diff --git a/notebooks/cmb_inflation/bm_inflation.ipynb b/notebooks/cmb_inflation/bm_inflation.ipynb new file mode 100644 index 00000000..404a511e --- /dev/null +++ b/notebooks/cmb_inflation/bm_inflation.ipynb @@ -0,0 +1,1064 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Let's prepare the data:**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from pandas.plotting import register_matplotlib_converters\n", + "from scipy.stats import pearsonr \n", + "from scipy.stats import linregress\n", + "from sklearn.metrics import adjusted_mutual_info_score, mutual_info_score,normalized_mutual_info_score\n", + "from pingouin import distance_corr,linear_regression\n", + "from math import ceil, floor\n", + "from scipy.signal import get_window,csd,correlate\n", + "import requests \n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import matplotlib.dates as mdates\n", + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "from hurst import compute_Hc\n", + "import hfda\n", + "sns.set(rc={'figure.figsize': (15, 8)})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Requesting of Dollar prices (data since 2002-01-11)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "request_dollar_prices = requests.get('https://mercados.ambito.com//dolar/informal/historico-general/11-01-2002/10-01-2020')\n", + "Dollar_data = json.loads(request_dollar_prices.text)\n", + "Dollar = pd.DataFrame(Dollar_data[1: ], columns = ['Dates', 'Buyer', 'Selling'])\n", + "Dollar['Dates'] = pd.to_datetime(Dollar['Dates'], format = '%d-%m-%Y') \n", + "Dollar = Dollar.replace({',':'.'}, regex=True)\n", + "Dollar.index = Dollar['Dates']\n", + "Dollar = Dollar.drop(['Dates'], axis = 1)\n", + "Dollar['Buyer'] = Dollar['Buyer'].astype(float)\n", + "Dollar['Selling'] = Dollar['Selling'].astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "inflation= pd.read_csv('data/inflation.csv', sep = \",\")\n", + "price_index = pd.read_csv('data/Price_index.csv', sep = \",\")\n", + "monetary_base = pd.read_csv('data/monetary_base.csv', sep = \",\", thousands='.')\n", + "change_pbi = pd.read_csv('data/change_pbi.csv', sep = \",\", decimal='.')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "monetary_base['Dates'] = pd.to_datetime(monetary_base['Dates'], format = '%d/%m/%Y') \n", + "monetary_base.index = monetary_base['Dates']\n", + "monetary_base = monetary_base.drop(['Dates'], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "price_index['Mes'] = pd.to_datetime(price_index['Mes'], format = '%b-%y')\n", + "price_index = price_index.rename(columns = {'Mes' : 'Dates'})\n", + "price_index = price_index.replace({'%':''}, regex=True)\n", + "price_index.index = price_index['Dates']\n", + "price_index['% de var. mensual'] = price_index['% de var. mensual'].astype(float)\n", + "price_index = price_index.drop(['% de var. anual', 'Nivel', 'Dates'], axis = 1)\n", + "price_index = price_index.resample('1M').mean().dropna()\n", + "price_index = price_index.rename(columns = {'% de var. mensual' : 'Inflation'})" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Old Inflation Data\n", + "inflation['Dates'] = pd.to_datetime(inflation['Dates'], format = '%d/%m/%Y') \n", + "inflation.index = inflation['Dates']\n", + "inflation = inflation.drop(['Dates'], axis = 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Replacing inflation values between 2007 and 2015" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "start, end = pd.to_datetime('2007-01-31'), pd.to_datetime('2015-12-31')\n", + "inflation.loc[start : end, 'Inflation'] = price_index.loc[start : end, 'Inflation']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Monetary Base with LELIQ and LEBAC" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "monetary_base_leliq_lebac = pd.read_csv('data/mb_leliq_lebac.csv', sep = \",\", thousands = ',')\n", + "monetary_base_leliq_lebac['Fecha'] = pd.to_datetime(monetary_base_leliq_lebac['Fecha'], format = '%d-%b-%y')\n", + "monetary_base_leliq_lebac = monetary_base_leliq_lebac.rename(columns = {'Fecha' : 'Dates'})\n", + "monetary_base_leliq_lebac.index = monetary_base_leliq_lebac['Dates']\n", + "monetary_base_leliq_lebac = monetary_base_leliq_lebac.drop(['Dates'], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "monetary_base_leliq_lebac['Saldo diario total'] = monetary_base_leliq_lebac['Saldo diario total'].astype('int32')\n", + "monetary_base_leliq_lebac['LELIQ'] = monetary_base_leliq_lebac['LELIQ'].astype('int32')\n", + "monetary_base_leliq_lebac['LEBAC y NOBAC'] = monetary_base_leliq_lebac['LEBAC y NOBAC'].astype('int32')\n", + "monetary_base_leliq_lebac['Monetary Base'] = monetary_base_leliq_lebac['Saldo diario total'] \n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "for column in monetary_base_leliq_lebac.columns:\n", + " columns_to_keep = ['LELIQ', 'LEBAC y NOBAC', 'Monetary Base']\n", + " if column not in columns_to_keep:\n", + " monetary_base_leliq_lebac = monetary_base_leliq_lebac.drop(column, axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "monetary_base_leliq_lebac['cumulative LELIQ + LEBAC'] = monetary_base_leliq_lebac['LEBAC y NOBAC'].cumsum() + monetary_base_leliq_lebac['LELIQ'].cumsum()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "monetary_base_leliq_lebac['Monetary Base'] -= monetary_base_leliq_lebac['cumulative LELIQ + LEBAC']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Replacing data from 2003" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "start, end = pd.to_datetime('2003-01-02'), pd.to_datetime('2019-12-31')\n", + "monetary_base.loc[start : end, 'Monetary Base'] = monetary_base_leliq_lebac.loc[start : end, 'Monetary Base']" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = inflation.plot()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = monetary_base.plot()\n", + "#ax.set(yscale=\"log\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Dollar.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "inflation_1996 = {}\n", + "monetary_base_change_1996 = {}\n", + "dollar_change = {}\n", + "data_1996 = {}\n", + "months = [1, 3, 6, 12]\n", + "for m in months:\n", + " inflation_1996[m] = inflation.truncate(before = '1996-01-01')\n", + " inflation_1996[m] = inflation_1996[m].apply(lambda x : x/100+1)\n", + " inflation_1996[m] = inflation_1996[m].resample(str(m) + 'M').apply(lambda x : x.cumprod()[-1])\n", + " inflation_1996[m] = inflation_1996[m].apply(lambda x : (x - 1) * 100)\n", + " monetary_base_change_1996[m] = monetary_base.truncate(before = '1996-01-01')\n", + " monetary_base_change_1996[m] = monetary_base_change_1996[m].resample(str(m) + 'M').mean().pct_change()*100\n", + " data_1996[m] = pd.DataFrame(monetary_base_change_1996[m])\n", + " dollar_change[m] = Dollar['Selling'].resample(str(m) + 'M').mean().pct_change()*100\n", + " data_1996[m] = data_1996[m].assign(Inflation = inflation_1996[m]['Inflation']).dropna()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Now let's calculate the pearson correlation:**" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "pearson_lagged = {}\n", + "for m in months:\n", + " max_lag = 12*4//m\n", + " correlation=[]\n", + " for lag in np.arange(0, max_lag + 1, 1):\n", + " correlation.append(data_1996[m]['Inflation'].corr(data_1996[m]['Monetary Base'].shift(lag)))\n", + " pearson_lagged[m]=correlation" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "to_plot = pd.DataFrame()\n", + "for m in months:\n", + " to_plot=to_plot.append(pd.DataFrame([np.linspace(0,4,len(pearson_lagged[m])),pearson_lagged[m],[str(m)+ 'm']*len(pearson_lagged[m])]).T)\n", + "to_plot=to_plot.rename(columns={2:'months'})" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.scatterplot(x= to_plot[0], y = to_plot[1], data = to_plot, hue = 'months')\n", + "ax.set(xlabel = 'lag in years', ylabel = 'Pearson coefficient', title = 'Pearson coefficient shifting inflation, since 1996')\n", + "ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Scatterplot: x = Change in Monetary Base and y = Inflation rate**" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Change MB')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.scatterplot(x = data_1996[1]['Monetary Base'], y = data_1996[1]['Inflation'])\n", + "ax.set_xlabel('Change MB')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Scatterplot x = Change in Monetary Base shifted 12 months and y = Inflation**" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Change MB')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.scatterplot(x = data_1996[1]['Monetary Base'].shift(12)[12:], y = data_1996[1]['Inflation'][12:])\n", + "ax.set_xlabel('Change MB')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Scatterplot: x = Change in Monetary Base shifted 24 months and y = Inflation**" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Change MB')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.scatterplot(x = data_1996[1]['Monetary Base'].shift(24)[24:], y = data_1996[1]['Inflation'][24:])\n", + "ax.set_xlabel('Change MB')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Scatterplot: x = Change in Monetary Base shifted 36 months and y = Inflation**" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Change MB')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.scatterplot(x = data_1996[1]['Monetary Base'].shift(36)[36:], y = data_1996[1]['Inflation'][36:])\n", + "ax.set_xlabel('Change MB')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Now let's calculate the pearson coefficient of inflation and lagging the change in dollar price**" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "pearson_lagging_change_dollar = {}\n", + "for m in months:\n", + " max_lag = 12*4//m\n", + " correlation=[]\n", + " for lag in np.arange(0, max_lag + 1, 1):\n", + " correlation.append(data_1996[m]['Inflation'].truncate(before = '2002-01-11').corr(dollar_change[m].shift(lag)))\n", + " pearson_lagging_change_dollar[m] = correlation" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "to_plot = pd.DataFrame()\n", + "for m in months:\n", + " to_plot=to_plot.append(pd.DataFrame([np.linspace(0,4,len(pearson_lagging_change_dollar[m])),pearson_lagging_change_dollar[m],[str(m)+ 'm']*len(pearson_lagging_change_dollar[m])]).T)\n", + "to_plot=to_plot.rename(columns={2:'months'})" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.scatterplot(x= to_plot[0], y = to_plot[1], data = to_plot, hue = 'months')\n", + "ax.set(xlabel = 'change in dollar prices lag in years', ylabel = 'Pearson coefficient', title = 'Pearson coefficient shifting change in dollar prices, since 2002')\n", + "ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Scatterplot: Inflation vs Change in dollar price without lagging (Biannual data)\"**" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Change Dollar price')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.scatterplot(x = dollar_change[6], y = data_1996[6]['Inflation'].truncate(before = '2002-01-11'))\n", + "ax.set_xlabel('Change Dollar price')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Change Dollar price')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.scatterplot(x = dollar_change[12], y = data_1996[12]['Inflation'].truncate(before = '2002-01-11'))\n", + "ax.set_xlabel('Change Dollar price')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Scatterplot: Inflation vs Change in dollar price without lagging (Annual data)\"**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Hurst Exponent calculation**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7176864821352322" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "H_Change_MB, c, data = compute_Hc(data_1996[1]['Monetary Base'].values, kind='change', simplified=True)\n", + "H_Change_MB" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6928803033730169" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "H_Inflation, c, data = compute_Hc(data_1996[1]['Inflation'].values, kind='change', simplified=True)\n", + "H_Inflation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Change in MB and Inflation have a **persistent behavior**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**calculating H index with a rolling window**" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "roll_months = 100\n", + "roll_Change_MB = data_1996[1]['Monetary Base'].rolling(roll_months, center = False)\n", + "roll_inflation = data_1996[1]['Inflation'].rolling(roll_months, center = False)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning: Currently, 'apply' passes the values as ndarrays to the applied function. In the future, this will change to passing it as Series objects. You need to specify 'raw=True' to keep the current behaviour, and you can pass 'raw=False' to silence this warning\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = roll_Change_MB.apply(lambda x : compute_Hc(x, kind='change', simplified=True)[0]).plot()\n", + "ax.set_title('Hurst exponent of change in MB with a rooling window of 100 months', weight='bold', fontsize = 16)\n", + "ax.set_ylabel('Hurst exponent', weight='bold', fontsize = 14)\n", + "ax.set_xlabel('Date', weight = 'bold', fontsize = 14)\n", + "ax" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning: Currently, 'apply' passes the values as ndarrays to the applied function. In the future, this will change to passing it as Series objects. You need to specify 'raw=True' to keep the current behaviour, and you can pass 'raw=False' to silence this warning\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = roll_inflation.apply(lambda x : compute_Hc(x, kind='change', simplified=True)[0]).plot()\n", + "ax.set_title('Hurst exponent of Inflation with a rolling window of 100 months', weight = 'bold', fontsize = 16)\n", + "ax.set_ylabel('Hurst exponent', weight = 'bold',fontsize = 14)\n", + "ax.set_xlabel('Date', weight = 'bold', fontsize = 14)\n", + "ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Inflation vs change in (change in M2 - change in PBI) analysis**" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "change_pbi['Dates'] = pd.to_datetime(change_pbi['Dates'], format = '%Y')\n", + "change_pbi.index = change_pbi['Dates']\n", + "change_pbi = change_pbi.drop(['Dates'], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "change_pbi=change_pbi.resample('Y').mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "change_m2_pbi = monetary_base_change_1996[12][1 : -1]['Monetary Base'].resample('Y').mean().sub(change_pbi.truncate(before='1996-01-01').resample('y').mean()['change'][1:])" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "acceleration=change_m2_pbi.pct_change()*100" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Change of (Change in MB)-(Change in PBI)')" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(acceleration[1:], inflation_1996[12][2 : -1], 'o')\n", + "plt.ylabel('Inflation', weight = 'bold', fontsize = 16)\n", + "plt.xlabel('Change of (Change in MB)-(Change in PBI)', weight = 'bold', fontsize = 16)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Frequency analysis**" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "metadata": {}, + "outputs": [], + "source": [ + "from math import log10,pi" + ] + }, + { + "cell_type": "code", + "execution_count": 293, + "metadata": {}, + "outputs": [], + "source": [ + "data_1996[6]['Monetary Base'].shape[-1]\n", + "freq = np.fft.fftfreq(data_1996[6]['Monetary Base'].shape[-1],1/2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 291, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 291, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "MB=np.fft.fft(data_1996[6]['Monetary Base'])\n", + "IN=np.fft.fft(data_1996[6]['Inflation'])\n", + "Cociente=abs(IN)/abs(MB)\n", + "plt.semilogx(freq[0:24],log[0:24],'-')\n", + " \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [], + "source": [ + "log=[20*log10(i) for i in Cociente]" + ] + }, + { + "cell_type": "code", + "execution_count": 295, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 295, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.semilogx(freq[0:24],180*np.angle(IN/MB)[0:24]/pi)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "request = requests.get('https://apis.datos.gob.ar/series/api/dump/sspm/series-tiempo-valores-csv.zip')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/cmb_inflation/data/Price_Index.csv b/notebooks/cmb_inflation/data/Price_Index.csv new file mode 100644 index 00000000..f2aa20b3 --- /dev/null +++ b/notebooks/cmb_inflation/data/Price_Index.csv @@ -0,0 +1,275 @@ +Mes,Nivel,% de var. anual,% de var. mensual +Jan-97,11.3,, +Feb-97,11.3,,0.4% +Mar-97,11.3,,-0.5% +Apr-97,11.2,,-0.3% +May-97,11.2,,-0.1% +Jun-97,11.2,,0.2% +Jul-97,11.3,,0.2% +Aug-97,11.3,,0.2% +Sep-97,11.3,,0.0% +Oct-97,11.3,,-0.2% +Nov-97,11.2,,-0.2% +Dec-97,11.3,,0.2% +Jan-98,11.3,0.5%,0.6% +Feb-98,11.4,0.5%,0.3% +Mar-98,11.4,0.8%,-0.1% +Apr-98,11.4,1.2%,0.0% +May-98,11.4,1.2%,-0.1% +Jun-98,11.4,1.1%,0.2% +Jul-98,11.4,1.2%,0.3% +Aug-98,11.4,1.1%,0.0% +Sep-98,11.4,1.1%,0.0% +Oct-98,11.4,0.9%,-0.4% +Nov-98,11.3,0.8%,-0.2% +Dec-98,11.3,0.7%,0.0% +Jan-99,11.4,0.5%,0.5% +Feb-99,11.4,0.0%,-0.2% +Mar-99,11.3,-0.6%,-0.8% +Apr-99,11.3,-0.7%,-0.1% +May-99,11.2,-1.2%,-0.5% +Jun-99,11.2,-1.3%,0.0% +Jul-99,11.2,-1.5%,0.2% +Aug-99,11.2,-1.9%,-0.4% +Sep-99,11.2,-2.0%,-0.2% +Oct-99,11.2,-1.7%,0.0% +Nov-99,11.1,-1.8%,-0.3% +Dec-99,11.1,-1.8%,-0.1% +Jan-00,11.2,-1.4%,0.8% 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b/notebooks/cmb_inflation/data/change_pbi.csv @@ -0,0 +1,24 @@ +Dates,change +2018,-2.5 +2017,2.7 +2016,-2.1 +2015,2.7 +2014,-2.5 +2013,2.4 +2012,-1.0 +2011,6.0 +2010,10.1 +2009,-5.9 +2008,4.1 +2007,9.0 +2006,8.0 +2005,8.9 +2004,9.0 +2003,8.8 +2002,-10.9 +2001,-4.4 +2000,-0.8 +1999,-3.4 +1998,3.9 +1997,8.1 +1996,5.5 diff --git a/notebooks/cmb_inflation/data/inflation.csv b/notebooks/cmb_inflation/data/inflation.csv new file mode 100644 index 00000000..7134f0d8 --- /dev/null +++ b/notebooks/cmb_inflation/data/inflation.csv @@ -0,0 +1,924 @@ +Dates,Inflation +8/02/1943,-0.6 +31/03/1943,1.6 +30/04/1943,0.7 +31/05/1943,-0.9 +30/06/1943,0.1 +31/07/1943,-5.6 +31/08/1943,1.0 +30/09/1943,-0.9 +31/10/1943,1.0 +30/11/1943,0.0 +31/12/1943,-0.3 +31/01/1944,0.7 +29/02/1944,0.2 +31/03/1944,0.6 +30/04/1944,-1.1 +31/05/1944,-0.4 +30/06/1944,1.8 +31/07/1944,-0.1 +31/08/1944,1.4 +30/09/1944,-0.2 +31/10/1944,0.7 +30/11/1944,0.0 +31/12/1944,0.2 +31/01/1945,7.8 +28/02/1945,1.9 +31/03/1945,7.5 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Transitorios,Transferencia de Utilidades ,Resto,Pases,LELIQ,Redescuentos y Adelantos,"Intereses, Primas y Remun. Ctas. Ctes.",LEBAC y NOBAC,Rescate de Cuasimonedas,Otros,"Billetes y Monedas en Poder del Público +(1)","Billetes y Monedas en Entidades +(2)","Cheques Cancelatorios +(3)","Cuenta +Corriente +en el BCRA +(4)","Total +(5) = (1+2+3+4)","Cuasimonedas +(6)","Total +(7) = (5+6)","Billetes y Monedas en Poder del Público +(8)","Billetes y Monedas en Entidades +(9)","Cheques Cancelatorios +(10)","Cuenta Corriente +en el BCRA +(11)","Total +(12) = (8+9+10+11)","Cuasimonedas +(13)","Total +(14) = (12+13)" +2-Jan-03,151,98.8,0,0,0,-6,30,0,-28,-50,84,0,22,-5,104,0,52,151,0,151,"16,444","2,457",0,"10,401","29,302","7,814","37,116" +3-Jan-03,58,207,0,0,0,-2,0,0,0,0,-148,0,1,47,-41,0,52,58,0,58,"16,491","2,416",0,"10,453","29,360","7,814","37,174" +6-Jan-03,164,172,0,0,0,-8,0,0,0,1,0,0,-1,23,7,0,133,164,0,164,"16,514","2,423",0,"10,586","29,524","7,814","37,338" +7-Jan-03,343,339,0,0,0,-5,0,0,0,11,0,0,-2,39,-6,0,310,343,0,343,"16,554","2,417",0,"10,896","29,867","7,814","37,681" +8-Jan-03,91,151,0,0,0,-9,1,0,0,0,-53,0,1,43,-59,0,106,91,0,91,"16,597","2,358",0,"11,003","29,958","7,814","37,772" +9-Jan-03,31,26,-476,0,476,-1,0,0,0,0,0,0,5,18,35,0,-23,31,0,31,"16,615","2,393",0,"10,980","29,988","7,814","37,802" +10-Jan-03,-309,-25,0,0,0,-7,0,0,0,0,-254,0,-22,2,-3,0,-308,-309,0,-309,"16,618","2,390",0,"10,672","29,680","7,814","37,494" +13-Jan-03,98,86,0,0,0,-7,0,0,0,1,0,0,18,-78,55,0,121,98,0,98,"16,540","2,445",0,"10,793","29,778","7,814","37,592" +14-Jan-03,111,122,-53,53,0,-10,0,0,0,0,0,0,-1,-54,-35,0,200,111,0,111,"16,486","2,410",0,"10,993","29,889","7,814","37,703" +15-Jan-03,-8,113,0,0,0,-3,0,0,0,4,-121,0,0,-48,-60,0,101,-8,0,-8,"16,438","2,350",0,"11,093","29,881","7,814","37,695" +16-Jan-03,35,52,0,0,0,-16,0,0,-1,0,0,0,0,-40,-1,0,76,35,0,35,"16,398","2,349",0,"11,169","29,917","7,814","37,731" +17-Jan-03,-576,48,0,0,0,-497,0,0,0,1,-129,0,1,9,-34,0,-550,-576,0,-576,"16,407","2,315",0,"10,619","29,341","7,814","37,155" +20-Jan-03,51,-3,0,0,0,52,1,0,0,1,0,0,0,-45,39,0,57,51,0,51,"16,362","2,354",0,"10,676","29,392","7,814","37,206" +21-Jan-03,203,161,0,0,0,7,35,0,0,0,0,0,-1,-9,-53,0,265,203,0,203,"16,353","2,301",0,"10,940","29,594","7,814","37,408" +22-Jan-03,-21,39,0,0,0,-84,-1,0,0,0,-48,0,72,10,-36,0,5,-21,0,-21,"16,363","2,265",0,"10,945","29,573","7,814","37,387" +23-Jan-03,38,31,"-3,617","3,617",0,4,0,0,-3,6,0,0,0,-46,9,0,75,38,0,38,"16,318","2,274",0,"11,020","29,611","7,814","37,425" +24-Jan-03,21,58,0,0,0,0,-1,0,0,3,-39,0,1,-52,-8,0,81,21,0,21,"16,266","2,266",0,"11,100","29,632","7,814","37,446" +27-Jan-03,-31,-28,0,0,0,-6,0,0,0,1,0,0,1,-96,43,0,22,-31,0,-31,"16,170","2,309",0,"11,122","29,601","7,814","37,415" +28-Jan-03,12,11,0,0,0,2,2,0,-3,0,0,0,1,-84,-5,0,101,12,0,12,"16,085","2,304",0,"11,223","29,613","7,814","37,427" +29-Jan-03,21,-1,0,0,0,2,1,0,0,0,15,0,4,-20,29,0,12,21,0,21,"16,065","2,333",0,"11,236","29,634","7,814","37,448" +30-Jan-03,13,22,0,0,0,3,0,0,-9,0,0,0,-3,10,51,0,-48,13,0,13,"16,075","2,384",0,"11,187","29,646","7,814","37,460" +31-Jan-03,-155,23,0,0,0,-69,0,0,3,-104,-72,0,65,99,25,0,-279,-155,0,-155,"16,175","2,409",0,"10,908","29,492","7,814","37,306" +3-Feb-03,-325,33,-120,120,0,-355,0,0,0,1,0,0,-3,85,-64,0,-346,-325,0,-325,"16,260","2,345",0,"10,562","29,167","7,814","36,981" +4-Feb-03,50,55,0,0,0,-7,0,0,0,0,0,0,2,53,30,0,-34,50,0,50,"16,313","2,375",0,"10,528","29,217","7,814","37,031" +5-Feb-03,-30,44,0,0,0,-8,0,0,0,0,-62,0,-5,96,-54,0,-73,-30,0,-30,"16,410","2,321",0,"10,455","29,186","7,814","37,000" +6-Feb-03,27,28,0,0,0,-7,1,0,0,0,0,0,4,127,-48,0,-52,27,0,27,"16,537","2,273",0,"10,404","29,214","7,814","37,028" +7-Feb-03,-26,60,0,0,0,-6,0,0,0,-9,-69,0,-3,162,-21,0,-167,-26,0,-26,"16,699","2,252",0,"10,237","29,188","7,814","37,002" +10-Feb-03,-438,72,-520,0,0,-3,0,0,0,1,0,0,12,33,86,0,-557,-438,0,-438,"16,732","2,338",0,"9,680","28,750","7,814","36,564" +11-Feb-03,58,68,0,0,0,-7,-2,0,0,0,0,0,-1,-29,-58,0,145,58,0,58,"16,703","2,280",0,"9,825","28,808","7,814","36,622" +12-Feb-03,114,63,0,0,0,-7,0,0,0,0,34,0,24,-71,-29,0,215,114,0,114,"16,631","2,251",0,"10,040","28,922","7,814","36,736" +13-Feb-03,43,50,0,0,0,-7,0,0,0,0,0,0,-1,-5,-5,0,53,43,0,43,"16,626","2,246",0,"10,093","28,965","7,814","36,779" +14-Feb-03,62,24,120,0,0,-7,0,0,-1,0,-73,0,-1,15,-14,0,61,62,0,62,"16,641","2,232",0,"10,153","29,026","7,814","36,840" +17-Feb-03,-2,-2,0,0,0,-3,0,0,0,1,0,0,2,-59,68,0,-11,-2,0,-2,"16,582","2,300",0,"10,143","29,025","7,814","36,839" +18-Feb-03,59,71,0,0,0,-10,0,0,0,0,0,0,-2,-37,-1,0,97,59,0,59,"16,544","2,299",0,"10,240","29,083","7,814","36,897" +19-Feb-03,82,62,0,0,0,51,-36,0,26,-19,0,0,-2,22,-53,0,114,82,0,82,"16,566","2,246",0,"10,353","29,165","7,814","36,979" +20-Feb-03,810,34,800,0,0,-6,0,0,-19,0,0,0,1,28,-49,0,831,810,0,810,"16,594","2,197",0,"11,184","29,976","7,814","37,790" +21-Feb-03,52,98,0,0,0,5,0,0,0,0,-52,0,0,24,-11,0,38,52,0,52,"16,619","2,186",0,"11,223","30,027","7,814","37,841" +24-Feb-03,24,45,0,0,0,3,0,0,-35,10,0,0,0,-38,31,0,31,24,0,24,"16,580","2,217",0,"11,254","30,051","7,814","37,865" +25-Feb-03,78,63,0,0,0,-10,25,0,0,0,0,0,-1,-119,63,0,134,78,0,78,"16,461","2,280",0,"11,387","30,129","7,814","37,943" +26-Feb-03,-12,26,0,0,0,-7,0,0,0,2,-39,0,7,-52,10,0,30,-12,0,-12,"16,409","2,290",0,"11,418","30,117","7,814","37,931" +27-Feb-03,10,17,0,0,0,-3,0,0,0,2,0,0,-5,31,18,0,-39,10,0,10,"16,440","2,308",0,"11,379","30,127","7,814","37,941" +28-Feb-03,37,14,800,"-1,000",200,-37,0,0,-20,-111,144,0,46,92,47,0,-102,37,0,37,"16,532","2,355",0,"11,277","30,164","7,814","37,978" +3-Mar-03,43,-8,0,0,0,1,-6,0,-7,1,0,0,62,155,-21,0,-92,43,0,43,"16,687","2,334",0,"11,185","30,206","7,814","38,020" +4-Mar-03,40,21,0,0,0,-6,0,0,-2,17,0,0,10,77,-7,0,-30,40,0,40,"16,764","2,327",0,"11,155","30,246","7,814","38,060" +5-Mar-03,-36,30,0,0,0,-6,0,0,-3,0,-55,0,-1,103,-57,0,-82,-36,-140,-176,"16,867","2,270",0,"11,073","30,210","7,674","37,884" +6-Mar-03,19,18,0,0,0,-3,0,0,0,0,0,0,4,136,28,0,-145,19,0,19,"17,003","2,298",0,"10,928","30,229","7,674","37,903" +7-Mar-03,-44,2,0,0,0,-4,-1,0,0,4,-46,0,0,189,-41,0,-192,-44,0,-44,"17,192","2,257",0,"10,736","30,184","7,674","37,858" +10-Mar-03,70,83,0,0,0,-5,-3,0,-5,1,0,0,-2,66,31,0,-27,70,0,70,"17,258","2,288",0,"10,709","30,255","7,674","37,929" +11-Mar-03,-19,15,0,0,0,-7,0,0,-6,0,0,0,-21,1,-43,0,23,-19,0,-19,"17,259","2,245",0,"10,731","30,236","7,674","37,910" +12-Mar-03,102,6,0,0,0,-6,0,0,0,0,85,0,17,-32,-40,0,174,102,0,102,"17,227","2,205",0,"10,905","30,337","7,674","38,011" +13-Mar-03,-16,-5,0,0,0,-8,0,0,0,0,0,0,-2,-24,-11,0,19,-16,0,-16,"17,203","2,194",0,"10,924","30,321","7,674","37,995" +14-Mar-03,-20,-22,0,0,0,-4,9,0,-1,0,-2,0,0,-3,-3,0,-14,-20,0,-20,"17,200","2,191",0,"10,910","30,301","7,674","37,975" +17-Mar-03,53,59,0,0,0,1,-2,0,-4,1,0,0,-2,-90,57,0,85,53,0,53,"17,110","2,248",0,"10,996","30,354","7,674","38,028" +18-Mar-03,12,37,0,0,0,-12,-9,0,-4,0,0,0,0,-66,-11,0,89,12,0,12,"17,044","2,237",0,"11,085","30,366","7,674","38,040" +19-Mar-03,41,-10,0,0,0,51,0,0,0,0,1,0,0,-62,-39,0,142,41,0,41,"16,982","2,198",0,"11,227","30,407","7,674","38,081" +20-Mar-03,62,70,0,0,0,-7,0,0,0,0,0,0,-1,38,-11,0,35,62,0,62,"17,020","2,187",0,"11,262","30,469","7,674","38,143" +21-Mar-03,29,3,0,0,0,2,0,0,0,0,24,0,-1,43,-34,0,21,29,0,29,"17,063","2,153",0,"11,282","30,499","7,674","38,173" +24-Mar-03,74,64,0,0,0,-1,0,0,-2,1,0,0,11,-92,76,0,90,74,0,74,"16,971","2,229",0,"11,373","30,572","7,674","38,246" +25-Mar-03,26,57,0,0,0,-19,0,0,0,-9,0,0,-3,-78,-16,0,120,26,0,26,"16,893","2,213",0,"11,492","30,599","7,674","38,273" +26-Mar-03,14,51,0,0,0,-5,0,0,0,0,-32,0,1,-40,32,0,21,14,0,14,"16,854","2,245",0,"11,514","30,612","7,674","38,286" +27-Mar-03,51,58,0,0,0,-8,0,0,0,0,0,0,1,43,75,0,-68,51,0,51,"16,897","2,320",0,"11,446","30,663","7,674","38,337" +28-Mar-03,5,4,564,-612,88,3,0,0,1,-95,0,0,50,120,80,0,-195,5,0,5,"17,017","2,400",0,"11,251","30,667","7,674","38,341" +1-Apr-03,6,9,0,0,0,2,0,0,-3,1,0,0,-4,110,10,0,-115,6,0,6,"17,127","2,410",0,"11,136","30,673","7,674","38,347" +2-Apr-03,-11,26,0,0,0,-10,0,0,0,0,-28,0,0,62,-24,0,-49,-11,0,-11,"17,189","2,386",0,"11,087","30,662","7,674","38,336" +3-Apr-03,113,96,0,0,0,5,0,0,0,1,10,0,2,119,53,0,-59,113,0,113,"17,309","2,439",0,"11,028","30,776","7,674","38,450" +4-Apr-03,-72,8,0,0,0,-8,1,0,0,0,-73,0,0,159,-91,0,-140,-72,0,-72,"17,468","2,348",0,"10,888","30,704","7,674","38,378" +7-Apr-03,30,32,0,0,0,-7,0,0,0,0,0,0,6,136,5,0,-110,30,0,30,"17,604","2,353",0,"10,777","30,734","7,674","38,408" +8-Apr-03,9,18,0,0,0,-7,-4,0,0,0,0,0,2,20,53,0,-65,9,0,9,"17,624","2,406",0,"10,713","30,743","7,674","38,417" +9-Apr-03,98,9,79,0,0,-6,0,0,0,0,14,0,1,34,-11,0,75,98,0,98,"17,658","2,395",0,"10,788","30,841","7,674","38,515" +10-Apr-03,60,63,0,0,0,-7,1,0,0,0,0,0,3,31,-3,0,31,60,0,60,"17,690","2,392",0,"10,819","30,901","7,674","38,575" +11-Apr-03,-50,47,0,0,0,-7,1,0,-8,0,-63,0,-21,79,-46,0,-83,-50,0,-50,"17,768","2,346",0,"10,736","30,850","7,674","38,524" +14-Apr-03,13,12,0,0,0,-9,0,0,-6,1,0,0,15,-28,88,0,-46,13,0,13,"17,740","2,434",0,"10,690","30,864","7,674","38,538" +15-Apr-03,3,5,0,0,0,-4,1,0,0,0,0,0,2,-18,87,0,-67,3,0,3,"17,722","2,521",0,"10,623","30,866","7,674","38,540" +16-Apr-03,-14,7,0,0,0,-6,3,0,0,0,-18,0,0,53,-72,0,5,-14,0,-14,"17,775","2,449",0,"10,628","30,852","7,674","38,526" +21-Apr-03,22,27,0,0,0,-5,-1,0,-4,1,0,0,3,-191,141,0,72,22,0,22,"17,584","2,590",0,"10,701","30,875","7,674","38,549" +22-Apr-03,180,118,0,0,0,64,0,0,0,0,0,0,-2,-46,-135,0,362,180,0,180,"17,538","2,455",0,"11,062","31,055","7,674","38,729" +23-Apr-03,-42,137,0,0,0,-4,0,0,-50,0,-124,0,-1,-55,-109,0,122,-42,0,-42,"17,483","2,346",0,"11,184","31,013","7,674","38,687" +24-Apr-03,28,27,0,0,0,-2,1,0,0,0,0,0,2,-48,-48,0,124,28,0,28,"17,435","2,298",0,"11,308","31,041","7,674","38,715" +25-Apr-03,-154,30,0,0,0,-7,0,0,14,-107,-84,0,0,5,-40,0,-120,-154,0,-154,"17,440","2,258",0,"11,188","30,887","7,674","38,561" +28-Apr-03,66,74,0,0,0,-5,0,0,-4,1,0,0,-1,-98,111,0,53,66,0,66,"17,342","2,369",0,"11,242","30,952","7,674","38,626" +29-Apr-03,126,131,0,0,0,-7,-1,0,0,0,0,0,3,-36,60,0,102,126,0,126,"17,306","2,429",0,"11,344","31,079","7,674","38,753" +30-Apr-03,396,135,0,-100,100,-19,-1,0,0,0,236,0,45,88,22,0,286,396,0,396,"17,393","2,451",0,"11,630","31,475","7,674","39,149" +2-May-03,231,268,0,0,0,-10,-1,0,0,1,-18,0,-9,279,-75,0,27,231,-1,231,"17,672","2,376",0,"11,657","31,706","7,673","39,379" +5-May-03,197,220,0,0,0,4,0,0,-12,-2,0,0,-13,190,20,0,-12,197,-1,197,"17,862","2,396",0,"11,645","31,903","7,673","39,576" +6-May-03,149,209,-700,700,0,-1,-1,0,-60,0,0,0,2,20,-5,0,134,149,-1,148,"17,882","2,391",0,"11,779","32,052","7,672","39,724" +7-May-03,-75,15,0,0,0,-7,1,0,0,0,-85,0,0,122,-90,0,-107,-75,-1,-75,"18,004","2,301",0,"11,672","31,977","7,672","39,649" +8-May-03,390,400,0,0,0,-9,3,0,0,0,0,0,-4,133,34,0,223,390,-1,389,"18,136","2,335",0,"11,895","32,367","7,671","40,038" +9-May-03,494,424,0,0,0,-5,-2,0,0,1,98,0,-22,149,0,0,345,494,-1,494,"18,285","2,335",0,"12,240","32,861","7,671","40,532" +12-May-03,160,172,0,0,0,-9,-1,0,-1,1,0,0,-2,-16,51,0,125,160,-1,160,"18,270","2,386",0,"12,365","33,021","7,670","40,691" +13-May-03,245,252,0,0,0,-4,-2,0,0,0,0,0,-1,-78,-21,0,344,245,-1,244,"18,192","2,365",0,"12,709","33,266","7,670","40,936" +14-May-03,-106,35,"-1,200","1,200",0,-8,-1,0,0,0,-131,0,0,-38,-55,0,-13,-106,-1,-106,"18,154","2,310",0,"12,697","33,160","7,669","40,830" +15-May-03,61,44,0,0,0,1,0,0,0,0,0,0,17,-5,12,0,55,61,-1,61,"18,149","2,322",0,"12,751","33,222","7,669","40,891" +16-May-03,151,1,0,0,0,-8,-137,0,2,0,-60,0,353,24,-5,0,133,151,-1,151,"18,172","2,317",0,"12,884","33,373","7,668","41,041" +19-May-03,58,-1,0,0,0,46,0,0,0,1,0,0,12,-88,93,0,53,58,-1,58,"18,085","2,410",0,"12,937","33,431","7,668","41,099" +20-May-03,240,248,0,0,0,-6,-3,0,0,3,0,0,-2,22,-78,0,297,240,-1,240,"18,106","2,332",0,"13,234","33,672","7,667","41,339" +21-May-03,159,23,0,0,0,6,-1,0,-30,0,-70,231,1,47,-61,0,173,159,-231,-72,"18,153","2,271",0,"13,407","33,831","7,436","41,267" +22-May-03,90,-3,0,0,0,-4,2,0,0,0,0,92,2,21,-9,0,78,90,-93,-3,"18,174","2,262",0,"13,484","33,921","7,343","41,264" +23-May-03,-181,6,0,0,0,-9,1,0,-1,-16,-165,4,0,27,-9,0,-199,-181,-5,-185,"18,202","2,253",0,"13,285","33,740","7,339","41,079" +26-May-03,10,-4,0,0,0,1,1,0,-2,1,0,14,-1,-111,93,0,28,10,-14,-4,"18,090","2,346",0,"13,313","33,750","7,324","41,074" +27-May-03,145,17,-200,200,0,-65,0,0,0,-1,0,185,9,-81,51,0,175,145,-185,-40,"18,009","2,397",0,"13,488","33,894","7,139","41,034" +28-May-03,-88,-6,0,0,0,-5,-2,0,0,0,-129,51,3,2,31,0,-122,-88,-51,-140,"18,011","2,428",0,"13,367","33,806","7,088","40,894" +29-May-03,371,13,0,0,0,-7,-1,0,0,1,0,353,12,37,38,0,295,371,-367,3,"18,048","2,466",0,"13,662","34,177","6,721","40,898" +30-May-03,-27,13,0,0,0,-23,1,0,-39,1,0,30,-9,134,78,0,-240,-27,-30,-58,"18,183","2,544",0,"13,422","34,149","6,691","40,840" +2-Jun-03,145,46,0,0,0,5,5,0,0,0,0,53,36,236,-58,0,-33,145,-55,90,"18,419","2,486",0,"13,390","34,294","6,636","40,930" +3-Jun-03,208,143,0,0,0,-6,0,0,0,-67,0,134,4,132,3,0,73,208,-153,55,"18,551","2,489",0,"13,463","34,502","6,483","40,985" +4-Jun-03,97,85,0,0,0,4,0,0,0,1,-63,70,0,110,6,0,-19,97,-74,23,"18,661","2,495",0,"13,443","34,599","6,409","41,008" +5-Jun-03,109,87,0,0,0,-7,0,0,0,0,0,12,17,211,-18,0,-84,109,-13,95,"18,872","2,477",0,"13,359","34,708","6,396","41,104" +6-Jun-03,141,121,0,0,0,-8,0,0,0,0,-6,37,-1,265,-56,0,-67,141,-44,98,"19,136","2,421",0,"13,292","34,849","6,352","41,201" +9-Jun-03,265,209,0,0,0,0,0,0,0,1,0,58,-4,109,38,0,118,265,-64,201,"19,245","2,459",0,"13,410","35,114","6,288","41,402" +10-Jun-03,256,240,0,0,0,-18,-4,0,0,0,0,26,13,20,49,0,188,256,-27,230,"19,265","2,508",0,"13,597","35,370","6,262","41,632" +11-Jun-03,-105,79,0,0,0,-189,-3,0,0,1,-26,36,-1,-83,66,0,-87,-105,-41,-146,"19,181","2,574",0,"13,510","35,265","6,220","41,486" +12-Jun-03,450,64,0,0,0,159,1,0,0,1,0,90,135,-11,21,0,440,450,-96,354,"19,170","2,595",0,"13,950","35,715","6,125","41,840" +13-Jun-03,528,289,-300,300,0,23,-1,0,-1,-1,173,48,-3,74,-14,0,468,528,-56,472,"19,244","2,581",0,"14,418","36,243","6,069","42,312" +17-Jun-03,305,253,0,0,0,-11,0,0,0,2,0,69,-8,-89,132,0,262,305,-74,231,"19,155","2,713",0,"14,680","36,548","5,995","42,543" +18-Jun-03,218,197,0,0,0,-43,0,0,0,1,-3,67,-1,-82,-10,0,310,218,-75,143,"19,074","2,703",0,"14,989","36,766","5,920","42,686" +19-Jun-03,38,98,0,0,0,-111,0,0,0,1,0,51,0,1,-26,0,64,38,-56,-17,"19,075","2,677",0,"15,053","36,805","5,864","42,669" +20-Jun-03,168,98,0,0,0,-7,0,0,-2,0,-8,85,1,108,-101,0,160,168,-90,77,"19,183","2,576",0,"15,213","36,972","5,774","42,746" +23-Jun-03,298,251,0,0,0,-2,0,0,0,1,-2,44,5,0,22,0,276,298,-48,250,"19,183","2,598",0,"15,489","37,270","5,726","42,996" +24-Jun-03,281,219,0,0,0,12,2,0,0,1,0,37,11,-22,-18,0,321,281,-44,237,"19,161","2,580",0,"15,810","37,551","5,682","43,233" +25-Jun-03,-98,91,0,0,0,26,3,0,0,1,-245,33,-6,-36,40,0,-101,-98,-35,-132,"19,125","2,620",0,"15,709","37,453","5,647","43,100" +26-Jun-03,272,161,0,0,0,-3,-1,0,0,0,0,108,6,8,84,0,180,272,-110,161,"19,133","2,704",0,"15,888","37,725","5,537","43,261" +27-Jun-03,-103,35,0,0,0,-10,0,0,0,1,-206,54,23,166,-15,0,-254,-103,-61,-164,"19,298","2,689",0,"15,635","37,622","5,476","43,098" +30-Jun-03,53,36,0,0,0,-23,-4,0,0,1,0,33,9,191,68,0,-206,53,-40,12,"19,489","2,757",0,"15,428","37,675","5,435","43,110" +1-Jul-03,244,62,125,0,0,9,1,0,0,1,0,34,13,253,-34,0,25,244,-35,208,"19,742","2,723",0,"15,453","37,918","5,400","43,318" +2-Jul-03,-154,70,0,0,0,-3,0,0,0,-55,-180,14,0,227,36,0,-417,-154,-19,-173,"19,969","2,759",0,"15,037","37,764","5,381","43,145" +3-Jul-03,180,35,125,0,0,1,0,0,0,0,0,19,0,256,24,0,-100,180,-20,160,"20,225","2,783",0,"14,936","37,944","5,362","43,306" +4-Jul-03,-146,-3,0,0,0,-7,2,0,0,0,-152,8,6,319,-70,0,-395,-146,-14,-159,"20,544","2,713",0,"14,542","37,799","5,348","43,147" +7-Jul-03,176,159,0,0,0,-3,0,0,0,1,0,20,-1,307,7,0,-138,176,-23,153,"20,851","2,720",0,"14,403","37,974","5,325","43,300" +8-Jul-03,139,94,0,0,0,20,0,0,0,0,0,22,2,68,145,0,-74,139,-31,108,"20,919","2,865",0,"14,329","38,113","5,294","43,407" +10-Jul-03,-102,108,0,0,0,8,0,0,0,1,-219,7,-6,164,-36,0,-230,-102,-10,-112,"21,083","2,829",0,"14,099","38,011","5,284","43,296" +11-Jul-03,-122,91,0,0,0,-6,0,0,0,0,-192,12,-27,74,-56,0,-140,-122,-13,-135,"21,157","2,773",0,"13,959","37,889","5,271","43,160" +14-Jul-03,99,72,0,0,0,-6,-1,0,0,1,0,17,17,-65,33,0,131,99,-18,80,"21,091","2,806",0,"14,090","37,988","5,253","43,240" +15-Jul-03,192,165,0,0,0,0,0,0,0,0,0,27,0,-82,-6,0,280,192,-32,160,"21,010","2,800",0,"14,370","38,180","5,221","43,401" +16-Jul-03,-219,32,0,0,0,-19,0,0,0,0,-289,57,-1,-12,-60,0,-148,-219,-70,-290,"20,998","2,740",0,"14,222","37,961","5,150","43,111" +17-Jul-03,-288,105,-180,180,0,-413,0,0,0,0,0,17,3,85,-36,0,-337,-288,-17,-305,"21,084","2,704",0,"13,886","37,673","5,133","42,806" +18-Jul-03,5,87,0,0,0,-2,-1,0,0,0,-98,18,0,78,22,0,-95,5,-19,-14,"21,162","2,726",0,"13,791","37,678","5,114","42,792" +21-Jul-03,153,70,0,0,0,60,-2,0,0,1,0,24,0,-3,13,0,143,153,-24,129,"21,159","2,739",0,"13,934","37,832","5,089","42,921" +22-Jul-03,125,118,0,0,0,-8,0,0,0,0,0,14,1,9,-78,0,194,125,-15,110,"21,168","2,661",0,"14,128","37,957","5,074","43,031" +23-Jul-03,-123,48,0,0,0,-10,0,0,0,0,-174,14,-1,-52,-28,0,-43,-123,-15,-138,"21,116","2,633",0,"14,085","37,834","5,059","42,893" +24-Jul-03,199,99,0,0,0,73,9,0,0,0,0,14,4,-6,-15,0,221,199,-15,185,"21,110","2,618",0,"14,306","38,034","5,044","43,078" +25-Jul-03,20,77,0,0,0,-10,-9,0,0,0,-117,86,-7,10,-25,0,35,20,-88,-67,"21,120","2,593",0,"14,341","38,054","4,957","43,011" +28-Jul-03,107,45,0,0,0,8,0,0,0,1,0,52,1,-93,105,0,95,107,-52,55,"21,027","2,698",0,"14,436","38,161","4,904","43,066" +29-Jul-03,299,72,0,0,0,8,0,0,0,0,0,217,2,-35,37,0,297,299,-217,82,"20,992","2,735",0,"14,734","38,461","4,687","43,147" +30-Jul-03,71,-12,0,0,0,0,0,0,-250,-1,69,266,0,14,67,0,-10,71,-266,-195,"21,006","2,802",0,"14,724","38,532","4,420","42,952" +31-Jul-03,42,19,0,0,0,-10,9,0,0,0,0,31,-7,69,136,0,-163,42,-34,8,"21,075","2,938",0,"14,561","38,573","4,387","42,960" +1-Aug-03,128,-11,-200,0,0,387,0,0,8,0,-109,43,9,312,-83,0,-101,128,-44,84,"21,387","2,855",0,"14,459","38,701","4,343","43,044" +4-Aug-03,-442,15,-400,0,0,193,-7,0,-2,-68,0,15,-188,190,35,0,-667,-442,-16,-458,"21,577","2,890",0,"13,792","38,259","4,327","42,586" +5-Aug-03,23,10,0,0,0,-9,-1,0,0,0,0,21,2,87,44,0,-108,23,-22,2,"21,664","2,934",0,"13,684","38,282","4,305","42,588" +6-Aug-03,-99,6,0,0,0,-6,-1,0,-1,0,-103,9,-3,142,-70,0,-171,-99,-10,-109,"21,806","2,864",0,"13,513","38,183","4,296","42,478" +7-Aug-03,15,5,0,0,0,-4,2,0,0,0,0,12,1,195,2,0,-182,15,-13,2,"22,001","2,866",0,"13,331","38,198","4,283","42,481" +8-Aug-03,-28,13,0,0,0,19,-2,0,0,0,-104,34,11,248,-76,0,-200,-28,-35,-63,"22,249","2,790",0,"13,131","38,170","4,247","42,418" +11-Aug-03,224,25,0,0,0,144,0,0,0,1,0,54,1,17,45,0,162,224,-55,169,"22,267","2,835",0,"13,293","38,394","4,193","42,587" +12-Aug-03,84,49,150,0,0,-167,0,0,0,-3,0,42,14,-109,12,0,181,84,-42,42,"22,158","2,847",0,"13,474","38,479","4,151","42,629" +13-Aug-03,477,44,0,0,0,-5,0,0,0,0,404,34,-1,-75,-45,0,597,477,-35,442,"22,083","2,802",0,"14,071","38,955","4,116","43,071" +14-Aug-03,68,13,0,0,0,-8,0,0,0,0,0,64,0,-33,10,0,91,68,-65,3,"22,050","2,812",0,"14,162","39,024","4,051","43,075" +15-Aug-03,-16,-8,0,0,0,10,0,0,1,0,-61,41,1,45,-71,0,10,-16,-41,-58,"22,095","2,741",0,"14,172","39,007","4,010","43,017" +19-Aug-03,321,27,0,0,0,216,0,0,0,1,0,75,1,-228,179,0,370,321,-76,245,"21,867","2,920",0,"14,541","39,328","3,934","43,262" +20-Aug-03,23,43,0,0,0,-22,0,0,1,0,-5,8,0,-39,-112,0,175,23,-8,15,"21,827","2,808",0,"14,716","39,351","3,926","43,278" +21-Aug-03,75,15,0,0,0,7,0,0,0,0,6,44,3,39,-76,0,113,75,-44,31,"21,866","2,732",0,"14,829","39,427","3,882","43,308" +22-Aug-03,-74,4,0,0,0,24,5,0,0,0,-173,61,5,51,-110,0,-16,-74,-62,-136,"21,917","2,622",0,"14,813","39,352","3,820","43,173" +25-Aug-03,34,-1,0,0,0,-22,0,0,0,1,0,53,3,-60,73,0,21,34,-54,-20,"21,857","2,695",0,"14,834","39,386","3,766","43,153" +26-Aug-03,189,26,0,0,0,25,0,0,0,0,0,133,5,-87,-9,0,286,189,-133,56,"21,770","2,686",0,"15,120","39,576","3,633","43,209" +27-Aug-03,16,30,0,0,0,4,-5,0,0,2,-54,41,0,14,24,0,-22,16,-42,-25,"21,784","2,710",0,"15,098","39,592","3,591","43,183" +28-Aug-03,37,-2,0,0,0,-4,-9,0,0,-4,0,43,13,61,86,0,-110,37,-44,-7,"21,845","2,796",0,"14,988","39,629","3,547","43,176" +29-Aug-03,184,-5,0,0,0,-10,0,0,0,0,-12,43,169,165,67,0,-48,184,-43,141,"22,010","2,863",0,"14,940","39,813","3,504","43,317" +1-Sep-03,109,-1,0,0,0,-5,0,0,0,1,0,106,8,212,-6,0,-97,109,-106,3,"22,222","2,857",0,"14,843","39,922","3,398","43,320" +2-Sep-03,44,24,0,0,0,-8,0,0,-1,-53,0,81,1,164,-9,0,-111,44,-81,-37,"22,386","2,848",0,"14,732","39,966","3,317","43,283" +3-Sep-03,-19,11,0,0,0,9,5,0,0,0,-71,27,0,131,60,0,-211,-19,-27,-46,"22,517","2,908",0,"14,522","39,946","3,291","43,237" +4-Sep-03,-18,-1,0,0,0,14,-1,0,0,0,2,35,-67,203,5,0,-226,-18,-36,-53,"22,720","2,913",0,"14,296","39,929","3,255","43,184" +5-Sep-03,29,27,0,0,0,-7,-1,0,0,0,6,34,-30,400,-148,0,-223,29,-34,-5,"23,121","2,765",0,"14,073","39,958","3,221","43,179" +8-Sep-03,38,4,0,0,0,4,-1,0,0,1,0,30,0,91,89,0,-141,38,-30,8,"23,211","2,854",0,"13,931","39,997","3,190","43,187" +9-Sep-03,105,-4,0,0,0,-2,-1,0,0,0,0,41,71,-49,49,0,105,105,-41,64,"23,163","2,903",0,"14,036","40,102","3,149","43,251" +10-Sep-03,-30,3,0,0,0,-6,2,0,0,0,-86,57,0,-156,72,0,54,-30,-57,-87,"23,007","2,975",0,"14,090","40,072","3,093","43,165" +11-Sep-03,-659,5,"-5,700","5,000",0,-6,1,0,0,0,0,42,-1,27,-79,0,-607,-659,-42,-701,"23,034","2,896",0,"13,483","39,413","3,050","42,463" +12-Sep-03,-54,-20,-180,0,0,11,0,0,0,0,114,21,-1,-17,-17,0,-20,-54,-21,-75,"23,017","2,879",0,"13,463","39,359","3,029","42,388" +15-Sep-03,50,2,0,0,0,2,-4,0,0,1,0,21,27,-197,134,0,113,50,-21,28,"22,820","3,013",0,"13,576","39,409","3,008","42,416" +16-Sep-03,17,-1,0,0,0,-17,1,0,0,0,0,33,1,-111,-29,0,157,17,-33,-16,"22,710","2,984",0,"13,732","39,426","2,975","42,400" +17-Sep-03,-28,13,0,0,0,-100,-2,0,0,0,41,21,-1,-68,-80,0,120,-28,-21,-48,"22,642","2,904",0,"13,852","39,398","2,954","42,352" +18-Sep-03,92,3,0,0,0,27,0,0,0,0,0,39,22,2,-42,0,132,92,-39,53,"22,643","2,862",0,"13,985","39,490","2,914","42,404" +19-Sep-03,179,15,-75,75,0,97,0,0,0,0,38,30,0,79,-99,0,199,179,-30,149,"22,722","2,763",0,"14,184","39,669","2,885","42,554" +22-Sep-03,9,13,-40,0,0,7,0,0,0,1,4,26,-2,-167,103,0,73,9,-28,-19,"22,555","2,866",0,"14,257","39,678","2,857","42,535" +23-Sep-03,26,17,0,0,0,-9,0,0,0,0,0,15,3,-108,-44,0,178,26,-15,11,"22,448","2,822",0,"14,435","39,704","2,842","42,546" +24-Sep-03,-45,2,0,0,0,4,0,0,0,0,-124,65,7,-107,-13,0,75,-45,-65,-110,"22,340","2,809",0,"14,510","39,659","2,777","42,436" +25-Sep-03,59,26,0,0,0,7,0,0,0,0,1,24,1,-53,-3,0,115,59,-24,35,"22,288","2,806",0,"14,624","39,718","2,753","42,471" +26-Sep-03,-120,-6,0,0,0,-6,0,0,-2,0,-157,43,8,24,41,0,-185,-120,-44,-163,"22,312","2,847",0,"14,439","39,598","2,709","42,308" +29-Sep-03,126,42,0,0,0,-14,0,0,0,1,0,98,-2,-72,181,0,17,126,-98,28,"22,240","3,028",0,"14,456","39,724","2,611","42,335" +30-Sep-03,754,37,"5,341","-4,641",0,3,0,0,0,0,0,19,-6,63,-10,0,701,754,-19,734,"22,302","3,018",0,"15,157","40,478","2,592","43,070" +1-Oct-03,541,28,550,0,0,37,4,0,0,0,-119,31,9,200,-79,0,420,541,-32,509,"22,502","2,939",0,"15,577","41,018","2,560","43,578" +2-Oct-03,-25,22,0,0,0,-3,-3,0,-1,-57,0,16,1,235,8,0,-268,-25,-16,-41,"22,738","2,947",0,"15,309","40,994","2,544","43,537" +3-Oct-03,44,30,0,0,0,6,-1,0,0,0,-37,49,-3,252,-10,0,-198,44,-50,-6,"22,990","2,937",0,"15,111","41,037","2,494","43,531" +6-Oct-03,11,57,0,0,0,-35,2,0,0,1,0,16,-30,156,27,0,-172,11,-17,-6,"23,145","2,964",0,"14,939","41,049","2,477","43,525" +7-Oct-03,96,66,237,-237,0,-6,-1,0,0,0,0,16,19,130,-88,0,54,96,-17,78,"23,275","2,876",0,"14,993","41,144","2,459","43,604" +8-Oct-03,115,49,0,0,0,6,0,0,0,0,-24,82,2,92,-102,0,125,115,-85,30,"23,367","2,774",0,"15,118","41,259","2,375","43,634" +9-Oct-03,105,66,0,0,0,3,1,0,0,0,3,34,-2,88,10,0,7,105,-35,70,"23,455","2,784",0,"15,125","41,364","2,340","43,704" +10-Oct-03,72,50,0,0,0,-1,-1,0,0,0,-29,38,15,67,26,0,-21,72,-42,30,"23,522","2,810",0,"15,104","41,436","2,298","43,734" +14-Oct-03,-98,75,0,0,0,-188,2,0,0,2,0,31,-21,-296,252,0,-55,-98,-32,-131,"23,226","3,062",0,"15,049","41,337","2,266","43,603" +15-Oct-03,150,68,230,-250,0,161,-2,0,0,0,-79,21,1,-132,-120,0,402,150,-22,128,"23,095","2,942",0,"15,451","41,487","2,244","43,732" +16-Oct-03,88,34,0,0,0,-1,5,0,0,0,2,46,2,-103,-68,0,259,88,-47,42,"22,992","2,874",0,"15,710","41,576","2,198","43,773" +17-Oct-03,78,46,0,0,0,9,0,0,0,0,-8,30,-1,-42,-57,0,177,78,-31,46,"22,949","2,817",0,"15,887","41,653","2,166","43,820" +20-Oct-03,211,116,-20,0,0,39,-6,0,0,1,1,82,-2,-147,128,0,230,211,-104,106,"22,803","2,945",0,"16,116","41,864","2,062","43,926" +21-Oct-03,110,91,0,0,0,-70,0,0,0,0,0,48,42,-82,-100,0,293,110,-53,58,"22,720","2,845",0,"16,409","41,974","2,010","43,984" +22-Oct-03,99,77,0,0,0,59,0,0,0,0,-75,40,-2,-77,-51,0,226,99,-41,58,"22,644","2,794",0,"16,635","42,073","1,968","44,042" +23-Oct-03,127,75,0,0,0,0,0,0,0,0,0,52,1,8,-67,0,186,127,-56,72,"22,652","2,727",0,"16,822","42,201","1,913","44,114" +24-Oct-03,112,95,"-1,900","1,900",0,32,2,0,0,0,-94,74,2,15,-48,0,145,112,-76,37,"22,667","2,679",0,"16,967","42,313","1,837","44,150" +27-Oct-03,121,100,0,0,0,-34,0,0,0,1,0,54,1,-130,93,0,159,121,-55,66,"22,537","2,772",0,"17,125","42,434","1,782","44,216" +28-Oct-03,171,101,0,0,0,45,4,0,0,0,0,22,-1,-77,32,0,217,171,-23,148,"22,459","2,804",0,"17,342","42,606","1,759","44,365" +29-Oct-03,96,99,0,0,0,-11,-2,0,0,0,-35,15,30,-42,91,0,48,96,-16,80,"22,417","2,895",0,"17,390","42,702","1,743","44,445" +30-Oct-03,127,101,0,0,0,13,-4,0,0,0,2,12,2,54,113,0,-39,127,-14,113,"22,471","3,008",0,"17,350","42,829","1,729","44,558" +31-Oct-03,117,93,0,0,0,9,0,0,0,0,-72,95,-8,185,18,0,-86,117,-98,19,"22,656","3,026",0,"17,264","42,946","1,631","44,577" +3-Nov-03,-18,81,-189,0,0,-4,-1,0,0,0,0,99,-4,261,58,0,-338,-18,-123,-142,"22,917","3,084",0,"16,927","42,928","1,508","44,436" +4-Nov-03,30,91,0,0,0,2,0,0,-3,-60,0,42,-41,107,94,0,-171,30,-44,-14,"23,025","3,178",0,"16,756","42,958","1,463","44,422" +5-Nov-03,49,93,0,0,0,-2,0,0,0,0,-159,117,1,271,4,0,-226,49,-124,-75,"23,296","3,182",0,"16,529","43,007","1,339","44,347" +7-Nov-03,37,86,0,0,0,-6,0,0,-58,1,0,13,0,323,-202,0,-85,37,-14,23,"23,619","2,980",0,"16,445","43,044","1,326","44,369" +10-Nov-03,121,75,-435,435,0,10,0,0,0,1,0,5,29,150,-41,0,12,121,-5,116,"23,769","2,939",0,"16,456","43,165","1,321","44,485" +11-Nov-03,9,0,0,0,0,-5,0,0,0,0,0,13,1,-125,-10,0,145,9,-13,-4,"23,644","2,929",0,"16,601","43,174","1,307","44,481" +12-Nov-03,103,177,0,0,0,-55,0,0,0,0,-54,8,26,-117,-44,0,264,103,-9,94,"23,527","2,885",0,"16,865","43,277","1,299","44,576" +13-Nov-03,80,89,435,-435,0,-6,0,0,0,0,0,37,-40,12,-69,0,137,80,-39,41,"23,539","2,816",0,"17,002","43,357","1,259","44,617" +14-Nov-03,46,89,0,0,0,-7,0,0,0,0,-47,7,4,67,-82,0,62,46,-7,39,"23,606","2,734",0,"17,064","43,403","1,252","44,656" +17-Nov-03,133,88,0,0,0,35,0,0,0,1,0,10,-1,-151,119,0,165,133,-12,122,"23,455","2,853",0,"17,229","43,537","1,240","44,777" +18-Nov-03,77,81,0,0,0,-15,0,0,0,0,1,8,2,-46,-42,0,165,77,-8,69,"23,408","2,811",0,"17,394","43,614","1,233","44,846" +19-Nov-03,124,83,0,0,0,58,0,0,0,0,-21,6,-3,-48,-33,0,205,124,-6,118,"23,360","2,778",0,"17,600","43,738","1,226","44,964" +20-Nov-03,90,82,0,0,0,3,0,0,0,0,0,6,-1,77,-79,0,91,90,-6,84,"23,438","2,699",0,"17,691","43,827","1,220","45,048" +21-Nov-03,33,86,0,0,0,16,0,0,0,0,-73,11,-7,97,-69,0,5,33,-11,22,"23,535","2,630",0,"17,696","43,861","1,209","45,070" +24-Nov-03,72,96,0,0,0,-39,0,0,0,1,0,15,-2,-114,167,0,19,72,-16,56,"23,420","2,797",0,"17,715","43,933","1,194","45,126" +25-Nov-03,93,77,0,0,0,0,0,0,0,0,0,12,3,4,5,0,84,93,-12,81,"23,424","2,802",0,"17,800","44,026","1,182","45,208" +26-Nov-03,24,96,0,0,0,13,0,0,2,0,-94,5,1,-47,122,0,-51,24,-6,19,"23,377","2,924",0,"17,749","44,050","1,176","45,227" +27-Nov-03,7,-3,0,0,0,8,0,0,0,0,0,1,0,-9,144,0,-128,7,-1,6,"23,368","3,068",0,"17,621","44,057","1,175","45,232" +28-Nov-03,100,-1,0,0,0,7,0,0,1,0,92,10,-10,154,101,0,-155,100,-11,89,"23,522","3,169",0,"17,467","44,157","1,164","45,322" +1-Dec-03,108,88,0,0,0,-15,0,0,0,1,0,6,27,281,-8,0,-165,108,-6,101,"23,803","3,161",0,"17,301","44,265","1,158","45,423" +2-Dec-03,39,89,0,0,0,-1,0,0,-1,-53,0,6,0,202,19,0,-182,39,-6,34,"24,005","3,180",0,"17,120","44,305","1,152","45,457" +3-Dec-03,56,101,0,0,0,16,0,0,0,0,-66,6,-1,207,33,0,-184,56,-6,50,"24,212","3,213",0,"16,936","44,360","1,146","45,506" +4-Dec-03,71,96,0,0,0,-17,0,0,0,0,0,3,-11,236,24,0,-189,71,-3,68,"24,448","3,237",0,"16,747","44,431","1,143","45,575" +5-Dec-03,117,83,0,0,0,-3,0,0,0,0,0,4,32,514,-207,0,-190,117,-4,113,"24,962","3,030",0,"16,557","44,549","1,139","45,688" +9-Dec-03,132,120,0,0,0,2,0,0,0,2,0,7,1,-54,299,0,-113,132,-7,125,"24,908","3,329",0,"16,443","44,681","1,132","45,813" +10-Dec-03,4,105,0,0,0,4,0,0,-2,0,-101,5,-8,57,-114,0,61,4,-5,-1,"24,965","3,215",0,"16,505","44,685","1,127","45,812" +11-Dec-03,40,138,0,0,0,-95,0,0,0,0,0,3,-6,63,-70,0,47,40,-3,37,"25,028","3,145",0,"16,552","44,725","1,124","45,849" +12-Dec-03,223,92,0,0,0,116,0,0,-2,0,4,9,3,85,-53,0,190,223,-12,211,"25,114","3,092",0,"16,742","44,948","1,112","46,060" +15-Dec-03,87,146,"-1,180","1,100",0,3,0,0,0,1,0,6,11,-72,128,0,31,87,-6,81,"25,042","3,220",0,"16,773","45,035","1,106","46,141" +16-Dec-03,70,120,0,0,0,-16,0,0,0,0,0,1,-35,-4,-27,0,102,70,-1,69,"25,037","3,193",0,"16,875","45,105","1,105","46,210" +17-Dec-03,208,119,0,0,0,-2,0,0,0,0,83,6,2,67,-35,0,176,208,-6,202,"25,104","3,158",0,"17,051","45,313","1,099","46,412" +18-Dec-03,128,118,0,0,0,-1,0,0,0,0,0,3,8,205,12,0,-89,128,-3,125,"25,309","3,170",0,"16,962","45,441","1,097","46,538" +19-Dec-03,177,123,-173,164,0,40,0,0,3,0,0,8,12,320,43,0,-186,177,-8,169,"25,629","3,213",0,"16,776","45,618","1,089","46,707" +22-Dec-03,120,118,0,0,0,-9,0,0,0,1,1,11,-2,267,208,0,-354,120,-19,101,"25,896","3,421",0,"16,422","45,738","1,070","46,808" +23-Dec-03,673,117,0,0,0,-134,0,0,0,0,0,689,0,341,28,0,304,673,-690,-17,"26,236","3,449",0,"16,726","46,411",380,"46,791" +24-Dec-03,-4,-2,0,0,0,79,0,0,0,0,-89,9,-2,52,126,0,-183,-4,-9,-13,"26,289","3,575",0,"16,543","46,406",371,"46,778" +26-Dec-03,201,121,0,0,0,72,0,0,0,1,0,7,2,236,24,0,-59,201,-14,188,"26,525","3,599",0,"16,484","46,608",357,"46,965" +29-Dec-03,146,121,0,0,0,9,0,0,0,1,0,18,-3,29,99,0,19,146,-18,128,"26,554","3,698",0,"16,503","46,754",339,"47,093" +30-Dec-03,-191,117,800,"-1,100",0,-97,0,0,0,0,0,52,38,155,-58,0,-288,-191,-52,-243,"26,709","3,640",0,"16,215","46,564",287,"46,850" +31-Dec-03,-173,-3,0,0,0,0,0,0,0,0,-168,0,-2,-78,45,0,-140,-173,0,-173,"26,631","3,685",0,"16,075","46,391",287,"46,678" +2-Jan-04,356,106,0,0,0,103,0,0,1,1,0,144,0,-96,147,0,305,356,-255,101,"26,535","3,832",0,"16,380","46,747",32,"46,779" +5-Jan-04,11,101,0,0,0,-2,3,0,0,-62,0,0,-29,-90,46,0,55,11,0,11,"26,445","3,878",0,"16,435","46,758",32,"46,790" +6-Jan-04,116,97,0,0,0,-3,0,0,0,0,2,0,18,-33,-81,0,229,116,0,115,"26,413","3,797",0,"16,664","46,874",32,"46,906" +7-Jan-04,-119,103,0,0,0,1,0,0,0,0,-224,0,-1,65,-195,0,11,-119,-4,-123,"26,477","3,602",0,"16,676","46,755",28,"46,783" +8-Jan-04,114,102,0,0,0,7,-3,0,0,0,1,0,6,236,-283,0,161,114,0,114,"26,713","3,319",0,"16,837","46,869",28,"46,897" +9-Jan-04,105,101,0,0,0,0,0,0,0,0,1,0,3,25,-113,0,193,105,0,105,"26,738","3,206",0,"17,030","46,974",28,"47,002" +12-Jan-04,79,83,0,0,0,-4,0,0,0,1,1,0,-2,-205,98,0,186,79,0,79,"26,533","3,304",0,"17,216","47,053",28,"47,081" +13-Jan-04,-134,85,0,0,0,-180,0,0,0,0,0,0,-39,-327,65,0,128,-134,0,-134,"26,207","3,369",0,"17,344","46,920",28,"46,947" +14-Jan-04,-18,90,-120,0,0,78,-1,0,0,0,-65,0,0,-80,-187,0,248,-18,0,-18,"26,127","3,182",0,"17,592","46,902",27,"46,929" +15-Jan-04,165,83,0,0,0,80,0,0,0,0,1,0,1,-74,-76,0,314,165,0,164,"26,053","3,106",0,"17,907","47,066",27,"47,093" +16-Jan-04,92,89,0,0,0,-14,0,0,0,0,18,0,-1,-206,18,0,280,92,0,92,"25,848","3,124",0,"18,186","47,158",27,"47,185" +19-Jan-04,61,-2,0,0,0,62,0,0,0,1,0,0,0,-92,-13,0,165,61,-7,53,"25,756","3,111",0,"18,352","47,219",20,"47,239" +20-Jan-04,59,74,-20,0,0,-4,0,0,0,0,0,0,9,-162,-76,0,297,59,-1,58,"25,594","3,035",0,"18,649","47,278",19,"47,297" +21-Jan-04,-175,74,0,0,0,11,0,0,0,1,-309,0,48,-114,-71,0,9,-175,0,-175,"25,480","2,964",0,"18,659","47,103",19,"47,122" +22-Jan-04,-179,62,0,0,0,-86,-156,0,0,0,1,0,0,-55,-91,0,-33,-179,0,-179,"25,426","2,873",0,"18,625","46,924",19,"46,943" +23-Jan-04,156,82,0,0,0,70,0,0,0,0,0,0,3,-12,-62,0,230,156,0,156,"25,414","2,811",0,"18,855","47,080",19,"47,099" +26-Jan-04,60,54,0,0,0,4,0,0,0,1,2,0,-2,-107,88,0,79,60,0,60,"25,307","2,899",0,"18,934","47,140",19,"47,159" +27-Jan-04,54,58,0,0,0,-7,0,0,0,0,0,0,3,-82,-61,0,197,54,0,54,"25,225","2,838",0,"19,131","47,194",19,"47,213" +28-Jan-04,-293,60,0,0,0,4,0,0,0,0,-374,11,5,-9,57,0,-341,-293,-11,-304,"25,215","2,895",0,"18,791","46,901",8,"46,909" +29-Jan-04,35,63,-35,0,0,-2,0,0,0,0,7,0,1,111,68,0,-144,35,0,35,"25,326","2,963",0,"18,647","46,936",8,"46,944" +30-Jan-04,57,60,-25,0,0,8,0,0,0,0,3,0,11,198,59,0,-199,57,-3,55,"25,524","3,022",0,"18,447","46,993",5,"46,999" +2-Feb-04,41,41,0,0,0,-9,0,0,0,2,2,0,6,266,-12,0,-213,41,0,41,"25,790","3,010",0,"18,235","47,035",5,"47,040" +3-Feb-04,324,29,0,0,0,363,0,0,-2,-64,0,0,-3,127,-24,0,221,324,0,324,"25,917","2,986",0,"18,456","47,359",5,"47,364" +4-Feb-04,-159,46,0,0,0,-8,0,0,0,0,-218,0,20,140,-19,0,-279,-159,0,-159,"26,057","2,967",0,"18,177","47,201",5,"47,206" +5-Feb-04,1,32,0,0,0,-4,0,0,0,0,2,0,-29,300,-31,0,-268,1,0,1,"26,357","2,936",0,"17,909","47,201",5,"47,206" +6-Feb-04,-337,31,-370,0,0,-3,0,0,0,0,1,0,4,318,-111,0,-544,-337,0,-338,"26,675","2,825",0,"17,365","46,864",5,"46,869" +9-Feb-04,70,14,0,0,0,4,0,0,0,1,1,0,49,28,129,0,-87,70,0,70,"26,703","2,954",0,"17,277","46,934",5,"46,939" +10-Feb-04,24,31,0,0,0,-6,1,0,0,0,0,0,-2,-124,-25,0,173,24,0,24,"26,578","2,929",0,"17,451","46,958",5,"46,963" +11-Feb-04,-208,17,0,0,0,-36,0,0,0,0,-202,0,14,-167,31,0,-71,-208,0,-208,"26,411","2,960",0,"17,379","46,750",5,"46,755" +12-Feb-04,-61,29,0,0,0,-50,1,0,0,0,0,0,-41,-113,-20,0,71,-61,0,-61,"26,298","2,940",0,"17,450","46,689",5,"46,693" +13-Feb-04,110,18,0,0,0,4,0,0,0,0,83,0,4,-56,-54,0,220,110,-1,109,"26,243","2,886",0,"17,670","46,799",4,"46,803" +16-Feb-04,-47,-4,0,0,0,-44,0,0,0,1,0,0,-1,-226,143,0,36,-47,0,-47,"26,017","3,029",0,"17,706","46,752",4,"46,756" +17-Feb-04,44,47,0,0,0,-4,0,0,0,0,0,0,0,-163,-90,0,297,44,0,44,"25,854","2,939",0,"18,003","46,796",4,"46,800" +18-Feb-04,-160,10,0,0,0,55,0,0,0,0,-242,0,16,-97,-83,0,20,-160,0,-160,"25,757","2,856",0,"18,023","46,636",4,"46,640" +19-Feb-04,23,33,0,0,0,-18,0,0,0,0,2,0,5,-76,20,0,78,23,0,23,"25,681","2,876",0,"18,102","46,659",4,"46,663" +20-Feb-04,173,17,-30,0,0,82,0,0,0,0,105,0,-1,64,-152,0,260,173,-1,172,"25,745","2,724",0,"18,362","46,831",3,"46,834" +23-Feb-04,53,30,0,0,0,18,0,0,0,1,0,0,3,-132,142,0,43,53,0,53,"25,613","2,866",0,"18,405","46,884",3,"46,887" +24-Feb-04,30,29,0,0,0,-1,0,0,0,0,0,0,2,-68,0,0,98,30,0,30,"25,545","2,866",0,"18,503","46,914",3,"46,917" +25-Feb-04,-48,30,0,0,0,-4,0,0,0,0,-100,0,25,-45,62,0,-65,-48,0,-48,"25,501","2,928",0,"18,438","46,866",3,"46,869" +26-Feb-04,8,29,0,0,0,-22,0,0,0,0,0,0,1,56,160,0,-208,8,0,8,"25,557","3,088",0,"18,230","46,874",3,"46,877" +27-Feb-04,18,31,0,0,0,-6,0,0,0,0,0,0,-7,185,6,0,-172,18,-1,18,"25,741","3,094",0,"18,057","46,893",2,"46,895" +1-Mar-04,0,25,-170,0,0,9,0,0,0,107,0,0,29,264,-9,0,-255,0,0,0,"26,005","3,085",0,"17,802","46,893",2,"46,895" +2-Mar-04,-159,34,0,0,0,-6,0,0,-132,-56,0,0,1,158,6,0,-323,-159,-1,-160,"26,164","3,091",0,"17,479","46,734",1,"46,735" +3-Mar-04,-127,30,0,0,0,6,-1,0,0,0,-208,0,46,127,31,0,-285,-127,0,-127,"26,291","3,122",0,"17,194","46,606",1,"46,608" +4-Mar-04,-3,24,0,0,0,3,1,0,0,0,0,0,-31,271,-10,0,-264,-3,0,-3,"26,562","3,112",0,"16,930","46,604",1,"46,605" +5-Mar-04,39,37,0,0,0,0,0,0,0,0,0,0,2,379,-153,0,-187,39,0,39,"26,941","2,959",0,"16,743","46,643",1,"46,644" +8-Mar-04,22,26,0,0,0,-5,0,0,0,1,0,0,0,108,15,0,-101,22,0,22,"27,049","2,974",0,"16,641","46,664",1,"46,666" +9-Mar-04,"-3,239",60,"-9,149","4,591","1,000",-3,0,0,0,0,0,0,262,-100,38,0,"-3,177","-3,239",0,"-3,239","26,949","3,012",0,"13,464","43,425",1,"43,427" +10-Mar-04,-20,55,0,0,0,-10,0,0,0,3,-68,0,-1,-157,8,0,129,-20,0,-20,"26,793","3,020",0,"13,593","43,406",1,"43,407" +11-Mar-04,58,62,0,0,0,1,0,0,0,-4,0,0,0,-82,14,0,127,58,0,58,"26,710","3,034",0,"13,720","43,464",1,"43,465" +12-Mar-04,54,56,0,0,0,-6,0,0,0,2,0,0,2,-65,-59,0,179,54,-1,53,"26,645","2,975",0,"13,899","43,518",0,"43,518" +15-Mar-04,-284,61,-314,0,0,-8,0,0,0,1,12,0,-36,-261,155,0,-178,-284,0,-284,"26,384","3,130",0,"13,721","43,235",0,"43,235" +16-Mar-04,67,58,0,0,0,3,0,0,0,2,5,0,-1,-159,68,0,157,67,0,67,"26,225","3,198",0,"13,878","43,301",0,"43,301" +17-Mar-04,273,58,0,0,0,-6,0,0,0,33,129,0,58,-175,-35,0,482,273,0,273,"26,051","3,163",0,"14,360","43,574",0,"43,574" +18-Mar-04,65,58,0,0,0,5,0,0,0,0,3,0,-1,-100,-99,0,265,65,0,65,"25,950","3,064",0,"14,625","43,639",0,"43,639" +19-Mar-04,-792,58,-940,0,0,55,0,0,0,0,0,0,34,12,-123,0,-682,-792,0,-792,"25,963","2,941",0,"13,943","42,847",0,"42,847" +22-Mar-04,77,70,0,0,0,7,0,0,0,1,0,0,-1,-158,98,0,136,77,0,77,"25,805","3,039",0,"14,080","42,924",0,"42,924" +23-Mar-04,85,73,0,0,0,-3,0,0,0,0,3,0,12,-104,-25,0,214,85,0,85,"25,701","3,014",0,"14,294","43,009",0,"43,009" +24-Mar-04,-84,74,0,0,0,-2,0,0,0,10,-189,0,21,-63,-48,0,26,-84,0,-84,"25,638","2,966",0,"14,320","42,924",0,"42,924" +25-Mar-04,"1,564",71,"6,591","-5,091",0,-10,0,0,0,0,4,0,0,-48,11,0,"1,602","1,564",0,"1,564","25,590","2,977",0,"15,922","44,489",0,"44,489" +26-Mar-04,670,70,0,0,0,597,4,0,0,0,0,0,0,59,15,0,596,670,0,670,"25,649","2,992",0,"16,518","45,159",0,"45,159" +29-Mar-04,67,88,0,0,0,-4,-1,0,0,1,0,0,-16,-3,178,0,-108,67,0,67,"25,646","3,170",0,"16,410","45,226",0,"45,226" +30-Mar-04,84,86,0,0,0,-8,1,0,0,0,3,0,1,-51,280,0,-145,84,0,84,"25,595","3,450",0,"16,265","45,310",0,"45,310" +31-Mar-04,323,85,0,0,0,285,-4,0,0,0,-35,0,-8,100,137,0,86,323,0,323,"25,695","3,587",0,"16,351","45,633",0,"45,633" +1-Apr-04,135,100,0,0,0,17,3,0,0,0,5,0,9,366,-97,0,-134,135,0,135,"26,061","3,490",0,"16,217","45,768",0,"45,768" +2-Apr-04,-86,99,0,0,0,-2,0,0,-134,-57,4,0,5,471,-15,0,-541,-86,0,-86,"26,532","3,475",0,"15,675","45,682",0,"45,682" +6-Apr-04,76,101,0,0,0,4,1,0,0,2,0,0,-32,307,190,0,-421,76,0,76,"26,839","3,665",0,"15,254","45,758",0,"45,758" +7-Apr-04,-98,119,0,0,0,0,1,0,0,0,-248,0,31,182,-97,0,-183,-98,0,-98,"27,021","3,568",0,"15,071","45,660",0,"45,660" +12-Apr-04,125,118,0,0,0,1,1,0,0,2,4,0,-1,-331,125,0,331,125,0,125,"26,690","3,693",0,"15,403","45,785",0,"45,785" +13-Apr-04,91,134,0,0,0,-8,0,0,0,0,1,0,-36,-158,-279,0,528,91,0,91,"26,531","3,414",0,"15,931","45,876",0,"45,876" +14-Apr-04,-50,128,0,0,0,-15,0,0,1,7,-169,0,-1,-139,-145,0,234,-50,0,-50,"26,393","3,269",0,"16,165","45,827",0,"45,827" +15-Apr-04,-5,127,-150,0,0,3,-1,0,0,0,4,0,12,-142,-13,0,150,-5,0,-5,"26,250","3,256",0,"16,315","45,821",0,"45,821" +16-Apr-04,139,123,0,0,0,-6,-1,0,0,0,9,0,15,-104,-77,0,320,139,0,139,"26,146","3,179",0,"16,635","45,961",0,"45,961" +19-Apr-04,191,130,0,0,0,54,-1,0,0,10,1,0,-3,-200,73,0,318,191,0,191,"25,946","3,252",0,"16,953","46,151",0,"46,151" +20-Apr-04,74,132,0,0,0,-56,-1,0,0,-3,3,0,-2,-50,-153,0,277,74,0,74,"25,896","3,099",0,"17,230","46,225",0,"46,225" +21-Apr-04,35,124,0,0,0,67,-2,0,0,0,-145,0,-10,-44,-107,0,186,35,0,35,"25,852","2,992",0,"17,416","46,260",0,"46,260" +22-Apr-04,47,135,0,0,0,-72,-25,0,0,0,9,0,0,13,-89,0,123,47,0,47,"25,865","2,903",0,"17,540","46,308",0,"46,308" +23-Apr-04,268,124,0,0,0,62,0,0,0,76,2,0,4,46,-96,0,318,268,0,268,"25,911","2,807",0,"17,857","46,575",0,"46,575" +26-Apr-04,146,135,0,0,0,3,0,0,0,7,3,0,-2,-138,198,0,86,146,0,146,"25,773","3,005",0,"17,943","46,721",0,"46,721" +27-Apr-04,97,127,0,0,0,-39,0,0,1,1,7,0,1,-33,32,0,98,97,0,97,"25,740","3,037",0,"18,041","46,818",0,"46,818" +28-Apr-04,-12,138,0,0,0,-4,0,0,0,0,-150,0,2,-55,147,0,-104,-12,0,-12,"25,685","3,184",0,"17,937","46,806",0,"46,806" +29-Apr-04,129,127,0,0,0,5,0,0,0,1,-2,0,-1,130,251,0,-252,129,0,129,"25,814","3,435",0,"17,685","46,935",0,"46,935" +30-Apr-04,130,130,0,0,0,2,0,0,0,0,3,0,-6,210,-164,0,83,130,0,130,"26,025","3,271",0,"17,769","47,064",0,"47,064" +3-May-04,86,125,0,0,0,12,0,0,-49,-25,15,0,9,368,-35,0,-247,86,0,86,"26,393","3,236",0,"17,522","47,151",0,"47,151" +4-May-04,-843,132,-746,0,0,-11,0,0,-134,-62,8,0,-30,191,12,0,"-1,046",-843,0,-843,"26,584","3,248",0,"16,476","46,308",0,"46,308" +5-May-04,36,127,0,0,0,-6,0,0,-9,0,-67,0,-11,264,82,0,-310,36,0,36,"26,847","3,330",0,"16,166","46,343",0,"46,343" +6-May-04,127,133,0,0,0,-7,0,0,0,0,0,0,0,230,-134,0,31,127,0,127,"27,077","3,196",0,"16,197","46,470",0,"46,470" +7-May-04,139,130,0,0,0,-19,0,0,2,0,2,0,24,429,-186,0,-104,139,0,139,"27,506","3,010",0,"16,093","46,609",0,"46,609" +10-May-04,161,133,0,0,0,30,0,0,0,1,0,0,-3,-26,121,0,66,161,0,161,"27,480","3,131",0,"16,159","46,770",0,"46,770" +11-May-04,139,132,0,0,0,-6,0,0,0,1,4,0,9,-138,30,0,246,139,0,139,"27,343","3,161",0,"16,406","46,909",0,"46,909" +12-May-04,-98,130,0,0,0,-15,0,0,0,1,-179,0,-35,-132,-73,0,107,-98,0,-98,"27,211","3,088",0,"16,513","46,811",0,"46,811" +13-May-04,121,122,0,0,0,-8,0,0,0,0,8,0,0,-125,4,0,242,121,0,121,"27,085","3,092",0,"16,755","46,933",0,"46,933" +14-May-04,147,143,0,0,0,-4,0,0,0,0,2,0,6,-51,-62,0,260,147,0,147,"27,034","3,030",0,"17,015","47,080",0,"47,080" +17-May-04,-242,130,-380,0,0,-36,0,0,0,45,0,0,-1,-177,68,0,-134,-242,0,-242,"26,858","3,098",0,"16,882","46,837",0,"46,837" +18-May-04,91,131,0,0,0,-73,0,0,0,0,6,0,28,-110,-22,0,224,91,0,91,"26,747","3,076",0,"17,105","46,929",0,"46,929" +19-May-04,222,133,0,0,0,172,0,0,0,1,-81,0,-2,-95,17,0,300,222,0,222,"26,653","3,093",0,"17,405","47,151",0,"47,151" +20-May-04,129,128,0,0,0,-7,0,0,0,1,7,0,0,-25,-114,0,268,129,0,129,"26,627","2,979",0,"17,674","47,280",0,"47,280" +21-May-04,148,138,0,0,0,4,2,0,0,1,5,0,-1,85,-123,0,186,148,0,148,"26,712","2,856",0,"17,860","47,429",0,"47,429" +24-May-04,127,137,0,0,0,3,-20,0,0,2,5,0,0,-80,375,0,-168,127,0,127,"26,632","3,231",0,"17,692","47,555",0,"47,555" +26-May-04,130,120,0,0,0,-9,0,0,0,1,0,0,19,-107,101,0,136,130,0,130,"26,525","3,332",0,"17,829","47,685",0,"47,685" +27-May-04,57,118,0,0,0,-6,0,0,0,0,-101,0,46,-26,28,0,56,57,0,57,"26,498","3,360",0,"17,884","47,742",0,"47,742" +28-May-04,-6,133,0,0,0,-5,-135,0,0,1,0,0,0,109,23,0,-139,-6,0,-6,"26,607","3,383",0,"17,746","47,736",0,"47,736" +31-May-04,-86,0,0,0,0,-5,-76,0,0,2,0,0,-6,76,162,0,-324,-86,0,-86,"26,684","3,545",0,"17,422","47,650",0,"47,650" +1-Jun-04,112,124,0,0,0,-4,-34,0,0,1,0,0,26,197,-122,0,38,112,0,112,"26,880","3,423",0,"17,459","47,763",0,"47,763" +2-Jun-04,12,135,0,0,0,-3,137,0,-135,-55,-56,0,-11,171,-14,0,-146,12,0,12,"27,052","3,409",0,"17,314","47,774",0,"47,774" +3-Jun-04,135,76,0,0,0,5,25,0,0,0,28,0,2,305,61,0,-231,135,0,135,"27,357","3,470",0,"17,082","47,909",0,"47,909" +4-Jun-04,-334,151,-249,0,0,-3,-108,0,0,0,0,0,-125,444,-198,0,-580,-334,0,-334,"27,801","3,272",0,"16,502","47,575",0,"47,575" +7-Jun-04,124,138,0,0,0,-3,-4,0,0,0,0,0,-7,171,-28,0,-19,124,0,124,"27,972","3,244",0,"16,483","47,699",0,"47,699" +8-Jun-04,92,119,0,0,0,-6,-41,0,0,0,0,0,20,-109,48,0,152,92,0,92,"27,863","3,292",0,"16,636","47,790",0,"47,790" +9-Jun-04,-59,119,0,0,0,-23,-51,0,0,0,-111,0,7,-129,-5,0,75,-59,0,-59,"27,733","3,287",0,"16,711","47,731",0,"47,731" +10-Jun-04,75,123,0,0,0,-6,-41,0,0,0,0,0,-1,-60,-131,0,266,75,0,75,"27,673","3,156",0,"16,977","47,806",0,"47,806" +11-Jun-04,-41,113,0,0,0,-4,-123,0,0,0,0,0,-28,67,-96,0,-13,-41,0,-41,"27,741","3,060",0,"16,964","47,765",0,"47,765" +14-Jun-04,146,126,0,0,0,-7,29,0,0,0,0,0,-2,-219,144,0,222,146,0,146,"27,521","3,204",0,"17,186","47,911",0,"47,911" +15-Jun-04,84,117,0,0,0,2,-82,0,0,13,-2,0,37,-167,125,0,125,84,0,84,"27,355","3,329",0,"17,311","47,995",0,"47,995" +16-Jun-04,0,117,0,0,0,0,-58,0,0,0,-57,0,0,-136,42,0,95,0,0,0,"27,219","3,371",0,"17,406","47,996",0,"47,996" +17-Jun-04,90,131,0,0,0,-7,-42,0,0,0,0,0,8,-22,29,0,83,90,0,90,"27,197","3,400",0,"17,489","48,086",0,"48,086" +18-Jun-04,-53,113,"-1,060","1,060",0,-61,-105,0,0,0,0,0,0,128,-120,0,-60,-53,0,-53,"27,324","3,280",0,"17,428","48,033",0,"48,033" +22-Jun-04,93,95,0,0,0,59,-64,0,0,0,-3,0,5,-123,45,0,171,93,0,93,"27,201","3,325",0,"17,599","48,125",0,"48,125" +23-Jun-04,-57,115,0,0,0,80,-117,0,0,0,-163,0,27,-104,-16,0,63,-57,0,-57,"27,097","3,309",0,"17,662","48,068",0,"48,068" +24-Jun-04,113,112,0,0,0,-4,17,0,0,0,-14,0,2,18,-24,0,119,113,0,113,"27,115","3,285",0,"17,781","48,181",0,"48,181" +25-Jun-04,147,106,0,0,0,-6,29,0,0,0,0,0,17,80,-89,0,156,147,0,147,"27,195","3,196",0,"17,936","48,327",0,"48,327" +28-Jun-04,56,103,-170,170,0,-4,-51,0,0,0,0,0,8,-52,319,0,-211,56,0,56,"27,143","3,515",0,"17,725","48,383",0,"48,383" +29-Jun-04,148,106,0,0,0,-9,48,0,0,0,0,0,2,341,551,0,-744,148,0,148,"27,484","4,066",0,"16,981","48,531",0,"48,531" +30-Jun-04,95,-87,0,0,0,18,-99,0,0,0,179,0,84,-44,100,0,39,95,0,95,"27,440","4,166",0,"17,020","48,627",0,"48,627" +1-Jul-04,-329,103,0,0,0,-3,-425,0,0,0,-4,0,0,331,-331,0,-329,-329,0,-329,"27,771","3,835",0,"16,691","48,297",0,"48,297" +2-Jul-04,-364,103,0,0,0,-3,-268,0,-137,-60,0,0,0,568,-321,0,-611,-364,0,-364,"28,339","3,514",0,"16,080","47,933",0,"47,933" +5-Jul-04,-376,0,0,0,0,-3,-373,0,0,0,0,0,0,637,104,0,"-1,117",-376,0,-376,"28,977","3,618",0,"14,962","47,557",0,"47,557" +6-Jul-04,-291,292,0,0,0,3,-463,0,0,0,0,0,-123,142,98,0,-531,-291,0,-291,"29,119","3,716",0,"14,431","47,266",0,"47,266" +7-Jul-04,-766,107,0,0,0,-10,-689,0,0,8,-191,0,8,217,-66,0,-917,-766,0,-766,"29,335","3,650",0,"13,514","46,500",0,"46,500" +8-Jul-04,-563,101,0,0,0,-6,-684,0,0,0,-2,0,28,260,-70,0,-753,-563,0,-563,"29,596","3,580",0,"12,761","45,937",0,"45,937" +12-Jul-04,-78,92,0,0,0,-3,-146,0,0,1,-2,0,-20,-246,216,0,-49,-78,0,-78,"29,350","3,796",0,"12,712","45,858",0,"45,858" +13-Jul-04,-266,84,0,0,0,-4,-345,0,0,0,0,0,-1,-167,-178,0,80,-266,0,-266,"29,182","3,618",0,"12,792","45,592",0,"45,592" +14-Jul-04,-67,95,0,0,0,-25,-217,0,0,0,171,0,-91,-144,-158,0,236,-67,0,-67,"29,038","3,460",0,"13,028","45,526",0,"45,526" +15-Jul-04,-312,84,-90,0,0,9,-308,0,-1,1,-7,0,0,-125,-46,0,-141,-312,0,-312,"28,913","3,414",0,"12,887","45,214",0,"45,214" +16-Jul-04,-44,95,0,0,0,-6,-133,0,0,0,0,0,0,-70,-78,0,105,-44,0,-44,"28,843","3,336",0,"12,991","45,170",0,"45,170" +19-Jul-04,343,74,0,0,0,49,215,0,0,0,0,0,5,-225,62,0,506,343,0,343,"28,618","3,398",0,"13,497","45,513",0,"45,513" +20-Jul-04,430,75,0,0,0,-67,420,0,0,1,0,0,1,-122,-128,0,680,430,0,430,"28,496","3,270",0,"14,177","45,943",0,"45,943" +21-Jul-04,387,74,0,0,0,6,434,0,0,1,-126,0,-2,-31,-147,0,565,387,0,387,"28,465","3,123",0,"14,742","46,331",0,"46,331" +22-Jul-04,389,74,0,0,0,-6,312,0,0,4,0,0,5,-34,-1,0,424,389,0,389,"28,431","3,122",0,"15,167","46,720",0,"46,720" +23-Jul-04,-70,74,0,0,0,10,-158,0,0,0,0,0,4,59,-162,0,34,-70,0,-70,"28,490","2,960",0,"15,200","46,650",0,"46,650" +26-Jul-04,261,73,0,0,0,3,185,0,0,0,0,0,0,-166,166,0,261,261,0,261,"28,324","3,126",0,"15,461","46,911",0,"46,911" +27-Jul-04,7,77,0,0,0,-7,-98,0,0,34,0,0,2,-100,147,0,-40,7,0,7,"28,225","3,273",0,"15,421","46,919",0,"46,919" +28-Jul-04,44,75,0,0,0,-5,37,0,0,0,-87,0,24,-29,63,0,10,44,0,44,"28,195","3,336",0,"15,431","46,962",0,"46,962" +29-Jul-04,141,76,0,0,0,-6,68,0,0,0,0,0,3,112,118,0,-89,141,0,141,"28,308","3,454",0,"15,342","47,103",0,"47,103" +30-Jul-04,-41,76,0,0,0,-92,-23,0,0,0,0,0,-2,224,46,0,-311,-41,0,-41,"28,532","3,500",0,"15,030","47,062",0,"47,062" +2-Aug-04,222,79,0,750,0,-697,67,0,0,0,0,0,23,215,44,0,-37,222,0,222,"28,747","3,544",0,"14,994","47,284",0,"47,284" +3-Aug-04,-236,75,0,0,0,13,171,0,-140,-71,0,0,-284,209,-41,0,-404,-236,0,-236,"28,955","3,503",0,"14,590","47,048",0,"47,048" +4-Aug-04,-14,75,-30,0,0,-6,69,0,0,0,-104,0,-18,196,-77,0,-133,-14,0,-14,"29,152","3,426",0,"14,457","47,034",0,"47,034" +5-Aug-04,-214,79,0,0,0,-6,-288,0,0,1,0,0,1,275,-25,0,-464,-214,0,-214,"29,427","3,401",0,"13,993","46,820",0,"46,820" +6-Aug-04,157,0,0,0,0,-6,50,0,0,0,0,0,112,389,-211,0,-21,157,0,157,"29,816","3,190",0,"13,972","46,978",0,"46,978" +9-Aug-04,-224,46,0,0,0,0,-288,0,0,0,0,0,18,-64,140,0,-300,-224,0,-224,"29,752","3,330",0,"13,672","46,754",0,"46,754" +10-Aug-04,-183,48,0,0,0,-5,-226,0,0,0,0,0,0,-190,-15,0,22,-183,0,-183,"29,562","3,315",0,"13,694","46,571",0,"46,571" +11-Aug-04,-390,52,0,0,0,-35,-379,0,0,0,-28,0,1,-198,-8,0,-183,-390,0,-390,"29,363","3,307",0,"13,511","46,181",0,"46,181" +12-Aug-04,-638,44,-470,0,0,-6,-182,0,0,1,0,0,-25,-143,-14,0,-481,-638,0,-638,"29,220","3,293",0,"13,030","45,543",0,"45,543" +13-Aug-04,-295,74,0,0,0,-23,-349,0,0,0,0,0,2,-83,-64,0,-148,-295,0,-295,"29,137","3,229",0,"12,882","45,248",0,"45,248" +17-Aug-04,846,56,0,0,0,-24,810,0,0,1,0,0,3,-391,209,0,"1,028",846,0,846,"28,747","3,438",0,"13,909","46,094",0,"46,094" +18-Aug-04,293,61,0,0,0,22,263,0,0,1,-56,0,3,-236,-38,0,567,293,0,293,"28,510","3,400",0,"14,476","46,387",0,"46,387" +19-Aug-04,-46,47,-440,0,0,22,317,0,0,1,0,0,7,-50,-211,0,216,-46,0,-46,"28,460","3,189",0,"14,692","46,341",0,"46,341" +20-Aug-04,115,61,0,0,0,69,-17,0,0,0,0,0,1,29,-158,0,244,115,0,115,"28,490","3,031",0,"14,936","46,456",0,"46,456" +23-Aug-04,-167,60,0,0,0,8,-234,0,0,0,0,0,-2,-159,92,0,-100,-167,0,-167,"28,331","3,123",0,"14,835","46,289",0,"46,289" +24-Aug-04,-7,62,0,0,0,1,-71,0,0,0,0,0,0,-94,-52,0,138,-7,0,-7,"28,237","3,071",0,"14,974","46,282",0,"46,282" +25-Aug-04,-170,59,0,0,0,-6,-228,0,0,0,0,0,4,-68,17,0,-119,-170,0,-170,"28,168","3,088",0,"14,855","46,111",0,"46,111" +26-Aug-04,343,62,-15,0,0,-1,296,0,0,1,0,0,0,0,77,0,266,343,0,343,"28,168","3,165",0,"15,121","46,454",0,"46,454" +27-Aug-04,791,60,-75,0,0,-6,71,0,0,0,577,0,164,30,127,0,634,791,0,791,"28,198","3,292",0,"15,755","47,246",0,"47,246" +30-Aug-04,-222,57,0,0,0,-96,-187,0,0,0,0,0,3,30,167,0,-419,-222,0,-222,"28,229","3,459",0,"15,336","47,024",0,"47,024" +31-Aug-04,383,65,0,0,0,2,66,0,0,0,0,0,249,23,129,0,231,383,0,383,"28,251","3,588",0,"15,567","47,407",0,"47,407" +1-Sep-04,-566,60,-200,0,0,-9,-277,0,0,1,-148,0,8,322,-111,0,-778,-566,0,-566,"28,574","3,477",0,"14,790","46,841",0,"46,841" +2-Sep-04,-615,62,0,0,0,2,-428,0,-192,-61,0,0,2,305,52,0,-972,-615,0,-615,"28,878","3,529",0,"13,818","46,225",0,"46,225" +3-Sep-04,304,60,-1,0,0,3,236,0,0,0,0,0,5,377,-113,0,39,304,0,304,"29,256","3,416",0,"13,857","46,529",0,"46,529" +6-Sep-04,-41,0,0,0,0,-1,-19,0,0,0,0,0,-21,184,15,0,-240,-41,0,-41,"29,440","3,431",0,"13,617","46,488",0,"46,488" +7-Sep-04,20,63,0,0,0,-3,-36,0,0,0,0,0,-3,91,-121,0,51,20,0,20,"29,530","3,310",0,"13,668","46,508",0,"46,508" +8-Sep-04,-130,58,0,0,0,-5,-77,0,0,1,-147,0,40,-12,-25,0,-93,-130,0,-130,"29,518","3,285",0,"13,575","46,378",0,"46,378" +9-Sep-04,32,64,0,0,0,-4,-37,0,0,1,0,0,8,-71,-20,0,123,32,0,32,"29,447","3,265",0,"13,697","46,409",0,"46,409" +10-Sep-04,-215,63,0,0,0,-4,-299,0,0,0,0,0,24,-55,-81,0,-79,-215,0,-215,"29,392","3,184",0,"13,618","46,194",0,"46,194" +13-Sep-04,-565,106,0,0,0,-178,-471,0,0,0,0,0,-23,-303,138,0,-399,-565,0,-565,"29,089","3,322",0,"13,219","45,630",0,"45,630" +14-Sep-04,397,62,-3,0,0,97,186,0,56,0,0,0,0,-211,-57,0,665,397,0,397,"28,878","3,265",0,"13,884","46,027",0,"46,027" +15-Sep-04,86,59,-330,0,0,-27,117,0,0,1,-85,0,351,-211,-13,0,310,86,0,86,"28,667","3,252",0,"14,194","46,113",0,"46,113" +16-Sep-04,227,62,0,0,0,-9,173,0,0,1,0,0,0,-106,-11,0,345,227,0,227,"28,561","3,241",0,"14,539","46,340",0,"46,340" +17-Sep-04,-180,1,"-1,020",750,0,91,-5,0,0,0,0,0,2,-22,-71,0,-87,-180,0,-180,"28,538","3,170",0,"14,452","46,160",0,"46,160" +20-Sep-04,370,60,0,0,0,58,248,0,0,3,0,0,0,-172,114,0,427,370,0,370,"28,367","3,284",0,"14,879","46,530",0,"46,530" +21-Sep-04,-371,61,0,0,0,7,-440,0,0,0,0,0,1,-101,-189,0,-80,-371,0,-371,"28,265","3,095",0,"14,799","46,159",0,"46,159" +22-Sep-04,148,61,0,0,0,-6,176,0,0,18,-97,0,-3,-53,-17,0,218,148,0,148,"28,213","3,078",0,"15,017","46,307",0,"46,307" +23-Sep-04,50,59,0,0,0,-5,-22,0,0,1,0,0,17,19,83,0,-52,50,0,50,"28,231","3,161",0,"14,965","46,358",0,"46,358" +24-Sep-04,-369,62,-233,0,0,-1,-200,0,0,0,0,0,3,19,-137,0,-251,-369,0,-369,"28,250","3,024",0,"14,714","45,988",0,"45,988" +27-Sep-04,129,61,0,0,0,-6,72,0,0,0,0,0,1,-166,240,0,55,129,0,129,"28,084","3,264",0,"14,769","46,117",0,"46,117" +28-Sep-04,376,61,0,0,0,-4,309,0,0,1,0,0,10,-36,215,0,197,376,0,376,"28,048","3,479",0,"14,967","46,493",0,"46,493" +29-Sep-04,491,61,0,0,0,-4,59,0,0,1,253,0,121,47,32,0,412,491,0,491,"28,095","3,511",0,"15,378","46,984",0,"46,984" +30-Sep-04,549,50,0,0,0,-81,616,0,0,1,-31,0,-5,81,168,0,301,549,0,549,"28,176","3,679",0,"15,679","47,534",0,"47,534" +1-Oct-04,-11,67,0,0,0,1,-86,0,0,0,0,0,6,516,-257,0,-270,-11,0,-11,"28,692","3,422",0,"15,409","47,523",0,"47,523" +4-Oct-04,-456,61,-395,395,0,-1,-302,0,-129,-65,0,0,-20,219,164,0,-838,-456,0,-456,"28,911","3,586",0,"14,570","47,067",0,"47,067" +5-Oct-04,-166,67,0,0,0,-1,-238,0,0,0,0,0,5,193,35,0,-394,-166,0,-166,"29,103","3,621",0,"14,177","46,901",0,"46,901" +6-Oct-04,90,58,0,0,0,-6,18,0,0,1,0,0,19,214,-178,0,54,90,0,90,"29,317","3,443",0,"14,231","46,991",0,"46,991" +7-Oct-04,-5,75,-50,0,0,-3,-33,0,0,0,0,0,6,248,7,0,-260,-5,0,-5,"29,565","3,450",0,"13,971","46,986",0,"46,986" +8-Oct-04,134,65,0,0,0,-2,-268,0,0,0,327,0,11,119,-52,0,67,134,0,134,"29,684","3,398",0,"14,038","47,120",0,"47,120" +12-Oct-04,-118,73,0,0,0,0,-186,0,0,1,0,0,-7,-370,277,0,-25,-118,0,-118,"29,313","3,675",0,"14,013","47,002",0,"47,002" +13-Oct-04,-77,74,0,0,0,-6,6,0,0,12,-159,0,-4,-369,-102,0,394,-77,0,-77,"28,945","3,573",0,"14,407","46,925",0,"46,925" +14-Oct-04,-262,78,-60,0,0,-21,-261,0,0,1,0,0,0,-123,8,0,-147,-262,0,-262,"28,822","3,581",0,"14,260","46,662",0,"46,662" +15-Oct-04,18,79,-516,516,0,4,-67,0,0,1,0,0,1,-135,-210,0,363,18,0,18,"28,687","3,371",0,"14,622","46,680",0,"46,680" +18-Oct-04,-867,83,0,0,0,-35,-920,0,0,1,0,0,4,-226,46,0,-687,-867,0,-867,"28,461","3,417",0,"13,935","45,813",0,"45,813" +19-Oct-04,989,89,0,0,0,81,819,0,0,1,0,0,-1,-174,79,0,"1,085",989,0,989,"28,287","3,496",0,"15,020","46,802",0,"46,802" +20-Oct-04,-409,89,0,0,0,-51,-375,0,0,0,-102,0,29,-31,-369,0,-9,-409,0,-409,"28,256","3,127",0,"15,010","46,393",0,"46,393" +21-Oct-04,-259,89,0,0,0,66,-415,0,0,0,0,0,0,21,8,0,-288,-259,0,-259,"28,277","3,135",0,"14,722","46,134",0,"46,134" 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+3-Nov-04,370,98,0,0,0,3,395,0,-1,0,-125,0,1,166,-3,0,208,370,0,370,"29,159","3,567",0,"13,863","46,589",0,"46,589" +4-Nov-04,7,103,0,0,0,-5,-76,0,0,1,0,0,-14,307,36,0,-336,7,0,7,"29,467","3,603",0,"13,527","46,597",0,"46,597" +5-Nov-04,213,104,0,0,0,-1,108,0,0,0,0,0,1,416,-331,0,127,213,0,213,"29,883","3,272",0,"13,654","46,809",0,"46,809" +8-Nov-04,197,100,0,0,0,-3,99,0,0,1,0,0,1,-32,136,0,93,197,0,197,"29,850","3,408",0,"13,748","47,006",0,"47,006" +9-Nov-04,-59,100,0,0,0,-54,-130,0,0,1,0,0,24,-101,22,0,20,-59,0,-59,"29,750","3,430",0,"13,768","46,947",0,"46,947" +10-Nov-04,-71,109,-15,15,0,45,-69,0,0,1,-156,0,0,-207,-148,0,284,-71,0,-71,"29,543","3,282",0,"14,051","46,876",0,"46,876" +11-Nov-04,-175,0,0,0,0,-9,-125,0,0,1,0,0,-40,-135,74,0,-113,-175,0,-175,"29,407","3,356",0,"13,938","46,701",0,"46,701" +12-Nov-04,-255,95,0,0,0,-5,-365,0,0,0,0,0,20,-88,-117,0,-49,-255,0,-255,"29,319","3,239",0,"13,889","46,447",0,"46,447" 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+17-Jul-06,334,198,0,0,0,99,40,0,0,1,-4,0,0,-282,225,0,391,334,0,334,"46,099","4,790",0,"14,620","65,509",0,"65,509" +18-Jul-06,365,208,0,0,0,-6,164,0,0,1,-2,0,0,-228,-23,0,616,365,0,365,"45,871","4,767",0,"15,235","65,874",0,"65,874" +19-Jul-06,-536,205,0,0,0,60,-235,0,0,1,-546,0,-20,-164,-155,0,-217,-536,0,-536,"45,707","4,612",0,"15,019","65,338",0,"65,338" +20-Jul-06,-174,73,0,0,0,-364,53,0,0,1,15,0,48,139,-179,0,-134,-174,0,-174,"45,846","4,433",0,"14,885","65,164",0,"65,164" +21-Jul-06,278,171,0,0,0,339,-275,0,0,1,30,0,12,163,-200,0,314,278,0,278,"46,009","4,233",0,"15,200","65,442",0,"65,442" +24-Jul-06,117,5,0,0,0,-7,118,0,0,1,0,0,0,-217,266,0,68,117,0,117,"45,792","4,499",0,"15,268","65,559",0,"65,559" +25-Jul-06,249,174,0,0,0,-20,95,0,0,1,0,0,-2,-159,80,0,328,249,0,249,"45,633","4,579",0,"15,596","65,807",0,"65,807" +26-Jul-06,-351,213,0,0,0,7,-55,0,0,1,-516,0,-1,-78,91,0,-364,-351,0,-351,"45,554","4,670",0,"15,231","65,456",0,"65,456" 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+31-Aug-06,-790,50,-250,250,0,-7,-829,0,0,1,0,0,-5,283,193,0,"-1,266",-790,0,-790,"45,929","4,651",0,"15,037","65,617",0,"65,617" +1-Sep-06,"2,066",157,0,0,0,6,"1,850",0,0,1,41,0,11,488,-62,0,"1,640","2,066",0,"2,066","46,417","4,589",0,"16,677","67,683",0,"67,683" +4-Sep-06,146,1,0,0,0,3,475,0,-253,-20,0,0,-60,368,-38,0,-184,146,0,146,"46,785","4,551",0,"16,493","67,829",0,"67,829" +5-Sep-06,252,157,0,0,0,-7,52,0,0,0,0,0,51,104,19,0,129,252,0,252,"46,889","4,570",0,"16,622","68,081",0,"68,081" +6-Sep-06,-152,102,0,0,0,-3,262,0,0,1,-512,0,-2,301,-206,0,-247,-152,0,-152,"47,190","4,364",0,"16,375","67,929",0,"67,929" +7-Sep-06,208,-11,0,0,0,-108,315,0,0,1,23,0,-13,310,-45,0,-57,208,0,208,"47,501","4,319",0,"16,318","68,137",0,"68,137" +8-Sep-06,229,191,0,-350,0,-131,477,0,0,0,50,0,-7,147,12,0,71,229,0,229,"47,647","4,331",0,"16,389","68,367",0,"68,367" +11-Sep-06,338,138,0,0,0,10,164,0,0,0,2,0,22,-233,157,0,414,338,0,338,"47,414","4,488",0,"16,802","68,704",0,"68,704" 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+15-Aug-08,-110,178,0,0,0,79,-383,0,0,2,0,0,13,-129,-97,0,116,-110,0,-110,"67,525","7,039",0,"26,976","101,540",0,"101,540" +19-Aug-08,"-1,312",440,-30,0,0,140,"-1,859",0,0,5,0,0,-8,-682,299,0,-929,"-1,312",0,"-1,312","66,842","7,338",0,"26,047","100,227",0,"100,227" +20-Aug-08,"-1,615",324,0,0,0,6,"-1,999",0,0,3,79,0,-28,-490,-183,0,-941,"-1,615",0,"-1,615","66,352","7,155",0,"25,106","98,613",0,"98,613" +21-Aug-08,-758,256,0,0,0,14,"-1,006",0,0,2,0,0,-24,-72,-408,0,-278,-758,0,-758,"66,280","6,747",0,"24,828","97,855",0,"97,855" +22-Aug-08,466,243,0,0,0,-1,228,0,0,16,0,0,-20,147,-357,0,675,466,0,466,"66,427","6,390",0,"25,503","98,320",0,"98,320" +25-Aug-08,"1,557",115,0,0,0,-18,"1,416",0,0,6,38,0,-1,-311,220,0,"1,648","1,557",0,"1,557","66,116","6,610",0,"27,151","99,877",0,"99,877" +26-Aug-08,-998,175,-648,0,0,-15,-561,0,0,3,1,0,46,-217,10,0,-792,-998,0,-998,"65,899","6,620",0,"26,360","98,879",0,"98,879" +27-Aug-08,-666,-2,0,0,0,-26,-727,0,0,4,70,0,16,-26,136,0,-775,-666,0,-666,"65,873","6,756",0,"25,584","98,213",0,"98,213" +28-Aug-08,129,134,0,0,0,7,-69,0,0,3,51,0,3,156,488,0,-515,129,0,129,"66,029","7,244",0,"25,069","98,342",0,"98,342" +29-Aug-08,748,67,0,0,0,-21,659,0,0,6,2,0,35,535,87,0,126,748,0,748,"66,564","7,331",0,"25,195","99,090",0,"99,090" +1-Sep-08,"3,222",-1,0,0,0,-108,"3,307",0,0,6,0,0,18,488,68,0,"2,666","3,222",0,"3,222","67,052","7,399",0,"27,862","102,312",0,"102,312" +2-Sep-08,471,34,0,0,0,-7,432,0,-44,-1,0,0,57,249,2,0,220,471,0,471,"67,301","7,401",0,"28,081","102,783",0,"102,783" +3-Sep-08,168,-1,0,0,0,-9,719,0,0,3,-506,0,-37,399,-154,0,-77,168,0,168,"67,700","7,247",0,"28,004","102,951",0,"102,951" +4-Sep-08,-129,0,0,0,0,-9,-37,0,0,2,0,0,-86,652,-25,0,-756,-129,0,-129,"68,352","7,222",0,"27,248","102,822",0,"102,822" +5-Sep-08,-20,108,0,0,0,-9,-122,0,0,3,0,0,0,843,-361,0,-502,-20,0,-20,"69,195","6,861",0,"26,746","102,802",0,"102,802" +8-Sep-08,511,295,0,0,0,-7,96,0,0,2,3,0,121,151,1,0,358,511,0,511,"69,346","6,862",0,"27,104","103,313",0,"103,313" +9-Sep-08,586,394,0,0,0,-23,159,0,0,2,0,0,55,-539,52,0,"1,073",586,0,586,"68,807","6,914",0,"28,178","103,899",0,"103,899" +10-Sep-08,-200,-12,0,0,0,-11,-481,0,0,1,192,0,110,-340,-68,0,207,-200,0,-200,"68,467","6,846",0,"28,385","103,698",0,"103,698" +11-Sep-08,-941,-290,0,0,0,4,-613,0,0,2,0,0,-44,-341,72,0,-672,-941,0,-941,"68,126","6,918",0,"27,713","102,757",0,"102,757" +12-Sep-08,-58,-96,0,0,0,-19,48,0,0,4,0,0,6,-172,-80,0,194,-58,0,-58,"67,954","6,838",0,"27,907","102,699",0,"102,699" +15-Sep-08,266,-65,0,0,0,-67,320,0,0,3,37,0,40,-576,298,0,544,266,0,266,"67,378","7,136",0,"28,451","102,965",0,"102,965" +16-Sep-08,-990,-141,0,0,0,-17,-871,0,0,-1,0,0,39,-594,-84,0,-312,-990,0,-990,"66,784","7,052",0,"28,139","101,975",0,"101,975" +17-Sep-08,-324,-288,0,0,0,67,-561,0,0,2,395,0,61,-187,-330,0,193,-324,0,-324,"66,597","6,722",0,"28,333","101,651",0,"101,651" +18-Sep-08,-373,-394,0,0,0,-7,-295,0,0,3,12,0,309,-121,-107,0,-146,-373,0,-373,"66,476","6,615",0,"28,187","101,278",0,"101,278" +19-Sep-08,"-1,297",-4,0,-530,0,113,-911,0,0,3,63,0,-32,144,-286,0,"-1,155","-1,297",0,"-1,297","66,620","6,329",0,"27,032","99,981",0,"99,981" +22-Sep-08,151,-37,0,0,0,-2,-3,0,0,4,60,0,128,-273,177,0,246,151,0,151,"66,347","6,506",0,"27,278","100,131",0,"100,131" +23-Sep-08,258,88,0,0,0,11,146,0,0,14,4,0,-5,-320,17,0,561,258,0,258,"66,027","6,523",0,"27,839","100,389",0,"100,389" +24-Sep-08,-731,31,0,0,0,-7,-858,0,0,4,42,0,57,-107,-68,0,-556,-731,0,-731,"65,920","6,455",0,"27,283","99,658",0,"99,658" +25-Sep-08,-389,84,0,0,0,2,-566,0,0,5,8,0,78,64,66,0,-519,-389,0,-389,"65,984","6,521",0,"26,764","99,269",0,"99,269" +26-Sep-08,369,112,0,0,0,-139,332,0,0,5,0,0,59,158,199,0,12,369,0,369,"66,142","6,720",0,"26,776","99,638",0,"99,638" +29-Sep-08,666,128,0,530,0,110,-289,0,0,6,70,0,111,-363,771,0,258,666,0,666,"65,779","7,491",0,"27,034","100,304",0,"100,304" +30-Sep-08,"1,035",-343,0,0,0,-221,"1,426",0,0,5,5,0,162,87,28,0,920,"1,035",0,"1,035","65,866","7,519",0,"27,954","101,339",0,"101,339" +1-Oct-08,"2,968",-74,0,0,0,6,"2,819",0,0,4,207,0,7,512,-17,0,"2,473","2,968",0,"2,968","66,378","7,502",0,"30,427","104,307",0,"104,307" +2-Oct-08,-267,-137,0,0,0,91,-225,0,-44,1,0,0,47,829,50,0,"-1,146",-267,0,-267,"67,206","7,552",0,"29,281","104,039",0,"104,039" +3-Oct-08,"-1,756",-136,0,"-1,000",0,-8,-807,0,0,2,29,0,164,929,-185,0,"-2,500","-1,756",0,"-1,756","68,136","7,367",0,"26,781","102,283",0,"102,283" +6-Oct-08,551,-471,0,0,0,-13,888,0,0,4,0,0,142,928,-419,0,42,551,0,551,"69,064","6,948",0,"26,823","102,834",0,"102,834" +7-Oct-08,28,-230,0,0,0,-2,4,0,0,2,20,0,233,28,91,0,-92,28,0,28,"69,092","7,039",0,"26,731","102,862",0,"102,862" +8-Oct-08,-440,"-1,102",0,0,0,-9,551,0,0,2,-1,0,119,80,75,0,-595,-440,0,-440,"69,172","7,114",0,"26,136","102,422",0,"102,422" +9-Oct-08,659,-481,0,0,0,-2,921,0,0,3,122,0,96,-204,526,0,338,659,0,659,"68,968","7,640",0,"26,473","103,081",0,"103,081" +10-Oct-08,974,"-1,167",0,"1,000",0,-9,"1,154",0,0,3,106,0,-112,-11,99,0,886,974,0,974,"68,957","7,739",0,"27,359","104,055",0,"104,055" +14-Oct-08,-107,-18,0,0,0,-86,-42,0,0,3,100,0,-64,-935,417,0,411,-107,0,-107,"68,022","8,156",0,"27,770","103,948",0,"103,948" +15-Oct-08,27,67,0,0,0,44,-911,0,0,2,738,0,87,-792,-141,0,960,27,0,27,"67,230","8,015",0,"28,730","103,975",0,"103,975" +16-Oct-08,-239,13,0,0,0,12,-584,0,0,3,63,0,254,-361,-479,0,601,-239,0,-239,"66,870","7,536",0,"29,331","103,736",0,"103,736" +17-Oct-08,-909,-289,0,0,0,-135,-698,0,0,14,8,0,191,-92,-404,0,-412,-909,0,-909,"66,777","7,132",0,"28,918","102,828",0,"102,828" +20-Oct-08,-848,-413,0,0,0,213,-940,0,0,4,5,0,283,-551,226,0,-524,-848,0,-848,"66,227","7,358",0,"28,394","101,979",0,"101,979" +21-Oct-08,"-1,575",-778,0,"-1,000",0,19,-6,0,0,2,3,0,185,-391,-190,0,-994,"-1,575",0,"-1,575","65,835","7,168",0,"27,400","100,404",0,"100,404" +22-Oct-08,-568,-153,0,0,0,8,"-1,136",0,0,2,632,0,79,-40,-410,0,-118,-568,0,-568,"65,795","6,758",0,"27,282","99,835",0,"99,835" +23-Oct-08,"1,153",-707,0,"1,000",0,-14,528,0,0,4,81,0,262,206,-302,0,"1,249","1,153",0,"1,153","66,001","6,456",0,"28,531","100,988",0,"100,988" +24-Oct-08,-495,"-1,123",0,0,0,-41,257,0,0,5,157,0,249,91,37,0,-623,-495,0,-495,"66,092","6,493",0,"27,908","100,493",0,"100,493" +27-Oct-08,-577,-683,0,0,0,18,48,0,0,6,83,0,-48,-381,406,0,-602,-577,0,-577,"65,710","6,899",0,"27,307","99,916",0,"99,916" +28-Oct-08,-854,-718,0,0,0,-6,-599,0,0,3,35,0,431,-297,66,0,-623,-854,0,-854,"65,414","6,965",0,"26,684","99,063",0,"99,063" +29-Oct-08,"3,374","-1,022",0,0,0,-9,"3,672",0,0,4,758,0,-28,-134,339,0,"3,169","3,374",0,"3,374","65,279","7,304",0,"29,853","102,437",0,"102,437" +30-Oct-08,"1,397",14,0,0,0,-82,"1,231",0,0,4,41,0,189,-1,607,0,790,"1,397",0,"1,397","65,279","7,911",0,"30,644","103,833",0,"103,833" +31-Oct-08,-473,"-1,780",0,0,0,-47,899,0,0,2,2,0,450,534,-9,0,-998,-473,0,-473,"65,813","7,902",0,"29,646","103,360",0,"103,360" +3-Nov-08,-228,-372,0,0,0,11,255,0,0,3,9,0,-134,837,113,0,"-1,179",-228,0,-228,"66,650","8,015",0,"28,467","103,132",0,"103,132" +4-Nov-08,"-1,352",86,-202,0,0,-2,"-1,076",0,-44,-2,4,0,-115,608,303,0,"-2,263","-1,352",0,"-1,352","67,258","8,318",0,"26,204","101,780",0,"101,780" +5-Nov-08,-35,475,0,0,0,-8,-976,0,0,2,"1,061",0,-589,586,-64,0,-557,-35,0,-35,"67,844","8,254",0,"25,647","101,745",0,"101,745" +7-Nov-08,67,262,0,0,0,-4,-257,0,0,3,43,0,20,674,-278,0,-330,67,0,67,"68,518","7,976",0,"25,317","101,811",0,"101,811" +10-Nov-08,"-1,409",376,-198,-600,0,190,"-1,167",0,0,4,0,0,-14,-115,-134,0,"-1,160","-1,409",0,"-1,409","68,403","7,842",0,"24,158","100,403",0,"100,403" +11-Nov-08,284,-2,0,0,0,-13,389,0,0,2,0,0,-93,-481,-150,0,915,284,0,284,"67,922","7,692",0,"25,072","100,687",0,"100,687" +12-Nov-08,487,421,0,0,0,-19,-548,0,0,14,563,0,57,-384,-268,0,"1,139",487,0,487,"67,538","7,424",0,"26,211","101,174",0,"101,174" +13-Nov-08,-498,262,-116,0,0,-18,-702,0,0,2,32,0,42,-245,-83,0,-170,-498,0,-498,"67,293","7,341",0,"26,042","100,676",0,"100,676" +14-Nov-08,180,213,-149,0,0,-33,49,0,0,3,101,0,-3,-12,-341,0,533,180,0,180,"67,281","7,000",0,"26,575","100,856",0,"100,856" +17-Nov-08,-878,243,0,0,0,14,"-1,129",0,0,6,5,0,-16,-518,243,0,-603,-878,0,-878,"66,763","7,243",0,"25,972","99,978",0,"99,978" +18-Nov-08,-637,202,0,0,0,-343,-536,0,0,3,3,0,35,-419,-229,0,11,-637,0,-637,"66,344","7,014",0,"25,983","99,341",0,"99,341" +19-Nov-08,920,-36,0,0,0,393,-279,0,0,4,796,0,43,-185,-233,0,"1,338",920,0,920,"66,160","6,781",0,"27,320","100,261",0,"100,261" +20-Nov-08,"-1,898",97,0,"-1,700",0,48,-404,0,0,2,30,0,29,57,-117,0,"-1,838","-1,898",0,"-1,898","66,217","6,664",0,"25,482","98,363",0,"98,363" +21-Nov-08,"1,520",-16,0,"1,700",0,-6,-245,0,0,2,1,0,84,197,-90,0,"1,412","1,520",0,"1,520","66,415","6,574",0,"26,895","99,883",0,"99,883" +24-Nov-08,876,-98,0,0,0,10,951,0,0,6,40,0,-31,-334,444,0,766,876,0,876,"66,081","7,018",0,"27,661","100,760",0,"100,760" +25-Nov-08,768,-80,0,0,0,-11,833,0,0,3,0,0,24,-269,138,0,899,768,0,768,"65,812","7,156",0,"28,560","101,528",0,"101,528" +26-Nov-08,351,2,0,0,0,-23,-832,0,0,3,"1,139",0,62,-13,257,0,106,351,0,351,"65,800","7,413",0,"28,667","101,879",0,"101,879" +27-Nov-08,81,5,0,0,0,-15,3,0,0,2,0,0,86,157,600,0,-676,81,0,81,"65,956","8,013",0,"27,991","101,960",0,"101,960" +28-Nov-08,-431,-62,0,0,0,14,-531,0,0,3,0,0,144,548,164,0,"-1,143",-431,0,-431,"66,505","8,177",0,"26,847","101,529",0,"101,529" +1-Dec-08,"2,785",-93,0,"-1,200",0,-98,"4,125",0,0,7,0,0,43,784,20,0,"1,981","2,785",0,"2,785","67,289","8,197",0,"28,828","104,314",0,"104,314" +2-Dec-08,-419,-86,0,0,0,-44,-384,0,-45,-1,0,0,141,393,22,0,-834,-419,0,-419,"67,682","8,219",0,"27,994","103,895",0,"103,895" +3-Dec-08,-215,-108,0,0,0,-40,-927,0,0,3,789,0,68,663,172,0,"-1,050",-215,0,-215,"68,345","8,391",0,"26,944","103,679",0,"103,679" +4-Dec-08,160,-106,0,0,0,34,220,0,0,2,-1,0,9,950,75,0,-865,160,0,160,"69,295","8,466",0,"26,078","103,839",0,"103,839" +5-Dec-08,"1,937",-212,0,"1,300",0,-80,768,0,0,1,1,0,158,"1,113",163,0,661,"1,937",0,"1,937","70,407","8,629",0,"26,739","105,776",0,"105,776" +9-Dec-08,"-3,191",-187,0,"-2,550",0,-159,-246,0,0,4,4,0,-58,106,300,0,"-3,597","-3,191",0,"-3,191","70,513","8,929",0,"23,142","102,584",0,"102,584" +10-Dec-08,"1,129",-24,0,0,0,123,55,0,0,2,"1,097",0,-124,-429,336,0,"1,222","1,129",0,"1,129","70,084","9,265",0,"24,364","103,713",0,"103,713" 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+22-Dec-08,683,555,-783,0,0,195,538,0,0,2,163,0,13,"1,036",331,0,-683,683,0,683,"71,986","9,675",0,"27,016","108,677",0,"108,677" +23-Dec-08,"-1,884",421,0,"-2,500",0,26,46,0,0,5,0,0,119,"1,049",3,0,"-2,936","-1,884",0,"-1,884","73,035","9,678",0,"24,080","106,792",0,"106,792" +24-Dec-08,"3,213",0,0,"2,700",0,-8,-836,0,0,3,"1,309",0,45,-29,592,0,"2,650","3,213",0,"3,213","73,006","10,270",0,"26,730","110,005",0,"110,005" +26-Dec-08,521,0,0,0,0,-62,536,0,0,2,4,0,42,478,-112,0,155,521,0,521,"73,484","10,158",0,"26,885","110,527",0,"110,527" +29-Dec-08,-179,561,0,"2,500",0,"-2,497",-817,0,0,2,88,0,-16,96,192,0,-466,-179,0,-179,"73,580","10,350",0,"26,418","110,348",0,"110,348" +30-Dec-08,178,155,0,"2,600",0,"-3,124",589,0,0,6,2,0,-50,345,-240,0,73,178,0,178,"73,925","10,110",0,"26,491","110,526",0,"110,526" +31-Dec-08,"-1,077",31,0,0,0,-306,-253,0,0,3,-638,0,86,118,-67,0,"-1,128","-1,077",0,"-1,077","74,043","10,043",0,"25,363","109,449",0,"109,449" 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+1-Sep-09,"3,190",222,-192,0,0,214,"2,977",0,0,4,-4,0,-30,290,-79,0,"2,979","3,190",0,"3,190","72,516","9,050",0,"26,154","107,720",0,"107,720" +2-Sep-09,148,136,0,0,0,505,14,0,-105,2,-385,0,-19,595,-212,0,-234,148,0,148,"73,110","8,838",0,"25,920","107,868",0,"107,868" +3-Sep-09,"1,357",180,0,0,0,12,"1,112",0,0,3,65,0,-15,623,215,0,519,"1,357",0,"1,357","73,733","9,053",0,"26,439","109,226",0,"109,226" +4-Sep-09,"-1,459",178,0,0,0,-60,"-1,555",0,0,1,0,0,-22,889,-350,0,"-1,997","-1,459",0,"-1,459","74,622","8,703",0,"24,442","107,767",0,"107,767" +7-Sep-09,-402,3,0,0,0,4,-465,0,0,3,0,0,53,555,-298,0,-659,-402,0,-402,"75,177","8,405",0,"23,783","107,365",0,"107,365" +8-Sep-09,-844,5,0,0,0,-9,-836,0,0,2,0,0,-5,-314,103,0,-633,-844,0,-844,"74,864","8,508",0,"23,150","106,522",0,"106,522" +9-Sep-09,473,2,0,0,0,16,"1,254",0,0,4,-809,0,7,-229,-107,0,809,473,0,473,"74,635","8,401",0,"23,959","106,995",0,"106,995" +10-Sep-09,194,-123,0,0,0,1,314,0,0,3,0,0,-2,-127,-26,0,347,194,0,194,"74,508","8,375",0,"24,306","107,189",0,"107,189" +11-Sep-09,"-1,125",-43,0,0,0,-101,-971,0,0,4,0,0,-15,-71,5,0,"-1,058","-1,125",0,"-1,125","74,436","8,380",0,"23,248","106,064",0,"106,064" +14-Sep-09,831,0,0,0,0,-46,966,0,0,6,0,0,-95,-502,268,0,"1,064",831,0,831,"73,935","8,648",0,"24,312","106,895",0,"106,895" +15-Sep-09,-263,616,0,0,0,-7,-702,0,0,2,0,0,-172,-543,-96,0,376,-263,0,-263,"73,392","8,552",0,"24,688","106,632",0,"106,632" +16-Sep-09,-409,186,0,0,0,-9,-79,0,0,3,-500,0,-11,-315,-254,0,160,-409,0,-409,"73,077","8,298",0,"24,847","106,222",0,"106,222" +17-Sep-09,"-1,582",13,0,0,0,-31,"-1,538",0,0,2,5,0,-33,-109,-193,0,"-1,279","-1,582",0,"-1,582","72,967","8,105",0,"23,568","104,641",0,"104,641" +18-Sep-09,824,10,0,0,0,144,687,0,0,4,0,0,-21,22,-102,0,904,824,0,824,"72,990","8,003",0,"24,472","105,465",0,"105,465" +21-Sep-09,232,399,0,0,0,74,-205,0,0,6,14,0,-56,-261,48,0,444,232,0,232,"72,729","8,051",0,"24,917","105,696",0,"105,696" +22-Sep-09,-235,340,0,0,0,3,-544,0,0,3,0,0,-37,-354,-63,0,183,-235,0,-235,"72,374","7,988",0,"25,099","105,461",0,"105,461" +23-Sep-09,554,0,0,0,0,-5,"2,340",0,0,4,"-1,847",0,62,-21,-170,0,745,554,0,554,"72,353","7,818",0,"25,845","106,016",0,"106,016" +24-Sep-09,-743,261,0,-530,0,5,-480,0,0,3,0,0,-2,77,50,0,-870,-743,0,-743,"72,430","7,868",0,"24,975","105,273",0,"105,273" +25-Sep-09,418,26,0,0,0,-24,426,0,0,2,0,0,-12,144,-46,0,321,418,0,418,"72,574","7,822",0,"25,295","105,691",0,"105,691" +28-Sep-09,-235,-43,0,0,0,10,-227,0,0,5,52,0,-32,-309,756,0,-682,-235,0,-235,"72,265","8,578",0,"24,613","105,457",0,"105,457" +29-Sep-09,"-1,409",0,-576,0,700,-623,-860,0,0,3,0,0,-53,-319,492,0,"-1,582","-1,409",0,"-1,409","71,946","9,070",0,"23,032","104,047",0,"104,047" +30-Sep-09,-189,118,0,0,0,317,"-1,413",0,0,4,747,0,37,271,23,0,-483,-189,0,-189,"72,217","9,093",0,"22,548","103,858",0,"103,858" +1-Oct-09,"3,500",128,0,600,0,89,"2,655",0,0,3,0,0,24,634,151,0,"2,715","3,500",0,"3,500","72,851","9,244",0,"25,263","107,358",0,"107,358" +2-Oct-09,158,-8,0,0,0,20,272,0,-124,1,0,0,-4,"1,018",-274,0,-586,158,0,158,"73,869","8,970",0,"24,677","107,516",0,"107,516" +5-Oct-09,-235,89,0,0,0,-2,-219,0,0,4,21,0,-127,742,-36,0,-941,-235,0,-235,"74,611","8,934",0,"23,736","107,281",0,"107,281" +6-Oct-09,359,652,0,0,0,-28,-256,0,0,3,0,0,-12,339,-219,0,238,359,0,359,"74,950","8,715",0,"23,975","107,640",0,"107,640" +7-Oct-09,-450,115,0,0,0,49,286,0,0,4,-834,0,-70,432,-165,0,-717,-450,0,-450,"75,382","8,550",0,"23,257","107,190",0,"107,190" +8-Oct-09,738,156,0,0,0,-85,700,0,0,4,45,0,-83,296,537,0,-95,738,0,738,"75,678","9,087",0,"23,163","107,928",0,"107,928" +9-Oct-09,-843,83,0,"-1,000",0,50,90,0,0,2,0,0,-68,174,159,0,"-1,176",-843,0,-843,"75,852","9,246",0,"21,987","107,085",0,"107,085" +13-Oct-09,"1,119",708,0,0,0,8,367,0,0,6,50,0,-19,-784,355,0,"1,548","1,119",0,"1,119","75,068","9,601",0,"23,534","108,204",0,"108,204" +14-Oct-09,-195,493,0,0,0,-47,-422,0,0,4,-77,0,-145,-842,-41,0,688,-195,0,-195,"74,226","9,560",0,"24,223","108,009",0,"108,009" +15-Oct-09,-280,652,0,0,0,51,-923,0,0,2,0,0,-63,-269,-459,0,448,-280,0,-280,"73,957","9,101",0,"24,671","107,729",0,"107,729" +16-Oct-09,-596,638,0,930,0,-20,"-2,157",0,0,3,15,0,-4,10,-513,0,-93,-596,0,-596,"73,967","8,588",0,"24,578","107,133",0,"107,133" +19-Oct-09,"-2,343",11,0,0,0,-656,"-1,705",0,0,5,0,0,2,-554,244,0,"-2,033","-2,343",0,"-2,343","73,413","8,832",0,"22,545","104,790",0,"104,790" +20-Oct-09,675,452,0,0,0,216,19,0,0,3,0,0,-15,-406,-274,0,"1,355",675,0,675,"73,008","8,558",0,"23,900","105,465",0,"105,465" 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+30-Oct-09,-133,397,0,0,0,-181,-308,0,0,3,0,0,-44,592,-56,0,-669,-133,0,-133,"73,473","9,090",0,"25,356","107,919",0,"107,919" +2-Nov-09,"3,165",412,0,0,0,9,"2,770",0,0,6,0,0,-32,615,59,0,"2,492","3,165",0,"3,165","74,088","9,149",0,"27,848","111,085",0,"111,085" +3-Nov-09,-583,55,0,0,0,-16,-515,0,-110,1,5,0,-3,338,255,0,"-1,175",-583,0,-583,"74,425","9,404",0,"26,672","110,502",0,"110,502" +4-Nov-09,-165,339,0,0,0,-1,89,0,0,2,-507,0,-87,682,347,0,"-1,193",-165,0,-165,"75,107","9,751",0,"25,479","110,337",0,"110,337" +5-Nov-09,-770,74,0,0,0,-4,-853,0,0,3,1,0,8,"1,111",-197,0,"-1,684",-770,0,-770,"76,218","9,554",0,"23,795","109,567",0,"109,567" +9-Nov-09,-11,662,0,0,0,-24,-663,0,0,7,5,0,2,192,-48,0,-154,-11,0,-11,"76,410","9,506",0,"23,640","109,556",0,"109,556" +10-Nov-09,150,126,0,0,0,30,-27,0,0,4,0,0,18,-413,-104,0,667,150,0,150,"75,997","9,402",0,"24,307","109,706",0,"109,706" 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+22-Dec-09,"1,397",582,0,0,0,-8,835,0,0,2,0,0,-14,848,293,0,256,"1,397",0,"1,397","83,276","11,519",0,"25,232","120,026",0,"120,026" +23-Dec-09,885,314,0,100,0,-109,610,0,0,4,-21,0,-13,"1,505",63,0,-683,885,0,885,"84,780","11,582",0,"24,549","120,911",0,"120,911" +24-Dec-09,25,128,0,0,0,-11,-74,0,0,0,0,0,-18,6,509,0,-489,25,0,25,"84,786","12,091",0,"24,060","120,937",0,"120,937" +28-Dec-09,"1,639",722,0,0,0,7,889,0,0,8,46,0,-33,319,129,0,"1,191","1,639",0,"1,639","85,105","12,220",0,"25,250","122,576",0,"122,576" +29-Dec-09,304,239,0,0,0,-4,118,0,0,2,0,0,-53,46,127,0,130,304,0,304,"85,151","12,347",0,"25,381","122,879",0,"122,879" +30-Dec-09,483,351,0,0,0,-133,-415,0,0,3,699,0,-23,820,-310,0,-27,483,0,483,"85,971","12,037",0,"25,354","123,362",0,"123,362" +31-Dec-09,"-1,012",129,0,0,0,-267,-830,0,0,1,0,0,-44,28,29,0,"-1,069","-1,012",0,"-1,012","85,999","12,066",0,"24,285","122,350",0,"122,350" 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+13-Jan-10,843,530,0,0,0,44,-544,0,0,2,792,0,19,-542,-155,0,"1,541",843,0,843,"85,488","11,103",0,"26,321","122,912",0,"122,912" +14-Jan-10,28,329,0,0,0,-152,-140,0,0,3,0,0,-11,-385,-174,0,587,28,0,28,"85,103","10,929",0,"26,909","122,940",0,"122,940" +15-Jan-10,"-1,162",50,0,0,0,174,"-1,404",0,0,3,0,0,14,-208,-307,0,-648,"-1,162",0,"-1,162","84,895","10,622",0,"26,261","121,778",0,"121,778" +18-Jan-10,-985,-3,0,0,0,-44,-952,0,0,6,0,0,7,-611,286,0,-660,-985,0,-985,"84,284","10,908",0,"25,601","120,793",0,"120,793" +19-Jan-10,-787,216,0,0,0,-24,-964,0,0,3,0,0,-16,-543,-216,0,-27,-787,0,-787,"83,741","10,692",0,"25,573","120,006",0,"120,006" +20-Jan-10,653,255,0,0,0,54,-237,0,0,3,540,0,38,-278,-354,0,"1,284",653,0,653,"83,463","10,338",0,"26,858","120,659",0,"120,659" +21-Jan-10,614,256,0,0,0,95,252,0,0,3,6,0,1,22,-333,0,925,614,0,614,"83,484","10,005",0,"27,783","121,273",0,"121,273" +22-Jan-10,373,81,0,"1,800",0,"-1,817",352,0,0,4,0,0,-47,53,-227,0,548,373,0,373,"83,537","9,778",0,"28,331","121,646",0,"121,646" +25-Jan-10,41,327,0,"-1,800",0,"1,794",-282,0,0,7,18,0,-22,-314,218,0,138,41,0,41,"83,223","9,996",0,"28,469","121,688",0,"121,688" +26-Jan-10,"-1,066",74,0,0,0,19,"-1,215",0,0,3,0,0,54,-351,99,0,-814,"-1,066",0,"-1,066","82,872","10,095",0,"27,655","120,622",0,"120,622" +27-Jan-10,8,108,0,0,0,-79,-498,0,0,4,480,0,-7,-124,186,0,-55,8,0,8,"82,748","10,281",0,"27,600","120,629",0,"120,629" +28-Jan-10,-530,99,0,0,0,15,-646,0,0,3,0,0,-1,150,337,0,"-1,017",-530,0,-530,"82,898","10,618",0,"26,583","120,099",0,"120,099" +29-Jan-10,"1,219",13,0,"1,800",0,-7,-612,0,0,5,0,0,20,612,-77,0,684,"1,219",0,"1,219","83,511","10,541",0,"27,266","121,318",0,"121,318" +1-Feb-10,"1,788",-3,0,0,0,-152,"1,920",0,0,9,0,0,14,616,-31,0,"1,203","1,788",0,"1,788","84,127","10,510",0,"28,470","123,107",0,"123,107" +2-Feb-10,"-2,020",-2,0,0,0,-35,"-1,971",0,0,4,0,0,-15,25,199,0,"-2,244","-2,020",0,"-2,020","84,152","10,709",0,"26,226","121,087",0,"121,087" +3-Feb-10,-323,273,0,0,0,82,-587,0,0,2,-58,0,-35,372,-1,0,-693,-323,0,-323,"84,524","10,708",0,"25,532","120,764",0,"120,764" +4-Feb-10,-296,-3,0,0,0,-50,-251,0,0,4,30,0,-26,535,-108,0,-723,-296,0,-296,"85,059","10,600",0,"24,809","120,468",0,"120,468" +5-Feb-10,213,-5,0,0,0,96,139,0,0,5,0,0,-22,745,-354,0,-178,213,0,213,"85,804","10,246",0,"24,632","120,681",0,"120,681" +8-Feb-10,-96,-3,0,0,0,-59,-42,0,0,6,0,0,2,174,-107,0,-163,-96,0,-96,"85,978","10,139",0,"24,468","120,585",0,"120,585" +9-Feb-10,206,-4,0,0,0,18,185,0,0,6,0,0,2,-559,261,0,504,206,0,206,"85,419","10,400",0,"24,972","120,791",0,"120,791" +10-Feb-10,"1,146",43,0,0,0,2,"1,394",0,0,6,-328,0,29,-429,-105,0,"1,680","1,146",0,"1,146","84,990","10,295",0,"26,652","121,937",0,"121,937" +11-Feb-10,741,-3,0,0,0,-82,836,0,0,5,0,0,-15,-462,234,0,969,741,0,741,"84,528","10,529",0,"27,621","122,678",0,"122,678" +12-Feb-10,-467,-4,0,0,0,70,-546,0,0,5,0,0,8,-274,-133,0,-60,-467,0,-467,"84,254","10,396",0,"27,561","122,210",0,"122,210" +15-Feb-10,-380,-4,0,0,0,-36,-354,0,0,7,0,0,8,-642,207,0,55,-380,0,-380,"83,612","10,603",0,"27,615","121,830",0,"121,830" +16-Feb-10,"-1,182",-87,0,0,0,-47,"-1,073",0,0,5,0,0,21,-699,-75,0,-408,"-1,182",0,"-1,182","82,913","10,528",0,"27,208","120,648",0,"120,648" +17-Feb-10,"-2,030",-63,0,0,0,44,"-1,290",0,0,4,-766,0,41,-319,-274,0,"-1,436","-2,030",0,"-2,030","82,594","10,254",0,"25,771","118,619",0,"118,619" +18-Feb-10,-772,-93,0,0,0,5,-667,0,0,5,0,0,-22,-145,-274,0,-353,-772,0,-772,"82,449","9,980",0,"25,418","117,847",0,"117,847" +19-Feb-10,"-1,395",-39,0,"-1,600",0,65,197,0,0,6,0,0,-24,27,-248,0,"-1,174","-1,395",0,"-1,395","82,476","9,732",0,"24,244","116,452",0,"116,452" 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+3-Mar-10,"1,080",-2,0,0,0,-13,"1,931",0,0,3,-824,0,-15,544,-197,0,733,"1,080",0,"1,080","83,404","10,517",0,"29,365","123,286",0,"123,286" +4-Mar-10,-579,84,0,0,0,2,-582,0,0,3,0,0,-86,730,-28,0,"-1,281",-579,0,-579,"84,133","10,489",0,"28,084","122,707",0,"122,707" +5-Mar-10,"-1,578",138,0,"-1,500",0,-5,-200,0,0,4,0,0,-16,"1,016",-574,0,"-2,020","-1,578",0,"-1,578","85,149","9,915",0,"26,064","121,129",0,"121,129" +8-Mar-10,-579,57,0,0,0,34,-771,0,0,5,0,0,96,292,-6,0,-864,-579,0,-579,"85,441","9,909",0,"25,200","120,550",0,"120,550" +9-Mar-10,91,121,-300,0,0,215,61,0,0,4,0,0,-11,-573,283,0,381,91,0,91,"84,867","10,192",0,"25,582","120,641",0,"120,641" +10-Mar-10,-231,67,0,0,0,69,-69,0,0,3,-268,0,-34,-460,4,0,225,-231,0,-231,"84,407","10,196",0,"25,807","120,410",0,"120,410" +11-Mar-10,633,458,0,0,0,-55,266,0,0,4,0,0,-40,-409,187,0,855,633,0,633,"83,998","10,383",0,"26,662","121,043",0,"121,043" 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+2-Sep-11,"1,889","-1,049",0,0,"1,450",69,"1,388",0,6,4,45,0,-24,"1,552",-808,-1,"1,146","1,889",0,"1,889","130,207","17,823",3,"45,977","194,010",0,"194,010" +5-Sep-11,411,-2,0,0,0,-65,532,0,0,5,0,0,-59,"1,283",-764,1,-110,411,0,411,"131,490","17,059",4,"45,867","194,420",0,"194,420" +6-Sep-11,"-2,592","-1,329",0,0,0,1,"-1,265",0,5,1,0,0,-7,564,-134,-1,"-3,022","-2,592",0,"-2,592","132,054","16,925",4,"42,845","191,828",0,"191,828" +7-Sep-11,-917,-208,0,0,0,-205,-455,0,14,2,-59,0,-6,749,-226,0,"-1,440",-917,0,-917,"132,803","16,699",4,"41,405","190,911",0,"190,911" +8-Sep-11,383,-180,0,0,0,184,415,0,9,-4,0,0,-41,489,-16,0,-90,383,0,383,"133,292","16,683",4,"41,315","191,294",0,"191,294" +9-Sep-11,325,-2,0,0,0,-136,461,0,0,2,26,0,-26,170,200,-2,-43,325,0,325,"133,462","16,883",2,"41,272","191,620",0,"191,620" +12-Sep-11,"1,819",1,0,0,0,-622,"2,258",0,232,4,0,0,-54,-672,"1,074",0,"1,417","1,819",0,"1,819","132,790","17,957",2,"42,689","193,438",0,"193,438" 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+22-Sep-11,-219,-2,0,0,0,-6,-457,0,0,3,0,0,243,43,-834,0,572,-219,0,-219,"129,294","18,281",2,"39,180","186,756",0,"186,756" +23-Sep-11,"-1,101",-9,0,0,0,-4,"-1,075",0,0,4,80,0,-97,284,-870,0,-516,"-1,101",0,"-1,101","129,578","17,411",2,"38,664","185,655",0,"185,655" +26-Sep-11,"2,032",-468,0,0,0,495,"2,043",0,0,6,0,0,-44,-345,478,0,"1,899","2,032",0,"2,032","129,233","17,889",2,"40,563","187,686",0,"187,686" +27-Sep-11,-978,-603,0,0,0,436,-779,0,0,3,0,0,-34,-602,603,0,-979,-978,0,-978,"128,631","18,492",2,"39,584","186,709",0,"186,709" +28-Sep-11,214,-143,0,0,0,8,160,0,108,4,101,0,-24,82,198,0,-66,214,0,214,"128,713","18,690",2,"39,518","186,923",0,"186,923" +29-Sep-11,"2,581",-246,0,"4,000",0,-4,"-1,229",0,31,4,65,0,-41,104,399,0,"2,078","2,581",0,"2,581","128,817","19,089",2,"41,596","189,504",0,"189,504" +30-Sep-11,"3,182",-521,0,0,0,-2,"3,911",0,0,4,0,0,-211,801,-432,0,"2,813","3,182",0,"3,182","129,619","18,657",2,"44,408","192,686",0,"192,686" 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+22-Nov-11,394,340,0,0,0,-196,-388,0,12,2,586,0,37,-443,305,0,532,394,0,394,"134,482","17,890",2,"47,161","199,535",0,"199,535" +23-Nov-11,69,71,0,0,0,-485,"-1,097",0,0,2,"1,650",0,-71,63,-94,0,100,69,0,69,"134,545","17,796",2,"47,261","199,605",0,"199,605" +24-Nov-11,-828,0,0,-150,0,24,-785,0,17,2,0,0,64,119,311,0,"-1,258",-828,0,-828,"134,664","18,107",3,"46,003","198,776",0,"198,776" +25-Nov-11,"-1,064",344,0,0,0,510,"-1,984",0,0,2,42,0,21,526,63,0,"-1,653","-1,064",0,"-1,064","135,189","18,170",2,"44,350","197,712",0,"197,712" +29-Nov-11,-115,39,0,0,0,-3,-400,0,0,12,120,0,117,-436,"1,180",0,-859,-115,0,-115,"134,754","19,350",2,"43,491","197,597",0,"197,597" +30-Nov-11,417,124,0,"1,850",0,-264,"-1,825",0,0,3,497,0,32,-5,772,0,-350,417,0,417,"134,748","20,122",2,"43,141","198,014",0,"198,014" +1-Dec-11,"7,727",-56,0,0,0,49,"7,736",0,0,3,0,0,-5,"1,374",-358,1,"6,710","7,727",0,"7,727","136,123","19,764",3,"49,852","205,741",0,"205,741" +2-Dec-11,101,24,0,0,0,-244,251,0,0,2,0,0,69,"1,948",-715,0,"-1,132",101,0,101,"138,070","19,049",2,"48,720","205,841",0,"205,841" +5-Dec-11,"-2,562",-210,0,0,0,-460,"-1,908",0,42,3,0,0,-29,"2,027",96,0,"-4,685","-2,562",0,"-2,562","140,098","19,145",2,"44,035","203,279",0,"203,279" +6-Dec-11,"1,511",383,0,0,0,"1,001",228,0,5,3,24,0,-132,"1,363",604,1,-457,"1,511",0,"1,511","141,461","19,749",3,"43,578","204,790",0,"204,790" +7-Dec-11,"-1,986",569,0,"3,550",0,"-3,450","-2,370",0,6,2,-206,0,-88,"2,439",-550,0,"-3,874","-1,986",0,"-1,986","143,900","19,199",3,"39,704","202,805",0,"202,805" +12-Dec-11,"1,493",877,0,"-3,550",0,"3,155",994,0,38,-2,36,0,-55,-403,995,0,901,"1,493",0,"1,493","143,496","20,194",2,"40,605","204,297",0,"204,297" +13-Dec-11,977,767,0,0,0,377,21,0,0,3,0,0,-191,-886,"1,007",0,856,977,0,977,"142,610","21,201",3,"41,461","205,275",0,"205,275" +14-Dec-11,"2,274",596,-946,0,0,729,557,0,0,4,"1,126",0,208,-460,386,0,"2,347","2,274",0,"2,274","142,150","21,587",3,"43,809","207,548",0,"207,548" +15-Dec-11,"4,841",726,0,"6,900",0,"-2,453",-325,0,0,1,0,0,-8,-73,280,0,"4,635","4,841",0,"4,841","142,077","21,867",3,"48,443","212,390",0,"212,390" +16-Dec-11,"-1,291",407,0,"6,000",0,"-6,332","-1,555",0,0,1,129,0,59,457,64,-1,"-1,811","-1,291",0,"-1,291","142,533","21,931",2,"46,633","211,099",0,"211,099" +19-Dec-11,80,530,0,"-6,000",0,"6,818","-1,305",0,0,7,62,0,-31,458,591,0,-969,80,0,80,"142,991","22,522",2,"45,664","211,179",0,"211,179" +20-Dec-11,-29,533,0,0,0,211,-755,0,0,4,0,0,-22,541,155,0,-725,-29,0,-29,"143,532","22,677",2,"44,939","211,150",0,"211,150" +21-Dec-11,"1,140","1,194",0,0,0,12,913,0,0,3,-978,0,-4,"1,571",-239,1,-192,"1,140",0,"1,140","145,104","22,438",2,"44,746","212,290",0,"212,290" +22-Dec-11,"1,362","1,751",0,0,0,-7,-332,0,11,3,0,0,-64,"2,353",-724,0,-268,"1,362",0,"1,362","147,457","21,714",2,"44,479","213,652",0,"213,652" +23-Dec-11,-523,476,0,0,0,11,"-1,076",0,0,2,66,0,-2,761,-295,0,-989,-523,0,-523,"148,218","21,419",2,"43,490","213,129",0,"213,129" +27-Dec-11,"1,028",460,0,0,0,7,571,0,0,11,0,0,-22,960,172,0,-104,"1,028",0,"1,028","149,178","21,591",2,"43,386","214,157",0,"214,157" +28-Dec-11,"7,164",610,0,"7,000",0,-539,818,0,0,3,-693,0,-36,321,882,0,"5,961","7,164",0,"7,164","149,499","22,473",2,"49,347","221,321",0,"221,321" +29-Dec-11,"1,503",322,"-2,000",0,0,"2,257",869,0,0,5,92,0,-43,"1,044",-76,0,535,"1,503",0,"1,503","150,543","22,397",2,"49,882","222,824",0,"222,824" +30-Dec-11,98,732,0,0,0,-79,-444,0,0,2,0,0,-113,670,-555,0,-17,98,0,98,"151,213","21,842",2,"49,865","222,922",0,"222,922" +3-Jan-12,"-1,025",24,0,0,0,266,"-1,303",0,0,8,29,0,-48,442,-160,0,"-1,307","-1,025",0,"-1,025","151,654","21,682",2,"48,559","221,897",0,"221,897" 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+1-Feb-12,"-2,348",107,0,0,0,91,-653,0,0,5,"-1,894",0,-4,709,-243,0,"-2,815","-2,348",0,"-2,348","147,626","20,227",1,"45,915","213,769",0,"213,769" +2-Feb-12,"-2,957",193,0,0,0,17,"-3,188",0,23,3,0,0,-5,904,-280,0,"-3,581","-2,957",0,"-2,957","148,530","19,947",1,"42,334","210,812",0,"210,812" +3-Feb-12,"-3,180",533,0,"-1,750",0,-248,"-1,720",0,0,4,0,0,1,"1,216",-337,0,"-4,058","-3,180",0,"-3,180","149,746","19,610",1,"38,276","207,632",0,"207,632" +6-Feb-12,"-1,400",180,0,0,0,-647,-949,0,15,11,0,0,-11,"1,208",-782,0,"-1,827","-1,400",0,"-1,400","150,954","18,828",1,"36,449","206,232",0,"206,232" +7-Feb-12,"1,231",200,0,0,0,334,562,0,10,8,0,0,117,-18,250,0,"1,000","1,231",0,"1,231","150,935","19,078",1,"37,449","207,463",0,"207,463" +8-Feb-12,"1,296",219,0,0,0,491,"1,673",0,-3,-6,"-1,076",0,-1,64,-164,0,"1,396","1,296",0,"1,296","151,000","18,914",1,"38,845","208,759",0,"208,759" 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+24-Jul-13,"1,950",-374,0,0,0,345,"2,634",0,2,2,-652,0,-7,-153,-673,0,"2,776","1,950",0,"1,950","225,361","21,734",2,"72,189","319,286",0,"319,286" +25-Jul-13,"6,159",-312,0,"5,000",0,319,"1,110",0,45,4,0,0,-7,182,-315,-1,"6,292","6,159",0,"6,159","225,543","21,419",2,"78,482","325,446",0,"325,446" +26-Jul-13,287,11,0,"9,000","2,500","-11,207",-240,0,65,2,0,0,157,354,-45,0,-21,287,0,287,"225,897","21,374",1,"78,460","325,733",0,"325,733" +29-Jul-13,"-4,260",-243,-700,0,0,708,"-3,873",0,0,4,85,0,-241,-110,896,0,"-5,046","-4,260",0,"-4,260","225,787","22,270",1,"73,415","321,473",0,"321,473" +30-Jul-13,"-2,842",-327,0,0,0,"3,917","-6,658",0,0,4,0,0,221,-681,"1,583",0,"-3,744","-2,842",0,"-2,842","225,106","23,853",1,"69,670","318,631",0,"318,631" +31-Jul-13,-503,284,0,0,0,62,"-1,424",0,0,4,455,0,117,527,589,0,"-1,618",-503,0,-503,"225,632","24,442",1,"68,053","318,128",0,"318,128" 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+22-Aug-13,"-2,664",-241,0,0,0,-287,"-2,133",0,0,4,0,0,-6,-257,-998,0,"-1,409","-2,664",0,"-2,664","226,686","23,329",1,"77,232","327,248",0,"327,248" +23-Aug-13,"-4,045",-620,0,"-1,700",0,258,"-2,061",0,0,8,0,0,69,411,"-1,088",0,"-3,368","-4,045",0,"-4,045","227,097","22,241",1,"73,863","323,202",0,"323,202" +26-Aug-13,"1,472",-284,0,0,0,102,"1,629",0,0,9,0,0,16,-495,142,0,"1,824","1,472",0,"1,472","226,602","22,383",1,"75,688","324,674",0,"324,674" +27-Aug-13,-548,-450,0,0,0,-82,-43,0,5,6,0,0,16,-811,665,0,-402,-548,0,-548,"225,791","23,048",1,"75,286","324,126",0,"324,126" +28-Aug-13,"-2,730",-254,0,0,0,60,"-1,248",0,0,4,"-1,250",0,-42,33,323,0,"-3,086","-2,730",0,"-2,730","225,824","23,371",1,"72,200","321,396",0,"321,396" +29-Aug-13,"2,220",17,0,"1,750","1,400","-1,393",195,0,0,5,0,0,245,509,740,0,971,"2,220",0,"2,220","226,333","24,111",1,"73,171","323,616",0,"323,616" +30-Aug-13,"-2,424",278,0,0,0,-279,"-2,469",0,0,4,0,0,42,"1,221",93,0,"-3,737","-2,424",0,"-2,424","227,554","24,204",1,"69,433","321,192",0,"321,192" +2-Sep-13,"8,616",-74,0,0,0,"1,815","6,862",0,0,12,0,0,1,"1,853",-495,0,"7,258","8,616",0,"8,616","229,407","23,709",1,"76,691","329,808",0,"329,808" +3-Sep-13,"1,497",-307,0,0,0,-308,"2,334",0,3,3,0,0,-227,465,700,0,332,"1,497",0,"1,497","229,872","24,409",1,"77,023","331,305",0,"331,305" +4-Sep-13,69,-65,0,0,0,-180,210,0,2,3,140,0,-41,935,-81,0,-786,69,0,69,"230,808","24,328",1,"76,237","331,374",0,"331,374" +5-Sep-13,"2,617",341,"3,000",0,0,180,-929,0,20,2,0,0,3,"1,810",-672,0,"1,479","2,617",0,"2,617","232,618","23,656",1,"77,717","333,991",0,"333,991" +6-Sep-13,14,-590,0,0,0,9,455,0,0,2,0,0,138,"2,280",-909,0,"-1,356",14,0,14,"234,897","22,747",1,"76,360","334,005",0,"334,005" +9-Sep-13,"-1,204",-291,0,0,0,-294,-520,0,-68,-31,0,0,-1,"1,004",-329,0,"-1,879","-1,204",0,"-1,204","235,901","22,418",1,"74,481","332,801",0,"332,801" +10-Sep-13,"3,692",-211,"4,400",0,0,-543,52,0,0,1,0,0,-7,"-1,212","1,119",0,"3,785","3,692",0,"3,692","234,689","23,537",1,"78,266","336,503",0,"336,503" +11-Sep-13,"-2,373",-434,0,0,0,16,-574,0,0,2,"-1,389",0,7,"-1,060",4,1,"-1,318","-2,373",0,"-2,373","233,629","23,541",2,"76,948","334,120",0,"334,120" +12-Sep-13,-547,-229,0,0,0,-12,803,0,0,2,0,0,"-1,111",-821,140,0,134,-547,0,-547,"232,808","23,681",2,"77,082","333,572",0,"333,572" +13-Sep-13,-791,166,0,0,0,-184,-965,0,3,3,0,0,186,-480,-433,0,122,-791,0,-791,"232,328","23,248",2,"77,203","332,781",0,"332,781" +16-Sep-13,"-1,076",-462,0,0,0,-63,-745,0,28,3,0,0,162,"-1,018",299,0,-357,"-1,076",0,"-1,076","231,310","23,547",2,"76,847","331,705",0,"331,705" +17-Sep-13,478,-562,0,0,0,132,840,0,5,3,0,0,61,"-1,186",-61,1,"1,724",478,0,478,"230,123","23,486",2,"78,571","332,182",0,"332,182" +18-Sep-13,"-1,553",-293,0,0,0,-240,"1,032",0,0,4,"-2,061",0,5,-347,-963,0,-244,"-1,553",0,"-1,553","229,777","22,523",2,"78,327","330,629",0,"330,629" +19-Sep-13,"-1,155",-272,0,0,0,355,"-1,276",0,4,2,0,0,32,143,-867,0,-430,"-1,155",0,"-1,155","229,919","21,656",2,"77,897","329,474",0,"329,474" +20-Sep-13,"-4,241",-331,0,0,0,-428,"-3,469",0,37,5,0,0,-54,470,-792,0,"-3,919","-4,241",0,"-4,241","230,389","20,864",2,"73,977","325,233",0,"325,233" +23-Sep-13,"-3,305",-715,"3,000","-4,000",0,320,"-1,960",0,0,7,0,0,43,-348,452,0,"-3,410","-3,305",0,"-3,305","230,041","21,316",2,"70,568","321,927",0,"321,927" +24-Sep-13,-184,-465,0,0,0,-140,439,0,0,2,0,0,-20,-773,685,0,-96,-184,0,-184,"229,268","22,001",2,"70,472","321,744",0,"321,744" +25-Sep-13,"1,313",-548,0,0,0,87,"2,551",0,2,5,-762,0,-22,-355,479,0,"1,188","1,313",0,"1,313","228,914","22,480",2,"71,660","323,056",0,"323,056" +26-Sep-13,"1,555",-971,0,"3,950",0,0,"-1,502",0,0,4,0,0,75,513,307,0,736,"1,555",0,"1,555","229,426","22,787",2,"72,396","324,612",0,"324,612" +27-Sep-13,"5,249",-522,"2,000",0,"6,300",-2,"-2,650",0,78,6,0,0,39,"1,064",569,0,"3,616","5,249",0,"5,249","230,490","23,356",2,"76,012","329,860",0,"329,860" +30-Sep-13,"-2,427",164,0,0,"1,000","-1,076","-2,482",0,0,11,0,0,-44,801,779,0,"-4,007","-2,427",0,"-2,427","231,291","24,135",2,"72,005","327,433",0,"327,433" +1-Oct-13,"10,563",-554,0,0,0,73,"11,062",0,1,6,0,0,-24,331,591,0,"9,642","10,563",0,"10,563","231,622","24,726",2,"81,647","337,997",0,"337,997" +2-Oct-13,656,-535,0,0,0,-59,-184,0,0,3,"1,415",0,15,"1,197",-183,2,-360,656,0,656,"232,818","24,543",5,"81,286","338,653",0,"338,653" +3-Oct-13,327,-375,0,0,0,22,782,0,5,2,0,0,-110,"1,546",-90,0,"-1,129",327,0,327,"234,364","24,453",5,"80,157","338,979",0,"338,979" +4-Oct-13,"1,799",-529,"3,000",0,0,-280,-335,0,0,3,0,0,-60,"2,293",-835,0,341,"1,799",0,"1,799","236,657","23,618",4,"80,498","340,778",0,"340,778" 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+3-Feb-20,"34,881",-151,0,0,0,"5,230","30,491",0,0,68,0,0,-757,"5,311","-3,421",0,"32,991","34,881",0,"34,881","1,005,352","126,933",0,"611,467","1,743,752",0,"1,743,752" +4-Feb-20,"69,867","-16,719",0,0,0,-81,"1,044","74,915",0,"10,351",0,0,357,"1,223","2,564",0,"66,080","69,867",0,"69,867","1,006,575","129,497",0,"677,547","1,813,619",0,"1,813,619" +5-Feb-20,298,"-1,400",0,0,0,"1,536",112,0,0,-1,0,0,51,"3,712","-1,464",0,"-1,950",298,0,298,"1,010,287","128,033",0,"675,597","1,813,917",0,"1,813,917" \ No newline at end of file diff --git a/notebooks/cmb_inflation/data/monetary_base.csv b/notebooks/cmb_inflation/data/monetary_base.csv new file mode 100644 index 00000000..ac988ab2 --- /dev/null +++ b/notebooks/cmb_inflation/data/monetary_base.csv @@ -0,0 +1,5961 @@ +Dates,Monetary Base +02/01/1996,13.069 +03/01/1996,12.970 +04/01/1996,13.034 +05/01/1996,13.097 +08/01/1996,13.104 +09/01/1996,13.011 +10/01/1996,12.905 +11/01/1996,12.848 +12/01/1996,12.820 +15/01/1996,12.772 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+Jun-95,292.489 +Sep-95,287.196 +Dec-95,294.331 +Mar-96,280.858 +Jun-96,313.245 +Sep-96,306.912 +Dec-96,316.110 +Mar-97,303.287 +Jun-97,335.277 +Sep-97,333.480 +Dec-97,337.698 +Mar-98,316.149 +Jun-98,348.981 +Sep-98,341.541 +Dec-98,330.305 +Mar-99,302.712 +Jun-99,322.931 +Sep-99,318.746 +Dec-99,323.601 +Mar-00,302.375 +Jun-00,326.247 +Sep-00,321.439 +Dec-00,320.973 +Mar-01,294.421 +Jun-01,322.032 +Sep-01,303.407 +Dec-01,281.823 +Mar-02,265.045 +Jun-02,379.034 +Sep-02,373.441 +Dec-02,380.421 +Mar-03,366.012 +Jun-03,446.241 +Sep-03,422.503 +Dec-03,446.410 +Mar-04,439.196 +Jun-04,509.499 +Sep-04,488.462 +Dec-04,503.304 +Mar-05,510.703 +Jun-05,605.772 +Sep-05,590.220 +Dec-05,623.458 +Mar-06,643.562 +Jun-06,727.989 +Sep-06,729.299 +Dec-06,762.766 +Mar-07,774.388 +Jun-07,904.350 +Sep-07,914.104 +Dec-07,995.079 +Mar-08,1.032.357 +Jun-08,1.213.883 +Sep-08,1.183.692 +Dec-08,1.168.652 +Mar-09,1.112.307 +Jun-09,1.251.465 +Sep-09,1.269.735 +Dec-09,1.358.210 +Mar-10,1.418.858 +Jun-10,1.686.067 +Sep-10,1.712.835 +Dec-10,1.829.124 +Mar-11,1.888.827 +Jun-11,2.237.124 +Sep-11,2.250.487 +Dec-11,2.339.658 +Mar-12,2.345.560 +Jun-12,2.651.098 +Sep-12,2.704.828 +Dec-12,2.850.170 +Mar-13,2.888.981 +Jun-13,3.387.811 +Sep-13,3.436.547 +Dec-13,3.679.896 +Mar-14,3.917.649 +Jun-14,4.702.630 +Sep-14,4.685.503 +Dec-14,5.010.564 +Mar-15,5.092.694 +Jun-15,5.951.479 +Sep-15,6.221.731 +Dec-15,6.552.140 +Mar-16,7.006.645 +Jun-16,8.414.556 +Sep-16,8.527.629 +Dec-16,8.963.808 +Mar-17,9.207.048 +Jun-17,10.602.469 +Sep-17,11.070.090 +Dec-17,11.699.508 +Mar-18,12.295.597 +Jun-18,14.242.781 +Sep-18,14.960.938 +Dec-18,16.923.845 +Mar-19,17.555.535 +Jun-19,21.466.179 +Sep-19,22.246.374 diff --git a/notebooks/cmb_inflation/scraper/dataframe.py b/notebooks/cmb_inflation/scraper/dataframe.py new file mode 100644 index 00000000..21a4e7d3 --- /dev/null +++ b/notebooks/cmb_inflation/scraper/dataframe.py @@ -0,0 +1,8 @@ +import pandas as pd + + +def df(name_txt, header,save=False,name=None): + data = pd.read_csv(name_txt, sep="\t", header=None,decimal=',') + if save: + data.to_csv('Documents/proyectos/Scraper/'+name+'.csv',header=header,index=False) + return data \ No newline at end of file diff --git a/notebooks/cmb_inflation/scraper/html_to_txt.py b/notebooks/cmb_inflation/scraper/html_to_txt.py new file mode 100644 index 00000000..b8c2a360 --- /dev/null +++ b/notebooks/cmb_inflation/scraper/html_to_txt.py @@ -0,0 +1,25 @@ +#!/usr/bin/env python +from bs4 import BeautifulSoup +from html.parser import HTMLParser +import re + +def html_to_text(html,name,save=False): + + class_is_multi= { '*' : 'class'} + parsed_html = BeautifulSoup(html,'xml', multi_valued_attributes=class_is_multi) + a=parsed_html.body.find(attrs={"table table-BCRA table-bordered table-hover table-responsive"}) + s=str(a) + s=re.sub('\n',"", s) + s=re.sub('\\t',"", s) + s=re.sub('\n\n',"\t", s) + s=re.sub('<(.*)>',"",s) + s=re.sub('\n\n',"\n", s) + s=re.sub('\n\n',"\t", s) + s=re.sub('\t\n',"\n", s) + + + if save: + text_file = open(name+'.txt', "w") + text_file.write(s[2:-1]) + text_file.close() + return s diff --git a/notebooks/cmb_inflation/scraper/request.py b/notebooks/cmb_inflation/scraper/request.py new file mode 100644 index 00000000..491e2dd5 --- /dev/null +++ b/notebooks/cmb_inflation/scraper/request.py @@ -0,0 +1,28 @@ +#!/usr/bin/env python +import requests +from datetime import date,datetime + +def request_inflation(from_date="1943-02-28",to_date=date.today()): + + url="http://45.235.96.100/PublicacionesEstadisticas/Principales_variables_datos.asp" + form_data = {"fecha_desde":[from_date,'20140207'],"fecha_hasta":[to_date,'20190903'],"B1":"Enviar", + "primeravez":1,"serie":7931,"serie1":0,"serie2":0,"serie3":0,"serie4":0,"detalle":"Inflación+mensual+(variación+en+)"} + r = requests.post(url,data=form_data) + return r.text + + +def request_base_monetaria(from_date="1996-01-02",to_date=date.today()): + url="http://45.235.96.100/PublicacionesEstadisticas/Principales_variables_datos.asp" + form_data = {"fecha_desde":[from_date,20030130],"fecha_hasta":[to_date,20191204],"B1":"Enviar", + "primeravez":1,"serie":250,"serie1":0,"serie2":0,"serie3":0,"serie4":0,"detalle":"Base+monetaria+-+Total+(en+millones+de+pesos)"} + r = requests.post(url,data=form_data) + return r.text + +def request_base_monetaria_circulante(from_date="2003-01-30",to_date=date.today()): + url="http://45.235.96.100/PublicacionesEstadisticas/Principales_variables_datos.asp" + form_data = {"fecha_desde":[from_date,None],"fecha_hasta":[to_date,None],"B1":"Enviar", + "primeravez":1,"serie":251,"serie1":0,"serie2":0,"serie3":0,"serie4":0,"detalle":"Circulación+monetaria+(en+millones+de+pesos)"} + r = requests.post(url,data=form_data) + return r.text + +