th>\n <td>588</td>\n <td>49454</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>9548</td>\n <td>22</td>\n <td>250</td>\n <td>1</td>\n <td>6501</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>582</th>\n <td>589</td>\n <td>58421</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6532</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>583</th>\n <td>590</td>\n <td>33443</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6476</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>584</th>\n <td>591</td>\n <td>13886</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6465</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>585</th>\n <td>592</td>\n <td>15349</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>250</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6457</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>586</th>\n <td>593</td>\n <td>78712</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6433</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>587</th>\n <td>594</td>\n <td>89742</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>39073</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6498</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>588</th>\n <td>595</td>\n <td>31311</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3961</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6494</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>589</th>\n <td>596</td>\n <td>133445</td>\n <td>8264</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3375</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6492</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>590</th>\n <td>597</td>\n <td>136161</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6032</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6463</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>591</th>\n <td>599</td>\n <td>9998</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6448</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>592</th>\n <td>600</td>\n <td>37904</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19052</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6487</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>593</th>\n <td>601</td>\n <td>41243</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>27971</td>\n <td>7</td>\n <td>300</td>\n <td>1</td>\n <td>6483</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>594</th>\n <td>602</td>\n <td>54011</td>\n <td>1604</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>38380</td>\n <td>20</td>\n <td>5780</td>\n <td>4</td>\n <td>6487</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>595</th>\n <td>603</td>\n <td>5351</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6450</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>596</th>\n <td>604</td>\n <td>23334</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6441</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>597</th>\n <td>605</td>\n <td>11255</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6428</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>598</th>\n <td>606</td>\n <td>48127</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41447</td>\n <td>28</td>\n <td>0</td>\n <td>0</td>\n <td>6421</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>599</th>\n <td>607</td>\n <td>329497</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>57264</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6484</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>600</th>\n <td>608</td>\n <td>158895</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41954</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6525</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>601</th>\n <td>609</td>\n <td>34540</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>27882</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6494</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>602</th>\n <td>610</td>\n <td>117623</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>86582</td>\n <td>26</td>\n <td>1000</td>\n <td>6</td>\n <td>6477</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>603</th>\n <td>611</td>\n <td>126409</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28460</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6478</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>604</th>\n <td>612</td>\n <td>112843</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16137</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6472</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>605</th>\n <td>613</td>\n <td>117240</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1200</td>\n <td>3</td>\n <td>700</td>\n <td>2</td>\n <td>6471</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>606</th>\n <td>614</td>\n <td>7216</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21419</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>6470</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>607</th>\n <td>615</td>\n <td>26412</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5086</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6552</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>608</th>\n <td>616</td>\n <td>427528</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>35098</td>\n <td>16</td>\n <td>1600</td>\n <td>3</td>\n <td>6465</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>609</th>\n <td>617</td>\n <td>1846</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>450</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6471</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>610</th>\n <td>618</td>\n <td>45830</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>23404</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6459</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>611</th>\n <td>619</td>\n <td>179042</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>25078</td>\n <td>50</td>\n <td>3350</td>\n <td>15</td>\n <td>6456</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>612</th>\n <td>620</td>\n <td>41487</td>\n <td>500</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>10885</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>6451</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>613</th>\n <td>621</td>\n <td>39601</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3733</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>6450</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>614</th>\n <td>622</td>\n <td>46142</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14445</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6452</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>615</th>\n <td>623</td>\n <td>110277</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37110</td>\n <td>18</td>\n <td>1500</td>\n <td>3</td>\n <td>6445</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>616</th>\n <td>625</td>\n <td>122928</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>12211</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6443</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>617</th>\n <td>626</td>\n <td>146599</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16463</td>\n <td>16</td>\n <td>1000</td>\n <td>2</td>\n <td>6444</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>618</th>\n <td>627</td>\n <td>338656</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>52908</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6444</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>619</th>\n <td>628</td>\n <td>54125</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>48874</td>\n <td>17</td>\n <td>450</td>\n <td>3</td>\n <td>6463</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>620</th>\n <td>629</td>\n <td>29861</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28190</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6407</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>621</th>\n <td>630</td>\n <td>126148</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>6273</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>6435</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>622</th>\n <td>631</td>\n <td>62080</td>\n <td>2975</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>19113</td>\n <td>32</td>\n <td>10650</td>\n <td>28</td>\n <td>6434</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>623</th>\n <td>632</td>\n <td>175131</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>53495</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6431</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>624</th>\n <td>633</td>\n <td>365918</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>83752</td>\n <td>23</td>\n <td>1373</td>\n <td>7</td>\n <td>6429</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>625</th>\n <td>634</td>\n <td>105547</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24973</td>\n <td>26</td>\n <td>500</td>\n <td>1</td>\n <td>6415</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>626</th>\n <td>635</td>\n <td>67615</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14168</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6413</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>627</th>\n <td>636</td>\n <td>33554</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>27410</td>\n <td>16</td>\n <td>350</td>\n <td>1</td>\n <td>6428</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>628</th>\n <td>637</td>\n <td>163083</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3825</td>\n <td>9</td>\n <td>450</td>\n <td>4</td>\n <td>6428</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>629</th>\n <td>638</td>\n <td>747983</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>26117</td>\n <td>15</td>\n <td>50</td>\n <td>1</td>\n <td>6427</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>630</th>\n <td>639</td>\n <td>415070</td>\n <td>588</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>153183</td>\n <td>41</td>\n <td>3802</td>\n <td>20</td>\n <td>6423</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>631</th>\n <td>640</td>\n <td>18111</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4625</td>\n <td>26</td>\n <td>0</td>\n <td>0</td>\n <td>6463</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>632</th>\n <td>641</td>\n <td>41526</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6406</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>633</th>\n <td>642</td>\n <td>38021</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5538</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>6407</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>634</th>\n <td>643</td>\n <td>17500</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6400</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>635</th>\n <td>644</td>\n <td>5906</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>280</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6395</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>636</th>\n <td>645</td>\n <td>70133</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7396</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6392</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>637</th>\n <td>646</td>\n <td>32010</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>12315</td>\n <td>6</td>\n <td>650</td>\n <td>2</td>\n <td>6421</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>638</th>\n <td>647</td>\n <td>82605</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23049</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6417</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>639</th>\n <td>648</td>\n <td>77285</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>63841</td>\n <td>32</td>\n <td>0</td>\n <td>0</td>\n <td>6417</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>640</th>\n <td>649</td>\n <td>15219</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6427</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>641</th>\n <td>650</td>\n <td>54889</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>13150</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6438</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>642</th>\n <td>651</td>\n <td>8910</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>150</td>\n <td>1</td>\n <td>150</td>\n <td>1</td>\n <td>6413</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>643</th>\n <td>652</td>\n <td>49891</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>6392</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>644</th>\n <td>653</td>\n <td>10484</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6375</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>645</th>\n <td>654</td>\n <td>15496</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6324</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>646</th>\n <td>655</td>\n <td>16714</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6214</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>647</th>\n <td>656</td>\n <td>25835</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15153</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6142</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>648</th>\n <td>657</td>\n <td>3487</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>710</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6059</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>649</th>\n <td>658</td>\n <td>347096</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>12000</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>6408</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>650</th>\n <td>659</td>\n <td>155962</td>\n <td>1199</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16510</td>\n <td>16</td>\n <td>50</td>\n <td>1</td>\n <td>6406</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>651</th>\n <td>660</td>\n <td>160572</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8163</td>\n <td>18</td>\n <td>500</td>\n <td>1</td>\n <td>6403</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>652</th>\n <td>661</td>\n <td>257068</td>\n <td>2586</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5900</td>\n <td>4</td>\n <td>400</td>\n <td>1</td>\n <td>6420</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>653</th>\n <td>662</td>\n <td>48410</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37869</td>\n <td>16</td>\n <td>500</td>\n <td>1</td>\n <td>6395</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>654</th>\n <td>663</td>\n <td>33269</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4675</td>\n <td>10</td>\n <td>200</td>\n <td>1</td>\n <td>6396</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>655</th>\n <td>664</td>\n <td>25685</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>185</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>6382</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>656</th>\n <td>665</td>\n <td>50500</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4765</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6380</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>657</th>\n <td>666</td>\n <td>97486</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>22707</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6387</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>658</th>\n <td>667</td>\n <td>323459</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>12000</td>\n <td>8</td>\n <td>1500</td>\n <td>3</td>\n <td>6378</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>659</th>\n <td>668</td>\n <td>11821</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>10697</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6387</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>660</th>\n <td>669</td>\n <td>37039</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>29976</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>6375</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>661</th>\n <td>670</td>\n <td>28306</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>233</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>6371</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>662</th>\n <td>671</td>\n <td>109532</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>128048</td>\n <td>53</td>\n <td>7939</td>\n <td>26</td>\n <td>6372</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>663</th>\n <td>672</td>\n <td>91974</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19223</td>\n <td>18</td>\n <td>500</td>\n <td>1</td>\n <td>6372</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>664</th>\n <td>673</td>\n <td>65823</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28208</td>\n <td>19</td>\n <td>300</td>\n <td>3</td>\n <td>6373</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>665</th>\n <td>675</td>\n <td>104824</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14582</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6366</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>666</th>\n <td>676</td>\n <td>16061</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2750</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>6366</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>667</th>\n <td>677</td>\n <td>55237</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>5547</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6358</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>668</th>\n <td>678</td>\n <td>10491</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5025</td>\n <td>11</td>\n <td>150</td>\n <td>1</td>\n <td>6357</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>669</th>\n <td>679</td>\n <td>192334</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>33950</td>\n <td>21</td>\n <td>1450</td>\n <td>4</td>\n <td>6366</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>670</th>\n <td>680</td>\n <td>45501</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>49656</td>\n <td>17</td>\n <td>316</td>\n <td>1</td>\n <td>6375</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>671</th>\n <td>681</td>\n <td>18661</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6352</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>672</th>\n <td>682</td>\n <td>89668</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>29130</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6350</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>673</th>\n <td>683</td>\n <td>53327</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8650</td>\n <td>6</td>\n <td>650</td>\n <td>2</td>\n <td>6350</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>674</th>\n <td>684</td>\n <td>133143</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43643</td>\n <td>14</td>\n <td>50</td>\n <td>1</td>\n <td>6385</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>675</th>\n <td>685</td>\n <td>22268</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23582</td>\n <td>15</td>\n <td>200</td>\n <td>1</td>\n <td>6339</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>676</th>\n <td>686</td>\n <td>26556</td>\n <td>3490</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2845</td>\n <td>14</td>\n <td>720</td>\n <td>4</td>\n <td>6339</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>677</th>\n <td>687</td>\n <td>9601</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20467</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6338</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>678</th>\n <td>688</td>\n <td>280561</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>12154</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6337</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>679</th>\n <td>689</td>\n <td>146248</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2900</td>\n <td>4</td>\n <td>1400</td>\n <td>3</td>\n <td>6333</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>680</th>\n <td>690</td>\n <td>9483</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6340</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>681</th>\n <td>691</td>\n <td>119082</td>\n <td>5051</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4230</td>\n <td>17</td>\n <td>3600</td>\n <td>14</td>\n <td>6340</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>682</th>\n <td>692</td>\n <td>232171</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>22258</td>\n <td>30</td>\n <td>650</td>\n <td>2</td>\n <td>6340</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>683</th>\n <td>693</td>\n <td>369816</td>\n <td>1745</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>46942</td>\n <td>35</td>\n <td>7266</td>\n <td>17</td>\n <td>6340</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>684</th>\n <td>694</td>\n <td>37381</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6091</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6332</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>685</th>\n <td>695</td>\n <td>173543</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>92752</td>\n <td>25</td>\n <td>0</td>\n <td>0</td>\n <td>6329</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>686</th>\n <td>696</td>\n <td>31211</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>280</td>\n <td>4</td>\n <td>100</td>\n <td>1</td>\n <td>6330</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>687</th>\n <td>697</td>\n <td>47780</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>88773</td>\n <td>20</td>\n <td>250</td>\n <td>2</td>\n <td>6329</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>688</th>\n <td>698</td>\n <td>79479</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23167</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6118</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>689</th>\n <td>699</td>\n <td>81960</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37072</td>\n <td>22</td>\n <td>700</td>\n <td>7</td>\n <td>6326</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>690</th>\n <td>700</td>\n <td>20162</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2750</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6324</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>691</th>\n <td>701</td>\n <td>105683</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28386</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6361</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>692</th>\n <td>702</td>\n <td>234327</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>30406</td>\n <td>28</td>\n <td>150</td>\n <td>2</td>\n <td>6319</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>693</th>\n <td>703</td>\n <td>463494</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>27390</td>\n <td>17</td>\n <td>750</td>\n <td>1</td>\n <td>6323</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>694</th>\n <td>704</td>\n <td>17334</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6783</td>\n <td>27</td>\n <td>50</td>\n <td>1</td>\n <td>6318</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>695</th>\n <td>705</td>\n <td>57909</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5150</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6323</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>696</th>\n <td>706</td>\n <td>17949</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6312</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>697</th>\n <td>707</td>\n <td>529477</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>31624</td>\n <td>28</td>\n <td>2098</td>\n <td>5</td>\n <td>6311</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>698</th>\n <td>708</td>\n <td>71543</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6305</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>699</th>\n <td>709</td>\n <td>111897</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14728</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6310</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>700</th>\n <td>710</td>\n <td>61598</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6311</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>701</th>\n <td>711</td>\n <td>417875</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>44472</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>6308</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>702</th>\n <td>712</td>\n <td>340874</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>68090</td>\n <td>43</td>\n <td>5676</td>\n <td>27</td>\n <td>6305</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>703</th>\n <td>713</td>\n <td>32774</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6304</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>704</th>\n <td>714</td>\n <td>242910</td>\n <td>1115</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>103935</td>\n <td>18</td>\n <td>500</td>\n <td>1</td>\n <td>6296</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>705</th>\n <td>715</td>\n <td>137843</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>45416</td>\n <td>24</td>\n <td>250</td>\n <td>1</td>\n <td>6302</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>706</th>\n <td>716</td>\n <td>30530</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5590</td>\n <td>12</td>\n <td>2950</td>\n <td>9</td>\n <td>6298</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>707</th>\n <td>717</td>\n <td>30973</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6298</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>708</th>\n <td>718</td>\n <td>238749</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7134</td>\n <td>14</td>\n <td>3134</td>\n <td>12</td>\n <td>6297</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>709</th>\n <td>719</td>\n <td>16803</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1287</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>6291</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>710</th>\n <td>720</td>\n <td>23553</td>\n <td>810</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1587</td>\n <td>4</td>\n <td>487</td>\n <td>2</td>\n <td>6295</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>711</th>\n <td>721</td>\n <td>48161</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41174</td>\n <td>24</td>\n <td>0</td>\n <td>0</td>\n <td>6294</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>712</th>\n <td>722</td>\n <td>21616</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6291</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>713</th>\n <td>723</td>\n <td>13114</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>14029</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6289</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>714</th>\n <td>724</td>\n <td>117120</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41278</td>\n <td>17</td>\n <td>500</td>\n <td>1</td>\n <td>6288</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>715</th>\n <td>725</td>\n <td>52987</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17510</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6289</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>716</th>\n <td>726</td>\n <td>150176</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>29999</td>\n <td>17</td>\n <td>400</td>\n <td>1</td>\n <td>6284</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>717</th>\n <td>727</td>\n <td>19002</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>22675</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>6277</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>718</th>\n <td>728</td>\n <td>60976</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>97318</td>\n <td>31</td>\n <td>7000</td>\n <td>14</td>\n <td>6282</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>719</th>\n <td>729</td>\n <td>50675</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1100</td>\n <td>2</td>\n <td>100</td>\n <td>1</td>\n <td>6282</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>720</th>\n <td>730</td>\n <td>65466</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>5488</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6280</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>721</th>\n <td>731</td>\n <td>64280</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21721</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>6280</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>722</th>\n <td>732</td>\n <td>14523</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4197</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6276</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>723</th>\n <td>733</td>\n <td>384470</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20468</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6280</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>724</th>\n <td>734</td>\n <td>9157</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>75</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6274</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>725</th>\n <td>735</td>\n <td>151904</td>\n <td>733</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>76440</td>\n <td>25</td>\n <td>950</td>\n <td>8</td>\n <td>6273</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>726</th>\n <td>736</td>\n <td>13781</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>48914</td>\n <td>19</td>\n <td>500</td>\n <td>1</td>\n <td>6269</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>727</th>\n <td>737</td>\n <td>40567</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18122</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6268</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>728</th>\n <td>738</td>\n <td>43090</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11411</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6259</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>729</th>\n <td>739</td>\n <td>1875</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1250</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>6266</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>730</th>\n <td>740</td>\n <td>126555</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41253</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>6280</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>731</th>\n <td>741</td>\n <td>16472</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>45517</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6262</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>732</th>\n <td>742</td>\n <td>21270</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>318</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6256</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>733</th>\n <td>743</td>\n <td>33410</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>818</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6255</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>734</th>\n <td>744</td>\n <td>15750</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1065</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>6254</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>735</th>\n <td>745</td>\n <td>104665</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>9547</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6249</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>736</th>\n <td>746</td>\n <td>86285</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>61274</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6249</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>737</th>\n <td>747</td>\n <td>41967</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2125</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6247</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>738</th>\n <td>748</td>\n <td>35026</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>9799</td>\n <td>27</td>\n <td>500</td>\n <td>1</td>\n <td>6247</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>739</th>\n <td>749</td>\n <td>138411</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>53843</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6247</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>740</th>\n <td>750</td>\n <td>127693</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17383</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6246</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>741</th>\n <td>751</td>\n <td>52050</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43190</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6245</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>742</th>\n <td>752</td>\n <td>37162</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6241</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>743</th>\n <td>753</td>\n <td>440265</td>\n <td>4081</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>22750</td>\n <td>15</td>\n <td>1250</td>\n <td>10</td>\n <td>6234</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>744</th>\n <td>754</td>\n <td>66572</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8048</td>\n <td>14</td>\n <td>450</td>\n <td>2</td>\n <td>6240</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>745</th>\n <td>755</td>\n <td>237093</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>42020</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6240</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>746</th>\n <td>756</td>\n <td>79561</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6333</td>\n <td>12</td>\n <td>400</td>\n <td>2</td>\n <td>6231</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>747</th>\n <td>757</td>\n <td>131528</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>10365</td>\n <td>17</td>\n <td>500</td>\n <td>1</td>\n <td>6227</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>748</th>\n <td>758</td>\n <td>11820</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2045</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>6227</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>749</th>\n <td>759</td>\n <td>20810</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1713</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6225</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>750</th>\n <td>760</td>\n <td>189423</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>63584</td>\n <td>31</td>\n <td>600</td>\n <td>1</td>\n <td>6476</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>751</th>\n <td>761</td>\n <td>96477</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2987</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6221</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>752</th>\n <td>762</td>\n <td>106471</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8444</td>\n <td>5</td>\n <td>100</td>\n <td>1</td>\n <td>6220</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>753</th>\n <td>763</td>\n <td>33374</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20441</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6214</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>754</th>\n <td>764</td>\n <td>210018</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>48914</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6217</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>755</th>\n <td>765</td>\n <td>26740</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>619</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>6213</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>756</th>\n <td>766</td>\n <td>244216</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>39166</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6214</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>757</th>\n <td>767</td>\n <td>76737</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>34648</td>\n <td>31</td>\n <td>0</td>\n <td>0</td>\n <td>6211</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>758</th>\n <td>768</td>\n <td>20999</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15914</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6206</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>759</th>\n <td>769</td>\n <td>43179</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11915</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>6214</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>760</th>\n <td>770</td>\n <td>119214</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>10028</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6205</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>761</th>\n <td>771</td>\n <td>14988</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2100</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6203</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>762</th>\n <td>772</td>\n <td>21334</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5472</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>6200</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>763</th>\n <td>773</td>\n <td>104307</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>51769</td>\n <td>24</td>\n <td>450</td>\n <td>1</td>\n <td>6197</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>764</th>\n <td>774</td>\n <td>34357</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>73622</td>\n <td>25</td>\n <td>100</td>\n <td>1</td>\n <td>6198</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>765</th>\n <td>775</td>\n <td>231437</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>31266</td>\n <td>26</td>\n <td>1550</td>\n <td>4</td>\n <td>6340</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>766</th>\n <td>776</td>\n <td>14662</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1110</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6197</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>767</th>\n <td>777</td>\n <td>13144</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18615</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>6196</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>768</th>\n <td>778</td>\n <td>10978</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14313</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>6193</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>769</th>\n <td>779</td>\n <td>150698</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43589</td>\n <td>20</td>\n <td>1200</td>\n <td>4</td>\n <td>6193</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>770</th>\n <td>780</td>\n <td>18035</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>811</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6193</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>771</th>\n <td>781</td>\n <td>194604</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>6606</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6190</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>772</th>\n <td>782</td>\n <td>117852</td>\n <td>2376</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>11406</td>\n <td>21</td>\n <td>3850</td>\n <td>13</td>\n <td>6186</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>773</th>\n <td>783</td>\n <td>32356</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>22918</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>6571</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>774</th>\n <td>784</td>\n <td>44247</td>\n <td>948</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>40939</td>\n <td>26</td>\n <td>0</td>\n <td>0</td>\n <td>6184</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>775</th>\n <td>785</td>\n <td>23431</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3546</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6182</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>776</th>\n <td>786</td>\n <td>37773</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8436</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6179</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>777</th>\n <td>787</td>\n <td>245758</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2750</td>\n <td>4</td>\n <td>750</td>\n <td>2</td>\n <td>6179</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>778</th>\n <td>788</td>\n <td>63587</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>6184</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>779</th>\n <td>789</td>\n <td>15088</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5625</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6177</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>780</th>\n <td>790</td>\n <td>152539</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>65972</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6187</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>781</th>\n <td>791</td>\n <td>333500</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>69780</td>\n <td>23</td>\n <td>1258</td>\n <td>4</td>\n <td>6171</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>782</th>\n <td>792</td>\n <td>15064</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2910</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>6171</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>783</th>\n <td>793</td>\n <td>19032</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2375</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6169</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>784</th>\n <td>794</td>\n <td>66434</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>13041</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6230</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>785</th>\n <td>795</td>\n <td>146097</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>6919</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6165</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>786</th>\n <td>796</td>\n <td>8207</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1750</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>6184</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>787</th>\n <td>797</td>\n <td>293648</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>22148</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6161</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>788</th>\n <td>798</td>\n <td>147472</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20645</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>6163</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>789</th>\n <td>799</td>\n <td>103993</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14149</td>\n <td>13</td>\n <td>100</td>\n <td>1</td>\n <td>6158</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>790</th>\n <td>800</td>\n <td>34651</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4000</td>\n <td>6</td>\n <td>500</td>\n <td>1</td>\n <td>6157</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>791</th>\n <td>801</td>\n <td>102339</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>47498</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>6156</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>792</th>\n <td>802</td>\n <td>149167</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>48521</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6155</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>793</th>\n <td>803</td>\n <td>105249</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>36093</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6153</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>794</th>\n <td>804</td>\n <td>55610</td>\n <td>0</td>\n <td>1</td>\n <td>2</td>\n <td>1</td>\n <td>5095</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6151</td>\n <td>0</td>\n <td>2</td>\n </tr>\n <tr>\n <th>795</th>\n <td>805</td>\n <td>70391</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6000</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6150</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>796</th>\n <td>806</td>\n <td>74645</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>40367</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>6147</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>797</th>\n <td>807</td>\n <td>26939</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>29264</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6148</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>798</th>\n <td>808</td>\n <td>207655</td>\n <td>500</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>78967</td>\n <td>31</td>\n <td>0</td>\n <td>0</td>\n <td>6144</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>799</th>\n <td>809</td>\n <td>7421</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6142</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>800</th>\n <td>810</td>\n <td>74924</td>\n <td>6286</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>59650</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6141</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>801</th>\n <td>811</td>\n <td>17599</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6029</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>802</th>\n <td>812</td>\n <td>5594</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>370</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>5835</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>803</th>\n <td>813</td>\n <td>66122</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11756</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>5630</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>804</th>\n <td>814</td>\n <td>12024</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5119</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>805</th>\n <td>815</td>\n <td>42044</td>\n <td>2253</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11433</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6140</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>806</th>\n <td>816</td>\n <td>83105</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>65077</td>\n <td>28</td>\n <td>753</td>\n <td>3</td>\n <td>6137</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>807</th>\n <td>817</td>\n <td>152063</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>34257</td>\n <td>19</td>\n <td>1100</td>\n <td>3</td>\n <td>6159</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>808</th>\n <td>818</td>\n <td>59546</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20730</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6135</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>809</th>\n <td>819</td>\n <td>1258</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>475</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6134</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>810</th>\n <td>820</td>\n <td>75181</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2455</td>\n <td>7</td>\n <td>1100</td>\n <td>3</td>\n <td>6133</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>811</th>\n <td>821</td>\n <td>68255</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19077</td>\n <td>22</td>\n <td>400</td>\n <td>2</td>\n <td>6130</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>812</th>\n <td>822</td>\n <td>58229</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>53108</td>\n <td>16</td>\n <td>500</td>\n <td>1</td>\n <td>6137</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>813</th>\n <td>823</td>\n <td>97349</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>42774</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6128</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>814</th>\n <td>824</td>\n <td>131424</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>58814</td>\n <td>14</td>\n <td>50</td>\n <td>1</td>\n <td>6128</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>815</th>\n <td>825</td>\n <td>24011</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>20442</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>6123</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>816</th>\n <td>826</td>\n <td>64538</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6123</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>817</th>\n <td>827</td>\n <td>3832</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>6120</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>818</th>\n <td>828</td>\n <td>3268</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>52263</td>\n <td>32</td>\n <td>0</td>\n <td>0</td>\n <td>6120</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>819</th>\n <td>829</td>\n <td>36790</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7158</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6133</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>820</th>\n <td>830</td>\n <td>363165</td>\n <td>2565</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5950</td>\n <td>11</td>\n <td>1850</td>\n <td>8</td>\n <td>6116</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>821</th>\n <td>831</td>\n <td>179382</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4225</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>6115</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>822</th>\n <td>832</td>\n <td>218207</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8500</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>6114</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>823</th>\n <td>833</td>\n <td>765738</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>62133</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6112</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>824</th>\n <td>834</td>\n <td>54265</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6109</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>825</th>\n <td>835</td>\n <td>69959</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16504</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6108</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>826</th>\n <td>836</td>\n <td>86380</td>\n <td>2643</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>13500</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>6102</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>827</th>\n <td>837</td>\n <td>48321</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6102</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>828</th>\n <td>838</td>\n <td>78130</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37251</td>\n <td>15</td>\n <td>900</td>\n <td>2</td>\n <td>6120</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>829</th>\n <td>839</td>\n <td>25333</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11229</td>\n <td>16</td>\n <td>300</td>\n <td>2</td>\n <td>6099</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>830</th>\n <td>840</td>\n <td>54522</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21221</td>\n <td>45</td>\n <td>2500</td>\n <td>5</td>\n <td>6125</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>831</th>\n <td>841</td>\n <td>75413</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>31726</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>6094</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>832</th>\n <td>842</td>\n <td>292533</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>64186</td>\n <td>15</td>\n <td>1000</td>\n <td>2</td>\n <td>6095</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>833</th>\n <td>843</td>\n <td>114932</td>\n <td>8559</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3150</td>\n <td>13</td>\n <td>1650</td>\n <td>12</td>\n <td>6092</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>834</th>\n <td>844</td>\n <td>18932</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24660</td>\n <td>22</td>\n <td>0</td>\n <td>0</td>\n <td>6091</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>835</th>\n <td>845</td>\n <td>35997</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>71171</td>\n <td>19</td>\n <td>900</td>\n <td>5</td>\n <td>6088</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>836</th>\n <td>846</td>\n <td>136664</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>36024</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6086</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>837</th>\n <td>847</td>\n <td>173191</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>31503</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6084</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>838</th>\n <td>848</td>\n <td>16528</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>250</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6081</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>839</th>\n <td>850</td>\n <td>119932</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>22463</td>\n <td>26</td>\n <td>5177</td>\n <td>11</td>\n <td>6077</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>840</th>\n <td>851</td>\n <td>144171</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>33200</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6073</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>841</th>\n <td>852</td>\n <td>77109</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>60000</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>6071</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>842</th>\n <td>853</td>\n <td>144973</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23703</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>6280</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>843</th>\n <td>854</td>\n <td>75027</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1390</td>\n <td>3</td>\n <td>500</td>\n <td>1</td>\n <td>6067</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>844</th>\n <td>855</td>\n <td>96387</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43512</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>6065</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>845</th>\n <td>856</td>\n <td>34854</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>750</td>\n <td>5</td>\n <td>650</td>\n <td>4</td>\n <td>6063</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>846</th>\n <td>857</td>\n <td>44307</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7944</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>6060</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>847</th>\n <td>858</td>\n <td>73836</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>64748</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>6087</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>848</th>\n <td>859</td>\n <td>20126</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6053</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>849</th>\n <td>860</td>\n <td>56268</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>33447</td>\n <td>14</td>\n <td>100</td>\n <td>1</td>\n <td>6017</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>850</th>\n <td>861</td>\n <td>25629</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>5</td>\n <td>107308</td>\n <td>36</td>\n <td>600</td>\n <td>2</td>\n <td>5966</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>851</th>\n <td>862</td>\n <td>70774</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>32635</td>\n <td>31</td>\n <td>1400</td>\n <td>14</td>\n <td>5931</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>852</th>\n <td>863</td>\n <td>6371</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1404</td>\n <td>8</td>\n <td>0</td>\n <td>0</td>\n <td>5905</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>853</th>\n <td>864</td>\n <td>95595</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>12060</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5877</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>854</th>\n <td>865</td>\n <td>51843</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>40997</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>5859</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>855</th>\n <td>866</td>\n <td>84868</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>33187</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6057</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>856</th>\n <td>867</td>\n <td>79629</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2550</td>\n <td>2</td>\n <td>50</td>\n <td>1</td>\n <td>6091</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>857</th>\n <td>868</td>\n <td>58620</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2125</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>6051</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>858</th>\n <td>869</td>\n <td>70380</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>74399</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6050</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>859</th>\n <td>870</td>\n <td>93473</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>20257</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6049</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>860</th>\n <td>871</td>\n <td>131621</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>27846</td>\n <td>31</td>\n <td>6047</td>\n <td>11</td>\n <td>6045</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>861</th>\n <td>872</td>\n <td>195563</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16715</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6042</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>862</th>\n <td>873</td>\n <td>21138</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4500</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>6031</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>863</th>\n <td>874</td>\n <td>93319</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>270</td>\n <td>3</td>\n <td>100</td>\n <td>1</td>\n <td>6043</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>864</th>\n <td>875</td>\n <td>56606</td>\n <td>3818</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>61634</td>\n <td>14</td>\n <td>100</td>\n <td>1</td>\n <td>6039</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>865</th>\n <td>876</td>\n <td>38763</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>34652</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>6037</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>866</th>\n <td>877</td>\n <td>16430</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8528</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6036</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>867</th>\n <td>878</td>\n <td>61440</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8156</td>\n <td>25</td>\n <td>0</td>\n <td>0</td>\n <td>6032</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>868</th>\n <td>879</td>\n <td>206648</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5132</td>\n <td>16</td>\n <td>2450</td>\n <td>11</td>\n <td>6030</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>869</th>\n <td>880</td>\n <td>323273</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>9000</td>\n <td>5</td>\n <td>500</td>\n <td>1</td>\n <td>6028</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>870</th>\n <td>881</td>\n <td>76702</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21568</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>6025</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>871</th>\n <td>882</td>\n <td>19348</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17059</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>6022</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>872</th>\n <td>883</td>\n <td>31669</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8384</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6018</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>873</th>\n <td>884</td>\n <td>40902</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4850</td>\n <td>7</td>\n <td>1350</td>\n <td>5</td>\n <td>6018</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>874</th>\n <td>885</td>\n <td>16906</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2750</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>6017</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>875</th>\n <td>886</td>\n <td>65508</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>14000</td>\n <td>7</td>\n <td>2500</td>\n <td>5</td>\n <td>6015</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>876</th>\n <td>887</td>\n <td>10152</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6010</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>877</th>\n <td>888</td>\n <td>21461</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>40806</td>\n <td>28</td>\n <td>0</td>\n <td>0</td>\n <td>6011</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>878</th>\n <td>889</td>\n <td>28979</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>6494</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>6010</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>879</th>\n <td>890</td>\n <td>24711</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3193</td>\n <td>11</td>\n <td>500</td>\n <td>1</td>\n <td>6009</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>880</th>\n <td>891</td>\n <td>301447</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>63866</td>\n <td>18</td>\n <td>500</td>\n <td>1</td>\n <td>6004</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>881</th>\n <td>892</td>\n <td>234308</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21078</td>\n <td>15</td>\n <td>200</td>\n <td>1</td>\n <td>6007</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>882</th>\n <td>893</td>\n <td>37832</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>6004</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>883</th>\n <td>894</td>\n <td>135168</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>29156</td>\n <td>16</td>\n <td>300</td>\n <td>2</td>\n <td>6002</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>884</th>\n <td>895</td>\n <td>134650</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>40232</td>\n <td>17</td>\n <td>2055</td>\n <td>2</td>\n <td>6000</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>885</th>\n <td>896</td>\n <td>20665</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19947</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5997</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>886</th>\n <td>897</td>\n <td>5546</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2631</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>5995</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>887</th>\n <td>898</td>\n <td>91736</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>26724</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5994</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>888</th>\n <td>899</td>\n <td>444159</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5993</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>889</th>\n <td>900</td>\n <td>94167</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6500</td>\n <td>4</td>\n <td>500</td>\n <td>1</td>\n <td>5990</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>890</th>\n <td>901</td>\n <td>132256</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>15040</td>\n <td>24</td>\n <td>899</td>\n <td>3</td>\n <td>5988</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>891</th>\n <td>902</td>\n <td>149959</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>85844</td>\n <td>51</td>\n <td>1400</td>\n <td>4</td>\n <td>5986</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>892</th>\n <td>903</td>\n <td>104338</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>5982</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>893</th>\n <td>904</td>\n <td>38312</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37419</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5980</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>894</th>\n <td>905</td>\n <td>1860</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>65</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>5976</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>895</th>\n <td>906</td>\n <td>54337</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2131</td>\n <td>9</td>\n <td>230</td>\n <td>1</td>\n <td>5976</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>896</th>\n <td>907</td>\n <td>218763</td>\n <td>8753</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>11650</td>\n <td>6</td>\n <td>1150</td>\n <td>3</td>\n <td>5975</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>897</th>\n <td>908</td>\n <td>26204</td>\n <td>967</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4030</td>\n <td>6</td>\n <td>2930</td>\n <td>4</td>\n <td>5989</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>898</th>\n <td>909</td>\n <td>27876</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5972</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>899</th>\n <td>910</td>\n <td>115533</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8867</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5968</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>900</th>\n <td>911</td>\n <td>129412</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>62510</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>5982</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>901</th>\n <td>912</td>\n <td>172110</td>\n <td>9325</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>21382</td>\n <td>23</td>\n <td>950</td>\n <td>3</td>\n <td>5944</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>902</th>\n <td>913</td>\n <td>143378</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3000</td>\n <td>4</td>\n <td>1500</td>\n <td>3</td>\n <td>5905</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>903</th>\n <td>914</td>\n <td>120476</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>9406</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5870</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>904</th>\n <td>915</td>\n <td>15835</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>5</td>\n <td>112171</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5825</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>905</th>\n <td>916</td>\n <td>289351</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>147787</td>\n <td>35</td>\n <td>500</td>\n <td>1</td>\n <td>5789</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>906</th>\n <td>917</td>\n <td>32141</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3500</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5768</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>907</th>\n <td>918</td>\n <td>967</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>980</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>5716</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>908</th>\n <td>919</td>\n <td>20281</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5567</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>909</th>\n <td>920</td>\n <td>111072</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>50533</td>\n <td>19</td>\n <td>350</td>\n <td>1</td>\n <td>5541</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>910</th>\n <td>921</td>\n <td>2111</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>100</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>5962</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>911</th>\n <td>922</td>\n <td>322454</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>44591</td>\n <td>23</td>\n <td>250</td>\n <td>1</td>\n <td>5961</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>912</th>\n <td>923</td>\n <td>4600</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>140</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>5959</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>913</th>\n <td>924</td>\n <td>23390</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1650</td>\n <td>3</td>\n <td>150</td>\n <td>1</td>\n <td>5958</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>914</th>\n <td>925</td>\n <td>210496</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>9022</td>\n <td>24</td>\n <td>4900</td>\n <td>19</td>\n <td>5953</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>915</th>\n <td>926</td>\n <td>40189</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5952</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>916</th>\n <td>927</td>\n <td>21747</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5638</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>917</th>\n <td>928</td>\n <td>212051</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>76256</td>\n <td>23</td>\n <td>2993</td>\n <td>6</td>\n <td>5523</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>918</th>\n <td>929</td>\n <td>266200</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>5583</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>919</th>\n <td>930</td>\n <td>54148</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>40233</td>\n <td>14</td>\n <td>350</td>\n <td>1</td>\n <td>5949</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>920</th>\n <td>931</td>\n <td>25512</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5393</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>921</th>\n <td>932</td>\n <td>28519</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2125</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>5405</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>922</th>\n <td>933</td>\n <td>219387</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>105913</td>\n <td>21</td>\n <td>150</td>\n <td>2</td>\n <td>5951</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>923</th>\n <td>934</td>\n <td>163964</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11385</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>5948</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>924</th>\n <td>935</td>\n <td>49736</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3200</td>\n <td>4</td>\n <td>700</td>\n <td>3</td>\n <td>6038</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>925</th>\n <td>936</td>\n <td>10084</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>5946</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>926</th>\n <td>937</td>\n <td>22988</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>9347</td>\n <td>14</td>\n <td>1200</td>\n <td>4</td>\n <td>5944</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>927</th>\n <td>938</td>\n <td>17739</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>437</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>5941</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>928</th>\n <td>939</td>\n <td>152426</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6000</td>\n <td>6</td>\n <td>2000</td>\n <td>4</td>\n <td>5939</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>929</th>\n <td>940</td>\n <td>34428</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2625</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>5938</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>930</th>\n <td>941</td>\n <td>124030</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>61599</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5934</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>931</th>\n <td>942</td>\n <td>17336</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2375</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5934</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>932</th>\n <td>943</td>\n <td>290012</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>64360</td>\n <td>18</td>\n <td>650</td>\n <td>2</td>\n <td>5931</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>933</th>\n <td>944</td>\n <td>29125</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>10930</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5945</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>934</th>\n <td>945</td>\n <td>83848</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>28202</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5927</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>935</th>\n <td>946</td>\n <td>133264</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>74067</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>5926</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>936</th>\n <td>947</td>\n <td>124869</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>30116</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5924</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>937</th>\n <td>948</td>\n <td>39233</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>27545</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>5920</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>938</th>\n <td>949</td>\n <td>13050</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>13617</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5920</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>939</th>\n <td>950</td>\n <td>90855</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23992</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>5919</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>940</th>\n <td>951</td>\n <td>44824</td>\n <td>0</td>\n <td>1</td>\n <td>3</td>\n <td>1</td>\n <td>21107</td>\n <td>19</td>\n <td>2000</td>\n <td>4</td>\n <td>5916</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>941</th>\n <td>952</td>\n <td>3663</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>894</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>5916</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>942</th>\n <td>953</td>\n <td>44293</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21920</td>\n <td>21</td>\n <td>100</td>\n <td>1</td>\n <td>5913</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>943</th>\n <td>954</td>\n <td>31319</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7552</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>5912</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>944</th>\n <td>955</td>\n <td>40757</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14002</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>5912</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>945</th>\n <td>956</td>\n <td>130356</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>150</td>\n <td>1</td>\n <td>150</td>\n <td>1</td>\n <td>5910</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>946</th>\n <td>957</td>\n <td>125077</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21881</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5905</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>947</th>\n <td>958</td>\n <td>226826</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>91660</td>\n <td>21</td>\n <td>500</td>\n <td>1</td>\n <td>5906</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>948</th>\n <td>959</td>\n <td>38150</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16688</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5854</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>949</th>\n <td>960</td>\n <td>20342</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3291</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>5829</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>950</th>\n <td>961</td>\n <td>45781</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>6498</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>5801</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>951</th>\n <td>962</td>\n <td>144525</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2833</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>5785</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>952</th>\n <td>963</td>\n <td>37571</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7197</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5762</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>953</th>\n <td>964</td>\n <td>112013</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24943</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5734</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>954</th>\n <td>965</td>\n <td>30638</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>48963</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5696</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>955</th>\n <td>966</td>\n <td>55997</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>68320</td>\n <td>23</td>\n <td>0</td>\n <td>0</td>\n <td>5899</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>956</th>\n <td>967</td>\n <td>11447</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1945</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>5902</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>957</th>\n <td>968</td>\n <td>17778</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5897</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>958</th>\n <td>969</td>\n <td>13375</td>\n <td>4301</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>15732</td>\n <td>43</td>\n <td>9200</td>\n <td>28</td>\n <td>5916</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>959</th>\n <td>970</td>\n <td>118572</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21426</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>5892</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>960</th>\n <td>971</td>\n <td>13720</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5884</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>961</th>\n <td>972</td>\n <td>11030</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5884</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>962</th>\n <td>973</td>\n <td>8651</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41586</td>\n <td>22</td>\n <td>950</td>\n <td>5</td>\n <td>5882</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>963</th>\n <td>974</td>\n <td>281626</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>53521</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5878</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>964</th>\n <td>975</td>\n <td>26367</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19649</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5874</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>965</th>\n <td>976</td>\n <td>120945</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>4300</td>\n <td>4</td>\n <td>300</td>\n <td>2</td>\n <td>5871</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>966</th>\n <td>977</td>\n <td>2843</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>44130</td>\n <td>35</td>\n <td>7450</td>\n <td>20</td>\n <td>5869</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>967</th>\n <td>978</td>\n <td>11782</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5864</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>968</th>\n <td>979</td>\n <td>89480</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2946</td>\n <td>4</td>\n <td>1946</td>\n <td>3</td>\n <td>5902</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>969</th>\n <td>980</td>\n <td>20702</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>30451</td>\n <td>24</td>\n <td>1100</td>\n <td>5</td>\n <td>5856</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>970</th>\n <td>981</td>\n <td>15108</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2850</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5876</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>971</th>\n <td>982</td>\n <td>24917</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16239</td>\n <td>13</td>\n <td>150</td>\n <td>1</td>\n <td>5857</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>972</th>\n <td>983</td>\n <td>132910</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>75540</td>\n <td>46</td>\n <td>250</td>\n <td>1</td>\n <td>5856</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>973</th>\n <td>984</td>\n <td>61227</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>6957</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>5647</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>974</th>\n <td>985</td>\n <td>2117</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>769</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>5609</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>975</th>\n <td>986</td>\n <td>38964</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>35166</td>\n <td>26</td>\n <td>3200</td>\n <td>8</td>\n <td>5553</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>976</th>\n <td>987</td>\n <td>20498</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7826</td>\n <td>20</td>\n <td>7226</td>\n <td>18</td>\n <td>5491</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>977</th>\n <td>988</td>\n <td>131554</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>64937</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5428</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>978</th>\n <td>989</td>\n <td>55661</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15107</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>5387</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>979</th>\n <td>990</td>\n <td>84949</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>41854</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5336</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>980</th>\n <td>991</td>\n <td>139897</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>21065</td>\n <td>28</td>\n <td>50</td>\n <td>1</td>\n <td>5329</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>981</th>\n <td>992</td>\n <td>155587</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6893</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>5279</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>982</th>\n <td>993</td>\n <td>24310</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2815</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>5266</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>983</th>\n <td>994</td>\n <td>106115</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16197</td>\n <td>21</td>\n <td>500</td>\n <td>1</td>\n <td>5219</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>984</th>\n <td>995</td>\n <td>238641</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>61971</td>\n <td>15</td>\n <td>850</td>\n <td>2</td>\n <td>5849</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>985</th>\n <td>996</td>\n <td>70671</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5850</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>986</th>\n <td>997</td>\n <td>31593</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3128</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5846</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>987</th>\n <td>998</td>\n <td>101397</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19173</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5847</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>988</th>\n <td>999</td>\n <td>133052</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17424</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5843</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>989</th>\n <td>1000</td>\n <td>37252</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15774</td>\n <td>19</td>\n <td>0</td>\n <td>0</td>\n <td>5842</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>990</th>\n <td>1001</td>\n <td>15241</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5840</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>991</th>\n <td>1002</td>\n <td>21101</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>7171</td>\n <td>32</td>\n <td>0</td>\n <td>0</td>\n <td>5839</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>992</th>\n <td>1003</td>\n <td>80612</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>32334</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>5839</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>993</th>\n <td>1004</td>\n <td>45542</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>59012</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5835</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>994</th>\n <td>1005</td>\n <td>5274</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2074</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>5834</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>995</th>\n <td>1006</td>\n <td>101089</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>23503</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>5834</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>996</th>\n <td>1007</td>\n <td>7560</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5833</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>997</th>\n <td>1008</td>\n <td>255797</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>62107</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5832</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>998</th>\n <td>1009</td>\n <td>192046</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>54818</td>\n <td>52</td>\n <td>1200</td>\n <td>3</td>\n <td>5829</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>999</th>\n <td>1010</td>\n <td>370596</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>50120</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5826</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1000</th>\n <td>1011</td>\n <td>141491</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>63060</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>5827</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1001</th>\n <td>1012</td>\n <td>89527</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>22206</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5821</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1002</th>\n <td>1013</td>\n <td>330644</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5822</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1003</th>\n <td>1014</td>\n <td>49430</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>31471</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5822</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1004</th>\n <td>1015</td>\n <td>114070</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>16293</td>\n <td>24</td>\n <td>250</td>\n <td>1</td>\n <td>5818</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1005</th>\n <td>1016</td>\n <td>124004</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>9982</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5815</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1006</th>\n <td>1017</td>\n <td>10497</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5815</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1007</th>\n <td>1018</td>\n <td>8327</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2900</td>\n <td>4</td>\n <td>150</td>\n <td>1</td>\n <td>5814</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1008</th>\n <td>1019</td>\n <td>25463</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7973</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5813</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1009</th>\n <td>1020</td>\n <td>85036</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>43825</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>5807</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1010</th>\n <td>1021</td>\n <td>11449</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>24415</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n <td>5864</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1011</th>\n <td>1022</td>\n <td>54392</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5807</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1012</th>\n <td>1023</td>\n <td>52577</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>441</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5804</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1013</th>\n <td>1024</td>\n <td>80174</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>5804</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1014</th>\n <td>1025</td>\n <td>96827</td>\n <td>1094</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>12100</td>\n <td>19</td>\n <td>8100</td>\n <td>17</td>\n <td>5801</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>1015</th>\n <td>1026</td>\n <td>9489</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5359</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5807</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1016</th>\n <td>1027</td>\n <td>57587</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2620</td>\n <td>6</td>\n <td>0</td>\n <td>0</td>\n <td>5799</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1017</th>\n <td>1028</td>\n <td>131306</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>32115</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5797</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1018</th>\n <td>1029</td>\n <td>39985</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>15103</td>\n <td>21</td>\n <td>0</td>\n <td>0</td>\n <td>5794</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1019</th>\n <td>1030</td>\n <td>71627</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3225</td>\n <td>9</td>\n <td>600</td>\n <td>2</td>\n <td>5793</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1020</th>\n <td>1031</td>\n <td>161396</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>26695</td>\n <td>11</td>\n <td>1000</td>\n <td>2</td>\n <td>5792</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1021</th>\n <td>1032</td>\n <td>81300</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3750</td>\n <td>5</td>\n <td>250</td>\n <td>3</td>\n <td>5791</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1022</th>\n <td>1033</td>\n <td>66015</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>26706</td>\n <td>30</td>\n <td>2676</td>\n <td>7</td>\n <td>5790</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1023</th>\n <td>1034</td>\n <td>7800</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>200</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>5787</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1024</th>\n <td>1035</td>\n <td>27348</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3084</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>5824</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1025</th>\n <td>1036</td>\n <td>153554</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>11786</td>\n <td>6</td>\n <td>1750</td>\n <td>4</td>\n <td>5784</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1026</th>\n <td>1037</td>\n <td>42990</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>5345</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>5804</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1027</th>\n <td>1038</td>\n <td>16664</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5778</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1028</th>\n <td>1039</td>\n <td>37618</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>17385</td>\n <td>7</td>\n <td>0</td>\n <td>0</td>\n <td>5818</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1029</th>\n <td>1040</td>\n <td>53384</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16907</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5778</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1030</th>\n <td>1041</td>\n <td>43326</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1100</td>\n <td>7</td>\n <td>1100</td>\n <td>7</td>\n <td>5776</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1031</th>\n <td>1042</td>\n <td>113683</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11821</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5773</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1032</th>\n <td>1043</td>\n <td>77930</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>37541</td>\n <td>35</td>\n <td>3600</td>\n <td>18</td>\n <td>5773</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>1033</th>\n <td>1044</td>\n <td>27625</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>27799</td>\n <td>16</td>\n <td>500</td>\n <td>1</td>\n <td>5772</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1034</th>\n <td>1045</td>\n <td>33835</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2280</td>\n <td>7</td>\n <td>1000</td>\n <td>2</td>\n <td>5771</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1035</th>\n <td>1046</td>\n <td>170049</td>\n <td>3692</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>10232</td>\n <td>16</td>\n <td>750</td>\n <td>2</td>\n <td>5770</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1036</th>\n <td>1047</td>\n <td>154664</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>3</td>\n <td>73881</td>\n <td>33</td>\n <td>0</td>\n <td>0</td>\n <td>5769</td>\n <td>0</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>1037</th>\n <td>1048</td>\n <td>36935</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>34448</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>5766</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1038</th>\n <td>1049</td>\n <td>67904</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>81</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>5764</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1039</th>\n <td>1050</td>\n <td>57434</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>11140</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5770</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1040</th>\n <td>1051</td>\n <td>11031</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>1600</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>5762</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1041</th>\n <td>1052</td>\n <td>78268</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6172</td>\n <td>13</td>\n <td>500</td>\n <td>1</td>\n <td>5758</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1042</th>\n <td>1053</td>\n <td>98213</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>68013</td>\n <td>29</td>\n <td>0</td>\n <td>0</td>\n <td>5755</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1043</th>\n <td>1054</td>\n <td>9430</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>11323</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>5756</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1044</th>\n <td>1055</td>\n <td>5195</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>33050</td>\n <td>3</td>\n <td>50</td>\n <td>1</td>\n <td>5755</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1045</th>\n <td>1056</td>\n <td>9793</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3100</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>5755</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1046</th>\n <td>1057</td>\n <td>34690</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>18124</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5752</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1047</th>\n <td>1058</td>\n <td>138368</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>68663</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>5755</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1048</th>\n <td>1059</td>\n <td>63547</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>31745</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5748</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1049</th>\n <td>1060</td>\n <td>217130</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>51202</td>\n <td>20</td>\n <td>0</td>\n <td>0</td>\n <td>5745</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1050</th>\n <td>1061</td>\n <td>14106</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>475</td>\n <td>4</td>\n <td>0</td>\n <td>0</td>\n <td>5749</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1051</th>\n <td>1062</td>\n <td>44026</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>12282</td>\n <td>18</td>\n <td>634</td>\n <td>1</td>\n <td>5738</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1052</th>\n <td>1063</td>\n <td>62183</td>\n <td>1896</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>38635</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n <td>5738</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1053</th>\n <td>1064</td>\n <td>165534</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>71312</td>\n <td>18</td>\n <td>1000</td>\n <td>2</td>\n <td>5736</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1054</th>\n <td>1065</td>\n <td>45358</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>14507</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>5735</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1055</th>\n <td>1066</td>\n <td>72325</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>56792</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5731</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1056</th>\n <td>1067</td>\n <td>190285</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>69262</td>\n <td>16</td>\n <td>348</td>\n <td>1</td>\n <td>5728</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1057</th>\n <td>1068</td>\n <td>235567</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>16106</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5728</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1058</th>\n <td>1069</td>\n <td>305519</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>79216</td>\n <td>27</td>\n <td>650</td>\n <td>3</td>\n <td>5724</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1059</th>\n <td>1070</td>\n <td>161546</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>8042</td>\n <td>6</td>\n <td>600</td>\n <td>2</td>\n <td>5722</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1060</th>\n <td>1071</td>\n <td>38884</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2850</td>\n <td>13</td>\n <td>500</td>\n <td>1</td>\n <td>5729</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1061</th>\n <td>1072</td>\n <td>42040</td>\n <td>1000</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>14189</td>\n <td>17</td>\n <td>4034</td>\n <td>13</td>\n <td>5717</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1062</th>\n <td>1073</td>\n <td>96988</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>7761</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5715</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1063</th>\n <td>1074</td>\n <td>24394</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3250</td>\n <td>3</td>\n <td>250</td>\n <td>1</td>\n <td>5713</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1064</th>\n <td>1075</td>\n <td>354641</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>77694</td>\n <td>29</td>\n <td>3600</td>\n <td>9</td>\n <td>5710</td>\n <td>1</td>\n <td>-1</td>\n </tr>\n <tr>\n <th>1065</th>\n <td>1076</td>\n <td>39313</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>24091</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5706</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1066</th>\n <td>1077</td>\n <td>468</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>26650</td>\n <td>14</td>\n <td>550</td>\n <td>3</td>\n <td>5708</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1067</th>\n <td>1078</td>\n <td>146014</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>26366</td>\n <td>17</td>\n <td>700</td>\n <td>3</td>\n <td>5822</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1068</th>\n <td>1079</td>\n <td>42999</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>33801</td>\n <td>12</td>\n <td>350</td>\n <td>1</td>\n <td>5653</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1069</th>\n <td>1080</td>\n <td>37163</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19318</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>4988</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1070</th>\n <td>1081</td>\n <td>6158</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>27754</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>5546</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1071</th>\n <td>1082</td>\n <td>108904</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>19931</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>5255</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1072</th>\n <td>1083</td>\n <td>25168</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>500</td>\n <td>1</td>\n <td>5547</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1073</th>\n <td>1084</td>\n <td>68454</td>\n <td>0</td>\n <td>3</td>\n <td>1</td>\n <td>1</td>\n <td>13667</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5559</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1074</th>\n <td>1085</td>\n <td>70877</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>8956</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n <td>5696</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1075</th>\n <td>1086</td>\n <td>1057</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>433</td>\n <td>5</td>\n <td>0</td>\n <td>0</td>\n <td>5622</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1076</th>\n <td>1087</td>\n <td>35342</td>\n <td>0</td>\n <td>5</td>\n <td>1</td>\n <td>1</td>\n <td>70454</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5534</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1077</th>\n <td>1088</td>\n <td>16992</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>5582</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1078</th>\n <td>1089</td>\n <td>2558</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>6264</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n <td>5581</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1079</th>\n <td>1090</td>\n <td>196093</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>14000</td>\n <td>3</td>\n <td>0</td>\n <td>0</td>\n <td>5595</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1080</th>\n <td>1092</td>\n <td>269558</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>10000</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>5472</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1081</th>\n <td>1093</td>\n <td>88500</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2500</td>\n <td>2</td>\n <td>0</td>\n <td>0</td>\n <td>5090</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1082</th>\n <td>1094</td>\n <td>8719</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2000</td>\n <td>9</td>\n <td>0</td>\n <td>0</td>\n <td>5671</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1083</th>\n <td>1095</td>\n <td>36936</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>2875</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n <td>5492</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1084</th>\n <td>1096</td>\n <td>427357</td>\n <td>0</td>\n <td>2</td>\n <td>1</td>\n <td>1</td>\n <td>6027</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>5587</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1085</th>\n <td>1097</td>\n <td>258422</td>\n <td>0</td>\n <td>4</td>\n <td>1</td>\n <td>1</td>\n <td>48708</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n <td>5657</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1086</th>\n <td>1098</td>\n <td>7542
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