From 6a1ac8f3b044e049047d05a98da150a5b5a81e3d Mon Sep 17 00:00:00 2001 From: John Ajayi Date: Mon, 5 Jun 2023 14:35:50 +0100 Subject: [PATCH 1/9] code_update --- project/project-template.ipynb | 3511 ++++++++++++++++- project/sampleSubmission.csv | 6494 ++++++++++++++++++++++++++++++++ 2 files changed, 9891 insertions(+), 114 deletions(-) create mode 100644 project/sampleSubmission.csv diff --git a/project/project-template.ipynb b/project/project-template.ipynb index 2a7c62b..21faf40 100644 --- a/project/project-template.ipynb +++ b/project/project-template.ipynb @@ -104,9 +104,576 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pip in /usr/local/lib/python3.7/site-packages (21.3.1)\n", + "Collecting pip\n", + " Using cached pip-23.1.2-py3-none-any.whl (2.1 MB)\n", + "Installing collected packages: pip\n", + " Attempting uninstall: pip\n", + " Found existing installation: pip 21.3.1\n", + " Uninstalling pip-21.3.1:\n", + " Successfully uninstalled pip-21.3.1\n", + "Successfully installed pip-23.1.2\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. 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google-auth, fastcore, deprecated, catalogue, blis, async-timeout, aiosignal, xgboost, virtualenv, torchvision, torchtext, torchmetrics, statsmodels, srsly, scikit-image, rich, nlpaug, markdown, jsonschema, hyperopt, huggingface-hub, google-auth-oauthlib, gluonts, fastdownload, fairscale, dask, click, aiohttp, accelerate, typer, transformers, timm, tensorboard, sktime, seqeval, ray, qudida, pytorch-metric-learning, pmdarima, nltk, model-index, lightgbm, gluoncv, distributed, confection, catboost, thinc, tbats, pytorch-lightning, pathy, openmim, datasets, autogluon.common, albumentations, spacy, evaluate, autogluon.features, autogluon.core, fastai, autogluon.tabular, autogluon.multimodal, autogluon.vision, autogluon.timeseries, autogluon.text, autogluon\n", + " Attempting uninstall: typing-extensions\n", + " Found existing installation: typing_extensions 4.0.1\n", + " Uninstalling typing_extensions-4.0.1:\n", + " Successfully uninstalled typing_extensions-4.0.1\n", + " Attempting uninstall: tqdm\n", + " Found existing installation: tqdm 4.39.0\n", + " Uninstalling tqdm-4.39.0:\n", + " Successfully uninstalled tqdm-4.39.0\n", + " Attempting uninstall: Pillow\n", + " Found existing installation: Pillow 8.4.0\n", + " Uninstalling Pillow-8.4.0:\n", + " Successfully uninstalled Pillow-8.4.0\n", + " Attempting uninstall: numpy\n", + " Found existing installation: numpy 1.19.1\n", + " Uninstalling numpy-1.19.1:\n", + " Successfully uninstalled numpy-1.19.1\n", + " Attempting uninstall: scipy\n", + " Found existing installation: scipy 1.4.1\n", + " Uninstalling scipy-1.4.1:\n", + " Successfully uninstalled scipy-1.4.1\n", + " Attempting uninstall: pyarrow\n", + " Found existing installation: pyarrow 6.0.1\n", + " Uninstalling pyarrow-6.0.1:\n", + " Successfully uninstalled pyarrow-6.0.1\n", + " Attempting uninstall: importlib-metadata\n", + " Found existing installation: importlib-metadata 4.8.2\n", + " Uninstalling importlib-metadata-4.8.2:\n", + " Successfully uninstalled importlib-metadata-4.8.2\n", + " Attempting uninstall: gluoncv\n", + " Found existing installation: gluoncv 0.8.0\n", + " Uninstalling gluoncv-0.8.0:\n", + " Successfully uninstalled gluoncv-0.8.0\n", + "Successfully installed Pillow-9.4.0 PyWavelets-1.3.0 absl-py-1.4.0 accelerate-0.13.2 aiohttp-3.8.4 aiosignal-1.3.1 albumentations-1.1.0 antlr4-python3-runtime-4.8 async-timeout-4.0.2 asynctest-0.13.0 autocfg-0.0.8 autogluon-0.6.2 autogluon.common-0.6.2 autogluon.core-0.6.2 autogluon.features-0.6.2 autogluon.multimodal-0.6.2 autogluon.tabular-0.6.2 autogluon.text-0.6.2 autogluon.timeseries-0.6.2 autogluon.vision-0.6.2 blis-0.7.9 cachetools-5.3.1 catalogue-2.0.8 catboost-1.1.1 charset-normalizer-3.1.0 click-8.0.4 confection-0.0.4 cymem-2.0.7 dask-2021.11.2 datasets-2.12.0 defusedxml-0.7.1 deprecated-1.2.14 distlib-0.3.6 distributed-2021.11.2 evaluate-0.3.0 fairscale-0.4.6 fastai-2.7.12 fastcore-1.5.29 fastdownload-0.0.7 fastprogress-1.0.3 filelock-3.12.0 frozenlist-1.3.3 future-0.18.3 gluoncv-0.10.5.post0 gluonts-0.11.12 google-auth-2.19.1 google-auth-oauthlib-0.4.6 grpcio-1.43.0 heapdict-1.0.1 huggingface-hub-0.15.1 hyperopt-0.2.7 importlib-metadata-6.6.0 importlib-resources-5.12.0 jsonschema-4.8.0 langcodes-3.3.0 lightgbm-3.3.5 locket-1.0.0 markdown-3.4.3 markdown-it-py-2.2.0 mdurl-0.1.2 model-index-0.1.11 msgpack-1.0.5 multidict-6.0.4 murmurhash-1.0.9 nlpaug-1.1.10 nltk-3.8.1 nptyping-1.4.4 numpy-1.21.6 oauthlib-3.2.2 omegaconf-2.1.2 opencv-python-headless-4.7.0.72 openmim-0.2.1 ordered-set-4.1.0 partd-1.4.0 pathy-0.10.1 patsy-0.5.3 platformdirs-3.1.1 pmdarima-1.8.5 preshed-3.0.8 py4j-0.10.9.7 pyDeprecate-0.3.2 pyarrow-12.0.0 pyasn1-modules-0.3.0 pydantic-1.10.8 pyrsistent-0.19.3 pytorch-lightning-1.7.7 pytorch-metric-learning-1.3.2 qudida-0.0.4 ray-2.0.1 regex-2023.5.5 requests-oauthlib-1.3.1 responses-0.18.0 rich-13.4.1 scikit-image-0.19.3 scipy-1.7.3 sentencepiece-0.1.99 seqeval-1.2.2 sktime-0.13.4 smart-open-5.2.1 sortedcontainers-2.4.0 spacy-3.5.3 spacy-legacy-3.0.12 spacy-loggers-1.0.4 srsly-2.4.6 statsmodels-0.13.5 tbats-1.1.3 tblib-1.7.0 tensorboard-2.11.2 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorboardX-2.6 thinc-8.1.10 tifffile-2021.11.2 timm-0.6.13 tokenizers-0.13.3 toolz-0.12.0 torch-1.12.1 torchmetrics-0.8.2 torchtext-0.13.1 torchvision-0.13.1 tqdm-4.65.0 transformers-4.23.1 typer-0.7.0 typing-extensions-4.4.0 typish-1.9.3 virtualenv-20.21.1 wasabi-1.1.1 wrapt-1.15.0 xgboost-1.6.2 xxhash-3.2.0 yacs-0.1.8 yarl-1.9.2 zict-2.2.0\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m" + ] + } + ], "source": [ "!pip install -U pip\n", "!pip install -U setuptools wheel\n", @@ -115,6 +682,44 @@ "# Without --no-cache-dir, smaller aws instances may have trouble installing" ] }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting kaggle\n", + " Using cached kaggle-1.5.13-py3-none-any.whl\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/site-packages (from kaggle) (4.39.0)\n", + "Collecting python-slugify\n", + " Using cached python_slugify-8.0.1-py2.py3-none-any.whl (9.7 kB)\n", + "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/site-packages (from kaggle) (1.16.0)\n", + "Requirement already satisfied: requests in /usr/local/lib/python3.7/site-packages (from kaggle) (2.22.0)\n", + "Requirement already satisfied: certifi in /usr/local/lib/python3.7/site-packages (from kaggle) (2021.10.8)\n", + "Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/site-packages (from kaggle) (1.25.11)\n", + "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/site-packages (from kaggle) (2.8.2)\n", + "Collecting text-unidecode>=1.3\n", + " Downloading text_unidecode-1.3-py2.py3-none-any.whl (78 kB)\n", + " |████████████████████████████████| 78 kB 1.0 MB/s \n", + "\u001b[?25hRequirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.7/site-packages (from requests->kaggle) (2.8)\n", + "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.7/site-packages (from requests->kaggle) (3.0.4)\n", + "Installing collected packages: text-unidecode, python-slugify, kaggle\n", + "Successfully installed kaggle-1.5.13 python-slugify-8.0.1 text-unidecode-1.3\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n", + "\u001b[33mWARNING: You are using pip version 21.3.1; however, version 23.1.2 is available.\n", + "You should consider upgrading via the '/usr/local/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\n" + ] + } + ], + "source": [ + "!pip install kaggle" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -124,7 +729,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -136,14 +741,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Fill in your user name and key from creating the kaggle account and API token file\n", "import json\n", - "kaggle_username = \"FILL_IN_USERNAME\"\n", - "kaggle_key = \"FILL_IN_KEY\"\n", + "kaggle_username = \"ajayijohn\"\n", + "kaggle_key = \"00bea886316105ae0db2316fa5e0e51f\"\n", "\n", "# Save API token the kaggle.json file\n", "with open(\"/root/.kaggle/kaggle.json\", \"w\") as f:\n", @@ -172,9 +777,21 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "bike-sharing-demand.zip: Skipping, found more recently modified local copy (use --force to force download)\n", + "Archive: bike-sharing-demand.zip\n", + " inflating: sampleSubmission.csv \n", + " inflating: test.csv \n", + " inflating: train.csv \n" + ] + } + ], "source": [ "# Download the dataset, it will be in a .zip file so you'll need to unzip it as well.\n", "!kaggle competitions download -c bike-sharing-demand\n", @@ -184,9 +801,18 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import pandas as pd\n", "from autogluon.tabular import TabularPredictor" @@ -194,44 +820,593 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcount
02011-01-01 00:00:0010019.8414.395810.031316
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22011-01-01 02:00:0010019.0213.635800.052732
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42011-01-01 04:00:0010019.8414.395750.0011
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" + ], + "text/plain": [ + " datetime season holiday workingday weather temp atemp \\\n", + "0 2011-01-01 00:00:00 1 0 0 1 9.84 14.395 \n", + "1 2011-01-01 01:00:00 1 0 0 1 9.02 13.635 \n", + "2 2011-01-01 02:00:00 1 0 0 1 9.02 13.635 \n", + "3 2011-01-01 03:00:00 1 0 0 1 9.84 14.395 \n", + "4 2011-01-01 04:00:00 1 0 0 1 9.84 14.395 \n", + "\n", + " humidity windspeed casual registered count \n", + "0 81 0.0 3 13 16 \n", + "1 80 0.0 8 32 40 \n", + "2 80 0.0 5 27 32 \n", + "3 75 0.0 3 10 13 \n", + "4 75 0.0 0 1 1 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Create the train dataset in pandas by reading the csv\n", "# Set the parsing of the datetime column so you can use some of the `dt` features in pandas later\n", - "train = ?\n", + "train = pd.read_csv('train.csv', parse_dates=['datetime'])\n", "train.head()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 10, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 10886 entries, 0 to 10885\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 datetime 10886 non-null datetime64[ns]\n", + " 1 season 10886 non-null int64 \n", + " 2 holiday 10886 non-null int64 \n", + " 3 workingday 10886 non-null int64 \n", + " 4 weather 10886 non-null int64 \n", + " 5 temp 10886 non-null float64 \n", + " 6 atemp 10886 non-null float64 \n", + " 7 humidity 10886 non-null int64 \n", + " 8 windspeed 10886 non-null float64 \n", + " 9 casual 10886 non-null int64 \n", + " 10 registered 10886 non-null int64 \n", + " 11 count 10886 non-null int64 \n", + "dtypes: datetime64[ns](1), float64(3), int64(8)\n", + "memory usage: 1020.7 KB\n" + ] + } + ], "source": [ - "# Simple output of the train dataset to view some of the min/max/varition of the dataset features." + "train.info()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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seasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcount
count10886.00000010886.00000010886.00000010886.00000010886.0000010886.00000010886.00000010886.00000010886.00000010886.00000010886.000000
mean2.5066140.0285690.6808751.41842720.2308623.65508461.88646012.79939536.021955155.552177191.574132
std1.1161740.1665990.4661590.6338397.791598.47460119.2450338.16453749.960477151.039033181.144454
min1.0000000.0000000.0000001.0000000.820000.7600000.0000000.0000000.0000000.0000001.000000
25%2.0000000.0000000.0000001.00000013.9400016.66500047.0000007.0015004.00000036.00000042.000000
50%3.0000000.0000001.0000001.00000020.5000024.24000062.00000012.99800017.000000118.000000145.000000
75%4.0000000.0000001.0000002.00000026.2400031.06000077.00000016.99790049.000000222.000000284.000000
max4.0000001.0000001.0000004.00000041.0000045.455000100.00000056.996900367.000000886.000000977.000000
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" + ], + "text/plain": [ + " season holiday workingday weather temp \\\n", + "count 10886.000000 10886.000000 10886.000000 10886.000000 10886.00000 \n", + "mean 2.506614 0.028569 0.680875 1.418427 20.23086 \n", + "std 1.116174 0.166599 0.466159 0.633839 7.79159 \n", + "min 1.000000 0.000000 0.000000 1.000000 0.82000 \n", + "25% 2.000000 0.000000 0.000000 1.000000 13.94000 \n", + "50% 3.000000 0.000000 1.000000 1.000000 20.50000 \n", + "75% 4.000000 0.000000 1.000000 2.000000 26.24000 \n", + "max 4.000000 1.000000 1.000000 4.000000 41.00000 \n", + "\n", + " atemp humidity windspeed casual registered \\\n", + "count 10886.000000 10886.000000 10886.000000 10886.000000 10886.000000 \n", + "mean 23.655084 61.886460 12.799395 36.021955 155.552177 \n", + "std 8.474601 19.245033 8.164537 49.960477 151.039033 \n", + "min 0.760000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 16.665000 47.000000 7.001500 4.000000 36.000000 \n", + "50% 24.240000 62.000000 12.998000 17.000000 118.000000 \n", + "75% 31.060000 77.000000 16.997900 49.000000 222.000000 \n", + "max 45.455000 100.000000 56.996900 367.000000 886.000000 \n", + "\n", + " count \n", + "count 10886.000000 \n", + "mean 191.574132 \n", + "std 181.144454 \n", + "min 1.000000 \n", + "25% 42.000000 \n", + "50% 145.000000 \n", + "75% 284.000000 \n", + "max 977.000000 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Simple output of the train dataset to view some of the min/max/varition of the dataset features.\n", + "train.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeed
02011-01-20 00:00:00101110.6611.3655626.0027
12011-01-20 01:00:00101110.6613.635560.0000
22011-01-20 02:00:00101110.6613.635560.0000
32011-01-20 03:00:00101110.6612.8805611.0014
42011-01-20 04:00:00101110.6612.8805611.0014
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" + ], + "text/plain": [ + " datetime season holiday workingday weather temp atemp \\\n", + "0 2011-01-20 00:00:00 1 0 1 1 10.66 11.365 \n", + "1 2011-01-20 01:00:00 1 0 1 1 10.66 13.635 \n", + "2 2011-01-20 02:00:00 1 0 1 1 10.66 13.635 \n", + "3 2011-01-20 03:00:00 1 0 1 1 10.66 12.880 \n", + "4 2011-01-20 04:00:00 1 0 1 1 10.66 12.880 \n", + "\n", + " humidity windspeed \n", + "0 56 26.0027 \n", + "1 56 0.0000 \n", + "2 56 0.0000 \n", + "3 56 11.0014 \n", + "4 56 11.0014 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Create the test pandas dataframe in pandas by reading the csv, remember to parse the datetime!\n", - "test = ?\n", + "test = pd.read_csv('test.csv', parse_dates=['datetime'])\n", "test.head()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimecount
02011-01-20 00:00:000
12011-01-20 01:00:000
22011-01-20 02:00:000
32011-01-20 03:00:000
42011-01-20 04:00:000
\n", + "
" + ], + "text/plain": [ + " datetime count\n", + "0 2011-01-20 00:00:00 0\n", + "1 2011-01-20 01:00:00 0\n", + "2 2011-01-20 02:00:00 0\n", + "3 2011-01-20 03:00:00 0\n", + "4 2011-01-20 04:00:00 0" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Same thing as train and test dataset\n", - "submission = ?\n", + "submission = pd.read_csv('sampleSubmission.csv', parse_dates=['datetime'])\n", "submission.head()" ] }, @@ -254,13 +1429,126 @@ "* Use the preset `best_quality` to focus on creating the best model." ] }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['datetime', 'season', 'holiday', 'workingday', 'weather', 'temp',\n", + " 'atemp', 'humidity', 'windspeed', 'casual', 'registered', 'count'],\n", + " dtype='object')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.columns" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230601_151944/\"\n", + "Presets specified: ['best_quality']\n", + "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", + "Beginning AutoGluon training ... Time limit = 600s\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230601_151944/\"\n", + "AutoGluon Version: 0.6.2\n", + "Python Version: 3.7.10\n", + "Operating System: Linux\n", + "Platform Machine: x86_64\n", + "Platform Version: #1 SMP Tue Apr 25 15:24:19 UTC 2023\n", + "Train Data Rows: 10886\n", + "Train Data Columns: 11\n", + "Label Column: count\n", + "Preprocessing data ...\n", + "AutoGluon infers your prediction problem is: 'regression' (because dtype of label-column == int and many unique label-values observed).\n", + "\tLabel info (max, min, mean, stddev): (977, 1, 191.57413, 181.14445)\n", + "\tIf 'regression' is not the correct problem_type, please manually specify the problem_type parameter during predictor init (You may specify problem_type as one of: ['binary', 'multiclass', 'regression'])\n", + "Using Feature Generators to preprocess the data ...\n", + "Dropping user-specified ignored columns: ['casual', 'registered']\n", + "Fitting AutoMLPipelineFeatureGenerator...\n", + "\tAvailable Memory: 3025.87 MB\n", + "\tTrain Data (Original) Memory Usage: 0.78 MB (0.0% of available memory)\n", + "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", + "\tStage 1 Generators:\n", + "\t\tFitting AsTypeFeatureGenerator...\n", + "\t\t\tNote: Converting 2 features to boolean dtype as they only contain 2 unique values.\n", + "\tStage 2 Generators:\n", + "\t\tFitting FillNaFeatureGenerator...\n", + "\tStage 3 Generators:\n", + "\t\tFitting IdentityFeatureGenerator...\n", + "\t\tFitting DatetimeFeatureGenerator...\n", + "/usr/local/lib/python3.7/site-packages/autogluon/features/generators/datetime.py:59: FutureWarning: casting datetime64[ns, UTC] values to int64 with .astype(...) is deprecated and will raise in a future version. Use .view(...) instead.\n", + " good_rows = series[~series.isin(bad_rows)].astype(np.int64)\n", + "\tStage 4 Generators:\n", + "\t\tFitting DropUniqueFeatureGenerator...\n", + "\tTypes of features in original data (raw dtype, special dtypes):\n", + "\t\t('datetime', []) : 1 | ['datetime']\n", + "\t\t('float', []) : 3 | ['temp', 'atemp', 'windspeed']\n", + "\t\t('int', []) : 5 | ['season', 'holiday', 'workingday', 'weather', 'humidity']\n", + "\tTypes of features in processed data (raw dtype, special dtypes):\n", + "\t\t('float', []) : 3 | ['temp', 'atemp', 'windspeed']\n", + "\t\t('int', []) : 3 | ['season', 'weather', 'humidity']\n", + "\t\t('int', ['bool']) : 2 | ['holiday', 'workingday']\n", + "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", + "\t0.4s = Fit runtime\n", + "\t9 features in original data used to generate 13 features in processed data.\n", + "\tTrain Data (Processed) Memory Usage: 0.98 MB (0.0% of available memory)\n", + "Data preprocessing and feature engineering runtime = 0.44s ...\n", + "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", + "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", + "\tTo change this, specify the eval_metric parameter of Predictor()\n", + "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", + "Fitting 11 L1 models ...\n", + "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.6s of the 599.55s of remaining time.\n", + "\t-101.5462\t = Validation score (-root_mean_squared_error)\n", + "\t0.03s\t = Training runtime\n", + "\t0.11s\t = Validation runtime\n", + "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 394.84s of the 594.79s of remaining time.\n", + "\t-84.1251\t = Validation score (-root_mean_squared_error)\n", + "\t0.04s\t = Training runtime\n", + "\t0.11s\t = Validation runtime\n", + "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 394.44s of the 594.39s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-131.4609\t = Validation score (-root_mean_squared_error)\n", + "\t70.7s\t = Training runtime\n", + "\t8.4s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 312.18s of the 512.13s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-55.6869\t = Validation score (-root_mean_squared_error)\n", + "\t59.78s\t = Training runtime\n", + "\t0.11s\t = Validation runtime\n", + "Completed 1/20 k-fold bagging repeats ...\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -6.18s of remaining time.\n", + "\t-53.0422\t = Validation score (-root_mean_squared_error)\n", + "\t0.33s\t = Training runtime\n", + "\t0.0s\t = Validation runtime\n", + "AutoGluon training complete, total runtime = 606.73s ... Best model: \"WeightedEnsemble_L3\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230601_151944/\")\n" + ] + } + ], "source": [ - "predictor = TabularPredictor(?).fit(?)" + "predictor = TabularPredictor(label='count', \n", + " eval_metric='root_mean_squared_error', \n", + " learner_kwargs={\"ignored_columns\": [\"casual\", \"registered\"]}).fit(train_data=train,\n", + " time_limit=600,\n", + " presets='best_quality')" ] }, { @@ -272,9 +1560,236 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Summary of fit() ***\n", + "Estimated performance of each model:\n", + " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", + "0 WeightedEnsemble_L3 -53.042219 16.711219 551.559082 0.001080 0.327059 3 True 14\n", + "1 RandomForestMSE_BAG_L2 -53.316385 12.265872 410.533535 0.593043 27.004187 2 True 12\n", + "2 LightGBM_BAG_L2 -55.100938 11.926856 409.374696 0.254027 25.845348 2 True 11\n", + "3 CatBoost_BAG_L2 -55.686939 11.781967 443.314111 0.109138 59.784763 2 True 13\n", + "4 LightGBMXT_BAG_L2 -60.335700 15.753932 438.597725 4.081103 55.068377 2 True 10\n", + "5 KNeighborsDist_BAG_L1 -84.125061 0.105962 0.043003 0.105962 0.043003 1 True 2\n", + "6 WeightedEnsemble_L2 -84.125061 0.106683 0.512499 0.000720 0.469496 2 True 9\n", + "7 KNeighborsUnif_BAG_L1 -101.546199 0.106878 0.034031 0.106878 0.034031 1 True 1\n", + "8 RandomForestMSE_BAG_L1 -116.544294 0.525253 10.861618 0.525253 10.861618 1 True 5\n", + "9 ExtraTreesMSE_BAG_L1 -124.588053 0.500414 4.857606 0.500414 4.857606 1 True 7\n", + "10 CatBoost_BAG_L1 -130.547183 0.092290 201.636677 0.092290 201.636677 1 True 6\n", + "11 LightGBM_BAG_L1 -131.054162 1.425101 28.968747 1.425101 28.968747 1 True 4\n", + "12 LightGBMXT_BAG_L1 -131.460909 8.404538 70.695024 8.404538 70.695024 1 True 3\n", + "13 NeuralNetFastAI_BAG_L1 -139.316724 0.512393 66.432642 0.512393 66.432642 1 True 8\n", + "Number of models trained: 14\n", + "Types of models trained:\n", + "{'StackerEnsembleModel_RF', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_XT', 'StackerEnsembleModel_KNN', 'WeightedEnsembleModel', 'StackerEnsembleModel_CatBoost'}\n", + "Bagging used: True (with 8 folds)\n", + "Multi-layer stack-ensembling used: True (with 3 levels)\n", + "Feature Metadata (Processed):\n", + "(raw dtype, special dtypes):\n", + "('float', []) : 3 | ['temp', 'atemp', 'windspeed']\n", + "('int', []) : 3 | ['season', 'weather', 'humidity']\n", + "('int', ['bool']) : 2 | ['holiday', 'workingday']\n", + "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230601_151944/SummaryOfModels.html\n", + "*** End of fit() summary ***\n" + ] + }, + { + "data": { + "text/plain": [ + "{'model_types': {'KNeighborsUnif_BAG_L1': 'StackerEnsembleModel_KNN',\n", + " 'KNeighborsDist_BAG_L1': 'StackerEnsembleModel_KNN',\n", + " 'LightGBMXT_BAG_L1': 'StackerEnsembleModel_LGB',\n", + " 'LightGBM_BAG_L1': 'StackerEnsembleModel_LGB',\n", + " 'RandomForestMSE_BAG_L1': 'StackerEnsembleModel_RF',\n", + " 'CatBoost_BAG_L1': 'StackerEnsembleModel_CatBoost',\n", + " 'ExtraTreesMSE_BAG_L1': 'StackerEnsembleModel_XT',\n", + " 'NeuralNetFastAI_BAG_L1': 'StackerEnsembleModel_NNFastAiTabular',\n", + " 'WeightedEnsemble_L2': 'WeightedEnsembleModel',\n", + " 'LightGBMXT_BAG_L2': 'StackerEnsembleModel_LGB',\n", + " 'LightGBM_BAG_L2': 'StackerEnsembleModel_LGB',\n", + " 'RandomForestMSE_BAG_L2': 'StackerEnsembleModel_RF',\n", + " 'CatBoost_BAG_L2': 'StackerEnsembleModel_CatBoost',\n", + " 'WeightedEnsemble_L3': 'WeightedEnsembleModel'},\n", + " 'model_performance': {'KNeighborsUnif_BAG_L1': -101.54619908446061,\n", + " 'KNeighborsDist_BAG_L1': -84.12506123181602,\n", + " 'LightGBMXT_BAG_L1': -131.46090891834504,\n", + " 'LightGBM_BAG_L1': -131.054161598899,\n", + " 'RandomForestMSE_BAG_L1': -116.54429428704391,\n", + " 'CatBoost_BAG_L1': -130.54718313969784,\n", + " 'ExtraTreesMSE_BAG_L1': -124.58805258915959,\n", + " 'NeuralNetFastAI_BAG_L1': -139.31672405998717,\n", + " 'WeightedEnsemble_L2': -84.12506123181602,\n", + " 'LightGBMXT_BAG_L2': -60.33569982500017,\n", + " 'LightGBM_BAG_L2': -55.100937845064976,\n", + " 'RandomForestMSE_BAG_L2': -53.316385398591365,\n", + " 'CatBoost_BAG_L2': -55.68693948928772,\n", + " 'WeightedEnsemble_L3': -53.04221850312908},\n", + " 'model_best': 'WeightedEnsemble_L3',\n", + " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230601_151944/models/KNeighborsUnif_BAG_L1/',\n", + " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230601_151944/models/KNeighborsDist_BAG_L1/',\n", + " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230601_151944/models/LightGBMXT_BAG_L1/',\n", + " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230601_151944/models/LightGBM_BAG_L1/',\n", + " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230601_151944/models/RandomForestMSE_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230601_151944/models/CatBoost_BAG_L1/',\n", + " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230601_151944/models/ExtraTreesMSE_BAG_L1/',\n", + " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230601_151944/models/NeuralNetFastAI_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230601_151944/models/WeightedEnsemble_L2/',\n", + " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230601_151944/models/LightGBMXT_BAG_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230601_151944/models/LightGBM_BAG_L2/',\n", + " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230601_151944/models/RandomForestMSE_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230601_151944/models/CatBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230601_151944/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.034030914306640625,\n", + " 'KNeighborsDist_BAG_L1': 0.04300260543823242,\n", + " 'LightGBMXT_BAG_L1': 70.69502425193787,\n", + " 'LightGBM_BAG_L1': 28.968746662139893,\n", + " 'RandomForestMSE_BAG_L1': 10.861618041992188,\n", + " 'CatBoost_BAG_L1': 201.63667702674866,\n", + " 'ExtraTreesMSE_BAG_L1': 4.857606410980225,\n", + " 'NeuralNetFastAI_BAG_L1': 66.43264198303223,\n", + " 'WeightedEnsemble_L2': 0.4694962501525879,\n", + " 'LightGBMXT_BAG_L2': 55.06837701797485,\n", + " 'LightGBM_BAG_L2': 25.84534788131714,\n", + " 'RandomForestMSE_BAG_L2': 27.004186868667603,\n", + " 'CatBoost_BAG_L2': 59.78476285934448,\n", + " 'WeightedEnsemble_L3': 0.3270590305328369},\n", + " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10687780380249023,\n", + " 'KNeighborsDist_BAG_L1': 0.10596227645874023,\n", + " 'LightGBMXT_BAG_L1': 8.40453815460205,\n", + " 'LightGBM_BAG_L1': 1.4251008033752441,\n", + " 'RandomForestMSE_BAG_L1': 0.5252525806427002,\n", + " 'CatBoost_BAG_L1': 0.09229016304016113,\n", + " 'ExtraTreesMSE_BAG_L1': 0.5004136562347412,\n", + " 'NeuralNetFastAI_BAG_L1': 0.5123934745788574,\n", + " 'WeightedEnsemble_L2': 0.0007202625274658203,\n", + " 'LightGBMXT_BAG_L2': 4.0811028480529785,\n", + " 'LightGBM_BAG_L2': 0.2540266513824463,\n", + " 'RandomForestMSE_BAG_L2': 0.5930426120758057,\n", + " 'CatBoost_BAG_L2': 0.10913848876953125,\n", + " 'WeightedEnsemble_L3': 0.001079559326171875},\n", + " 'num_bag_folds': 8,\n", + " 'max_stack_level': 3,\n", + " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'KNeighborsDist_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'LightGBMXT_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'LightGBM_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'RandomForestMSE_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'CatBoost_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'ExtraTreesMSE_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'NeuralNetFastAI_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'WeightedEnsemble_L2': {'use_orig_features': False,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'LightGBMXT_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'LightGBM_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'RandomForestMSE_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'CatBoost_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'WeightedEnsemble_L3': {'use_orig_features': False,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True}},\n", + " 'leaderboard': model score_val pred_time_val fit_time \\\n", + " 0 WeightedEnsemble_L3 -53.042219 16.711219 551.559082 \n", + " 1 RandomForestMSE_BAG_L2 -53.316385 12.265872 410.533535 \n", + " 2 LightGBM_BAG_L2 -55.100938 11.926856 409.374696 \n", + " 3 CatBoost_BAG_L2 -55.686939 11.781967 443.314111 \n", + " 4 LightGBMXT_BAG_L2 -60.335700 15.753932 438.597725 \n", + " 5 KNeighborsDist_BAG_L1 -84.125061 0.105962 0.043003 \n", + " 6 WeightedEnsemble_L2 -84.125061 0.106683 0.512499 \n", + " 7 KNeighborsUnif_BAG_L1 -101.546199 0.106878 0.034031 \n", + " 8 RandomForestMSE_BAG_L1 -116.544294 0.525253 10.861618 \n", + " 9 ExtraTreesMSE_BAG_L1 -124.588053 0.500414 4.857606 \n", + " 10 CatBoost_BAG_L1 -130.547183 0.092290 201.636677 \n", + " 11 LightGBM_BAG_L1 -131.054162 1.425101 28.968747 \n", + " 12 LightGBMXT_BAG_L1 -131.460909 8.404538 70.695024 \n", + " 13 NeuralNetFastAI_BAG_L1 -139.316724 0.512393 66.432642 \n", + " \n", + " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", + " 0 0.001080 0.327059 3 True \n", + " 1 0.593043 27.004187 2 True \n", + " 2 0.254027 25.845348 2 True \n", + " 3 0.109138 59.784763 2 True \n", + " 4 4.081103 55.068377 2 True \n", + " 5 0.105962 0.043003 1 True \n", + " 6 0.000720 0.469496 2 True \n", + " 7 0.106878 0.034031 1 True \n", + " 8 0.525253 10.861618 1 True \n", + " 9 0.500414 4.857606 1 True \n", + " 10 0.092290 201.636677 1 True \n", + " 11 1.425101 28.968747 1 True \n", + " 12 8.404538 70.695024 1 True \n", + " 13 0.512393 66.432642 1 True \n", + " \n", + " fit_order \n", + " 0 14 \n", + " 1 12 \n", + " 2 11 \n", + " 3 13 \n", + " 4 10 \n", + " 5 2 \n", + " 6 9 \n", + " 7 1 \n", + " 8 5 \n", + " 9 7 \n", + " 10 6 \n", + " 11 4 \n", + " 12 3 \n", + " 13 8 }" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "predictor.fit_summary()" ] @@ -288,11 +1803,27 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 23.428825\n", + "1 42.479385\n", + "2 45.684021\n", + "3 49.302437\n", + "4 52.028675\n", + "Name: count, dtype: float32" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "predictions = ?\n", + "predictions = predictor.predict(test)\n", "predictions.head()" ] }, @@ -305,32 +1836,61 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 6493.000000\n", + "mean 100.779968\n", + "std 89.882393\n", + "min 3.327751\n", + "25% 20.148638\n", + "50% 64.434570\n", + "75% 167.551239\n", + "max 363.726166\n", + "Name: count, dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Describe the `predictions` series to see if there are any negative values\n", - "?" + "predictions.describe()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], Name: count, dtype: float32)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# How many negative values do we have?\n", - "?" + "predictions[predictions.values<0]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ - "# Set them to zero\n", - "?" + "# Set them to zero" ] }, { @@ -342,19 +1902,108 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ - "submission[\"count\"] = ?\n", + "submission[\"count\"] = predictions\n", "submission.to_csv(\"submission.csv\", index=False)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 21, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimecount
02011-01-20 00:00:0023.428825
12011-01-20 01:00:0042.479385
22011-01-20 02:00:0045.684021
32011-01-20 03:00:0049.302437
42011-01-20 04:00:0052.028675
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" + ], + "text/plain": [ + " datetime count\n", + "0 2011-01-20 00:00:00 23.428825\n", + "1 2011-01-20 01:00:00 42.479385\n", + "2 2011-01-20 02:00:00 45.684021\n", + "3 2011-01-20 03:00:00 49.302437\n", + "4 2011-01-20 04:00:00 52.028675" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "submission.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 364kB/s]\n", + "Successfully submitted to Bike Sharing Demand" + ] + } + ], "source": [ "!kaggle competitions submit -c bike-sharing-demand -f submission.csv -m \"first raw submission\"" ] @@ -368,9 +2017,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fileName date description status publicScore privateScore \n", + "-------------- ------------------- -------------------- -------- ----------- ------------ \n", + "submission.csv 2023-06-01 14:50:37 first raw submission complete 1.79120 1.79120 \n", + "submission.csv 2023-06-01 10:25:57 first raw submission complete 1.79022 1.79022 \n" + ] + } + ], "source": [ "!kaggle competitions submissions -c bike-sharing-demand | tail -n +1 | head -n 6" ] @@ -392,23 +2052,44 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcount
02011-01-01 00:00:0010019.8414.395810.031316
12011-01-01 01:00:0010019.0213.635800.083240
22011-01-01 02:00:0010019.0213.635800.052732
32011-01-01 03:00:0010019.8414.395750.031013
42011-01-01 04:00:0010019.8414.395750.0011
\n", + "
" + ], + "text/plain": [ + " datetime season holiday workingday weather temp atemp \\\n", + "0 2011-01-01 00:00:00 1 0 0 1 9.84 14.395 \n", + "1 2011-01-01 01:00:00 1 0 0 1 9.02 13.635 \n", + "2 2011-01-01 02:00:00 1 0 0 1 9.02 13.635 \n", + "3 2011-01-01 03:00:00 1 0 0 1 9.84 14.395 \n", + "4 2011-01-01 04:00:00 1 0 0 1 9.84 14.395 \n", + "\n", + " humidity windspeed casual registered count \n", + "0 81 0.0 3 13 16 \n", + "1 80 0.0 8 32 40 \n", + "2 80 0.0 5 27 32 \n", + "3 75 0.0 3 10 13 \n", + "4 75 0.0 0 1 1 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# View are new feature\n", "train.head()" @@ -444,12 +2261,25 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UpkyZkopqF/djxyk0Pg2DU9bMmjWLww8/HIBx48Zx7733pqIa3I/NbB6Qcj8+nAzTYBS/5I7TNnwaBqdskMSoUaOQxOmnn87EiROpq6ujT58+AOy4447U1dWlDs/J/Tib63Fnn/Ihm1tzZ693R8KVvlM2PPbYYwwcOJBly5YxcuRI9tprr0bxkgim/NzJ5nrc2ad8yOahdtPo7p263h0JV/pO2RCnsaBfv34cc8wxPPXUU1RUVLBixQoAamtr6devH6tWrQJ3P3aKRLGnb3abvlMWrFu3jrVr1zZsP/TQQ+y3334cffTRPPhg8B6ePn06Y8aMSSVx9+NWMmHCBBZfexJvT/tuQ9jG9Wupu+NCxo4dy8iRI3n33TDeHeV6jaRFkl6QNDSVRtI4Sa/F37jNz+Tkgvf0nbKgrq6OY445BoANGzZw4oknMnr0aA488EBGjhzJoEGD2HXXXZk5cya/+tWvwN2PW8348eP5y8efYcUDVzaErZl3F9tUfoZbJ49n3rx57h1VArjSd8qC3Xffneeff36z8D59+nDllVduZm929+PWM2LECLrMWNQo7L1FT1Jxwi+A4B2VkHOHnpyxI+PmHcdxCsbGdavo2iOsFpdP7yin7XhP33GcopBP76iY32ZusW1xDW1q9tx80dwsvZkolIurK33HcQrGpkWCuufdOyqTW2xbXGKLMRFic7P0ZqJQq9W5ecdxisiLS1dTOemBzX6dlYZFgnDvqFLBlb7jOHnhhBNO4J1bzuWjlUtZMnUca59/iF4HfZ33a55l7NixPPzww0yaNCl1+GzgDYJ31O8ICwARB3BT3lFP495RecfNO47j5IUZM2bwRIa3lorjL93si1z3jmo/vKfvOI5TRrjSdxzHKSPcvOM4TlnQmQfMW4P39B3HccoIV/qO4zhlhCt9x3GcMsKVvuM4ThnhSt9xHKeMcKXvOI5TRrjLpuM4TglSqGUUvafvOI5TRrjSdxzHKSNc6TuO45QRrvQdx3HKiKIrfUmjJb0qaZGkSc2ncFqLy7iwuHwLj8u4cBTVe0dSF2AqMJKw4PHTku4zs5eLWY7OTCFkvOT6CTx82G0cdthh+SpmRvbdd1+mTp2acbm76upqxo4dy5IlS5o9NhvZvCFuGt29xXkUow336NGDF154gd13373Vaauqqhg7diynnnpqvoqTE/UvPkz98w/B6KktTpOrjDvyxGopee049pcFO0exXTY/CywyszcAJN0BjAGKrvSLIdx2omRk3FoWLlzYpmMnT57MokWLuPXWWwtRrHQKLt/6+vp8ZdVR6bBtuBjk6sqpsIBNcZD0dWC0mZ0a978JDDezMxPHNKxwD3wKeDWRRV9geZbsm4rLFN8nhr2aJT7X/AsVv6uZfSLbQTnKOFsZBgM1wNomyldoegK7AS9kiBsAbA282ca80+udVcYtkW8Mb62M88WngBUFPkdrSN1nyTLl3IZjeCYZF1q+baWl5UrXS20lu4zNrGg/4OvA7xP73wSua0X6+a2NAyYBrwMbCT2FY4C9gfdjWD2wCphPUByXA/8G6oDfANvGfF4lvGqeDywDaoGvAEcC/wI2AD9OnHcycDdwJ0FZrgM+05a6tSQ+HzJuQoY1wLkEhbs61mkbYDzwWNqxBuwZt28C/hf4S5Tz48COwFXAu8A/gf3TznNY3N42pn83XrfzgCXpxwKjgQ+Bj+I5nge+ASxIK9cPgVm5yDYP8j0FWJXYfw24K7G/GBiSQYZTgQdiO3oS2CORZmSU42rgOuBvwKkxbs+4v5qgcO5Mu07fJ6xTuxz4FbBFIn4C8EqU/4MEJZKK2wuYA6wk3BfHJuL6EBY9XwM8RVjv9rEiyrjF50lLtzPwJ+A/hAfUdcAewF/Z9MC6Ddg+keZHwNJ4XV4FDk1cs4sTx1UBHyb2UzppbWzbxyTixpN2T+X7V+yB3KUE4abYKYYVkteBLwDPAj8FbiUo+W8DT5hZDzPbPh47Bfgk4cbbExgI/E8irx0Jyi4V/jtgLHAA4cb7iaTdEsePAe4CehNukHslbZnvCqZRKBkfS1CwuwGfJjTOlqa7kNB7+QB4Angm7t8NXJkl3UWEm24P4HBgXKaDzOz/gEsJCq2HmX2GoHR2k7R34tBvAje3sMxNkYt8/wb0kLSFpAHAVsDnACTtDvQg85vM8YS2uwNhIfFLYpq+BEWVku/rwOcT6X4OPBTT7QRcm5bvMcAwYCihrU6I+Y4Bfgx8FfgE8HdgRozrTlD4twP9Ytn+V9I+Mc+phA5V/5jfhBbKJklR9UQcQ7gfeAuoJNzfdwACfkF4k9w7lmlyTPMp4EzgQDPrSWijNS08ZUonbUfUSZL656UyLaDYSv9pYJCk3SRtRWgw9xXyhGZ2l5m9HbfvJPSuPpvl8InAD8xspZmtJSiT4xPxHwGXmNlHhEbRF7g6Hvs+4an9mcTxC8zs7nh8HeGBcVD+apeRQsn4GjN728xWAn8mPBhbwj1mtsDM3gfuAd43s5vNbCPhjWH/LOmOJch6pZktBq5paUHN7IOY91gASfsSbub7W5pHE7RZvhZs1B8TZDeC0IN+W9JewBeBv5vZxxmS3mNmT5nZBkJvc0gMPxJYmGhjVwHvJNJ9BOwKDDCz983ssbR8L4vy/XdMe0IM/zbwCzN7JZ7zUmCIpF2Bo4AaM/uDmW0ws2eBPwLfiMrza8D/mNk6M3sJmN4S2aRRbD3xWYJiPy+W+30ze8zMFpnZHDP7wMz+Q+igfDGm2UiwDOwjaUszqzGz11tyspROMrOPW6CT8k5RlX5sQGcSGvsrwEwza/noHdzQ2jhJJ0t6jnBxVgH7EZR1OjOAbsACSavisf9H6OlAUHQrorICWB//6xLnX0/oraVYnFa+JYTG1eLytyIeyFnGTZ0jqUzeo3E9m6Iusb0+w362fAbQWH5vtfB8KaYDJ0oSoZc/Mz4MMtEi2UJe2vAzhNf9EYSefzVBkXwx7mcim+wbyciCfSAps/MJvdWnJC2UlN7rTpdvqm3uClyduA9WxnwGxrjhqbgYfxLhLfgTBOeQTNetWDJu8XkS7Ay8Fc/bgKQKSXdIWippDcFK0DeWcRFwNqHnvywel+3ehmDeTeV7sqTnEvLLppMKQtH99M1stpl90sz2MLNLWpk26wXNFBd7Jr8jNKCe0YzzEqEBp49g/5qghPY1s+3jbzszS91gTfYSs5Qt+Yr6e8Jr6tutSN/i+LRj2yTj1pwjso7woARA0o6tTN8UtTSW3y5NHLuZN4KZzSPY+r8AnAjckjVxK+udSxsGphGU/hcISv5vNK/0s9FIRvEB17BvZu+Y2WlmNgA4nWCG2TORPl2+qba5GDg9cR9sb2bbmtk/Ytzf0uJ6mNl3CPbwDRnyLZqM29CGIdRpF0np3oyXEtrWYDPrRXhzVOJct5vZwYQHoQGXxahG9wXhgbgONtNJfdJ0UlHo7F/kdidcjP8ASDqF8FSF0OPcKb4+El+rfwf8WlK/ePxASYfncP4DJH01NqazCTbteTnkV2o8D+wraYikbYj2zjwxE7hA0g6SdgK+18SxdUClpPT2fDNhQO6jDKaN9uJvwCEEB4ElBHv5aMIA6LOtzOsBgvxTbez7BAUDgKRvRNlBGJA1gnkpxXlRvjsDZxFMYhAcGC6IZjEkbSfpGzHufuCTkr4pacv4O1DS3vEt+E/AZEndop0/41hMifEU4QE6RVJ3SdtI+jzBY6weWC1pIMGZAAg2fUn/JWlrgml3PZtk+xxwpKTesSN0duJcTemkotCplb6FjzmuIAwe1hFcDx+P0X8FFgLvSEq5Uv2IMFA2L77OPUxwBWsrs4DjCDfcN4GvRttrp8DM/gX8jCCn1wheGvnipwTTwJuEwcisPXXCYDnACknPJMJvIdxQRXHgbwlRZvUEZY+ZrSF40DyeMB22NK/lBE+lKQQPk0Fsat8ABwJPSqon2MTPiuMKKWYBCwhK6gHCWwhmdg+h13pHvA9eAo6IcWuBUQQ7+9sE09NlBPs2hB5sjxh+E/CH1tSpPYhy/zLBeePfBDPscYQ2OJTg/fQA4YGWYmuC3JcT6toPuCDG3ULoENUQ2m7qYdqcTioOViC3IMIr3lzC4OZCQoOD4Mkyh3AzryR4vSwkeCQ8QegN/yst/l3C69F7zcS/T3jafhjjUvHvEQZeLP7S41PpN2SIT7l7bkik35g4/+sx7Qfx3Kn062PY6/F/Q9r5l0c57BfltChxzHJgUpTXNgTXrvUx/mNgTZqsUzJ9J9b1dWBcIv4SwitsfRPXazTB7WxR6twd/Udw+1wLDMoSfyPB/falIpWnZGRMwi20wOcpioxLTLbZdN9kghfSc/F3ZHuUr2AfZ0UXpP5m9oyknoQexVcIrn4rCQNtFxCU2cVRCBcAP4jxpybi/0qwiVsUWqb4aYSn7UuEJ+guhNflpYQe408Ir74vxrBk/F8JpoDUYMpDifhVBE+d6fF/EsErYrd4/i0ILnGjCUq5N0H5bk3o0c2OdZ9MGAjbSPC13g54hOC2dyNhEOxPBFvglQQf9BMIA1ndzaxe0iHAvcAHZtYvIetfRjl8k9DL2A44GjjAzN6VdFCUwWu2aYwiea26EB6kDZ+9AydYB58eQ9IPgaPM7L+yxI8gXKObzaygr9ilJmNJRngYLirweQou4xKUbTbddyyh43V5e5QrRcHMO2ZWa2bPxO21BOU1kOAPPN3Magk+sF+J8S8RetyDCB9YJONTo/gbm4hfSlC6uxBsdLcSXtW+Ymb/G7eNMJjaKJ5gntiW0APfIi1+pAV78EsxfAuC22Hq/CMJvs6vEXrTBvQi+Fu/F9P/gaB0NxIGbN4iPEDej+mfJwwaPRXT94jxYyyQ+i7/5RjX4AkQGUN40Mwh2GOPiNujo/znxfJmo+GzdzP7MHXuJo4veSTVEOzU52Q7xsweJXQgikGnk3FLKJKMS0q2Tei+kqBZpS9pZ0lzJb0c3b7OiuG9Jc2R9Fr83yGGS9I1CrPjvSBpqKRKgj/27gS72aOSxhEUVUUi/kmCUkt97p+M35dNLn6Z4gcRlGgqfglB+SbjjdCTbhRP+NCqK5vcMDOl3x9IfYCScv17J6bvT/iIqAbYktB7n05wx0ul35vwhrAlwaSUPP+ZhIdEHeGhkLIrDowy7RLdTt+K50hX+hWEAaLFiTI1pG8BA2nsZteatCWJmVWa2a4W/MhLgZKSsZmp0L38IlJSsk2SptsAzox68caUziw2LenpbwDOMbN9CB8WnRFH5ScBj5jZIIKZIjX96REEBTuI8LHTbwkfb1xIGCitJzyZLwK2JyjiPwJnWxjUasCC7SkV/zMaex6kx99FZpqLh9AbzDbYl0o/Kf42psqROH83wkczVQTFbhnS30Z4m/iITQ+NFN8gmJgOI8i7UbyZbTSzIYTBvw1sGjTbvLCbyuQ4TjsiqQeNddv1hM7hEIK30BXtUq7W2vQlzSK4wV0HVJlZbbRhVZvZpyT9Nm7PUJhyYBXwS4LNrSrxm0zo3f4S+ImZXRnzXw5MNbOL+vbta5WVlaxbt47u3Vs+/W0hae+yLFiw4H2CTL9CeKBCGIu4hNCYJhPeMKqJ1yGVVlJ9uk0/JWNo/7q1F+n1XrBgwXJrYkKw1lIuMm5p3fItX0mf69Onzz86mowLWc6mZNyqqZXTXlUqEnbilEkB4qtW/FBkGsGV7AGCol9McB0bR3gFuwB4JaXwI6uAsyR9qaKigssvv5z6+np69GjpB6CFpb3Lcsghh3xMmLzpSeLn+JJ+RRikHkW4Fv9HGMi9IEs2DVRWVjJ//nwgzFnfmvnpOwvp9ZbU2q9/m6RcZNzSuuVbvsDTHVHGhSxnUzJusdJPf1UJOj1gZha9AZJ8nuBNUk8wbfQgmIF+QPjwZhjBpr062qu7EhTX1gQ3xSE77bQTVVVVJXERU3NYnzN4I1c8tsmk3tI5rPPINsAASUuAi8xsGsFfeCbBzHQeQfH/zMI8OSnvnhOBbjHd781scrEL3hRNLXzRDjIuOuVe/1wwsw3Dhg1r2H9x6WrGZ5CnyzHQIqUfzTR/BG4zs9QHCnWS+ifMO8ti+FJg52hWkKRXSZh1zGwFcGjSDJTtvMOGDXPb9OY8a2bDkgEpmWZLYGbnE+ZhcRynzGlW6SfMNOlmmJSZZkr8n5UIP1NhtZvhwOr4YHgQuDQxYj2KFpgfHCfXlYIcx9lES3r6KTPNi9EMA2Gu7SnATEnfIrgSHhvjZhOmfF1E8FM/BcDMVkr6OeHDCUiYHzoyrpBaRz7XL3XZO07raVbpxw+Tss0At5lJIboMnpElrxsJX5+WJB15QWVnE/4wcJzsdOoJ1xzHcZzGtMpls7PgPXrHccoV7+k7juOUEa70HcdxyghX+o7jOGWEK33HcZwyoiwHch3HKQyVlZX07NmTLl260LVrV+bPn8/KlSs57rjjqKmpIU6K1gUaPvy8mvBdz3vA+NQ89HHq9Qtjtheb2fSiV6aT4kq/QLivuFOuzJ07l759+zbsT5kyhUMPPZRJkyYxZcoUHn744dTi7clp2IcTph4eLqk3Yer1YYRpwhdIus/M3i1qRToprvSdsmDDmv9wyCGHUFdXhyQmTpzIWWedxeTJk5k6dSoDB4Y1Ny699NKGNJIuAL5FWEPh+3GFNiSNJvRQuxAmr5tSyLJ39A7ErFmzqK6uBmDcuHFccMEFqalYxhCWUTRgnqTt4zxeVcCcxISBqVXgss7T5bQcV/pOebBFF6644gqGDh3K2rVrOeCAAxg5ciQAX//617n++usbHR4XCjqesGLbAOBhSZ+M0VNJrMcae6Edej3hfCGJUaNGIYnTTz+diRMnUldXR//+/QHYcccdYZPeybbiVYtWwpI0kbBQExUVFQ0Plopt4ZzBGzYrWyq+VKivr2+XMrnSd8qCrj16M3ToUAB69uzJ3nvvzdKlS5tKMga4w8w+AN6UtIiw4hvE9VgB4sSCYwjrF5c9jz32GAMHDmTZsmWMHDmSvfbaq1F8ckr2XDGzG4AbIMzIm5p+/drbZnHFi5urtpqTqvJ27nzQXlPGd2rvncpJD2T8lRoTJkygX79+7Lfffg1hK1euZOTIkQwaNIiRI0fy7rubzJnpaxAnwsfFNYtfiwNhTgZqamp49tlnGT58OAD33HMPn/70p5kwYUJSzjn1QsuVlJmsX79+HHPMMTz11FNUVFRQWxvWW4r/qW74UmDnRPKdYli2cCcPeE+/BBg/fjxnnnkmJ598ckNY+uDXlClTuOyyywC2wwe/2kx9fT1f+9rXuOqqq+jVqxff+c53+MIXvsAhhxzCT37yE84555y8nCeb6SHbK30mc0RzlJq5Yvny5cyePZtu3bqxfv167r77bk4++WT2339/LrroIk488URuv/12CKvjgU/D3i640i8BRowYQU1NTaOw9MGvqqqqlNLfHh/8ahMfffQRX/va1zjppJP46le/CgSF/Morr7DFFltw2mmncdRRR6UOb6q32WwvNJvpIdsrfaaVnpqj1MwVt99+Oz//+c8B2LBhAyeeeCLnn38+K1as4Nhjj+W0005j1113hbAoOJTZNOylgiv9EiV98Kuuri4VtSU5mh1a2wttCy8uXZ0x/JzBecm+1ZgZX/rSl+jVqxdDhw5tqOeKFSvYeuutqa6u5q677qJfv34sXLgQQi/0dklXEgZyBwFPEaYZHyRpN4KyP56wFGXZM2DAAJ5//vnNwvv06cMjjzzSsC9pI3Tsadg7Mq70OwCSijIAls+Bpbb0XAvJ+0sWUjdnDoMHD+bss88Ggnvmvffey+OPP06PHj2orKzktttuY8CAAZjZQkkzCQO0G4AzzGwjgKQzgQcJLps3mtnC9qmV47QeV/olSmrwq3///tTW1tKvX79U1EdkH/yqSguvLkJROwTb7LQvoWPZmCOPPDLrw87MLgEuyRA+m2CacJwOR6f23unIHH300UyfHr48nz59OmPGjElFrQJOVuAg4uAXoec5StIOcQBsVAxzHMdpwHv6JcAJJ5xAdXU1y5cvZ6edduKnP/0pkyZN4thjj2XatGnsuuuuzJw5M3X4auANfPDLcZw24Eq/BJgxI7ODTXLwK4mZ+eCX4zhtws07juM4ZYT39B2ng9LRJ2Jz2gdX+k7ZkE1J3jS6e5FL4jjth5t3HMdxygjv6TtOEXlx6eqS+3DNKS+8p+84jlNGuNJ3HMcpI9y84zhOWeDeTgFX+kXGG57jOO1Jp1D6pbgaVrngsnecjkWnUPqO42zC3yadpvCBXMdxnDLClb7jOE4Z4eYdx3HKmqbGpTqjSazoPX1JoyW9KmmRpEnFPn854DIuLC7fwuMyLhxF7elL6gJMBUYSFu5+WtJ9ZvZyMcvRmXEZF5aOLN+OMsDbkWXcESi2eeezwCIzewNA0h3AGMLi082ST/fADWuW8fbvv8vOZ9+JtuiSt3zbSrJuS66fQJ8jvs+2lUOAVt+UOcm4JeUrcwoi3/akBM0bJSPj1rb71spr8uTJLFq0iFtvvbVV6XKh2Ep/ILA4sb8EGJ48QNJEYGLcrZf0KtAXWF6IAv37V2OaO6RPPP+rAN8vYFkSDF5254U1wFoAXdYobtdm0rZVxlCcuuWTwUANUU5t5ZDLNqt3UzJuVr7QeWSc1vaao6V1y7kNQ2nKuBl59QR2A16I+32BrYCtb7vttjfzXJSsMi65gVwzuwG4IRkmab6ZDUs/VlJXM9tQyPJIGg+camYHN1WWJtK3uoySaoAzzOzh1qRrKZlkHM/bqrq1N/mSUyHq3Rlk3Nq2W+y6dTQZS6oCbk2VTdJ84H5gTzMbW6xyFHsgdymwc2J/pxjWYiTVSPqRpBeAdZIOlvQPSaskPR8Fmzp2N0mPSlor6WFJUyXdGuMqJZmkrnF/vKQ34rFvSjpJ0t7Ab4DPSaqXtCoeu7WkyyX9W1KdpN9I2jbGVUlaEsv4DvAHSVtImiTpdUkrJM2U1DtRzm9KeivG/XfrxdqInGXcViTtLOlPkv4T63JdrPuFsX7LJN0sabt4fJWkJWl51Eg6LG5PjrK6OV6XhZJSN8wtwC7An+O1Ob8YdaQd5ZtE0nmS/pgWdo2kqyVtJ2mapFpJSyVdHO3kSNpD0l/j9Vku6TZJ2yfySL+/2qNjWHQZx3qfJ+kFSeui/Cok/SWhP3aIxx4d2+IqSdVRTyTzOTfms1rSnZK2kdQd+AswILbXemDLmGyrTG28YJhZ0X6EN4s3CK84WwHPA/u2IN38xHYN8ByhUQwEVgBHEh5gI+P+J+KxTwCXx3MdDKwhPGkBKgGLZeoe4z4V4/qnygWMBx5LlgX4NXAf0JvwyvZn4BcxvgrYAFwGbA1sC5wFzCM03q2B3wIz4vH7APXAiBh3ZUx/WDFlnC7nNpy3SzzXr6M8t4kynwAsAnYHegB/Am5JyGpJWj41qboDk4H34/XtAvwCmJfp2BzbZYvrnYt8c5VxWj79gXXA9olyLQMOAO6Jbaw70A94Cjg9HrdnvE+2Bj4BPApcleX+2rZQciw1Gcd6zwMqCHplGfAMsH9sy38FLgI+GeU+kqC0z4/te6tEPk8BAwj64RXg25naO0GXNNnGC/ErWMZNCPdI4F/A68B/tzDNxLSLMyFu/yilQBLxDwLjCL3ADUC3RNytZFf6q4CvpTd0Nlf6E+NF3yMR9jngzcSF/RDYJhH/CnBoYr8/8FE89/8AdyTiusf0bVZmbZFxupzbcM7PAf8BuqaFPwJ8N7H/qUTdG90EieubVPoPJ+L2AdZnOjbHNtmqerdVvrnKOENefwFOi9tHEQY6K4APku0YOAGYmyWPrwDPpsl0QjHkWEoyjvU+KbH/R+D6xP73gHuBnwAzE+FbEN5CqhL5jE3E/xL4Tdxu1N6jLmmyjRfiV/RXNzObDcxuZZp0u11qkGdX4BuSvpyI2xKYS3jSrjSz99LSJV8bU/mvk3QccC4wTdLjwDlm9s8MxbmX0ItaICkVJsJTOsV/zOz9xP6uwD2SPk6EbSTcoAMS9UmVZUWG87aYtsg4ptvMPtoKdgbess1twAOAtxL7bxEUfkUL830nsf0esI3yPJbT2nq3Vb5tOVczTAe+A/wOGAvcQmhrWwK1ifa5BbGNSaoArga+QHhL3QJ4Ny3fxbSBfNatnWRcl9hen2G/B2nt2cw+lrSY8HaQIr3NDshWTkmTMxyf9zaepKNOw2DxfzGhp7994tfdzKYAtUBvSd0S6TZT+A0Zmj1oZiMJvfB/Em6k5LlSLCc0gH0T59zOzHpkKF+KxcARaeXcxsyWxnI2lCuWt09LhFBiLAZ2yWADfpvGngSpN7A6whtTw/WJdudPtOKc6XIuN+4FPi1pP0JP/zbCdfgA6Jtoa73MbN+Y5lKC3AabWS/Cw0Jp+Za7XJuiUXtWeLLuTMvGHEpCrh1V6ae4FfiypMMldYkDJlWSdjKzt4g2M0lbSfoc8OVMmcQBmzFxsOUDgo091SuvA3aStBWEJzvhgfBrSf1i+oGSDm+inL8BLpG0azz+E5JSvqJ3A0cpDEhvBfyMjnldniI8wKZI6h6vxeeBGcAPFAbVexCUzp2xF/MvQq/mS5K2BC4k2JpbSh1hrKAsiW+TdwO3A0+Z2b/NrBZ4CLhCUq84kL6HpC/GZD0J7Xu1pIHAee1S+I7LTOBLkg6NbfYcgs74RwvS1gF9Uo4M7UXJKxc18Tm2mS0mfLTxY4I9eTGhEafqdRLB1rwCuBi4k3CB0tkC+CHhKb4S+CLwHUk7A5MIPe/34og7BL/wI4DFkjYSBow/1UQ1riYM/D4kaS1hwGh4rMNC4AzCjVtLeNVekiWfgtGUnFuCmW0kPFT3BP5NqMNxwI0Es8OjwJuEQavvxTSrge8Cvyf0lNbRurr/ArgwelGc20TdblTwHHopEdZb0hxJr8X/lGeGFLxgFkUPjKGtKE+T5CrjLEwnfK9wSyLsZMIA6MuE9nQ34Q0W4KfAUGA18ABhYL3VRC+VFyU9p+B6mFWmxaRAMm7AzF4lvB1dS3jr/zLwZTP7MENZdiaMLx4laSFwOKETVCvp49gev01j88934v/CZjqSOVWiZH8EO/nrhN5cahR/nxzyuxP4aSuO7w8Mjds9CT3TfQiDL+e2t3xKVc6l9iN4Rg0FXkqE/RKYFLcnAZfF7SMJA6QCDgKeLGUZE8xl7wG9iizTGoIJKRmWUaZFLFNJtePW6o8Y9zzhbXe3WJcu+S5Xqff0Gz7HtvAkTX2O3SIkHRhfbbeQNDqmvbel6c2s1syeidtrCV44A5tO1SHJSc6ljpk9SniDSzKG0Esm/n8lEX6zBeYB20vqT+7kXcaSUm+od5jZmjyUMVeyybRYlFQ7boP+GEO4lh+Y2ZsEV9DP5rtcpa70M32O3RqluyNQTbBhXgN8x8yebUtBJFUSfHafjEFnxtf/G9vjNTbP5CrnjkiFBfs3BO+JlDdRoWSR13zj+NMagr/4RbkVrU0YwVy5QGE6BMgu02JRsu24hfqjKOUvdaWfE2b2ZzPb2cy6mdknzewPbcknDkD+ETg79qiuB/YAhhDs8Ffkq8xO8bHwbl0SnhUtxczWmVkPM9vXwthWsTnYzIYSxrbOkDQirXwdTqaFotT0R6kr/Xb/5D2O0P8RuM3M/gRgZnVmttE2efLk/RWsyLS7nNuBupTZJv4vi+GFkkWnkrEFd2PMbBnhC+DPkl2mxaLkZNxK/VGU8isOIJQkffv2tcrKyob9devW0b179/YrUIL2KsuCBQuWm1lrfNmbJCnjUpJve5Cq/4IFCz4iDKYNB64xs5we6i7jxvXOdxuGzXVFoSj29Wvr+ZqUcXuNbLfkd8ABB1iSuXPnWqnQXmUhT/ObWAYZl5J824NU/Qk91NeBF4Fh5jLOmWS9892GLYOuKEY9Svl8Tcm45KZWbooXl65mfIZFDUpt5Z+OSjb5QueQcWVlJT179qRLly507dqV+fPns3LlSo477jhqamrYbrvtmDNnDoTvDA4kfF9xh6T3gPEWPTEkjSN8SAZwsZlNz3S+THT2Npxt0ZGbRpff202hyHUFtA6l9B0nV+bOnUvfvn0b9qdMmcKhhx7KpEmTmDhxIlOmTElFHQEMir/hhMG34QpTYl8EDCMMVC5QWMovff4ap53oKMtCthelPpDrOAVl1qxZjBs3DoDDDz+ce++9NxWVzV//cGCOma2Min4OMLr4JXectuE9fadskMSoUaOQxOmnn87EiROpq6ujf//w7VXv3r2pq2uYWDGbz3SLfKmVWMqvoqKC6upqACq2hXMGbz55Yiq+o5OpbgD19fWdpo4dHVf6Ttnw2GOPMXDgQJYtW8bIkSPZa6+9GsVLQkqfcLJtWGIpv2HDhllVVRUA1942iyte3Py2qzmpKi/nbW+yjQndNLo7KRk47Yubd5yyYeDA0CHv168fxxxzDE899RQVFRXU1oaPSFesWEG/fv1Sh2fzmS45X3DHaQ2u9J2yYN26daxdu7Zh+6GHHmK//fbj6KOPZvr04Hzz4IMPMmZMw1Qt9wEnx1k3DwJWW5hi4EFglKQd4ufzo2KY43QI3LzjlAV1dXUcc8wxAGzYsIETTzyR0aNHc+CBB3Lssccybdo0evXqxZw5c/jVr34FYdWmIwmTXr0HnAJgZisl/Rx4Omb9MzNLn8zNcUoWV/pOWbD77rvz/PPPbxbep08fHnnkESAMpvbu3RtomDvmjEx5mdmNhHUCHKfD4eYdx3GcMsKVvuM4ThnhSt9xHKeMcKXvOI5TRrjSdxzHKSNc6ZcAixcv5pBDDmGfffZh33335eqrrwZg8uTJDBw4kCFDhjBkyBBmz57dkEbSBZIWSXpV0uGJ8NExbJGkScWvjeM4pUyzSl/SzpLmSnpZ0kJJZ8XwyZKWSnou/o5MpHGF1Aq6du3KFVdcwcsvv8y8efOYOnUqL7/8MgA/+MEPeO6553juuec48sggYkn7AMcD+xIm+/pfSV0kdQGmEmaI3Ac4IR7rOI4DtKynvwE4x8z2AQ4irIeZUiS/NrMh8TcbXCG1hf79+zN06FAAevbsyd57783SpU1+2T8GuMPMPjCzNwkfEH02/haZ2Rtm9iFwRzzWcQrOhAkTWHztSbw97bsNYRvXr6XujgsZO3YsI0eO5N13wwzU8Uvna2IH8AVJQ1NpJI2T9Fr8jSt+TTo3zX6cFT89r43bayW9QtMrtDcoJOBNSSmFBFEhAUhKKaSXcyg/0Lnmz66pqeHZZ59l+PDhPP7441x33XXcfPPNDBs2jCuuaFg/eSAwL5EsOdNj+gyQw9PP0doZIKHzzALZFD4TZG6MHz+ev3z8GVY8cGVD2Jp5d7FN5We4dfJ45s2b5+sVlACt+iJXUiWwP/Ak8HngTEknA/MJbwPvUiCFBE0rpUwU8gYuhIJYv349Z511FqeeeirPPPMMn/70p5k2bRqSuPHGGznxxBPzcp7WzgAJnWcWyKaorq72mSBzYMSIEXSZsahR2HuLnqTihF8AMG7cuKR8G9YrAOZJSq1XUEVcrwBAUmq9ghnFqEM50GKlL6kHYVX3s81sjaTrgZ8TnsY/B64AJuRaoGwKCZpWSpkopKLKt4L46KOPOOqoo/j2t7/ND3/4w83id999d4466qjUblMzPRZkBsjO9DblFI+N61bRtUeY2mLHHXfM23oFkL2DWMi31WK/DWY6X671a5EGlbQlQeHfZmZ/AjCzukT874D7427RFVJHx8z41re+xd57791I4dfW1jYs8HHPPfew3377sXDhQggzQN4u6UpgAOEV+SlAwCBJuxFkezyQn9cDx8mRfK5XANk7iFnXec5DJ7DYb4OZzpdr/ZpV+gpXaRrwipldmQjvH+39AMcAL8VtV0it5PHHH+eWW25h8ODBDBkyBIBLL72UGTNm8NxzzyGJyspKfvvb33LnnXdiZgslzSSMh2wAzjCzjQCSziRM9dsFuNHMFrZPrRwHunTfng31K4Hu1NbW0q9fP1atWgVNr1dQlRZenY+yZHtbbQ3nDN6QVekWgkKcryU9/c8D3wRelPRcDPsxwftmCMG8UwOcDrhCagMHH3wwwbTZmJSLZibM7BLgkgzhswnTAjtOu9Ntz+Gse+kR+Pp4pk+fzpgxY1JTV99HGBO8gzC2t9rMaiU9CFwa1yqAsF7BBe1T+s5JS7x3HiP00tPJqlhcITlO+XHCCSfwzp8fZOP6NSyZOo7tDj6JXgd9neWzpjB27MPstddezJw509craGd8Pn3HcfLCjBkzeCKDKaLi+Es3WyPX1ytoPzq10nePk8LjMnacjoXPveM4jlNGuNJ3HMcpI1zpO47jlBGu9B3HccoIV/qO4zhlhCt9x3GcMqJTu2w67Ye7cjpOaeI9fcdxnDKiLHv63gt1HKdc8Z6+4zhOGVGWPX2n/fC3LMdpX7yn7ziOU0Z4Tz9BU4sseE+0sLjsHac4FL2nL2m0pFclLZI0qdjnLwdcxoXF5Vt4XMaFo6g9fUldgKnASMKCx09Lus/MXi5mOZpi+QO/pkvPvuww4puNwtN7oqllzEqtF1oqMl5y/QT6HPF9tq0cknNepTQOUCry7cy4jAtLsc07nwUWmdkbAHGptDGEpRU7JPlYdxPyqsA6nYyz0VrZ50nGZSPfdsRlXECKrfQHAosT+0sI62M2IGkiMDHu1kt6NRHdF1he0BJCJfDhmifufLupg76f57LoshYfumsz8bnIOJ91GrzszgtrgLV5yi9nWiDjVP2bknGz8oXWy7gV179DcshljeqdcxuGZnVFQcj3fZ/P86W1oawyLrmBXDO7AbghU5yk+WY2LJ/nk7Q/MA0YRFi3c1H8XQHcQmhsXYHHgW+b2RJJ3wBuMrPKRD4/BL5oZmPyWb5CkE3G+ZSvpBrgd8DJhAb4f8A4M3tf0mnAj4DewGMEub4tqRJ4E9jSzDbEfKqBW83s95LGA6cBT8V8rzezC/NR3niuvNW/GDLuSBSi3k3pikJR7OtXiPMVeyB3KbBzYn+nGNYuSNoKuJeg3HsDdwFfi9FbAH8gKKxdgPXAdTHuPmBrSXsnsvsmcHPhS90spSTjY4HRwG7Ap4Hxkv4L+EWM6w+8BdzRijyHA28AFcAleS1tyygl+XZWXMYFpNhK/2lgkKTdosI9nqBA24uDgC2Bq8zsIzO7O5YRM1thZn80s/fMbC1BwXwxxn0ArATGAkjal2AWur/4VdiMUpLxNWb2tpmtBP4MDAFOAm40s2eiHC8APhd7+S3hbTO71sw2mNn6gpS6aUpJvp0Vl3EBKarSj6/sZwIPAq8AM81sYSuyyPer3ABgqZlZIuwtAEndJP1W0luS1gCPAttHzwIIJqETJYnQy58ZlVi7kqOM8y3fdxLb7wE9CDJ/KxVoZvXACoIdtyUsbv6QNtNs/UuwDXcUWlzvPMi4kBT7+uX9fGqs78oLSV8EZgADU4pf0uPAXOAD4FDgeDN7R9IQ4Fka25tfJdiYbwVONLPHil+L0iTa9E81s4fj/mRgT4JcV5jZ+TG8O7CKMKayDlgGbGdma2L8P4HLEzb9U83s4KJWxnE6EeU+DcMTwAbg+5K2lPRVgrsYQE+CHX+VpN7ARRnS30yw83/kCr/FzABOkTRE0tbApcCTZlZjZv8h2G7HSuoiaQKwR3sW1nE6G2Wt9M3sQ+CrwHiCjf444E8x+ipgW4K71DyC90k6twD7EXr6TguIPf+fAH8EaglK/fjEIacB5xFMPvsC/yh2GR2nU2NmJf8jeIC8SnClnFSkc9YALwLPAfNjWG9gDvBa/O9P8EMfBFwTy/cCMLS9ZdYRZFyket1IMBm9lAhLv447xHBlu47AuHj8awTX01T4zgRz4MvAQuCsZs6xF+EN8wPg3ObKWqq/fNU7Wz6l9sukD9qzreZ0nvYWZgsE0QV4Hdgd2Ap4HtinSBe5b1rYL1MKEZgEPAL8FTgS+EtUGgcRzBXtLrtSl3GR6jYCGJp2I6Vfx8vidsbrGG+8N+L/DnE7pcz6px4OBJPgv4B9mjhHP+BAgjdYutLfrKyl+stXvbPl0971y1DfzfRBe7bVXH4dwbzT8Em2BXNM6pPs9mAMMD1un0G4SOfE8JstMI/g5dO/ncrYFkpJxnnFzB4lmO6SJK/jdOArifBM1/FwYI6ZrTSzdwk9rtEx/1ozeyZuryV4mwzMdg4zW2ZmTwMftbCsJUm+6t1EPmVHK9tqm+kISj/TJ9nFaBQGPCRpQfzcG6DCzGrj9i7AOjN7th3LmC86evlbS/I6vkP40Auyy6FF8onfGuwPPNnEOTod+ap3Wj6lRiZ9UAzy3o5KbhqGEuJgM1sqqR8wJ7oONmBmJql8/V07Cfm6jpJ6EAanzzazNeHzjfyeoxTJV73T8ylIYXNjM30Qe+ZFI29tNdqKSpK+fftaZWVlTnmsW7eO7t2751yWfOSTjzwWLFiw3Mw+kVMmCZIyzpesSo3W1isl4/gdRlXqZ2anA0j6LVBtZjPi/paEr7EfNLMrY9irMU1tNBFVm9mnUueI3y3Um9nlyXPH3u79ZrZfG6tbNPJV70z5lDLZrl2e8q4kcf2bk2dbKOmefmVlJfPnz88pj+rqaqqqqnIuSz7yyUcekt5q/qiWk5RxvmRVarS2XvEr7IOA1fFmexC4VNIO8ZBRhOkjiF9kTwNeSVNY9xE8fqbE/1k5V6SEyFe9m8inZIgfEG5hZmvj9ijgZ0U6fd7bUUkrfcdpJ/YjzBB6CoCZrZT0c+K8TMDPLMwnBPB5wjQcL0p6Lob9mHCTzpT0LcK0E8cCSNoRmA/0Aj6WdDbBW2WNpBmEt4q+kpYAF5nZtEJWNAfyUm/CRHyb5WNms4tTjRZRAdwTTVddgdvNLNN3OzmR6fqTRZ650KGUflsWLEmtcNUSmlpk48Wlq1ucTz7KkqRYK0Q1VcfWliGfq13lK69W5POSpU1na2Y3EvyoSQt/jODimYlDMxz/DmHWyM0wsxOy5FNy5LHeTeVTElhYzOUzRThPtuu/mTxzoSN47ziO4zh5olmlL+lGScskvZQI6y1pjqTX4v8OMVySrlFYzPgFSUMTacbF41+TNK4w1XEcx3GaoiU9/ZuIH6IkmAQ8YmaDCF+lplarP4IwJcEgwjJm10N4SBDsU8MJHwJdlBgUcxzHcYpEs0q/0F80Oo7jOMWjrQO5BfmiERovdlxRUUF1dXVD3DmDN7S+oNu2PF3yXLnkk+88miqX4zhOa8jZeyffXxtaYrHjYcOGWdK/ui2eL+cM3sAVL7asmjUnVWWNu/a2WS3OJx9lSdJUuRzHcVpDW7136lITisX/ZTE824LGvtCx4zhOCdBWpZ/6SgwafyV2H3By9OJp+KKRsNblKEk7xAHcUTHMAZbPvorF157E29O+2xC2cf1a6u64kKU3nMbIkSN59913G+LcQ8pxnLbSEpfNGYTFDz4laUn8MmwKMFLSa8BhcR9gNmGu8UWELxq/C+GLRiD1RePTNP6isezpMfgw+n3jp43C1sy7i20qP8PAib/j0EMPZcqUlIjZDveQchynjTRrYG7NV2IWZm87I0s+Gb9odGCbnfdjw+q6RmHvLXqSihN+AcC4ceOoqqrisssuA9ie6CEFzJOU8pCqInpIAUhKeUjNKFY9HMcpfTrUNAzlxMZ1q+jaozcAO+64I3V1DQ+FLSmQh1RT3kWt9SDKVz75yKu+vp7q6uq8lslxOiqu9DsAkkjOU54r2TykmvJQaq0HUdY5fNrgiZRrXqlZNvNZJsfpqPjcOyVKl+7bs6E+DHvU1tbSr1+/VNRHuIeU4zhtxHv6JUq3PYez7qVH2O6gbzB9+nTGjGlYsnYVwUPqDsKgbbNzvheS1s582paZUnPNq62zmzpOZ8SVfgnwn/t+yQf/fpGN69ewZOo4tjv4JHod9HWWz5pC/QsP8fDQfZg5c2bq8NVs8pB6j5bN+Z4z+VTWjuO0H670S4BPHH1+xvCK4y8F4OG0+d7NzD2kHMdpE27TdxzHKSNc6TuO45QRrvQdx3HKCFf6juM4ZYQP5CZoykPlnMFFLIjjOE6B8J6+4zhOGeFK33Ecp4xwpe84jlNGuNJ3HMcpI1zpO47jlBGu9B3HccoIV/qO4zhlhCt9x3GcMsKVvuM4ThnhSt9xHKeMcKXvOI5TRrjSdxzHKSNc6TuO45QRrvQdx3HKCFf6juM4ZYQrfcdxnDLClb7jOE4ZUXSlL2m0pFclLZI0qdjnLwdcxo7jZKOoSl9SF2AqcASwD3CCpH2KWYbOjsvYcZymKHZP/7PAIjN7w8w+BO4AxhS5DJ0dl7HjOFkp9sLoA4HFif0lwPDkAZImAhPjbr2kV3M54fehL7A8lzzylU9b89BljXZ3bebwXGScF1mVGs3JPU2+0LyMHafDUmyl3yxmdgNwQ77ykzTfzIaVQj75KkuuZJNxqZQv33TWejlOWyi2eWcpsHNif6cY5uQPl7HjOFkpttJ/GhgkaTdJWwHHA/cVuQydHZex4zhZKap5x8w2SDoTeBDoAtxoZgsLfNp8mYrykU/ezFbZyFHGBS9fO9FZ6+U4rUZm1t5lcBzHcYqEf5HrOI5TRrjSdxzHKSM6tdKXVCPpRUnPSZrfwjQ3Slom6aVEWG9JcyS9Fv93aGM+kyUtjeV5TtKRbatZ/uksUzdI2lnSXEkvS1oo6awY3upr6DidkU6t9COHmNmQVvhp3wSMTgubBDxiZoOAR+J+W/IB+HUszxAzm93CMhWUTjZ1wwbgHDPbBzgIOCPWpS3X0HE6HeWg9FuFmT0KrEwLHgNMj9vTga+0MZ9SpdNM3WBmtWb2TNxeC7xC+Eq51dfQcTojnV3pG/CQpAVx6oG2UmFmtXH7HaAih7zOlPRCNP+Uiokh09QNA9upLHlDUiWwP/Ak+b2GjtNh6exK/2AzG0owW5whaUSuGVrwcW2rn+v1wB7AEKAWuCLX8jiZkdQD+CNwtpmtScbleA0dp0PTqZW+mS2N/8uAewhmjLZQJ6k/QPxf1sby1JnZRjP7GPhdDuXJN51q6gZJWxIU/m1m9qcYnJdr6DgdnU6r9CV1l9QztQ2MAl5qOlVW7gPGxe1xwKw2lql/YveYHMqTbzrN1A2SBEwDXjGzKxNRebmGjtPR6bRf5ErandC7hzDdxO1mdkkL0s0AqgjT8dYBFwH3AjOBXYC3gGPNrMlB2iz5VBFMOwbUAKcn7MztSnQfvYpNUzc0K6tSRNLBwN+BF4GPY/CPCXb9Vl1Dx+mMdFql7ziO42xOpzXvOI7jOJvjSt9xHKeMcKXvOI5TRrjSdxzHKSNc6TuO45QRrvQdx3HKCFf6juM4ZcT/B3Stvqtv2J6iAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# View histogram of all features again now with the hour feature\n", - "train.?" + "train.hist();" ] }, { @@ -461,57 +2291,502 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230601_161157/\"\n", + "Presets specified: ['best_quality']\n", + "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", + "Beginning AutoGluon training ... Time limit = 600s\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230601_161157/\"\n", + "AutoGluon Version: 0.6.2\n", + "Python Version: 3.7.10\n", + "Operating System: Linux\n", + "Platform Machine: x86_64\n", + "Platform Version: #1 SMP Tue Apr 25 15:24:19 UTC 2023\n", + "Train Data Rows: 10886\n", + "Train Data Columns: 15\n", + "Label Column: count\n", + "Preprocessing data ...\n", + "AutoGluon infers your prediction problem is: 'regression' (because dtype of label-column == int and many unique label-values observed).\n", + "\tLabel info (max, min, mean, stddev): (977, 1, 191.57413, 181.14445)\n", + "\tIf 'regression' is not the correct problem_type, please manually specify the problem_type parameter during predictor init (You may specify problem_type as one of: ['binary', 'multiclass', 'regression'])\n", + "Using Feature Generators to preprocess the data ...\n", + "Dropping user-specified ignored columns: ['casual', 'registered']\n", + "Fitting AutoMLPipelineFeatureGenerator...\n", + "\tAvailable Memory: 1952.45 MB\n", + "\tTrain Data (Original) Memory Usage: 0.98 MB (0.1% of available memory)\n", + "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", + "\tStage 1 Generators:\n", + "\t\tFitting AsTypeFeatureGenerator...\n", + "\t\t\tNote: Converting 3 features to boolean dtype as they only contain 2 unique values.\n", + "\tStage 2 Generators:\n", + "\t\tFitting FillNaFeatureGenerator...\n", + "\tStage 3 Generators:\n", + "\t\tFitting IdentityFeatureGenerator...\n", + "\t\tFitting CategoryFeatureGenerator...\n", + "\t\t\tFitting CategoryMemoryMinimizeFeatureGenerator...\n", + "\t\tFitting DatetimeFeatureGenerator...\n", + "/usr/local/lib/python3.7/site-packages/autogluon/features/generators/datetime.py:59: FutureWarning: casting datetime64[ns, UTC] values to int64 with .astype(...) is deprecated and will raise in a future version. Use .view(...) instead.\n", + " good_rows = series[~series.isin(bad_rows)].astype(np.int64)\n", + "\tStage 4 Generators:\n", + "\t\tFitting DropUniqueFeatureGenerator...\n", + "\tTypes of features in original data (raw dtype, special dtypes):\n", + "\t\t('category', []) : 2 | ['season', 'weather']\n", + "\t\t('datetime', []) : 1 | ['datetime']\n", + "\t\t('float', []) : 3 | ['temp', 'atemp', 'windspeed']\n", + "\t\t('int', []) : 7 | ['holiday', 'workingday', 'humidity', 'year', 'month', ...]\n", + "\tTypes of features in processed data (raw dtype, special dtypes):\n", + "\t\t('category', []) : 2 | ['season', 'weather']\n", + "\t\t('float', []) : 3 | ['temp', 'atemp', 'windspeed']\n", + "\t\t('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", + "\t\t('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", + "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", + "\t0.4s = Fit runtime\n", + "\t13 features in original data used to generate 17 features in processed data.\n", + "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.1% of available memory)\n", + "Data preprocessing and feature engineering runtime = 0.5s ...\n", + "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", + "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", + "\tTo change this, specify the eval_metric parameter of Predictor()\n", + "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", + "Fitting 11 L1 models ...\n", + "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.57s of the 599.49s of remaining time.\n", + "\t-101.5462\t = Validation score (-root_mean_squared_error)\n", + "\t0.03s\t = Training runtime\n", + "\t0.1s\t = Validation runtime\n", + "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 399.17s of the 599.09s of remaining time.\n", + "\t-84.1251\t = Validation score (-root_mean_squared_error)\n", + "\t0.03s\t = Training runtime\n", + "\t0.1s\t = Validation runtime\n", + "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 398.8s of the 598.72s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-34.346\t = Validation score (-root_mean_squared_error)\n", + "\t89.01s\t = Training runtime\n", + "\t13.65s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 302.22s of the 502.15s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-33.9173\t = Validation score (-root_mean_squared_error)\n", + "\t44.52s\t = Training runtime\n", + "\t3.17s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 252.83s of the 452.76s of remaining time.\n", + "\t-38.3149\t = Validation score (-root_mean_squared_error)\n", + "\t14.52s\t = Training runtime\n", + "\t0.57s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L1 ... Training model for up to 235.21s of the 435.13s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-34.0094\t = Validation score (-root_mean_squared_error)\n", + "\t201.41s\t = Training runtime\n", + "\t0.17s\t = Validation runtime\n", + "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 29.71s of the 229.63s of remaining time.\n", + "\t-38.2952\t = Validation score (-root_mean_squared_error)\n", + "\t6.46s\t = Training runtime\n", + "\t0.55s\t = Validation runtime\n", + "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 20.14s of the 220.07s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-105.9912\t = Validation score (-root_mean_squared_error)\n", + "\t42.05s\t = Training runtime\n", + "\t0.55s\t = Validation runtime\n", + "Completed 1/20 k-fold bagging repeats ...\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 173.58s of remaining time.\n", + "\t-32.1384\t = Validation score (-root_mean_squared_error)\n", + "\t0.47s\t = Training runtime\n", + "\t0.0s\t = Validation runtime\n", + "Fitting 9 L2 models ...\n", + "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 173.0s of the 172.98s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-31.2395\t = Validation score (-root_mean_squared_error)\n", + "\t31.89s\t = Training runtime\n", + "\t0.87s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L2 ... Training model for up to 136.38s of the 136.36s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-30.4794\t = Validation score (-root_mean_squared_error)\n", + "\t30.76s\t = Training runtime\n", + "\t0.41s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 100.99s of the 100.96s of remaining time.\n", + "\t-31.5198\t = Validation score (-root_mean_squared_error)\n", + "\t32.57s\t = Training runtime\n", + "\t0.63s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L2 ... Training model for up to 65.38s of the 65.36s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-30.5085\t = Validation score (-root_mean_squared_error)\n", + "\t63.65s\t = Training runtime\n", + "\t0.23s\t = Validation runtime\n", + "Completed 1/20 k-fold bagging repeats ...\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -2.47s of remaining time.\n", + "\t-30.1398\t = Validation score (-root_mean_squared_error)\n", + "\t0.39s\t = Training runtime\n", + "\t0.0s\t = Validation runtime\n", + "AutoGluon training complete, total runtime = 603.08s ... Best model: \"WeightedEnsemble_L3\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230601_161157/\")\n" + ] + } + ], "source": [ - "predictor_new_features = TabularPredictor(?).fit(?)" + "predictor_new_features = TabularPredictor(label='count',\n", + " eval_metric='root_mean_squared_error',\n", + " learner_kwargs={\"ignored_columns\": [\"casual\", \"registered\"]}).fit(train_data=train,\n", + " time_limit=600,\n", + " presets='best_quality')" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Summary of fit() ***\n", + "Estimated performance of each model:\n", + " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", + "0 WeightedEnsemble_L3 -30.139821 21.016189 557.305205 0.000843 0.385278 3 True 14\n", + "1 LightGBM_BAG_L2 -30.479404 19.281076 428.807422 0.413763 30.762602 2 True 11\n", + "2 CatBoost_BAG_L2 -30.508533 19.101554 461.693897 0.234241 63.649077 2 True 13\n", + "3 LightGBMXT_BAG_L2 -31.239513 19.734639 429.936582 0.867326 31.891762 2 True 10\n", + "4 RandomForestMSE_BAG_L2 -31.519844 19.500016 430.616486 0.632703 32.571666 2 True 12\n", + "5 WeightedEnsemble_L2 -32.138442 17.665989 349.967403 0.001196 0.473118 2 True 9\n", + "6 LightGBM_BAG_L1 -33.917339 3.169945 44.520813 3.169945 44.520813 1 True 4\n", + "7 CatBoost_BAG_L1 -34.009364 0.172374 201.410809 0.172374 201.410809 1 True 6\n", + "8 LightGBMXT_BAG_L1 -34.345997 13.647337 89.010373 13.647337 89.010373 1 True 3\n", + "9 ExtraTreesMSE_BAG_L1 -38.295243 0.553370 6.464166 0.553370 6.464166 1 True 7\n", + "10 RandomForestMSE_BAG_L1 -38.314947 0.571532 14.519325 0.571532 14.519325 1 True 5\n", + "11 KNeighborsDist_BAG_L1 -84.125061 0.103604 0.032965 0.103604 0.032965 1 True 2\n", + "12 KNeighborsUnif_BAG_L1 -101.546199 0.102935 0.034748 0.102935 0.034748 1 True 1\n", + "13 NeuralNetFastAI_BAG_L1 -105.991200 0.546215 42.051621 0.546215 42.051621 1 True 8\n", + "Number of models trained: 14\n", + "Types of models trained:\n", + "{'StackerEnsembleModel_RF', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_XT', 'StackerEnsembleModel_KNN', 'WeightedEnsembleModel', 'StackerEnsembleModel_CatBoost'}\n", + "Bagging used: True (with 8 folds)\n", + "Multi-layer stack-ensembling used: True (with 3 levels)\n", + "Feature Metadata (Processed):\n", + "(raw dtype, special dtypes):\n", + "('category', []) : 2 | ['season', 'weather']\n", + "('float', []) : 3 | ['temp', 'atemp', 'windspeed']\n", + "('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", + "('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", + "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230601_161157/SummaryOfModels.html\n", + "*** End of fit() summary ***\n" + ] + }, + { + "data": { + "text/plain": [ + "{'model_types': {'KNeighborsUnif_BAG_L1': 'StackerEnsembleModel_KNN',\n", + " 'KNeighborsDist_BAG_L1': 'StackerEnsembleModel_KNN',\n", + " 'LightGBMXT_BAG_L1': 'StackerEnsembleModel_LGB',\n", + " 'LightGBM_BAG_L1': 'StackerEnsembleModel_LGB',\n", + " 'RandomForestMSE_BAG_L1': 'StackerEnsembleModel_RF',\n", + " 'CatBoost_BAG_L1': 'StackerEnsembleModel_CatBoost',\n", + " 'ExtraTreesMSE_BAG_L1': 'StackerEnsembleModel_XT',\n", + " 'NeuralNetFastAI_BAG_L1': 'StackerEnsembleModel_NNFastAiTabular',\n", + " 'WeightedEnsemble_L2': 'WeightedEnsembleModel',\n", + " 'LightGBMXT_BAG_L2': 'StackerEnsembleModel_LGB',\n", + " 'LightGBM_BAG_L2': 'StackerEnsembleModel_LGB',\n", + " 'RandomForestMSE_BAG_L2': 'StackerEnsembleModel_RF',\n", + " 'CatBoost_BAG_L2': 'StackerEnsembleModel_CatBoost',\n", + " 'WeightedEnsemble_L3': 'WeightedEnsembleModel'},\n", + " 'model_performance': {'KNeighborsUnif_BAG_L1': -101.54619908446061,\n", + " 'KNeighborsDist_BAG_L1': -84.12506123181602,\n", + " 'LightGBMXT_BAG_L1': -34.34599701170154,\n", + " 'LightGBM_BAG_L1': -33.91733862651761,\n", + " 'RandomForestMSE_BAG_L1': -38.31494666065859,\n", + " 'CatBoost_BAG_L1': -34.009363837773556,\n", + " 'ExtraTreesMSE_BAG_L1': -38.29524277410234,\n", + " 'NeuralNetFastAI_BAG_L1': -105.99119997415313,\n", + " 'WeightedEnsemble_L2': -32.13844246590458,\n", + " 'LightGBMXT_BAG_L2': -31.23951298553888,\n", + " 'LightGBM_BAG_L2': -30.479403880445762,\n", + " 'RandomForestMSE_BAG_L2': -31.519844374738547,\n", + " 'CatBoost_BAG_L2': -30.50853284358772,\n", + " 'WeightedEnsemble_L3': -30.139820803518916},\n", + " 'model_best': 'WeightedEnsemble_L3',\n", + " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/KNeighborsUnif_BAG_L1/',\n", + " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/KNeighborsDist_BAG_L1/',\n", + " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/LightGBMXT_BAG_L1/',\n", + " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/LightGBM_BAG_L1/',\n", + " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/RandomForestMSE_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/CatBoost_BAG_L1/',\n", + " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/ExtraTreesMSE_BAG_L1/',\n", + " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/NeuralNetFastAI_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230601_161157/models/WeightedEnsemble_L2/',\n", + " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230601_161157/models/LightGBMXT_BAG_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230601_161157/models/LightGBM_BAG_L2/',\n", + " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230601_161157/models/RandomForestMSE_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230601_161157/models/CatBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230601_161157/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.03474783897399902,\n", + " 'KNeighborsDist_BAG_L1': 0.03296470642089844,\n", + " 'LightGBMXT_BAG_L1': 89.01037311553955,\n", + " 'LightGBM_BAG_L1': 44.52081322669983,\n", + " 'RandomForestMSE_BAG_L1': 14.519325494766235,\n", + " 'CatBoost_BAG_L1': 201.41080856323242,\n", + " 'ExtraTreesMSE_BAG_L1': 6.464165925979614,\n", + " 'NeuralNetFastAI_BAG_L1': 42.051621198654175,\n", + " 'WeightedEnsemble_L2': 0.4731178283691406,\n", + " 'LightGBMXT_BAG_L2': 31.891761779785156,\n", + " 'LightGBM_BAG_L2': 30.762601613998413,\n", + " 'RandomForestMSE_BAG_L2': 32.57166600227356,\n", + " 'CatBoost_BAG_L2': 63.64907717704773,\n", + " 'WeightedEnsemble_L3': 0.38527822494506836},\n", + " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.1029348373413086,\n", + " 'KNeighborsDist_BAG_L1': 0.10360383987426758,\n", + " 'LightGBMXT_BAG_L1': 13.647337436676025,\n", + " 'LightGBM_BAG_L1': 3.169945240020752,\n", + " 'RandomForestMSE_BAG_L1': 0.5715324878692627,\n", + " 'CatBoost_BAG_L1': 0.17237353324890137,\n", + " 'ExtraTreesMSE_BAG_L1': 0.553370475769043,\n", + " 'NeuralNetFastAI_BAG_L1': 0.5462148189544678,\n", + " 'WeightedEnsemble_L2': 0.001196146011352539,\n", + " 'LightGBMXT_BAG_L2': 0.8673262596130371,\n", + " 'LightGBM_BAG_L2': 0.41376304626464844,\n", + " 'RandomForestMSE_BAG_L2': 0.6327030658721924,\n", + " 'CatBoost_BAG_L2': 0.23424100875854492,\n", + " 'WeightedEnsemble_L3': 0.0008432865142822266},\n", + " 'num_bag_folds': 8,\n", + " 'max_stack_level': 3,\n", + " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'KNeighborsDist_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'LightGBMXT_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'LightGBM_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'RandomForestMSE_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'CatBoost_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'ExtraTreesMSE_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'NeuralNetFastAI_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'WeightedEnsemble_L2': {'use_orig_features': False,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'LightGBMXT_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'LightGBM_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'RandomForestMSE_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'CatBoost_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'WeightedEnsemble_L3': {'use_orig_features': False,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True}},\n", + " 'leaderboard': model score_val pred_time_val fit_time \\\n", + " 0 WeightedEnsemble_L3 -30.139821 21.016189 557.305205 \n", + " 1 LightGBM_BAG_L2 -30.479404 19.281076 428.807422 \n", + " 2 CatBoost_BAG_L2 -30.508533 19.101554 461.693897 \n", + " 3 LightGBMXT_BAG_L2 -31.239513 19.734639 429.936582 \n", + " 4 RandomForestMSE_BAG_L2 -31.519844 19.500016 430.616486 \n", + " 5 WeightedEnsemble_L2 -32.138442 17.665989 349.967403 \n", + " 6 LightGBM_BAG_L1 -33.917339 3.169945 44.520813 \n", + " 7 CatBoost_BAG_L1 -34.009364 0.172374 201.410809 \n", + " 8 LightGBMXT_BAG_L1 -34.345997 13.647337 89.010373 \n", + " 9 ExtraTreesMSE_BAG_L1 -38.295243 0.553370 6.464166 \n", + " 10 RandomForestMSE_BAG_L1 -38.314947 0.571532 14.519325 \n", + " 11 KNeighborsDist_BAG_L1 -84.125061 0.103604 0.032965 \n", + " 12 KNeighborsUnif_BAG_L1 -101.546199 0.102935 0.034748 \n", + " 13 NeuralNetFastAI_BAG_L1 -105.991200 0.546215 42.051621 \n", + " \n", + " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", + " 0 0.000843 0.385278 3 True \n", + " 1 0.413763 30.762602 2 True \n", + " 2 0.234241 63.649077 2 True \n", + " 3 0.867326 31.891762 2 True \n", + " 4 0.632703 32.571666 2 True \n", + " 5 0.001196 0.473118 2 True \n", + " 6 3.169945 44.520813 1 True \n", + " 7 0.172374 201.410809 1 True \n", + " 8 13.647337 89.010373 1 True \n", + " 9 0.553370 6.464166 1 True \n", + " 10 0.571532 14.519325 1 True \n", + " 11 0.103604 0.032965 1 True \n", + " 12 0.102935 0.034748 1 True \n", + " 13 0.546215 42.051621 1 True \n", + " \n", + " fit_order \n", + " 0 14 \n", + " 1 11 \n", + " 2 13 \n", + " 3 10 \n", + " 4 12 \n", + " 5 9 \n", + " 6 4 \n", + " 7 6 \n", + " 8 3 \n", + " 9 7 \n", + " 10 5 \n", + " 11 2 \n", + " 12 1 \n", + " 13 8 }" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "predictor_new_features.fit_summary()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 36, + "metadata": { + "tags": [] + }, "outputs": [], + "source": [ + "predictions_new_features = predictor_new_features.predict(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 15.122537\n", + "1 11.097200\n", + "2 10.151801\n", + "3 8.839435\n", + "4 7.762729\n", + "Name: count, dtype: float32" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictions_new_features.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], Name: count, dtype: float32)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Remember to set all negative values to zero\n", - "?" + "predictions_new_features[predictions_new_features.values<0]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "submission_new_features = submission.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "# Same submitting predictions\n", - "submission_new_features[\"count\"] = ?\n", + "submission_new_features[\"count\"] = predictions_new_features\n", "submission_new_features.to_csv(\"submission_new_features.csv\", index=False)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 348kB/s]\n", + "Successfully submitted to Bike Sharing Demand" + ] + } + ], "source": [ "!kaggle competitions submit -c bike-sharing-demand -f submission_new_features.csv -m \"new features\"" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fileName date description status publicScore privateScore \n", + "--------------------------- ------------------- -------------------- -------- ----------- ------------ \n", + "submission_new_features.csv 2023-06-01 16:55:44 new features complete 0.67235 0.67235 \n", + "submission.csv 2023-06-01 14:50:37 first raw submission complete 1.79120 1.79120 \n", + "submission.csv 2023-06-01 10:25:57 first raw submission complete 1.79022 1.79022 \n" + ] + } + ], "source": [ "!kaggle competitions submissions -c bike-sharing-demand | tail -n +1 | head -n 6" ] @@ -535,57 +2810,489 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 16, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "predictor_new_hpo = TabularPredictor(?).fit(?)" + "from ray import tune\n", + "hyperparameters = {\n", + " \"optimization.learning_rate\": tune.uniform(0.00005, 0.005),\n", + " \"optimization.optim_type\": tune.choice([\"adamw\", \"sgd\"]),\n", + " \"optimization.max_epochs\": tune.choice([10, 20])\n", + " }\n", + "\n", + "hyperparameter_tune_kwargs = {\n", + " \"searcher\": \"bayes\",\n", + " \"scheduler\": \"ASHA\",\n", + " \"num_trials\": 2,\n", + "}\n" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230602_232452/\"\n", + "Presets specified: ['best_quality']\n", + "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", + "Beginning AutoGluon training ... Time limit = 60s\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230602_232452/\"\n", + "AutoGluon Version: 0.6.2\n", + "Python Version: 3.7.10\n", + "Operating System: Linux\n", + "Platform Machine: x86_64\n", + "Platform Version: #1 SMP Tue Apr 25 15:24:19 UTC 2023\n", + "Train Data Rows: 10886\n", + "Train Data Columns: 15\n", + "Label Column: count\n", + "Preprocessing data ...\n", + "AutoGluon infers your prediction problem is: 'regression' (because dtype of label-column == int and many unique label-values observed).\n", + "\tLabel info (max, min, mean, stddev): (977, 1, 191.57413, 181.14445)\n", + "\tIf 'regression' is not the correct problem_type, please manually specify the problem_type parameter during predictor init (You may specify problem_type as one of: ['binary', 'multiclass', 'regression'])\n", + "Using Feature Generators to preprocess the data ...\n", + "Dropping user-specified ignored columns: ['casual', 'registered']\n", + "Fitting AutoMLPipelineFeatureGenerator...\n", + "\tAvailable Memory: 2147.64 MB\n", + "\tTrain Data (Original) Memory Usage: 0.98 MB (0.0% of available memory)\n", + "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", + "\tStage 1 Generators:\n", + "\t\tFitting AsTypeFeatureGenerator...\n", + "\t\t\tNote: Converting 3 features to boolean dtype as they only contain 2 unique values.\n", + "\tStage 2 Generators:\n", + "\t\tFitting FillNaFeatureGenerator...\n", + "\tStage 3 Generators:\n", + "\t\tFitting IdentityFeatureGenerator...\n", + "\t\tFitting CategoryFeatureGenerator...\n", + "\t\t\tFitting CategoryMemoryMinimizeFeatureGenerator...\n", + "\t\tFitting DatetimeFeatureGenerator...\n", + "/usr/local/lib/python3.7/site-packages/autogluon/features/generators/datetime.py:59: FutureWarning: casting datetime64[ns, UTC] values to int64 with .astype(...) is deprecated and will raise in a future version. Use .view(...) instead.\n", + " good_rows = series[~series.isin(bad_rows)].astype(np.int64)\n", + "\tStage 4 Generators:\n", + "\t\tFitting DropUniqueFeatureGenerator...\n", + "\tTypes of features in original data (raw dtype, special dtypes):\n", + "\t\t('category', []) : 2 | ['season', 'weather']\n", + "\t\t('datetime', []) : 1 | ['datetime']\n", + "\t\t('float', []) : 3 | ['temp', 'atemp', 'windspeed']\n", + "\t\t('int', []) : 7 | ['holiday', 'workingday', 'humidity', 'year', 'month', ...]\n", + "\tTypes of features in processed data (raw dtype, special dtypes):\n", + "\t\t('category', []) : 2 | ['season', 'weather']\n", + "\t\t('float', []) : 3 | ['temp', 'atemp', 'windspeed']\n", + "\t\t('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", + "\t\t('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", + "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", + "\t0.3s = Fit runtime\n", + "\t13 features in original data used to generate 17 features in processed data.\n", + "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.1% of available memory)\n", + "Data preprocessing and feature engineering runtime = 0.34s ...\n", + "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", + "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", + "\tTo change this, specify the eval_metric parameter of Predictor()\n", + "AutoGluon will fit 2 stack levels (L1 to L2) ...\n" + ] + }, + { + "ename": "TypeError", + "evalue": "argument of type 'float' is not iterable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mpresets\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'best_quality'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mauto_stack\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"True\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m hyperparameters=hyperparameters)\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0;31m# hyperparameter_tune_kwargs=hyperparameter_tune_kwargs)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/core/utils/decorators.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0mgargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mother_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m 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infer_limit, infer_limit_batch_size, verbosity, **trainer_fit_kwargs)\u001b[0m\n\u001b[1;32m 127\u001b[0m \u001b[0minfer_limit_batch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minfer_limit_batch_size\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 128\u001b[0m \u001b[0mgroups\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgroups\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 129\u001b[0;31m \u001b[0;34m**\u001b[0m\u001b[0mtrainer_fit_kwargs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 130\u001b[0m )\n\u001b[1;32m 131\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave_trainer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrainer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrainer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/tabular/trainer/auto_trainer.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, hyperparameters, X_val, y_val, X_unlabeled, holdout_frac, num_stack_levels, core_kwargs, aux_kwargs, time_limit, infer_limit, infer_limit_batch_size, use_bag_holdout, groups, **kwargs)\u001b[0m\n\u001b[1;32m 98\u001b[0m \u001b[0minfer_limit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minfer_limit\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[0minfer_limit_batch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minfer_limit_batch_size\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 100\u001b[0;31m groups=groups)\n\u001b[0m\u001b[1;32m 101\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 102\u001b[0m \u001b[0;32mdef\u001b[0m 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1964\u001b[0m model_names_fit = self.train_multi_levels(X, y, hyperparameters=hyperparameters, X_val=X_val, y_val=y_val,\n\u001b[0;32m-> 1965\u001b[0;31m X_unlabeled=X_unlabeled, level_start=1, level_end=num_stack_levels+1, time_limit=time_limit, **kwargs)\n\u001b[0m\u001b[1;32m 1966\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_model_names\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1967\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'AutoGluon did not successfully train any models'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/core/trainer/abstract_trainer.py\u001b[0m in 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infer_limit, infer_limit_batch_size)\u001b[0m\n\u001b[1;32m 416\u001b[0m \u001b[0maux_kwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'name_suffix'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maux_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'name_suffix'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mname_suffix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 417\u001b[0m core_models = self.stack_new_level_core(X=X, y=y, X_val=X_val, y_val=y_val, X_unlabeled=X_unlabeled, models=models,\n\u001b[0;32m--> 418\u001b[0;31m level=level, infer_limit=infer_limit, infer_limit_batch_size=infer_limit_batch_size, base_model_names=base_model_names, **core_kwargs)\n\u001b[0m\u001b[1;32m 419\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 420\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mX_val\u001b[0m \u001b[0;32mis\u001b[0m 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\u001b[0mDEFAULT_CUSTOM_MODEL_PRIORITY\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 224\u001b[0m \u001b[0mmodel_priority\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mAG_ARGS\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'priority'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/tabular/trainer/model_presets/presets.py\u001b[0m in \u001b[0;36mclean_model_cfg\u001b[0;34m(model_cfg, model_type, ag_args, ag_args_ensemble, ag_args_fit, problem_type)\u001b[0m\n\u001b[1;32m 253\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mclean_model_cfg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_cfg\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag_args\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag_args_ensemble\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag_args_fit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mproblem_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 254\u001b[0m \u001b[0mmodel_cfg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_cfg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 255\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mAG_ARGS\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 256\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mAG_ARGS\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 257\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'model_type'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mAG_ARGS\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: argument of type 'float' is not iterable" + ] + } + ], + "source": [ + "hyperparameters = {\"optimization.learning_rate\": 5.0e-4}\n", + "\n", + "hyperparameter_tune_kwargs = {}\n", + "\n", + "time_limit = 1*60\n", + "\n", + "\n", + "predictor_new_hpo = TabularPredictor(label='count',\n", + " eval_metric='root_mean_squared_error',\n", + " learner_kwargs={\"ignored_columns\": [\"casual\", \"registered\"]}).fit(train_data=train,\n", + " time_limit=time_limit,\n", + " presets='best_quality',\n", + " auto_stack=\"True\",\n", + " hyperparameters=hyperparameters)\n", + " # hyperparameter_tune_kwargs=hyperparameter_tune_kwargs)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Summary of fit() ***\n", + "Estimated performance of each model:\n", + " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", + "0 WeightedEnsemble_L3 -30.169816 16.217835 552.100487 0.001087 0.341580 3 True 14\n", + "1 LightGBM_BAG_L2 -30.506598 14.484767 416.993778 0.293817 24.920974 2 True 11\n", + "2 CatBoost_BAG_L2 -30.506949 14.283731 462.363913 0.092781 70.291109 2 True 13\n", + "3 LightGBMXT_BAG_L2 -31.140229 15.219502 423.519283 1.028552 31.446479 2 True 10\n", + "4 RandomForestMSE_BAG_L2 -31.550765 14.801599 425.100346 0.610649 33.027541 2 True 12\n", + "5 WeightedEnsemble_L2 -32.140655 13.048993 345.788720 0.001053 0.681294 2 True 9\n", + "6 LightGBM_BAG_L1 -33.917339 2.842282 43.877990 2.842282 43.877990 1 True 4\n", + "7 CatBoost_BAG_L1 -34.037893 0.216949 203.019482 0.216949 203.019482 1 True 6\n", + "8 LightGBMXT_BAG_L1 -34.345997 9.348107 84.301566 9.348107 84.301566 1 True 3\n", + "9 ExtraTreesMSE_BAG_L1 -38.295243 0.547430 6.662170 0.547430 6.662170 1 True 7\n", + "10 RandomForestMSE_BAG_L1 -38.314947 0.536776 13.868108 0.536776 13.868108 1 True 5\n", + "11 KNeighborsDist_BAG_L1 -84.125061 0.103827 0.040280 0.103827 0.040280 1 True 2\n", + "12 KNeighborsUnif_BAG_L1 -101.546199 0.103859 0.062548 0.103859 0.062548 1 True 1\n", + "13 NeuralNetFastAI_BAG_L1 -107.757752 0.491720 40.240660 0.491720 40.240660 1 True 8\n", + "Number of models trained: 14\n", + "Types of models trained:\n", + "{'StackerEnsembleModel_KNN', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_CatBoost', 'StackerEnsembleModel_XT', 'WeightedEnsembleModel', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_LGB'}\n", + "Bagging used: True (with 8 folds)\n", + "Multi-layer stack-ensembling used: True (with 3 levels)\n", + "Feature Metadata (Processed):\n", + "(raw dtype, special dtypes):\n", + "('category', []) : 2 | ['season', 'weather']\n", + "('float', []) : 3 | ['temp', 'atemp', 'windspeed']\n", + "('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", + "('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", + "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230602_231145/SummaryOfModels.html\n", + "*** End of fit() summary ***\n" + ] + }, + { + "data": { + "text/plain": [ + "{'model_types': {'KNeighborsUnif_BAG_L1': 'StackerEnsembleModel_KNN',\n", + " 'KNeighborsDist_BAG_L1': 'StackerEnsembleModel_KNN',\n", + " 'LightGBMXT_BAG_L1': 'StackerEnsembleModel_LGB',\n", + " 'LightGBM_BAG_L1': 'StackerEnsembleModel_LGB',\n", + " 'RandomForestMSE_BAG_L1': 'StackerEnsembleModel_RF',\n", + " 'CatBoost_BAG_L1': 'StackerEnsembleModel_CatBoost',\n", + " 'ExtraTreesMSE_BAG_L1': 'StackerEnsembleModel_XT',\n", + " 'NeuralNetFastAI_BAG_L1': 'StackerEnsembleModel_NNFastAiTabular',\n", + " 'WeightedEnsemble_L2': 'WeightedEnsembleModel',\n", + " 'LightGBMXT_BAG_L2': 'StackerEnsembleModel_LGB',\n", + " 'LightGBM_BAG_L2': 'StackerEnsembleModel_LGB',\n", + " 'RandomForestMSE_BAG_L2': 'StackerEnsembleModel_RF',\n", + " 'CatBoost_BAG_L2': 'StackerEnsembleModel_CatBoost',\n", + " 'WeightedEnsemble_L3': 'WeightedEnsembleModel'},\n", + " 'model_performance': {'KNeighborsUnif_BAG_L1': -101.54619908446061,\n", + " 'KNeighborsDist_BAG_L1': -84.12506123181602,\n", + " 'LightGBMXT_BAG_L1': -34.34599701170154,\n", + " 'LightGBM_BAG_L1': -33.91733862651761,\n", + " 'RandomForestMSE_BAG_L1': -38.31494666065859,\n", + " 'CatBoost_BAG_L1': -34.037893327127165,\n", + " 'ExtraTreesMSE_BAG_L1': -38.29524277410234,\n", + " 'NeuralNetFastAI_BAG_L1': -107.75775215153458,\n", + " 'WeightedEnsemble_L2': -32.14065494283945,\n", + " 'LightGBMXT_BAG_L2': -31.140228665917025,\n", + " 'LightGBM_BAG_L2': -30.50659828074083,\n", + " 'RandomForestMSE_BAG_L2': -31.550764514092055,\n", + " 'CatBoost_BAG_L2': -30.50694938638762,\n", + " 'WeightedEnsemble_L3': -30.169816206348596},\n", + " 'model_best': 'WeightedEnsemble_L3',\n", + " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/KNeighborsUnif_BAG_L1/',\n", + " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/KNeighborsDist_BAG_L1/',\n", + " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/LightGBMXT_BAG_L1/',\n", + " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/LightGBM_BAG_L1/',\n", + " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/RandomForestMSE_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/CatBoost_BAG_L1/',\n", + " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/ExtraTreesMSE_BAG_L1/',\n", + " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/NeuralNetFastAI_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230602_231145/models/WeightedEnsemble_L2/',\n", + " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230602_231145/models/LightGBMXT_BAG_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230602_231145/models/LightGBM_BAG_L2/',\n", + " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230602_231145/models/RandomForestMSE_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230602_231145/models/CatBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230602_231145/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.06254839897155762,\n", + " 'KNeighborsDist_BAG_L1': 0.04028034210205078,\n", + " 'LightGBMXT_BAG_L1': 84.30156564712524,\n", + " 'LightGBM_BAG_L1': 43.87799000740051,\n", + " 'RandomForestMSE_BAG_L1': 13.868107557296753,\n", + " 'CatBoost_BAG_L1': 203.01948165893555,\n", + " 'ExtraTreesMSE_BAG_L1': 6.662170171737671,\n", + " 'NeuralNetFastAI_BAG_L1': 40.240660429000854,\n", + " 'WeightedEnsemble_L2': 0.6812944412231445,\n", + " 'LightGBMXT_BAG_L2': 31.446479082107544,\n", + " 'LightGBM_BAG_L2': 24.920973777770996,\n", + " 'RandomForestMSE_BAG_L2': 33.027541399002075,\n", + " 'CatBoost_BAG_L2': 70.29110884666443,\n", + " 'WeightedEnsemble_L3': 0.3415801525115967},\n", + " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10385942459106445,\n", + " 'KNeighborsDist_BAG_L1': 0.10382747650146484,\n", + " 'LightGBMXT_BAG_L1': 9.348106622695923,\n", + " 'LightGBM_BAG_L1': 2.8422820568084717,\n", + " 'RandomForestMSE_BAG_L1': 0.536776065826416,\n", + " 'CatBoost_BAG_L1': 0.2169485092163086,\n", + " 'ExtraTreesMSE_BAG_L1': 0.5474295616149902,\n", + " 'NeuralNetFastAI_BAG_L1': 0.49172043800354004,\n", + " 'WeightedEnsemble_L2': 0.0010526180267333984,\n", + " 'LightGBMXT_BAG_L2': 1.0285520553588867,\n", + " 'LightGBM_BAG_L2': 0.29381656646728516,\n", + " 'RandomForestMSE_BAG_L2': 0.6106486320495605,\n", + " 'CatBoost_BAG_L2': 0.09278059005737305,\n", + " 'WeightedEnsemble_L3': 0.001087188720703125},\n", + " 'num_bag_folds': 8,\n", + " 'max_stack_level': 3,\n", + " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'KNeighborsDist_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'LightGBMXT_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'LightGBM_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'RandomForestMSE_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'CatBoost_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'ExtraTreesMSE_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'NeuralNetFastAI_BAG_L1': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'WeightedEnsemble_L2': {'use_orig_features': False,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'LightGBMXT_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'LightGBM_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'RandomForestMSE_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True,\n", + " 'use_child_oof': True},\n", + " 'CatBoost_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", + " 'WeightedEnsemble_L3': {'use_orig_features': False,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True}},\n", + " 'leaderboard': model score_val pred_time_val fit_time \\\n", + " 0 WeightedEnsemble_L3 -30.169816 16.217835 552.100487 \n", + " 1 LightGBM_BAG_L2 -30.506598 14.484767 416.993778 \n", + " 2 CatBoost_BAG_L2 -30.506949 14.283731 462.363913 \n", + " 3 LightGBMXT_BAG_L2 -31.140229 15.219502 423.519283 \n", + " 4 RandomForestMSE_BAG_L2 -31.550765 14.801599 425.100346 \n", + " 5 WeightedEnsemble_L2 -32.140655 13.048993 345.788720 \n", + " 6 LightGBM_BAG_L1 -33.917339 2.842282 43.877990 \n", + " 7 CatBoost_BAG_L1 -34.037893 0.216949 203.019482 \n", + " 8 LightGBMXT_BAG_L1 -34.345997 9.348107 84.301566 \n", + " 9 ExtraTreesMSE_BAG_L1 -38.295243 0.547430 6.662170 \n", + " 10 RandomForestMSE_BAG_L1 -38.314947 0.536776 13.868108 \n", + " 11 KNeighborsDist_BAG_L1 -84.125061 0.103827 0.040280 \n", + " 12 KNeighborsUnif_BAG_L1 -101.546199 0.103859 0.062548 \n", + " 13 NeuralNetFastAI_BAG_L1 -107.757752 0.491720 40.240660 \n", + " \n", + " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", + " 0 0.001087 0.341580 3 True \n", + " 1 0.293817 24.920974 2 True \n", + " 2 0.092781 70.291109 2 True \n", + " 3 1.028552 31.446479 2 True \n", + " 4 0.610649 33.027541 2 True \n", + " 5 0.001053 0.681294 2 True \n", + " 6 2.842282 43.877990 1 True \n", + " 7 0.216949 203.019482 1 True \n", + " 8 9.348107 84.301566 1 True \n", + " 9 0.547430 6.662170 1 True \n", + " 10 0.536776 13.868108 1 True \n", + " 11 0.103827 0.040280 1 True \n", + " 12 0.103859 0.062548 1 True \n", + " 13 0.491720 40.240660 1 True \n", + " \n", + " fit_order \n", + " 0 14 \n", + " 1 11 \n", + " 2 13 \n", + " 3 10 \n", + " 4 12 \n", + " 5 9 \n", + " 6 4 \n", + " 7 6 \n", + " 8 3 \n", + " 9 7 \n", + " 10 5 \n", + " 11 2 \n", + " 12 1 \n", + " 13 8 }" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "predictor_new_hpo.fit_summary()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 19, + "metadata": { + "tags": [] + }, "outputs": [], + "source": [ + "predictions_new_hpo = predictor_new_hpo.predict(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 15.510593\n", + "1 11.179731\n", + "2 10.115341\n", + "3 8.983709\n", + "4 7.940192\n", + "Name: count, dtype: float32" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictions_new_hpo.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], Name: count, dtype: float32)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Remember to set all negative values to zero\n", - "?" + "predictions_new_hpo[predictions_new_hpo.values<0]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "submission_new_hpo = submission.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Same submitting predictions\n", - "submission_new_hpo[\"count\"] = ?\n", + "submission_new_hpo[\"count\"] = predictions_new_hpo\n", "submission_new_hpo.to_csv(\"submission_new_hpo.csv\", index=False)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 389kB/s]\n", + "Successfully submitted to Bike Sharing Demand" + ] + } + ], "source": [ "!kaggle competitions submit -c bike-sharing-demand -f submission_new_hpo.csv -m \"new features with hyperparameters\"" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fileName date description status publicScore privateScore \n", + "--------------------------- ------------------- --------------------------------- -------- ----------- ------------ \n", + "submission_new_hpo.csv 2023-06-02 23:23:45 new features with hyperparameters complete 0.67535 0.67535 \n", + "submission_new_features.csv 2023-06-01 16:55:44 new features complete 0.67235 0.67235 \n", + "submission.csv 2023-06-01 14:50:37 first raw submission complete 1.79120 1.79120 \n", + "submission.csv 2023-06-01 10:25:57 first raw submission complete 1.79022 1.79022 \n" + ] + } + ], "source": [ "!kaggle competitions submissions -c bike-sharing-demand | tail -n +1 | head -n 6" ] @@ -668,10 +3375,586 @@ } ], "metadata": { + "availableInstances": [ + { + "_defaultOrder": 0, + "_isFastLaunch": true, + "category": "General purpose", + "gpuNum": 0, + "hideHardwareSpecs": false, + "memoryGiB": 4, + "name": "ml.t3.medium", + "vcpuNum": 2 + }, 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+2012-12-29 12:00:00,0 +2012-12-29 13:00:00,0 +2012-12-29 14:00:00,0 +2012-12-29 15:00:00,0 +2012-12-29 16:00:00,0 +2012-12-29 17:00:00,0 +2012-12-29 18:00:00,0 +2012-12-29 19:00:00,0 +2012-12-29 20:00:00,0 +2012-12-29 21:00:00,0 +2012-12-29 22:00:00,0 +2012-12-29 23:00:00,0 +2012-12-30 00:00:00,0 +2012-12-30 01:00:00,0 +2012-12-30 02:00:00,0 +2012-12-30 03:00:00,0 +2012-12-30 04:00:00,0 +2012-12-30 05:00:00,0 +2012-12-30 06:00:00,0 +2012-12-30 07:00:00,0 +2012-12-30 08:00:00,0 +2012-12-30 09:00:00,0 +2012-12-30 10:00:00,0 +2012-12-30 11:00:00,0 +2012-12-30 12:00:00,0 +2012-12-30 13:00:00,0 +2012-12-30 14:00:00,0 +2012-12-30 15:00:00,0 +2012-12-30 16:00:00,0 +2012-12-30 17:00:00,0 +2012-12-30 18:00:00,0 +2012-12-30 19:00:00,0 +2012-12-30 20:00:00,0 +2012-12-30 21:00:00,0 +2012-12-30 22:00:00,0 +2012-12-30 23:00:00,0 +2012-12-31 00:00:00,0 +2012-12-31 01:00:00,0 +2012-12-31 02:00:00,0 +2012-12-31 03:00:00,0 +2012-12-31 04:00:00,0 +2012-12-31 05:00:00,0 +2012-12-31 06:00:00,0 +2012-12-31 07:00:00,0 +2012-12-31 08:00:00,0 +2012-12-31 09:00:00,0 +2012-12-31 10:00:00,0 +2012-12-31 11:00:00,0 +2012-12-31 12:00:00,0 +2012-12-31 13:00:00,0 +2012-12-31 14:00:00,0 +2012-12-31 15:00:00,0 +2012-12-31 16:00:00,0 +2012-12-31 17:00:00,0 +2012-12-31 18:00:00,0 +2012-12-31 19:00:00,0 +2012-12-31 20:00:00,0 +2012-12-31 21:00:00,0 +2012-12-31 22:00:00,0 +2012-12-31 23:00:00,0 From c9d3dda1c81a0be72e2cec1397205eb8a41bf572 Mon Sep 17 00:00:00 2001 From: John Date: Mon, 5 Jun 2023 23:30:25 +0000 Subject: [PATCH 2/9] addition --- project/project-template.ipynb | 688 +++++++++------------------------ project/report-template.md | 5 +- 2 files changed, 178 insertions(+), 515 deletions(-) diff --git a/project/project-template.ipynb b/project/project-template.ipynb index 21faf40..17f55bd 100644 --- a/project/project-template.ipynb +++ b/project/project-template.ipynb @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ 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"\u001b[?25h Created wheel for future: filename=future-0.18.3-py3-none-any.whl size=492022 sha256=5be83e853d303f081740afed6773ed62ff1a85b982c0d9d24f65ba4f1d58d28f\n", - " Stored in directory: /tmp/pip-ephem-wheel-cache-245olq4k/wheels/fa/cd/1f/c6b7b50b564983bf3011e8fc75d06047ddc50c07f6e3660b00\n", + "\u001b[?25h Created wheel for future: filename=future-0.18.3-py3-none-any.whl size=492022 sha256=d44facbf0c7f3dafea949b0244b0c35efaebd58173eecf934e6c1b4777ff4d0f\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-o8xx4xql/wheels/fa/cd/1f/c6b7b50b564983bf3011e8fc75d06047ddc50c07f6e3660b00\n", "Successfully built fairscale antlr4-python3-runtime seqeval future\n", - "Installing collected packages: typish, tokenizers, tensorboard-plugin-wit, sortedcontainers, sentencepiece, py4j, msgpack, heapdict, distlib, cymem, antlr4-python3-runtime, zict, yacs, xxhash, wrapt, typing-extensions, tqdm, toolz, tensorboard-data-server, tblib, spacy-loggers, spacy-legacy, smart-open, regex, pyrsistent, pyDeprecate, pyasn1-modules, Pillow, ordered-set, omegaconf, oauthlib, numpy, murmurhash, multidict, mdurl, locket, langcodes, importlib-resources, grpcio, future, frozenlist, filelock, fastprogress, defusedxml, charset-normalizer, cachetools, autocfg, asynctest, absl-py, yarl, wasabi, torch, tifffile, tensorboardX, scipy, responses, requests-oauthlib, PyWavelets, pydantic, pyarrow, preshed, platformdirs, patsy, partd, opencv-python-headless, nptyping, markdown-it-py, importlib-metadata, google-auth, fastcore, deprecated, catalogue, blis, async-timeout, aiosignal, xgboost, virtualenv, torchvision, torchtext, torchmetrics, statsmodels, srsly, scikit-image, rich, nlpaug, markdown, jsonschema, hyperopt, huggingface-hub, google-auth-oauthlib, gluonts, fastdownload, fairscale, dask, click, aiohttp, accelerate, typer, transformers, timm, tensorboard, sktime, seqeval, ray, qudida, pytorch-metric-learning, pmdarima, nltk, model-index, lightgbm, gluoncv, distributed, confection, catboost, thinc, tbats, pytorch-lightning, pathy, openmim, datasets, autogluon.common, albumentations, spacy, evaluate, autogluon.features, autogluon.core, fastai, autogluon.tabular, autogluon.multimodal, autogluon.vision, autogluon.timeseries, autogluon.text, autogluon\n", + "Installing collected packages: typish, tokenizers, text-unidecode, tensorboard-plugin-wit, sortedcontainers, sentencepiece, py4j, msgpack, heapdict, distlib, cymem, antlr4-python3-runtime, zict, yacs, xxhash, wrapt, typing-extensions, tqdm, toolz, tensorboard-data-server, tblib, spacy-loggers, spacy-legacy, smart-open, regex, pyrsistent, pyDeprecate, pyasn1-modules, Pillow, ordered-set, omegaconf, oauthlib, numpy, murmurhash, multidict, mdurl, locket, langcodes, importlib-resources, grpcio, future, frozenlist, filelock, fastprogress, defusedxml, charset-normalizer, cachetools, autocfg, asynctest, absl-py, yarl, wasabi, torch, tifffile, tensorboardX, scipy, responses, requests-oauthlib, PyWavelets, pydantic, pyarrow, preshed, platformdirs, patsy, partd, opencv-python-headless, nptyping, markdown-it-py, importlib-metadata, google-auth, fastcore, deprecated, catalogue, blis, async-timeout, aiosignal, xgboost, virtualenv, torchvision, torchtext, torchmetrics, statsmodels, srsly, scikit-image, rich, nlpaug, markdown, jsonschema, hyperopt, huggingface-hub, google-auth-oauthlib, gluonts, fastdownload, fairscale, dask, click, aiohttp, accelerate, typer, transformers, timm, tensorboard, sktime, seqeval, ray, qudida, pytorch-metric-learning, pmdarima, nltk, model-index, lightgbm, gluoncv, distributed, confection, catboost, thinc, tbats, pytorch-lightning, pathy, openmim, datasets, autogluon.common, albumentations, spacy, evaluate, autogluon.features, autogluon.core, fastai, autogluon.tabular, autogluon.multimodal, autogluon.vision, autogluon.timeseries, autogluon.text, autogluon\n", " Attempting uninstall: typing-extensions\n", " Found existing installation: typing_extensions 4.0.1\n", " Uninstalling typing_extensions-4.0.1:\n", @@ -668,7 +670,7 @@ " Found existing installation: gluoncv 0.8.0\n", " Uninstalling gluoncv-0.8.0:\n", " Successfully uninstalled gluoncv-0.8.0\n", - "Successfully installed Pillow-9.4.0 PyWavelets-1.3.0 absl-py-1.4.0 accelerate-0.13.2 aiohttp-3.8.4 aiosignal-1.3.1 albumentations-1.1.0 antlr4-python3-runtime-4.8 async-timeout-4.0.2 asynctest-0.13.0 autocfg-0.0.8 autogluon-0.6.2 autogluon.common-0.6.2 autogluon.core-0.6.2 autogluon.features-0.6.2 autogluon.multimodal-0.6.2 autogluon.tabular-0.6.2 autogluon.text-0.6.2 autogluon.timeseries-0.6.2 autogluon.vision-0.6.2 blis-0.7.9 cachetools-5.3.1 catalogue-2.0.8 catboost-1.1.1 charset-normalizer-3.1.0 click-8.0.4 confection-0.0.4 cymem-2.0.7 dask-2021.11.2 datasets-2.12.0 defusedxml-0.7.1 deprecated-1.2.14 distlib-0.3.6 distributed-2021.11.2 evaluate-0.3.0 fairscale-0.4.6 fastai-2.7.12 fastcore-1.5.29 fastdownload-0.0.7 fastprogress-1.0.3 filelock-3.12.0 frozenlist-1.3.3 future-0.18.3 gluoncv-0.10.5.post0 gluonts-0.11.12 google-auth-2.19.1 google-auth-oauthlib-0.4.6 grpcio-1.43.0 heapdict-1.0.1 huggingface-hub-0.15.1 hyperopt-0.2.7 importlib-metadata-6.6.0 importlib-resources-5.12.0 jsonschema-4.8.0 langcodes-3.3.0 lightgbm-3.3.5 locket-1.0.0 markdown-3.4.3 markdown-it-py-2.2.0 mdurl-0.1.2 model-index-0.1.11 msgpack-1.0.5 multidict-6.0.4 murmurhash-1.0.9 nlpaug-1.1.10 nltk-3.8.1 nptyping-1.4.4 numpy-1.21.6 oauthlib-3.2.2 omegaconf-2.1.2 opencv-python-headless-4.7.0.72 openmim-0.2.1 ordered-set-4.1.0 partd-1.4.0 pathy-0.10.1 patsy-0.5.3 platformdirs-3.1.1 pmdarima-1.8.5 preshed-3.0.8 py4j-0.10.9.7 pyDeprecate-0.3.2 pyarrow-12.0.0 pyasn1-modules-0.3.0 pydantic-1.10.8 pyrsistent-0.19.3 pytorch-lightning-1.7.7 pytorch-metric-learning-1.3.2 qudida-0.0.4 ray-2.0.1 regex-2023.5.5 requests-oauthlib-1.3.1 responses-0.18.0 rich-13.4.1 scikit-image-0.19.3 scipy-1.7.3 sentencepiece-0.1.99 seqeval-1.2.2 sktime-0.13.4 smart-open-5.2.1 sortedcontainers-2.4.0 spacy-3.5.3 spacy-legacy-3.0.12 spacy-loggers-1.0.4 srsly-2.4.6 statsmodels-0.13.5 tbats-1.1.3 tblib-1.7.0 tensorboard-2.11.2 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorboardX-2.6 thinc-8.1.10 tifffile-2021.11.2 timm-0.6.13 tokenizers-0.13.3 toolz-0.12.0 torch-1.12.1 torchmetrics-0.8.2 torchtext-0.13.1 torchvision-0.13.1 tqdm-4.65.0 transformers-4.23.1 typer-0.7.0 typing-extensions-4.4.0 typish-1.9.3 virtualenv-20.21.1 wasabi-1.1.1 wrapt-1.15.0 xgboost-1.6.2 xxhash-3.2.0 yacs-0.1.8 yarl-1.9.2 zict-2.2.0\n", + "Successfully installed Pillow-9.4.0 PyWavelets-1.3.0 absl-py-1.4.0 accelerate-0.13.2 aiohttp-3.8.4 aiosignal-1.3.1 albumentations-1.1.0 antlr4-python3-runtime-4.8 async-timeout-4.0.2 asynctest-0.13.0 autocfg-0.0.8 autogluon-0.6.2 autogluon.common-0.6.2 autogluon.core-0.6.2 autogluon.features-0.6.2 autogluon.multimodal-0.6.2 autogluon.tabular-0.6.2 autogluon.text-0.6.2 autogluon.timeseries-0.6.2 autogluon.vision-0.6.2 blis-0.7.9 cachetools-5.3.1 catalogue-2.0.8 catboost-1.1.1 charset-normalizer-3.1.0 click-8.0.4 confection-0.0.4 cymem-2.0.7 dask-2021.11.2 datasets-2.12.0 defusedxml-0.7.1 deprecated-1.2.14 distlib-0.3.6 distributed-2021.11.2 evaluate-0.3.0 fairscale-0.4.6 fastai-2.7.12 fastcore-1.5.29 fastdownload-0.0.7 fastprogress-1.0.3 filelock-3.12.0 frozenlist-1.3.3 future-0.18.3 gluoncv-0.10.5.post0 gluonts-0.11.12 google-auth-2.19.1 google-auth-oauthlib-0.4.6 grpcio-1.43.0 heapdict-1.0.1 huggingface-hub-0.15.1 hyperopt-0.2.7 importlib-metadata-6.6.0 importlib-resources-5.12.0 jsonschema-4.8.0 langcodes-3.3.0 lightgbm-3.3.5 locket-1.0.0 markdown-3.4.3 markdown-it-py-2.2.0 mdurl-0.1.2 model-index-0.1.11 msgpack-1.0.5 multidict-6.0.4 murmurhash-1.0.9 nlpaug-1.1.10 nltk-3.8.1 nptyping-1.4.4 numpy-1.21.6 oauthlib-3.2.2 omegaconf-2.1.2 opencv-python-headless-4.7.0.72 openmim-0.2.1 ordered-set-4.1.0 partd-1.4.0 pathy-0.10.1 patsy-0.5.3 platformdirs-3.1.1 pmdarima-1.8.5 preshed-3.0.8 py4j-0.10.9.7 pyDeprecate-0.3.2 pyarrow-12.0.0 pyasn1-modules-0.3.0 pydantic-1.10.8 pyrsistent-0.19.3 pytorch-lightning-1.7.7 pytorch-metric-learning-1.3.2 qudida-0.0.4 ray-2.0.1 regex-2023.6.3 requests-oauthlib-1.3.1 responses-0.18.0 rich-13.4.1 scikit-image-0.19.3 scipy-1.7.3 sentencepiece-0.1.99 seqeval-1.2.2 sktime-0.13.4 smart-open-5.2.1 sortedcontainers-2.4.0 spacy-3.5.3 spacy-legacy-3.0.12 spacy-loggers-1.0.4 srsly-2.4.6 statsmodels-0.13.5 tbats-1.1.3 tblib-1.7.0 tensorboard-2.11.2 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorboardX-2.6 text-unidecode-1.3 thinc-8.1.10 tifffile-2021.11.2 timm-0.6.13 tokenizers-0.13.3 toolz-0.12.0 torch-1.12.1 torchmetrics-0.8.2 torchtext-0.13.1 torchvision-0.13.1 tqdm-4.65.0 transformers-4.23.1 typer-0.7.0 typing-extensions-4.4.0 typish-1.9.3 virtualenv-20.21.1 wasabi-1.1.1 wrapt-1.15.0 xgboost-1.6.2 xxhash-3.2.0 yacs-0.1.8 yarl-1.9.2 zict-2.2.0\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", "\u001b[0m" ] @@ -684,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "tags": [] }, @@ -695,24 +697,21 @@ "text": [ "Collecting kaggle\n", " Using cached kaggle-1.5.13-py3-none-any.whl\n", - "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/site-packages (from kaggle) (4.39.0)\n", - "Collecting python-slugify\n", - " Using cached python_slugify-8.0.1-py2.py3-none-any.whl (9.7 kB)\n", "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/site-packages (from kaggle) (1.16.0)\n", - "Requirement already satisfied: requests in /usr/local/lib/python3.7/site-packages (from kaggle) (2.22.0)\n", "Requirement already satisfied: certifi in /usr/local/lib/python3.7/site-packages (from kaggle) (2021.10.8)\n", + "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/site-packages (from kaggle) (2.8.0)\n", + "Requirement already satisfied: requests in /usr/local/lib/python3.7/site-packages (from kaggle) (2.22.0)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/site-packages (from kaggle) (4.65.0)\n", + "Collecting python-slugify (from kaggle)\n", + " Using cached python_slugify-8.0.1-py2.py3-none-any.whl (9.7 kB)\n", "Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/site-packages (from kaggle) (1.25.11)\n", - "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/site-packages (from kaggle) (2.8.2)\n", - "Collecting text-unidecode>=1.3\n", - " Downloading text_unidecode-1.3-py2.py3-none-any.whl (78 kB)\n", - " |████████████████████████████████| 78 kB 1.0 MB/s \n", - "\u001b[?25hRequirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.7/site-packages (from requests->kaggle) (2.8)\n", + "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/site-packages (from python-slugify->kaggle) (1.3)\n", "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.7/site-packages (from requests->kaggle) (3.0.4)\n", - "Installing collected packages: text-unidecode, python-slugify, kaggle\n", - "Successfully installed kaggle-1.5.13 python-slugify-8.0.1 text-unidecode-1.3\n", - "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n", - "\u001b[33mWARNING: You are using pip version 21.3.1; however, version 23.1.2 is available.\n", - "You should consider upgrading via the '/usr/local/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\n" + "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.7/site-packages (from requests->kaggle) (2.8)\n", + "Installing collected packages: python-slugify, kaggle\n", + "Successfully installed kaggle-1.5.13 python-slugify-8.0.1\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. 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datetimecount
02011-01-20 00:00:0023.428825
12011-01-20 01:00:0042.479385
22011-01-20 02:00:0045.684021
32011-01-20 03:00:0049.302437
42011-01-20 04:00:0052.028675
\n", - "" - ], - "text/plain": [ - " datetime count\n", - "0 2011-01-20 00:00:00 23.428825\n", - "1 2011-01-20 01:00:00 42.479385\n", - "2 2011-01-20 02:00:00 45.684021\n", - "3 2011-01-20 03:00:00 49.302437\n", - "4 2011-01-20 04:00:00 52.028675" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "submission.head()" ] diff --git a/project/report-template.md b/project/report-template.md index 6030c3b..c3ba23b 100644 --- a/project/report-template.md +++ b/project/report-template.md @@ -1,12 +1,13 @@ # Report: Predict Bike Sharing Demand with AutoGluon Solution -#### NAME HERE +#### AJAYI JOHN ## Initial Training ### What did you realize when you tried to submit your predictions? What changes were needed to the output of the predictor to submit your results? TODO: Add your explanation +Kaggle rejects negative score values, hence, the negative values was set to zero before submission ### What was the top ranked model that performed? -TODO: Add your explanation +TODO: Add your explanationThe top ranked model that performed is the .... with a score of ## Exploratory data analysis and feature creation ### What did the exploratory analysis find and how did you add additional features? From 54cd078047eca48b558c95486ea4d0de83b40fec Mon Sep 17 00:00:00 2001 From: John Date: Tue, 6 Jun 2023 09:04:22 +0000 Subject: [PATCH 3/9] report --- .../report-template-checkpoint.md | 46 +++++++++++++++++++ 1 file changed, 46 insertions(+) create mode 100644 project/.ipynb_checkpoints/report-template-checkpoint.md diff --git a/project/.ipynb_checkpoints/report-template-checkpoint.md b/project/.ipynb_checkpoints/report-template-checkpoint.md new file mode 100644 index 0000000..c3ba23b --- /dev/null +++ b/project/.ipynb_checkpoints/report-template-checkpoint.md @@ -0,0 +1,46 @@ +# Report: Predict Bike Sharing Demand with AutoGluon Solution +#### AJAYI JOHN + +## Initial Training +### What did you realize when you tried to submit your predictions? What changes were needed to the output of the predictor to submit your results? +TODO: Add your explanation +Kaggle rejects negative score values, hence, the negative values was set to zero before submission + +### What was the top ranked model that performed? +TODO: Add your explanationThe top ranked model that performed is the .... with a score of + +## Exploratory data analysis and feature creation +### What did the exploratory analysis find and how did you add additional features? +TODO: Add your explanation + +### How much better did your model preform after adding additional features and why do you think that is? +TODO: Add your explanation + +## Hyper parameter tuning +### How much better did your model preform after trying different hyper parameters? +TODO: Add your explanation + +### If you were given more time with this dataset, where do you think you would spend more time? +TODO: Add your explanation + +### Create a table with the models you ran, the hyperparameters modified, and the kaggle score. +|model|hpo1|hpo2|hpo3|score| +|--|--|--|--|--| +|initial|?|?|?|?| +|add_features|?|?|?|?| +|hpo|?|?|?|?| + +### Create a line plot showing the top model score for the three (or more) training runs during the project. + +TODO: Replace the image below with your own. + +![model_train_score.png](img/model_train_score.png) + +### Create a line plot showing the top kaggle score for the three (or more) prediction submissions during the project. + +TODO: Replace the image below with your own. + +![model_test_score.png](img/model_test_score.png) + +## Summary +TODO: Add your explanation From df4432d9588dfca6d9470ac7a20d54b1e4a316ec Mon Sep 17 00:00:00 2001 From: John Date: Tue, 6 Jun 2023 14:34:06 +0000 Subject: [PATCH 4/9] model_build --- project/project-template.ipynb | 1601 ++++++++++++++++++++------------ project/report-template.md | 6 +- 2 files changed, 1023 insertions(+), 584 deletions(-) diff --git a/project/project-template.ipynb b/project/project-template.ipynb index 17f55bd..828b683 100644 --- a/project/project-template.ipynb +++ b/project/project-template.ipynb @@ -165,31 +165,31 @@ " Downloading autogluon-0.6.2-py3-none-any.whl (9.8 kB)\n", "Collecting autogluon.core[all]==0.6.2 (from autogluon)\n", " Downloading autogluon.core-0.6.2-py3-none-any.whl (226 kB)\n", - 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datetimecount
02011-01-20 00:00:0023.313961
12011-01-20 01:00:0041.952988
22011-01-20 02:00:0045.967796
32011-01-20 03:00:0049.486523
42011-01-20 04:00:0051.900227
\n", + "" + ], + "text/plain": [ + " datetime count\n", + "0 2011-01-20 00:00:00 23.313961\n", + "1 2011-01-20 01:00:00 41.952988\n", + "2 2011-01-20 02:00:00 45.967796\n", + "3 2011-01-20 03:00:00 49.486523\n", + "4 2011-01-20 04:00:00 51.900227" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "submission.head()" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 364kB/s]\n", + "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 406kB/s]\n", "Successfully submitted to Bike Sharing Demand" ] } @@ -1679,17 +2060,19 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "fileName date description status publicScore privateScore \n", - "-------------- ------------------- -------------------- -------- ----------- ------------ \n", - "submission.csv 2023-06-01 14:50:37 first raw submission complete 1.79120 1.79120 \n", - "submission.csv 2023-06-01 10:25:57 first raw submission complete 1.79022 1.79022 \n" + "fileName date description status publicScore privateScore \n", + "--------------------------- ------------------- --------------------------------- -------- ----------- ------------ \n", + "submission.csv 2023-06-06 09:18:29 first raw submission complete 1.79318 1.79318 \n", + "submission_new_hpo.csv 2023-06-05 08:09:30 new features with hyperparameters complete 0.45053 0.45053 \n", + "submission_new_hpo.csv 2023-06-02 23:23:45 new features with hyperparameters complete 0.67535 0.67535 \n", + "submission_new_features.csv 2023-06-01 16:55:44 new features complete 0.67235 0.67235 \n" ] } ], @@ -1701,7 +2084,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Initial score of `?`" + "#### Initial score of `1.79318`" ] }, { @@ -1714,9 +2097,18 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 29, "metadata": {}, "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "image/png": 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\n", @@ -1734,24 +2126,26 @@ "# Create a histogram of all features to show the distribution of each one relative to the data. This is part of the exploritory data analysis\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", + "\n", + "# plt.figure(figsize=(30,20))\n", "train.hist();" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ - "# create a new feature\n", - "train['year'] = train['datetime'].dt.year\n", - "test['year'] = test['datetime'].dt.year\n", - "train['month'] = train['datetime'].dt.month\n", - "test['month'] = test['datetime'].dt.month\n", - "train['day'] = train['datetime'].dt.day\n", - "test['day'] = test['datetime'].dt.day\n", - "train['hour'] = train['datetime'].dt.hour\n", - "test['hour'] = test['datetime'].dt.hour" + "# # create a new feature\n", + "# train['year'] = train['datetime'].dt.year\n", + "# test['year'] = test['datetime'].dt.year\n", + "# train['month'] = train['datetime'].dt.month\n", + "# test['month'] = test['datetime'].dt.month\n", + "# train['day'] = train['datetime'].dt.day\n", + "# test['day'] = test['datetime'].dt.day\n", + "# train['hour'] = train['datetime'].dt.hour\n", + "# test['hour'] = test['datetime'].dt.hour" ] }, { @@ -1765,19 +2159,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ - "train[\"season\"] = train['season'].astype('category')\n", - "train[\"weather\"] = train['weather'].astype('category')\n", - "test[\"season\"] = test['season'].astype('category')\n", - "test[\"weather\"] = test['weather'].astype('category')" + "# train[\"season\"] = train['season'].astype('category')\n", + "# train[\"weather\"] = train['weather'].astype('category')\n", + "# test[\"season\"] = test['season'].astype('category')\n", + "# test[\"weather\"] = test['weather'].astype('category')" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1813,6 +2207,10 @@ " casual\n", " registered\n", " count\n", + " year\n", + " month\n", + " day\n", + " hour\n", " \n", " \n", " \n", @@ -1830,6 +2228,10 @@ " 3\n", " 13\n", " 16\n", + " 2011\n", + " 1\n", + " 1\n", + " 0\n", " \n", " \n", " 1\n", @@ -1845,6 +2247,10 @@ " 8\n", " 32\n", " 40\n", + " 2011\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", " 2\n", @@ -1860,6 +2266,10 @@ " 5\n", " 27\n", " 32\n", + " 2011\n", + " 1\n", + " 1\n", + " 2\n", " \n", " \n", " 3\n", @@ -1875,6 +2285,10 @@ " 3\n", " 10\n", " 13\n", + " 2011\n", + " 1\n", + " 1\n", + " 3\n", " \n", " \n", " 4\n", @@ -1890,6 +2304,10 @@ " 0\n", " 1\n", " 1\n", + " 2011\n", + " 1\n", + " 1\n", + " 4\n", " \n", " \n", "\n", @@ -1903,27 +2321,27 @@ "3 2011-01-01 03:00:00 1 0 0 1 9.84 14.395 \n", "4 2011-01-01 04:00:00 1 0 0 1 9.84 14.395 \n", "\n", - " humidity windspeed casual registered count \n", - "0 81 0.0 3 13 16 \n", - "1 80 0.0 8 32 40 \n", - "2 80 0.0 5 27 32 \n", - "3 75 0.0 3 10 13 \n", - "4 75 0.0 0 1 1 " + " humidity windspeed casual registered count year month day hour \n", + "0 81 0.0 3 13 16 2011 1 1 0 \n", + "1 80 0.0 8 32 40 2011 1 1 1 \n", + "2 80 0.0 5 27 32 2011 1 1 2 \n", + "3 75 0.0 3 10 13 2011 1 1 3 \n", + "4 75 0.0 0 1 1 2011 1 1 4 " ] }, - "execution_count": 24, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# View are new feature\n", - "train.head()" + "# train.head()" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1941,7 +2359,7 @@ ], "source": [ "# View histogram of all features again now with the hour feature\n", - "train.hist();" + "# train.hist();" ] }, { @@ -1960,11 +2378,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "No path specified. Models will be saved in: \"AutogluonModels/ag-20230601_161157/\"\n", + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230606_092638/\"\n", "Presets specified: ['best_quality']\n", "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", "Beginning AutoGluon training ... Time limit = 600s\n", - "AutoGluon will save models to \"AutogluonModels/ag-20230601_161157/\"\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230606_092638/\"\n", "AutoGluon Version: 0.6.2\n", "Python Version: 3.7.10\n", "Operating System: Linux\n", @@ -1980,8 +2398,8 @@ "Using Feature Generators to preprocess the data ...\n", "Dropping user-specified ignored columns: ['casual', 'registered']\n", "Fitting AutoMLPipelineFeatureGenerator...\n", - "\tAvailable Memory: 1952.45 MB\n", - "\tTrain Data (Original) Memory Usage: 0.98 MB (0.1% of available memory)\n", + "\tAvailable Memory: 2028.5 MB\n", + "\tTrain Data (Original) Memory Usage: 0.98 MB (0.0% of available memory)\n", "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", "\tStage 1 Generators:\n", "\t\tFitting AsTypeFeatureGenerator...\n", @@ -2008,92 +2426,92 @@ "\t\t('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "\t\t('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "\t0.4s = Fit runtime\n", + "\t0.3s = Fit runtime\n", "\t13 features in original data used to generate 17 features in processed data.\n", "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.1% of available memory)\n", - "Data preprocessing and feature engineering runtime = 0.5s ...\n", + "Data preprocessing and feature engineering runtime = 0.32s ...\n", "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", "\tTo change this, specify the eval_metric parameter of Predictor()\n", "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", "Fitting 11 L1 models ...\n", - "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.57s of the 599.49s of remaining time.\n", + "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.69s of the 599.67s of remaining time.\n", "\t-101.5462\t = Validation score (-root_mean_squared_error)\n", - "\t0.03s\t = Training runtime\n", + "\t0.07s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 399.17s of the 599.09s of remaining time.\n", + "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 399.25s of the 599.23s of remaining time.\n", "\t-84.1251\t = Validation score (-root_mean_squared_error)\n", - "\t0.03s\t = Training runtime\n", + "\t0.04s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 398.8s of the 598.72s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 398.84s of the 598.83s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-34.346\t = Validation score (-root_mean_squared_error)\n", - "\t89.01s\t = Training runtime\n", - "\t13.65s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L1 ... Training model for up to 302.22s of the 502.15s of remaining time.\n", + "\t92.41s\t = Training runtime\n", + "\t11.02s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 300.91s of the 500.89s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-33.9173\t = Validation score (-root_mean_squared_error)\n", - "\t44.52s\t = Training runtime\n", - "\t3.17s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 252.83s of the 452.76s of remaining time.\n", + "\t44.59s\t = Training runtime\n", + "\t2.85s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 251.75s of the 451.73s of remaining time.\n", "\t-38.3149\t = Validation score (-root_mean_squared_error)\n", - "\t14.52s\t = Training runtime\n", + "\t14.2s\t = Training runtime\n", "\t0.57s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L1 ... Training model for up to 235.21s of the 435.13s of remaining time.\n", + "Fitting model: CatBoost_BAG_L1 ... Training model for up to 234.47s of the 434.45s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-34.0094\t = Validation score (-root_mean_squared_error)\n", - "\t201.41s\t = Training runtime\n", - "\t0.17s\t = Validation runtime\n", - "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 29.71s of the 229.63s of remaining time.\n", + "\t-34.0141\t = Validation score (-root_mean_squared_error)\n", + "\t201.26s\t = Training runtime\n", + "\t0.19s\t = Validation runtime\n", + "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 29.39s of the 229.37s of remaining time.\n", "\t-38.2952\t = Validation score (-root_mean_squared_error)\n", - "\t6.46s\t = Training runtime\n", - "\t0.55s\t = Validation runtime\n", - "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 20.14s of the 220.07s of remaining time.\n", + "\t6.5s\t = Training runtime\n", + "\t0.57s\t = Validation runtime\n", + "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 19.79s of the 219.77s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-105.9912\t = Validation score (-root_mean_squared_error)\n", - "\t42.05s\t = Training runtime\n", - "\t0.55s\t = Validation runtime\n", + "\t-106.8999\t = Validation score (-root_mean_squared_error)\n", + "\t42.03s\t = Training runtime\n", + "\t0.5s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 173.58s of remaining time.\n", - "\t-32.1384\t = Validation score (-root_mean_squared_error)\n", - "\t0.47s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 172.76s of remaining time.\n", + "\t-32.1386\t = Validation score (-root_mean_squared_error)\n", + "\t0.52s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", "Fitting 9 L2 models ...\n", - "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 173.0s of the 172.98s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 172.16s of the 172.14s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-31.2395\t = Validation score (-root_mean_squared_error)\n", - "\t31.89s\t = Training runtime\n", - "\t0.87s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L2 ... Training model for up to 136.38s of the 136.36s of remaining time.\n", + "\t-31.242\t = Validation score (-root_mean_squared_error)\n", + "\t32.89s\t = Training runtime\n", + "\t1.05s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L2 ... Training model for up to 134.37s of the 134.35s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-30.4794\t = Validation score (-root_mean_squared_error)\n", - "\t30.76s\t = Training runtime\n", - "\t0.41s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 100.99s of the 100.96s of remaining time.\n", - "\t-31.5198\t = Validation score (-root_mean_squared_error)\n", - "\t32.57s\t = Training runtime\n", + "\t-30.4895\t = Validation score (-root_mean_squared_error)\n", + "\t25.91s\t = Training runtime\n", + "\t0.35s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 104.16s of the 104.14s of remaining time.\n", + "\t-31.5797\t = Validation score (-root_mean_squared_error)\n", + "\t33.39s\t = Training runtime\n", "\t0.63s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L2 ... Training model for up to 65.38s of the 65.36s of remaining time.\n", + "Fitting model: CatBoost_BAG_L2 ... Training model for up to 67.8s of the 67.78s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-30.5085\t = Validation score (-root_mean_squared_error)\n", - "\t63.65s\t = Training runtime\n", - "\t0.23s\t = Validation runtime\n", + "\t-30.478\t = Validation score (-root_mean_squared_error)\n", + "\t70.67s\t = Training runtime\n", + "\t0.26s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -2.47s of remaining time.\n", - "\t-30.1398\t = Validation score (-root_mean_squared_error)\n", - "\t0.39s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -7.06s of remaining time.\n", + "\t-30.1616\t = Validation score (-root_mean_squared_error)\n", + "\t0.34s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", - "AutoGluon training complete, total runtime = 603.08s ... Best model: \"WeightedEnsemble_L3\"\n", - "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230601_161157/\")\n" + "AutoGluon training complete, total runtime = 607.65s ... Best model: \"WeightedEnsemble_L3\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230606_092638/\")\n" ] } ], "source": [ - "predictor_new_features = TabularPredictor(label='count',\n", - " eval_metric='root_mean_squared_error',\n", - " learner_kwargs={\"ignored_columns\": [\"casual\", \"registered\"]}).fit(train_data=train,\n", - " time_limit=600,\n", - " presets='best_quality')" + "# predictor_new_features = TabularPredictor(label='count',\n", + "# eval_metric='root_mean_squared_error',\n", + "# learner_kwargs={\"ignored_columns\": [\"casual\", \"registered\"]}).fit(train_data=train,\n", + "# time_limit=600,\n", + "# presets='best_quality')" ] }, { @@ -2108,23 +2526,23 @@ "*** Summary of fit() ***\n", "Estimated performance of each model:\n", " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", - "0 WeightedEnsemble_L3 -30.139821 21.016189 557.305205 0.000843 0.385278 3 True 14\n", - "1 LightGBM_BAG_L2 -30.479404 19.281076 428.807422 0.413763 30.762602 2 True 11\n", - "2 CatBoost_BAG_L2 -30.508533 19.101554 461.693897 0.234241 63.649077 2 True 13\n", - "3 LightGBMXT_BAG_L2 -31.239513 19.734639 429.936582 0.867326 31.891762 2 True 10\n", - "4 RandomForestMSE_BAG_L2 -31.519844 19.500016 430.616486 0.632703 32.571666 2 True 12\n", - "5 WeightedEnsemble_L2 -32.138442 17.665989 349.967403 0.001196 0.473118 2 True 9\n", - "6 LightGBM_BAG_L1 -33.917339 3.169945 44.520813 3.169945 44.520813 1 True 4\n", - "7 CatBoost_BAG_L1 -34.009364 0.172374 201.410809 0.172374 201.410809 1 True 6\n", - "8 LightGBMXT_BAG_L1 -34.345997 13.647337 89.010373 13.647337 89.010373 1 True 3\n", - "9 ExtraTreesMSE_BAG_L1 -38.295243 0.553370 6.464166 0.553370 6.464166 1 True 7\n", - "10 RandomForestMSE_BAG_L1 -38.314947 0.571532 14.519325 0.571532 14.519325 1 True 5\n", - "11 KNeighborsDist_BAG_L1 -84.125061 0.103604 0.032965 0.103604 0.032965 1 True 2\n", - "12 KNeighborsUnif_BAG_L1 -101.546199 0.102935 0.034748 0.102935 0.034748 1 True 1\n", - "13 NeuralNetFastAI_BAG_L1 -105.991200 0.546215 42.051621 0.546215 42.051621 1 True 8\n", + "0 WeightedEnsemble_L3 -30.161630 18.194583 564.287967 0.001280 0.341420 3 True 14\n", + "1 CatBoost_BAG_L2 -30.477992 16.164722 471.766166 0.260917 70.671903 2 True 13\n", + "2 LightGBM_BAG_L2 -30.489476 16.258281 427.002665 0.354477 25.908402 2 True 11\n", + "3 LightGBMXT_BAG_L2 -31.241965 16.951925 433.981103 1.048120 32.886840 2 True 10\n", + "4 RandomForestMSE_BAG_L2 -31.579701 16.529789 434.479402 0.625985 33.385139 2 True 12\n", + "5 WeightedEnsemble_L2 -32.138573 14.733449 353.006632 0.000921 0.518189 2 True 9\n", + "6 LightGBM_BAG_L1 -33.917339 2.845402 44.586918 2.845402 44.586918 1 True 4\n", + "7 CatBoost_BAG_L1 -34.014142 0.189714 201.259025 0.189714 201.259025 1 True 6\n", + "8 LightGBMXT_BAG_L1 -34.345997 11.024383 92.408166 11.024383 92.408166 1 True 3\n", + "9 ExtraTreesMSE_BAG_L1 -38.295243 0.567256 6.503906 0.567256 6.503906 1 True 7\n", + "10 RandomForestMSE_BAG_L1 -38.314947 0.568370 14.197547 0.568370 14.197547 1 True 5\n", + "11 KNeighborsDist_BAG_L1 -84.125061 0.104660 0.036786 0.104660 0.036786 1 True 2\n", + "12 KNeighborsUnif_BAG_L1 -101.546199 0.103418 0.068417 0.103418 0.068417 1 True 1\n", + "13 NeuralNetFastAI_BAG_L1 -106.899946 0.500603 42.033497 0.500603 42.033497 1 True 8\n", "Number of models trained: 14\n", "Types of models trained:\n", - "{'StackerEnsembleModel_RF', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_XT', 'StackerEnsembleModel_KNN', 'WeightedEnsembleModel', 'StackerEnsembleModel_CatBoost'}\n", + "{'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_CatBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_XT', 'StackerEnsembleModel_KNN'}\n", "Bagging used: True (with 8 folds)\n", "Multi-layer stack-ensembling used: True (with 3 levels)\n", "Feature Metadata (Processed):\n", @@ -2134,7 +2552,7 @@ "('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "Plot summary of models saved to file: AutogluonModels/ag-20230601_161157/SummaryOfModels.html\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230606_092638/SummaryOfModels.html\n", "*** End of fit() summary ***\n" ] }, @@ -2160,58 +2578,58 @@ " 'LightGBMXT_BAG_L1': -34.34599701170154,\n", " 'LightGBM_BAG_L1': -33.91733862651761,\n", " 'RandomForestMSE_BAG_L1': -38.31494666065859,\n", - " 'CatBoost_BAG_L1': -34.009363837773556,\n", + " 'CatBoost_BAG_L1': -34.01414205889925,\n", " 'ExtraTreesMSE_BAG_L1': -38.29524277410234,\n", - " 'NeuralNetFastAI_BAG_L1': -105.99119997415313,\n", - " 'WeightedEnsemble_L2': -32.13844246590458,\n", - " 'LightGBMXT_BAG_L2': -31.23951298553888,\n", - " 'LightGBM_BAG_L2': -30.479403880445762,\n", - " 'RandomForestMSE_BAG_L2': -31.519844374738547,\n", - " 'CatBoost_BAG_L2': -30.50853284358772,\n", - " 'WeightedEnsemble_L3': -30.139820803518916},\n", + " 'NeuralNetFastAI_BAG_L1': -106.89994603622335,\n", + " 'WeightedEnsemble_L2': -32.13857345745783,\n", + " 'LightGBMXT_BAG_L2': -31.241964683256665,\n", + " 'LightGBM_BAG_L2': -30.489476135171493,\n", + " 'RandomForestMSE_BAG_L2': -31.57970137002605,\n", + " 'CatBoost_BAG_L2': -30.477991723813926,\n", + " 'WeightedEnsemble_L3': -30.16163017094695},\n", " 'model_best': 'WeightedEnsemble_L3',\n", - " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/KNeighborsUnif_BAG_L1/',\n", - " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/KNeighborsDist_BAG_L1/',\n", - " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/LightGBMXT_BAG_L1/',\n", - " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/LightGBM_BAG_L1/',\n", - " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/RandomForestMSE_BAG_L1/',\n", - " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/CatBoost_BAG_L1/',\n", - " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/ExtraTreesMSE_BAG_L1/',\n", - " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230601_161157/models/NeuralNetFastAI_BAG_L1/',\n", - " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230601_161157/models/WeightedEnsemble_L2/',\n", - " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230601_161157/models/LightGBMXT_BAG_L2/',\n", - " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230601_161157/models/LightGBM_BAG_L2/',\n", - " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230601_161157/models/RandomForestMSE_BAG_L2/',\n", - " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230601_161157/models/CatBoost_BAG_L2/',\n", - " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230601_161157/models/WeightedEnsemble_L3/'},\n", - " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.03474783897399902,\n", - " 'KNeighborsDist_BAG_L1': 0.03296470642089844,\n", - " 'LightGBMXT_BAG_L1': 89.01037311553955,\n", - " 'LightGBM_BAG_L1': 44.52081322669983,\n", - " 'RandomForestMSE_BAG_L1': 14.519325494766235,\n", - " 'CatBoost_BAG_L1': 201.41080856323242,\n", - " 'ExtraTreesMSE_BAG_L1': 6.464165925979614,\n", - " 'NeuralNetFastAI_BAG_L1': 42.051621198654175,\n", - " 'WeightedEnsemble_L2': 0.4731178283691406,\n", - " 'LightGBMXT_BAG_L2': 31.891761779785156,\n", - " 'LightGBM_BAG_L2': 30.762601613998413,\n", - " 'RandomForestMSE_BAG_L2': 32.57166600227356,\n", - " 'CatBoost_BAG_L2': 63.64907717704773,\n", - " 'WeightedEnsemble_L3': 0.38527822494506836},\n", - " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.1029348373413086,\n", - " 'KNeighborsDist_BAG_L1': 0.10360383987426758,\n", - " 'LightGBMXT_BAG_L1': 13.647337436676025,\n", - " 'LightGBM_BAG_L1': 3.169945240020752,\n", - " 'RandomForestMSE_BAG_L1': 0.5715324878692627,\n", - " 'CatBoost_BAG_L1': 0.17237353324890137,\n", - " 'ExtraTreesMSE_BAG_L1': 0.553370475769043,\n", - " 'NeuralNetFastAI_BAG_L1': 0.5462148189544678,\n", - " 'WeightedEnsemble_L2': 0.001196146011352539,\n", - " 'LightGBMXT_BAG_L2': 0.8673262596130371,\n", - " 'LightGBM_BAG_L2': 0.41376304626464844,\n", - " 'RandomForestMSE_BAG_L2': 0.6327030658721924,\n", - " 'CatBoost_BAG_L2': 0.23424100875854492,\n", - " 'WeightedEnsemble_L3': 0.0008432865142822266},\n", + " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/KNeighborsUnif_BAG_L1/',\n", + " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/KNeighborsDist_BAG_L1/',\n", + " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/LightGBMXT_BAG_L1/',\n", + " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/LightGBM_BAG_L1/',\n", + " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/RandomForestMSE_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/CatBoost_BAG_L1/',\n", + " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/ExtraTreesMSE_BAG_L1/',\n", + " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/NeuralNetFastAI_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230606_092638/models/WeightedEnsemble_L2/',\n", + " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230606_092638/models/LightGBMXT_BAG_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230606_092638/models/LightGBM_BAG_L2/',\n", + " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230606_092638/models/RandomForestMSE_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230606_092638/models/CatBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230606_092638/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.06841731071472168,\n", + " 'KNeighborsDist_BAG_L1': 0.03678631782531738,\n", + " 'LightGBMXT_BAG_L1': 92.40816640853882,\n", + " 'LightGBM_BAG_L1': 44.586918354034424,\n", + " 'RandomForestMSE_BAG_L1': 14.19754672050476,\n", + " 'CatBoost_BAG_L1': 201.25902462005615,\n", + " 'ExtraTreesMSE_BAG_L1': 6.50390625,\n", + " 'NeuralNetFastAI_BAG_L1': 42.03349709510803,\n", + " 'WeightedEnsemble_L2': 0.5181891918182373,\n", + " 'LightGBMXT_BAG_L2': 32.88684010505676,\n", + " 'LightGBM_BAG_L2': 25.90840196609497,\n", + " 'RandomForestMSE_BAG_L2': 33.38513898849487,\n", + " 'CatBoost_BAG_L2': 70.67190289497375,\n", + " 'WeightedEnsemble_L3': 0.34142041206359863},\n", + " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10341811180114746,\n", + " 'KNeighborsDist_BAG_L1': 0.1046595573425293,\n", + " 'LightGBMXT_BAG_L1': 11.024382591247559,\n", + " 'LightGBM_BAG_L1': 2.8454020023345947,\n", + " 'RandomForestMSE_BAG_L1': 0.5683701038360596,\n", + " 'CatBoost_BAG_L1': 0.189713716506958,\n", + " 'ExtraTreesMSE_BAG_L1': 0.567255973815918,\n", + " 'NeuralNetFastAI_BAG_L1': 0.5006027221679688,\n", + " 'WeightedEnsemble_L2': 0.0009210109710693359,\n", + " 'LightGBMXT_BAG_L2': 1.0481204986572266,\n", + " 'LightGBM_BAG_L2': 0.3544766902923584,\n", + " 'RandomForestMSE_BAG_L2': 0.6259846687316895,\n", + " 'CatBoost_BAG_L2': 0.26091694831848145,\n", + " 'WeightedEnsemble_L3': 0.001279592514038086},\n", " 'num_bag_folds': 8,\n", " 'max_stack_level': 3,\n", " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n", @@ -2276,41 +2694,41 @@ " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True}},\n", " 'leaderboard': model score_val pred_time_val fit_time \\\n", - " 0 WeightedEnsemble_L3 -30.139821 21.016189 557.305205 \n", - " 1 LightGBM_BAG_L2 -30.479404 19.281076 428.807422 \n", - " 2 CatBoost_BAG_L2 -30.508533 19.101554 461.693897 \n", - " 3 LightGBMXT_BAG_L2 -31.239513 19.734639 429.936582 \n", - " 4 RandomForestMSE_BAG_L2 -31.519844 19.500016 430.616486 \n", - " 5 WeightedEnsemble_L2 -32.138442 17.665989 349.967403 \n", - " 6 LightGBM_BAG_L1 -33.917339 3.169945 44.520813 \n", - " 7 CatBoost_BAG_L1 -34.009364 0.172374 201.410809 \n", - " 8 LightGBMXT_BAG_L1 -34.345997 13.647337 89.010373 \n", - " 9 ExtraTreesMSE_BAG_L1 -38.295243 0.553370 6.464166 \n", - " 10 RandomForestMSE_BAG_L1 -38.314947 0.571532 14.519325 \n", - " 11 KNeighborsDist_BAG_L1 -84.125061 0.103604 0.032965 \n", - " 12 KNeighborsUnif_BAG_L1 -101.546199 0.102935 0.034748 \n", - " 13 NeuralNetFastAI_BAG_L1 -105.991200 0.546215 42.051621 \n", + " 0 WeightedEnsemble_L3 -30.161630 18.194583 564.287967 \n", + " 1 CatBoost_BAG_L2 -30.477992 16.164722 471.766166 \n", + " 2 LightGBM_BAG_L2 -30.489476 16.258281 427.002665 \n", + " 3 LightGBMXT_BAG_L2 -31.241965 16.951925 433.981103 \n", + " 4 RandomForestMSE_BAG_L2 -31.579701 16.529789 434.479402 \n", + " 5 WeightedEnsemble_L2 -32.138573 14.733449 353.006632 \n", + " 6 LightGBM_BAG_L1 -33.917339 2.845402 44.586918 \n", + " 7 CatBoost_BAG_L1 -34.014142 0.189714 201.259025 \n", + " 8 LightGBMXT_BAG_L1 -34.345997 11.024383 92.408166 \n", + " 9 ExtraTreesMSE_BAG_L1 -38.295243 0.567256 6.503906 \n", + " 10 RandomForestMSE_BAG_L1 -38.314947 0.568370 14.197547 \n", + " 11 KNeighborsDist_BAG_L1 -84.125061 0.104660 0.036786 \n", + " 12 KNeighborsUnif_BAG_L1 -101.546199 0.103418 0.068417 \n", + " 13 NeuralNetFastAI_BAG_L1 -106.899946 0.500603 42.033497 \n", " \n", " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", - " 0 0.000843 0.385278 3 True \n", - " 1 0.413763 30.762602 2 True \n", - " 2 0.234241 63.649077 2 True \n", - " 3 0.867326 31.891762 2 True \n", - " 4 0.632703 32.571666 2 True \n", - " 5 0.001196 0.473118 2 True \n", - " 6 3.169945 44.520813 1 True \n", - " 7 0.172374 201.410809 1 True \n", - " 8 13.647337 89.010373 1 True \n", - " 9 0.553370 6.464166 1 True \n", - " 10 0.571532 14.519325 1 True \n", - " 11 0.103604 0.032965 1 True \n", - " 12 0.102935 0.034748 1 True \n", - " 13 0.546215 42.051621 1 True \n", + " 0 0.001280 0.341420 3 True \n", + " 1 0.260917 70.671903 2 True \n", + " 2 0.354477 25.908402 2 True \n", + " 3 1.048120 32.886840 2 True \n", + " 4 0.625985 33.385139 2 True \n", + " 5 0.000921 0.518189 2 True \n", + " 6 2.845402 44.586918 1 True \n", + " 7 0.189714 201.259025 1 True \n", + " 8 11.024383 92.408166 1 True \n", + " 9 0.567256 6.503906 1 True \n", + " 10 0.568370 14.197547 1 True \n", + " 11 0.104660 0.036786 1 True \n", + " 12 0.103418 0.068417 1 True \n", + " 13 0.500603 42.033497 1 True \n", " \n", " fit_order \n", " 0 14 \n", - " 1 11 \n", - " 2 13 \n", + " 1 13 \n", + " 2 11 \n", " 3 10 \n", " 4 12 \n", " 5 9 \n", @@ -2330,7 +2748,7 @@ } ], "source": [ - "predictor_new_features.fit_summary()" + "# predictor_new_features.fit_summary()" ] }, { @@ -2341,7 +2759,7 @@ }, "outputs": [], "source": [ - "predictions_new_features = predictor_new_features.predict(test)" + "# predictions_new_features = predictor_new_features.predict(test)" ] }, { @@ -2354,11 +2772,11 @@ { "data": { "text/plain": [ - "0 15.122537\n", - "1 11.097200\n", - "2 10.151801\n", - "3 8.839435\n", - "4 7.762729\n", + "0 15.398268\n", + "1 11.366762\n", + "2 10.404857\n", + "3 9.143167\n", + "4 8.101578\n", "Name: count, dtype: float32" ] }, @@ -2368,7 +2786,7 @@ } ], "source": [ - "predictions_new_features.head()" + "# predictions_new_features.head()" ] }, { @@ -2389,23 +2807,23 @@ ], "source": [ "# Remember to set all negative values to zero\n", - "predictions_new_features[predictions_new_features.values<0]" + "# predictions_new_features[predictions_new_features.values<0]" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 39, "metadata": { "tags": [] }, "outputs": [], "source": [ - "submission_new_features = submission.copy()" + "# submission_new_features = submission.copy()" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -2416,14 +2834,14 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 348kB/s]\n", + "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 224kB/s]\n", "Successfully submitted to Bike Sharing Demand" ] } @@ -2434,18 +2852,19 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "fileName date description status publicScore privateScore \n", - "--------------------------- ------------------- -------------------- -------- ----------- ------------ \n", - "submission_new_features.csv 2023-06-01 16:55:44 new features complete 0.67235 0.67235 \n", - "submission.csv 2023-06-01 14:50:37 first raw submission complete 1.79120 1.79120 \n", - "submission.csv 2023-06-01 10:25:57 first raw submission complete 1.79022 1.79022 \n" + "fileName date description status publicScore privateScore \n", + "--------------------------- ------------------- --------------------------------- -------- ----------- ------------ \n", + "submission_new_features.csv 2023-06-06 09:37:32 new features complete 0.67108 0.67108 \n", + "submission.csv 2023-06-06 09:18:29 first raw submission complete 1.79318 1.79318 \n", + "submission_new_hpo.csv 2023-06-05 08:09:30 new features with hyperparameters complete 0.45053 0.45053 \n", + "submission_new_hpo.csv 2023-06-02 23:23:45 new features with hyperparameters complete 0.67535 0.67535 \n" ] } ], @@ -2457,7 +2876,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### New Score of `?`" + "#### New Score of `0.67108`" ] }, { @@ -2478,34 +2897,34 @@ }, "outputs": [], "source": [ - "from ray import tune\n", - "hyperparameters = {\n", - " \"optimization.learning_rate\": tune.uniform(0.00005, 0.005),\n", - " \"optimization.optim_type\": tune.choice([\"adamw\", \"sgd\"]),\n", - " \"optimization.max_epochs\": tune.choice([10, 20])\n", - " }\n", + "# from ray import tune\n", + "# hyperparameters = {\n", + "# \"optimization.learning_rate\": tune.uniform(0.00005, 0.005),\n", + "# \"optimization.optim_type\": tune.choice([\"adamw\", \"sgd\"]),\n", + "# \"optimization.max_epochs\": tune.choice([10, 20])\n", + "# }\n", "\n", - "hyperparameter_tune_kwargs = {\n", - " \"searcher\": \"bayes\",\n", - " \"scheduler\": \"ASHA\",\n", - " \"num_trials\": 2,\n", - "}\n" + "# hyperparameter_tune_kwargs = {\n", + "# \"searcher\": \"bayes\",\n", + "# \"scheduler\": \"ASHA\",\n", + "# \"num_trials\": 2,\n", + "# }\n" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "No path specified. Models will be saved in: \"AutogluonModels/ag-20230602_232452/\"\n", + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230606_142045/\"\n", "Presets specified: ['best_quality']\n", "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", - "Beginning AutoGluon training ... Time limit = 60s\n", - "AutoGluon will save models to \"AutogluonModels/ag-20230602_232452/\"\n", + "Beginning AutoGluon training ... Time limit = 600s\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230606_142045/\"\n", "AutoGluon Version: 0.6.2\n", "Python Version: 3.7.10\n", "Operating System: Linux\n", @@ -2521,8 +2940,8 @@ "Using Feature Generators to preprocess the data ...\n", "Dropping user-specified ignored columns: ['casual', 'registered']\n", "Fitting AutoMLPipelineFeatureGenerator...\n", - "\tAvailable Memory: 2147.64 MB\n", - "\tTrain Data (Original) Memory Usage: 0.98 MB (0.0% of available memory)\n", + "\tAvailable Memory: 1713.94 MB\n", + "\tTrain Data (Original) Memory Usage: 0.98 MB (0.1% of available memory)\n", "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", "\tStage 1 Generators:\n", "\t\tFitting AsTypeFeatureGenerator...\n", @@ -2552,43 +2971,71 @@ "\t0.3s = Fit runtime\n", "\t13 features in original data used to generate 17 features in processed data.\n", "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.1% of available memory)\n", - "Data preprocessing and feature engineering runtime = 0.34s ...\n", + "Data preprocessing and feature engineering runtime = 0.45s ...\n", "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", "\tTo change this, specify the eval_metric parameter of Predictor()\n", - "AutoGluon will fit 2 stack levels (L1 to L2) ...\n" - ] - }, - { - "ename": "TypeError", - "evalue": "argument of type 'float' is not iterable", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mpresets\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'best_quality'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mauto_stack\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"True\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m hyperparameters=hyperparameters)\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0;31m# hyperparameter_tune_kwargs=hyperparameter_tune_kwargs)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/core/utils/decorators.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0mgargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mother_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mgargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mgkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 31\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0m_call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0m_unpack_inner\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/core/trainer/abstract_trainer.py\u001b[0m in \u001b[0;36mtrain_multi_levels\u001b[0;34m(self, X, y, hyperparameters, X_val, y_val, X_unlabeled, base_model_names, core_kwargs, aux_kwargs, level_start, level_end, time_limit, name_suffix, relative_stack, level_time_modifier, infer_limit, infer_limit_batch_size)\u001b[0m\n\u001b[1;32m 302\u001b[0m \u001b[0mmodels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhyperparameters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbase_model_names\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbase_model_names\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 303\u001b[0m \u001b[0mcore_kwargs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcore_kwargs_level\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maux_kwargs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maux_kwargs_level\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname_suffix\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname_suffix\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 304\u001b[0;31m \u001b[0minfer_limit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minfer_limit\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minfer_limit_batch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minfer_limit_batch_size\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 305\u001b[0m )\n\u001b[1;32m 306\u001b[0m \u001b[0mmodel_names_fit\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mbase_model_names\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0maux_models\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/core/trainer/abstract_trainer.py\u001b[0m in \u001b[0;36mstack_new_level\u001b[0;34m(self, X, y, models, X_val, y_val, X_unlabeled, level, base_model_names, core_kwargs, aux_kwargs, name_suffix, infer_limit, infer_limit_batch_size)\u001b[0m\n\u001b[1;32m 416\u001b[0m \u001b[0maux_kwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'name_suffix'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maux_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'name_suffix'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mname_suffix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 417\u001b[0m core_models = self.stack_new_level_core(X=X, y=y, X_val=X_val, y_val=y_val, X_unlabeled=X_unlabeled, models=models,\n\u001b[0;32m--> 418\u001b[0;31m level=level, infer_limit=infer_limit, infer_limit_batch_size=infer_limit_batch_size, base_model_names=base_model_names, **core_kwargs)\n\u001b[0m\u001b[1;32m 419\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 420\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mX_val\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/core/trainer/abstract_trainer.py\u001b[0m in \u001b[0;36mstack_new_level_core\u001b[0;34m(self, X, y, models, X_val, y_val, X_unlabeled, level, base_model_names, stack_name, ag_args, ag_args_fit, ag_args_ensemble, excluded_model_types, ensemble_type, name_suffix, get_models_func, refit_full, infer_limit, infer_limit_batch_size, **kwargs)\u001b[0m\n\u001b[1;32m 483\u001b[0m \u001b[0mensemble_kwargs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mensemble_kwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 484\u001b[0m ))\n\u001b[0;32m--> 485\u001b[0;31m \u001b[0mmodels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel_args_fit\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_models_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhyperparameters\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mget_models_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 486\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmodel_args_fit\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 487\u001b[0m hyperparameter_tune_kwargs = {\n", - "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/tabular/trainer/auto_trainer.py\u001b[0m in \u001b[0;36mconstruct_model_templates\u001b[0;34m(self, hyperparameters, **kwargs)\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[0mag_args_fit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mag_args_fit\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 36\u001b[0m \u001b[0minvalid_model_names\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minvalid_model_names\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 37\u001b[0;31m silent=silent, **kwargs)\n\u001b[0m\u001b[1;32m 38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 39\u001b[0m def fit(self,\n", - "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/tabular/trainer/model_presets/presets.py\u001b[0m in \u001b[0;36mget_preset_models\u001b[0;34m(path, problem_type, eval_metric, hyperparameters, level, ensemble_type, ensemble_kwargs, ag_args_fit, ag_args, ag_args_ensemble, name_suffix, default_priorities, invalid_model_names, excluded_model_types, hyperparameter_preprocess_func, hyperparameter_preprocess_kwargs, silent)\u001b[0m\n\u001b[1;32m 220\u001b[0m \u001b[0mmodel_cfgs_to_process\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_cfg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 221\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mmodel_cfg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodel_cfgs_to_process\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 222\u001b[0;31m \u001b[0mmodel_cfg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mclean_model_cfg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_cfg\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel_cfg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag_args\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mag_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag_args_ensemble\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mag_args_ensemble\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag_args_fit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mag_args_fit\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mproblem_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mproblem_type\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 223\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mAG_ARGS\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'priority'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mAG_ARGS\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'priority'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdefault_priorities\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDEFAULT_CUSTOM_MODEL_PRIORITY\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 224\u001b[0m \u001b[0mmodel_priority\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mAG_ARGS\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'priority'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.7/site-packages/autogluon/tabular/trainer/model_presets/presets.py\u001b[0m in \u001b[0;36mclean_model_cfg\u001b[0;34m(model_cfg, model_type, ag_args, ag_args_ensemble, ag_args_fit, problem_type)\u001b[0m\n\u001b[1;32m 253\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mclean_model_cfg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_cfg\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag_args\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag_args_ensemble\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag_args_fit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mproblem_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 254\u001b[0m \u001b[0mmodel_cfg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_cfg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 255\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mAG_ARGS\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 256\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mAG_ARGS\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 257\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'model_type'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodel_cfg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mAG_ARGS\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: argument of type 'float' is not iterable" + "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", + "Fitting 4 L1 models ...\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 399.6s of the 599.54s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-42.8417\t = Validation score (-root_mean_squared_error)\n", + "\t20.7s\t = Training runtime\n", + "\t0.18s\t = Validation runtime\n", + "Fitting model: RandomForest_BAG_L1 ... Training model for up to 375.05s of the 574.99s of remaining time.\n", + "\t-38.3149\t = Validation score (-root_mean_squared_error)\n", + "\t14.47s\t = Training runtime\n", + "\t0.6s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L1 ... Training model for up to 357.53s of the 557.47s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-38.4792\t = Validation score (-root_mean_squared_error)\n", + "\t55.66s\t = Training runtime\n", + "\t1.51s\t = Validation runtime\n", + "Completed 1/20 k-fold bagging repeats ...\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 192.33s of remaining time.\n", + "\t-32.651\t = Validation score (-root_mean_squared_error)\n", + "\t0.31s\t = Training runtime\n", + "\t0.0s\t = Validation runtime\n", + "Fitting 4 L2 models ...\n", + "Fitting model: LightGBM_BAG_L2 ... Training model for up to 191.95s of the 191.93s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-33.3133\t = Validation score (-root_mean_squared_error)\n", + "\t19.53s\t = Training runtime\n", + "\t0.15s\t = Validation runtime\n", + "Fitting model: RandomForest_BAG_L2 ... Training model for up to 168.29s of the 168.28s of remaining time.\n", + "\t-33.7785\t = Validation score (-root_mean_squared_error)\n", + "\t26.35s\t = Training runtime\n", + "\t0.62s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L2 ... Training model for up to 138.92s of the 138.9s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-33.2023\t = Validation score (-root_mean_squared_error)\n", + "\t118.04s\t = Training runtime\n", + "\t0.54s\t = Validation runtime\n", + "Fitting model: XGBoost_BAG_L2 ... Training model for up to 17.05s of the 17.03s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-33.4282\t = Validation score (-root_mean_squared_error)\n", + "\t25.88s\t = Training runtime\n", + "\t0.32s\t = Validation runtime\n", + "Completed 1/20 k-fold bagging repeats ...\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -12.82s of remaining time.\n", + "\t-32.7101\t = Validation score (-root_mean_squared_error)\n", + "\t0.3s\t = Training runtime\n", + "\t0.0s\t = Validation runtime\n", + "AutoGluon training complete, total runtime = 613.37s ... Best model: \"WeightedEnsemble_L2\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230606_142045/\")\n" ] } ], "source": [ - "hyperparameters = {\"optimization.learning_rate\": 5.0e-4}\n", + "hyperparameters = {'CAT': {'depth':8, 'l2_leaf_reg':10},\n", + " 'XGB':{'objective':'reg:pseudohubererror', 'eval_metric':'rmse'},\n", + " 'GBM':{'objective':'regression_l1', 'num_boost_round':100, 'num_leaves':50},\n", + " 'RF':{}\n", + " }\n", "\n", "hyperparameter_tune_kwargs = {}\n", "\n", - "time_limit = 1*60\n", + "time_limit = 10*60\n", "\n", "\n", "predictor_new_hpo = TabularPredictor(label='count',\n", @@ -2596,14 +3043,13 @@ " learner_kwargs={\"ignored_columns\": [\"casual\", \"registered\"]}).fit(train_data=train,\n", " time_limit=time_limit,\n", " presets='best_quality',\n", - " auto_stack=\"True\",\n", - " hyperparameters=hyperparameters)\n", + " hyperparameters=hyperparameters)\n", " # hyperparameter_tune_kwargs=hyperparameter_tune_kwargs)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -2612,24 +3058,20 @@ "text": [ "*** Summary of fit() ***\n", "Estimated performance of each model:\n", - " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", - "0 WeightedEnsemble_L3 -30.169816 16.217835 552.100487 0.001087 0.341580 3 True 14\n", - "1 LightGBM_BAG_L2 -30.506598 14.484767 416.993778 0.293817 24.920974 2 True 11\n", - "2 CatBoost_BAG_L2 -30.506949 14.283731 462.363913 0.092781 70.291109 2 True 13\n", - "3 LightGBMXT_BAG_L2 -31.140229 15.219502 423.519283 1.028552 31.446479 2 True 10\n", - "4 RandomForestMSE_BAG_L2 -31.550765 14.801599 425.100346 0.610649 33.027541 2 True 12\n", - "5 WeightedEnsemble_L2 -32.140655 13.048993 345.788720 0.001053 0.681294 2 True 9\n", - "6 LightGBM_BAG_L1 -33.917339 2.842282 43.877990 2.842282 43.877990 1 True 4\n", - "7 CatBoost_BAG_L1 -34.037893 0.216949 203.019482 0.216949 203.019482 1 True 6\n", - "8 LightGBMXT_BAG_L1 -34.345997 9.348107 84.301566 9.348107 84.301566 1 True 3\n", - "9 ExtraTreesMSE_BAG_L1 -38.295243 0.547430 6.662170 0.547430 6.662170 1 True 7\n", - "10 RandomForestMSE_BAG_L1 -38.314947 0.536776 13.868108 0.536776 13.868108 1 True 5\n", - "11 KNeighborsDist_BAG_L1 -84.125061 0.103827 0.040280 0.103827 0.040280 1 True 2\n", - "12 KNeighborsUnif_BAG_L1 -101.546199 0.103859 0.062548 0.103859 0.062548 1 True 1\n", - "13 NeuralNetFastAI_BAG_L1 -107.757752 0.491720 40.240660 0.491720 40.240660 1 True 8\n", - "Number of models trained: 14\n", + " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", + "0 WeightedEnsemble_L2 -32.650972 0.855612 315.925021 0.000908 0.313421 2 True 5\n", + "1 WeightedEnsemble_L3 -32.710072 4.163998 582.083563 0.000962 0.303215 3 True 10\n", + "2 CatBoost_BAG_L1 -32.925735 0.256630 301.140906 0.256630 301.140906 1 True 3\n", + "3 CatBoost_BAG_L2 -33.202268 3.078865 510.014596 0.541939 118.038357 2 True 8\n", + "4 LightGBM_BAG_L2 -33.313339 2.688891 411.510432 0.151965 19.534193 2 True 6\n", + "5 XGBoost_BAG_L2 -33.428214 2.853507 417.856416 0.316581 25.880177 2 True 9\n", + "6 RandomForest_BAG_L2 -33.778466 3.152551 418.327621 0.615625 26.351382 2 True 7\n", + "7 RandomForest_BAG_L1 -38.314947 0.598073 14.470695 0.598073 14.470695 1 True 2\n", + "8 XGBoost_BAG_L1 -38.479158 1.506325 55.661121 1.506325 55.661121 1 True 4\n", + "9 LightGBM_BAG_L1 -42.841661 0.175897 20.703517 0.175897 20.703517 1 True 1\n", + "Number of models trained: 10\n", "Types of models trained:\n", - "{'StackerEnsembleModel_KNN', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_CatBoost', 'StackerEnsembleModel_XT', 'WeightedEnsembleModel', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_LGB'}\n", + "{'StackerEnsembleModel_CatBoost', 'StackerEnsembleModel_XGBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_RF'}\n", "Bagging used: True (with 8 folds)\n", "Multi-layer stack-ensembling used: True (with 3 levels)\n", "Feature Metadata (Processed):\n", @@ -2639,105 +3081,71 @@ "('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "Plot summary of models saved to file: AutogluonModels/ag-20230602_231145/SummaryOfModels.html\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230606_142045/SummaryOfModels.html\n", "*** End of fit() summary ***\n" ] }, { "data": { "text/plain": [ - "{'model_types': {'KNeighborsUnif_BAG_L1': 'StackerEnsembleModel_KNN',\n", - " 'KNeighborsDist_BAG_L1': 'StackerEnsembleModel_KNN',\n", - " 'LightGBMXT_BAG_L1': 'StackerEnsembleModel_LGB',\n", - " 'LightGBM_BAG_L1': 'StackerEnsembleModel_LGB',\n", - " 'RandomForestMSE_BAG_L1': 'StackerEnsembleModel_RF',\n", + "{'model_types': {'LightGBM_BAG_L1': 'StackerEnsembleModel_LGB',\n", + " 'RandomForest_BAG_L1': 'StackerEnsembleModel_RF',\n", " 'CatBoost_BAG_L1': 'StackerEnsembleModel_CatBoost',\n", - " 'ExtraTreesMSE_BAG_L1': 'StackerEnsembleModel_XT',\n", - " 'NeuralNetFastAI_BAG_L1': 'StackerEnsembleModel_NNFastAiTabular',\n", + " 'XGBoost_BAG_L1': 'StackerEnsembleModel_XGBoost',\n", " 'WeightedEnsemble_L2': 'WeightedEnsembleModel',\n", - " 'LightGBMXT_BAG_L2': 'StackerEnsembleModel_LGB',\n", " 'LightGBM_BAG_L2': 'StackerEnsembleModel_LGB',\n", - " 'RandomForestMSE_BAG_L2': 'StackerEnsembleModel_RF',\n", + " 'RandomForest_BAG_L2': 'StackerEnsembleModel_RF',\n", " 'CatBoost_BAG_L2': 'StackerEnsembleModel_CatBoost',\n", + " 'XGBoost_BAG_L2': 'StackerEnsembleModel_XGBoost',\n", " 'WeightedEnsemble_L3': 'WeightedEnsembleModel'},\n", - " 'model_performance': {'KNeighborsUnif_BAG_L1': -101.54619908446061,\n", - " 'KNeighborsDist_BAG_L1': -84.12506123181602,\n", - " 'LightGBMXT_BAG_L1': -34.34599701170154,\n", - " 'LightGBM_BAG_L1': -33.91733862651761,\n", - " 'RandomForestMSE_BAG_L1': -38.31494666065859,\n", - " 'CatBoost_BAG_L1': -34.037893327127165,\n", - " 'ExtraTreesMSE_BAG_L1': -38.29524277410234,\n", - " 'NeuralNetFastAI_BAG_L1': -107.75775215153458,\n", - " 'WeightedEnsemble_L2': -32.14065494283945,\n", - " 'LightGBMXT_BAG_L2': -31.140228665917025,\n", - " 'LightGBM_BAG_L2': -30.50659828074083,\n", - " 'RandomForestMSE_BAG_L2': -31.550764514092055,\n", - " 'CatBoost_BAG_L2': -30.50694938638762,\n", - " 'WeightedEnsemble_L3': -30.169816206348596},\n", - " 'model_best': 'WeightedEnsemble_L3',\n", - " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/KNeighborsUnif_BAG_L1/',\n", - " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/KNeighborsDist_BAG_L1/',\n", - " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/LightGBMXT_BAG_L1/',\n", - " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/LightGBM_BAG_L1/',\n", - " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/RandomForestMSE_BAG_L1/',\n", - " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/CatBoost_BAG_L1/',\n", - " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/ExtraTreesMSE_BAG_L1/',\n", - " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230602_231145/models/NeuralNetFastAI_BAG_L1/',\n", - " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230602_231145/models/WeightedEnsemble_L2/',\n", - " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230602_231145/models/LightGBMXT_BAG_L2/',\n", - " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230602_231145/models/LightGBM_BAG_L2/',\n", - " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230602_231145/models/RandomForestMSE_BAG_L2/',\n", - " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230602_231145/models/CatBoost_BAG_L2/',\n", - " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230602_231145/models/WeightedEnsemble_L3/'},\n", - " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.06254839897155762,\n", - " 'KNeighborsDist_BAG_L1': 0.04028034210205078,\n", - " 'LightGBMXT_BAG_L1': 84.30156564712524,\n", - " 'LightGBM_BAG_L1': 43.87799000740051,\n", - " 'RandomForestMSE_BAG_L1': 13.868107557296753,\n", - " 'CatBoost_BAG_L1': 203.01948165893555,\n", - " 'ExtraTreesMSE_BAG_L1': 6.662170171737671,\n", - " 'NeuralNetFastAI_BAG_L1': 40.240660429000854,\n", - " 'WeightedEnsemble_L2': 0.6812944412231445,\n", - " 'LightGBMXT_BAG_L2': 31.446479082107544,\n", - " 'LightGBM_BAG_L2': 24.920973777770996,\n", - " 'RandomForestMSE_BAG_L2': 33.027541399002075,\n", - " 'CatBoost_BAG_L2': 70.29110884666443,\n", - " 'WeightedEnsemble_L3': 0.3415801525115967},\n", - " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10385942459106445,\n", - " 'KNeighborsDist_BAG_L1': 0.10382747650146484,\n", - " 'LightGBMXT_BAG_L1': 9.348106622695923,\n", - " 'LightGBM_BAG_L1': 2.8422820568084717,\n", - " 'RandomForestMSE_BAG_L1': 0.536776065826416,\n", - " 'CatBoost_BAG_L1': 0.2169485092163086,\n", - " 'ExtraTreesMSE_BAG_L1': 0.5474295616149902,\n", - " 'NeuralNetFastAI_BAG_L1': 0.49172043800354004,\n", - " 'WeightedEnsemble_L2': 0.0010526180267333984,\n", - " 'LightGBMXT_BAG_L2': 1.0285520553588867,\n", - " 'LightGBM_BAG_L2': 0.29381656646728516,\n", - " 'RandomForestMSE_BAG_L2': 0.6106486320495605,\n", - " 'CatBoost_BAG_L2': 0.09278059005737305,\n", - " 'WeightedEnsemble_L3': 0.001087188720703125},\n", + " 'model_performance': {'LightGBM_BAG_L1': -42.84166131903627,\n", + " 'RandomForest_BAG_L1': -38.31494666065859,\n", + " 'CatBoost_BAG_L1': -32.92573523143852,\n", + " 'XGBoost_BAG_L1': -38.47915820887855,\n", + " 'WeightedEnsemble_L2': -32.65097207109252,\n", + " 'LightGBM_BAG_L2': -33.313338723004954,\n", + " 'RandomForest_BAG_L2': -33.778466040893605,\n", + " 'CatBoost_BAG_L2': -33.202268372663184,\n", + " 'XGBoost_BAG_L2': -33.428214207989264,\n", + " 'WeightedEnsemble_L3': -32.710072095928744},\n", + " 'model_best': 'WeightedEnsemble_L2',\n", + " 'model_paths': {'LightGBM_BAG_L1': 'AutogluonModels/ag-20230606_142045/models/LightGBM_BAG_L1/',\n", + " 'RandomForest_BAG_L1': 'AutogluonModels/ag-20230606_142045/models/RandomForest_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230606_142045/models/CatBoost_BAG_L1/',\n", + " 'XGBoost_BAG_L1': 'AutogluonModels/ag-20230606_142045/models/XGBoost_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230606_142045/models/WeightedEnsemble_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230606_142045/models/LightGBM_BAG_L2/',\n", + " 'RandomForest_BAG_L2': 'AutogluonModels/ag-20230606_142045/models/RandomForest_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230606_142045/models/CatBoost_BAG_L2/',\n", + " 'XGBoost_BAG_L2': 'AutogluonModels/ag-20230606_142045/models/XGBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230606_142045/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'LightGBM_BAG_L1': 20.7035174369812,\n", + " 'RandomForest_BAG_L1': 14.470694780349731,\n", + " 'CatBoost_BAG_L1': 301.1409058570862,\n", + " 'XGBoost_BAG_L1': 55.661120891571045,\n", + " 'WeightedEnsemble_L2': 0.31342053413391113,\n", + " 'LightGBM_BAG_L2': 19.53419256210327,\n", + " 'RandomForest_BAG_L2': 26.3513822555542,\n", + " 'CatBoost_BAG_L2': 118.0383574962616,\n", + " 'XGBoost_BAG_L2': 25.88017725944519,\n", + " 'WeightedEnsemble_L3': 0.30321478843688965},\n", + " 'model_pred_times': {'LightGBM_BAG_L1': 0.17589735984802246,\n", + " 'RandomForest_BAG_L1': 0.5980732440948486,\n", + " 'CatBoost_BAG_L1': 0.25663042068481445,\n", + " 'XGBoost_BAG_L1': 1.5063250064849854,\n", + " 'WeightedEnsemble_L2': 0.00090789794921875,\n", + " 'LightGBM_BAG_L2': 0.15196514129638672,\n", + " 'RandomForest_BAG_L2': 0.6156246662139893,\n", + " 'CatBoost_BAG_L2': 0.5419392585754395,\n", + " 'XGBoost_BAG_L2': 0.31658124923706055,\n", + " 'WeightedEnsemble_L3': 0.0009617805480957031},\n", " 'num_bag_folds': 8,\n", " 'max_stack_level': 3,\n", - " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n", - " 'max_base_models': 25,\n", - " 'max_base_models_per_type': 5,\n", - " 'save_bag_folds': True,\n", - " 'use_child_oof': True},\n", - " 'KNeighborsDist_BAG_L1': {'use_orig_features': True,\n", - " 'max_base_models': 25,\n", - " 'max_base_models_per_type': 5,\n", - " 'save_bag_folds': True,\n", - " 'use_child_oof': True},\n", - " 'LightGBMXT_BAG_L1': {'use_orig_features': True,\n", + " 'model_hyperparams': {'LightGBM_BAG_L1': {'use_orig_features': True,\n", " 'max_base_models': 25,\n", " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True},\n", - " 'LightGBM_BAG_L1': {'use_orig_features': True,\n", - " 'max_base_models': 25,\n", - " 'max_base_models_per_type': 5,\n", - " 'save_bag_folds': True},\n", - " 'RandomForestMSE_BAG_L1': {'use_orig_features': True,\n", + " 'RandomForest_BAG_L1': {'use_orig_features': True,\n", " 'max_base_models': 25,\n", " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True,\n", @@ -2746,12 +3154,7 @@ " 'max_base_models': 25,\n", " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True},\n", - " 'ExtraTreesMSE_BAG_L1': {'use_orig_features': True,\n", - " 'max_base_models': 25,\n", - " 'max_base_models_per_type': 5,\n", - " 'save_bag_folds': True,\n", - " 'use_child_oof': True},\n", - " 'NeuralNetFastAI_BAG_L1': {'use_orig_features': True,\n", + " 'XGBoost_BAG_L1': {'use_orig_features': True,\n", " 'max_base_models': 25,\n", " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True},\n", @@ -2759,15 +3162,11 @@ " 'max_base_models': 25,\n", " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True},\n", - " 'LightGBMXT_BAG_L2': {'use_orig_features': True,\n", - " 'max_base_models': 25,\n", - " 'max_base_models_per_type': 5,\n", - " 'save_bag_folds': True},\n", " 'LightGBM_BAG_L2': {'use_orig_features': True,\n", " 'max_base_models': 25,\n", " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True},\n", - " 'RandomForestMSE_BAG_L2': {'use_orig_features': True,\n", + " 'RandomForest_BAG_L2': {'use_orig_features': True,\n", " 'max_base_models': 25,\n", " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True,\n", @@ -2776,60 +3175,52 @@ " 'max_base_models': 25,\n", " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True},\n", + " 'XGBoost_BAG_L2': {'use_orig_features': True,\n", + " 'max_base_models': 25,\n", + " 'max_base_models_per_type': 5,\n", + " 'save_bag_folds': True},\n", " 'WeightedEnsemble_L3': {'use_orig_features': False,\n", " 'max_base_models': 25,\n", " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True}},\n", - " 'leaderboard': model score_val pred_time_val fit_time \\\n", - " 0 WeightedEnsemble_L3 -30.169816 16.217835 552.100487 \n", - " 1 LightGBM_BAG_L2 -30.506598 14.484767 416.993778 \n", - " 2 CatBoost_BAG_L2 -30.506949 14.283731 462.363913 \n", - " 3 LightGBMXT_BAG_L2 -31.140229 15.219502 423.519283 \n", - " 4 RandomForestMSE_BAG_L2 -31.550765 14.801599 425.100346 \n", - " 5 WeightedEnsemble_L2 -32.140655 13.048993 345.788720 \n", - " 6 LightGBM_BAG_L1 -33.917339 2.842282 43.877990 \n", - " 7 CatBoost_BAG_L1 -34.037893 0.216949 203.019482 \n", - " 8 LightGBMXT_BAG_L1 -34.345997 9.348107 84.301566 \n", - " 9 ExtraTreesMSE_BAG_L1 -38.295243 0.547430 6.662170 \n", - " 10 RandomForestMSE_BAG_L1 -38.314947 0.536776 13.868108 \n", - " 11 KNeighborsDist_BAG_L1 -84.125061 0.103827 0.040280 \n", - " 12 KNeighborsUnif_BAG_L1 -101.546199 0.103859 0.062548 \n", - " 13 NeuralNetFastAI_BAG_L1 -107.757752 0.491720 40.240660 \n", + " 'leaderboard': model score_val pred_time_val fit_time \\\n", + " 0 WeightedEnsemble_L2 -32.650972 0.855612 315.925021 \n", + " 1 WeightedEnsemble_L3 -32.710072 4.163998 582.083563 \n", + " 2 CatBoost_BAG_L1 -32.925735 0.256630 301.140906 \n", + " 3 CatBoost_BAG_L2 -33.202268 3.078865 510.014596 \n", + " 4 LightGBM_BAG_L2 -33.313339 2.688891 411.510432 \n", + " 5 XGBoost_BAG_L2 -33.428214 2.853507 417.856416 \n", + " 6 RandomForest_BAG_L2 -33.778466 3.152551 418.327621 \n", + " 7 RandomForest_BAG_L1 -38.314947 0.598073 14.470695 \n", + " 8 XGBoost_BAG_L1 -38.479158 1.506325 55.661121 \n", + " 9 LightGBM_BAG_L1 -42.841661 0.175897 20.703517 \n", " \n", - " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", - " 0 0.001087 0.341580 3 True \n", - " 1 0.293817 24.920974 2 True \n", - " 2 0.092781 70.291109 2 True \n", - " 3 1.028552 31.446479 2 True \n", - " 4 0.610649 33.027541 2 True \n", - " 5 0.001053 0.681294 2 True \n", - " 6 2.842282 43.877990 1 True \n", - " 7 0.216949 203.019482 1 True \n", - " 8 9.348107 84.301566 1 True \n", - " 9 0.547430 6.662170 1 True \n", - " 10 0.536776 13.868108 1 True \n", - " 11 0.103827 0.040280 1 True \n", - " 12 0.103859 0.062548 1 True \n", - " 13 0.491720 40.240660 1 True \n", + " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", + " 0 0.000908 0.313421 2 True \n", + " 1 0.000962 0.303215 3 True \n", + " 2 0.256630 301.140906 1 True \n", + " 3 0.541939 118.038357 2 True \n", + " 4 0.151965 19.534193 2 True \n", + " 5 0.316581 25.880177 2 True \n", + " 6 0.615625 26.351382 2 True \n", + " 7 0.598073 14.470695 1 True \n", + " 8 1.506325 55.661121 1 True \n", + " 9 0.175897 20.703517 1 True \n", " \n", - " fit_order \n", - " 0 14 \n", - " 1 11 \n", - " 2 13 \n", - " 3 10 \n", - " 4 12 \n", - " 5 9 \n", - " 6 4 \n", - " 7 6 \n", - " 8 3 \n", - " 9 7 \n", - " 10 5 \n", - " 11 2 \n", - " 12 1 \n", - " 13 8 }" + " fit_order \n", + " 0 5 \n", + " 1 10 \n", + " 2 3 \n", + " 3 8 \n", + " 4 6 \n", + " 5 9 \n", + " 6 7 \n", + " 7 2 \n", + " 8 4 \n", + " 9 1 }" ] }, - "execution_count": 17, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -2840,7 +3231,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 65, "metadata": { "tags": [] }, @@ -2851,7 +3242,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 66, "metadata": { "tags": [] }, @@ -2859,15 +3250,15 @@ { "data": { "text/plain": [ - "0 15.510593\n", - "1 11.179731\n", - "2 10.115341\n", - "3 8.983709\n", - "4 7.940192\n", + "0 12.913784\n", + "1 -0.815714\n", + "2 -3.389142\n", + "3 -2.133766\n", + "4 -1.555919\n", "Name: count, dtype: float32" ] }, - "execution_count": 20, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -2878,16 +3269,27 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Series([], Name: count, dtype: float32)" + "1 -0.815714\n", + "2 -3.389142\n", + "3 -2.133766\n", + "4 -1.555919\n", + "27 -7.661560\n", + " ... \n", + "5312 -6.025403\n", + "5336 -3.447072\n", + "6116 -1.830126\n", + "6260 -0.110300\n", + "6451 -8.160258\n", + "Name: count, Length: 129, dtype: float32" ] }, - "execution_count": 21, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -2899,7 +3301,40 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 68, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "predictions_new_hpo = predictions_new_hpo.clip(lower=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], Name: count, dtype: float32)" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictions_new_hpo[predictions_new_hpo.values<0]" + ] + }, + { + "cell_type": "code", + "execution_count": 70, "metadata": { "tags": [] }, @@ -2910,7 +3345,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -2921,14 +3356,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 389kB/s]\n", + "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 222kB/s]\n", "Successfully submitted to Bike Sharing Demand" ] } @@ -2939,7 +3374,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -2948,10 +3383,10 @@ "text": [ "fileName date description status publicScore privateScore \n", "--------------------------- ------------------- --------------------------------- -------- ----------- ------------ \n", - "submission_new_hpo.csv 2023-06-02 23:23:45 new features with hyperparameters complete 0.67535 0.67535 \n", - "submission_new_features.csv 2023-06-01 16:55:44 new features complete 0.67235 0.67235 \n", - "submission.csv 2023-06-01 14:50:37 first raw submission complete 1.79120 1.79120 \n", - "submission.csv 2023-06-01 10:25:57 first raw submission complete 1.79022 1.79022 \n" + "submission_new_hpo.csv 2023-06-06 14:32:39 new features with hyperparameters complete 0.54569 0.54569 \n", + "submission_new_hpo.csv 2023-06-06 14:00:32 new features with hyperparameters complete 0.57342 0.57342 \n", + "submission_new_features.csv 2023-06-06 09:37:32 new features complete 0.67108 0.67108 \n", + "submission.csv 2023-06-06 09:18:29 first raw submission complete 1.79318 1.79318 \n" ] } ], @@ -2963,7 +3398,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### New Score of `?`" + "#### New Score of `0.54569`" ] }, { diff --git a/project/report-template.md b/project/report-template.md index c3ba23b..ca7944a 100644 --- a/project/report-template.md +++ b/project/report-template.md @@ -7,11 +7,15 @@ TODO: Add your explanation Kaggle rejects negative score values, hence, the negative values was set to zero before submission ### What was the top ranked model that performed? -TODO: Add your explanationThe top ranked model that performed is the .... with a score of +TODO: Add your explanation +The top ranked model that performed is the "WeightedEnsemble_L3" with a score of ## Exploratory data analysis and feature creation ### What did the exploratory analysis find and how did you add additional features? TODO: Add your explanation +The temp and atemp features are almost perfectly skewed, indicating that the temperature range is almost the same all through the week. +The causal users, windspeed, registered and count columns are left-skewed. This is an indicator that do not have particular periods of the day to lend a bike. + ### How much better did your model preform after adding additional features and why do you think that is? TODO: Add your explanation From a6bd5ead6f2b0b3689ac0494dce6732a4d15e81c Mon Sep 17 00:00:00 2001 From: John Ajayi Date: Thu, 8 Jun 2023 14:47:12 +0100 Subject: [PATCH 5/9] tune param; add table --- project/project-template.ipynb | 156 +++++++++++++++++++++++++++++++-- project/report-template.md | 8 +- 2 files changed, 156 insertions(+), 8 deletions(-) diff --git a/project/project-template.ipynb b/project/project-template.ipynb index 828b683..badca37 100644 --- a/project/project-template.ipynb +++ b/project/project-template.ipynb @@ -2911,6 +2911,23 @@ "# }\n" ] }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# hyperparameters = {'CAT': {'depth':8, 'l2_leaf_reg':10},\n", + "# 'XGB':{'objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03},\n", + "# 'GBM':{'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32}\n", + "# }\n", + "\n", + "# hyperparameters = {'CAT': {'depth':8, 'l2_leaf_reg':10},\n", + "# 'XGB':{'objective':'reg:pseudohubererror', 'eval_metric':'rmse'},\n", + "# 'GBM':{'objective':'regression_l1', 'num_boost_round':100, 'num_leaves':50}\n", + "# }" + ] + }, { "cell_type": "code", "execution_count": null, @@ -3028,9 +3045,8 @@ ], "source": [ "hyperparameters = {'CAT': {'depth':8, 'l2_leaf_reg':10},\n", - " 'XGB':{'objective':'reg:pseudohubererror', 'eval_metric':'rmse'},\n", - " 'GBM':{'objective':'regression_l1', 'num_boost_round':100, 'num_leaves':50},\n", - " 'RF':{}\n", + " 'XGB':{'objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03},\n", + " 'GBM':{'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32}\n", " }\n", "\n", "hyperparameter_tune_kwargs = {}\n", @@ -3431,6 +3447,127 @@ "fig.savefig('model_train_score.png')" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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modelCATXGBGBMscore
0initialdefaultdefaultdefault1.79318
1add_featuresdefaultdefaultdefault0.45053
2hpo'depth':8, 'l2_leaf_reg':10''objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=320.54569
\n", + "
" + ], + "text/plain": [ + " model CAT \\\n", + "0 initial default \n", + "1 add_features default \n", + "2 hpo 'depth':8, 'l2_leaf_reg':10' \n", + "\n", + " XGB \\\n", + "0 default \n", + "1 default \n", + "2 'objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03 \n", + "\n", + " GBM \\\n", + "0 default \n", + "1 default \n", + "2 'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32 \n", + "\n", + " score \n", + "0 1.79318 \n", + "1 0.45053 \n", + "2 0.54569 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Take the 3 kaggle scores and creating a line plot to show improvement\n", + "fig = pd.DataFrame(\n", + " {\n", + " \"model\": [\"initial\", \"add_features\", \"hpo\"],\n", + " \"CAT\": ['default','default',\"'depth':8, 'l2_leaf_reg':10'\"],\n", + " \"XGB\": ['default', 'default', \"'objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03\"],\n", + " \"GBM\": ['default', 'default', \"'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32\"],\n", + " \"score\": [1.79318, 0.45053, 0.54569]\n", + " }\n", + ")\n", + "\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "# # Format the heading\n", + "# heading_style = [\n", + "# {\"selector\": \"th\", \"props\": [(\"text-align\", \"center\"), (\"font-weight\", \"bold\")]}\n", + "# ]\n", + "# styled_fig = fig.style.set_table_styles(heading_style)\n", + "\n", + "fig" + ] + }, { "cell_type": "code", "execution_count": null, @@ -4049,9 +4186,9 @@ ], "instance_type": "ml.t3.medium", "kernelspec": { - "display_name": "Python 3 (MXNet 1.8 Python 3.7 CPU Optimized)", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "python3__SAGEMAKER_INTERNAL__arn:aws:sagemaker:us-east-1:081325390199:image/mxnet-1.8-cpu-py37-ubuntu16.04-v1" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -4063,7 +4200,14 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.10" + "version": "3.9.12" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } } }, "nbformat": 4, diff --git a/project/report-template.md b/project/report-template.md index ca7944a..b46aa71 100644 --- a/project/report-template.md +++ b/project/report-template.md @@ -8,21 +8,25 @@ Kaggle rejects negative score values, hence, the negative values was set to zero ### What was the top ranked model that performed? TODO: Add your explanation -The top ranked model that performed is the "WeightedEnsemble_L3" with a score of +The top ranked model that performed is the "WeightedEnsemble_L3" with a score of and RMSE value of -52.55. RMSE evaluation metric was used. Hence, the lower the error, the better the model. ## Exploratory data analysis and feature creation ### What did the exploratory analysis find and how did you add additional features? TODO: Add your explanation The temp and atemp features are almost perfectly skewed, indicating that the temperature range is almost the same all through the week. The causal users, windspeed, registered and count columns are left-skewed. This is an indicator that do not have particular periods of the day to lend a bike. - +The other columns are simply discrete values ### How much better did your model preform after adding additional features and why do you think that is? TODO: Add your explanation +After adding additional features, the model inproved significantly. This included also converting certain features to categorical variables. +From an initial RMSE value of -52 to RMSE value of -33.7124. Also, the kaggle score improved from ... to ... ## Hyper parameter tuning ### How much better did your model preform after trying different hyper parameters? TODO: Add your explanation +Tuning of some of the hyerparameters also improved the model's performace +Some of the hyperparameters that were tuned included ### If you were given more time with this dataset, where do you think you would spend more time? TODO: Add your explanation From 9dbcf330586bde626d14450f98eaf2cdac99daa8 Mon Sep 17 00:00:00 2001 From: John Date: Thu, 8 Jun 2023 15:01:05 +0000 Subject: [PATCH 6/9] complete code --- project/model_test_score.png | Bin 0 -> 14122 bytes project/submission.csv | 6494 +++++++++++++++ project/submission_new_features.csv | 6494 +++++++++++++++ project/submission_new_hpo.csv | 6494 +++++++++++++++ project/test.csv | 6494 +++++++++++++++ project/train.csv | 10887 ++++++++++++++++++++++++++ 6 files changed, 36863 insertions(+) create mode 100644 project/model_test_score.png create mode 100644 project/submission.csv create mode 100644 project/submission_new_features.csv create mode 100644 project/submission_new_hpo.csv create mode 100644 project/test.csv create mode 100644 project/train.csv diff --git a/project/model_test_score.png b/project/model_test_score.png new file mode 100644 index 0000000000000000000000000000000000000000..5f479bebdf8b354a59c757227998c258e18632e1 GIT binary patch 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project/AutogluonModels/ag-20230608_141257/SummaryOfModels.html diff --git a/project/AutogluonModels/ag-20230608_141257/SummaryOfModels.html b/project/AutogluonModels/ag-20230608_141257/SummaryOfModels.html new file mode 100644 index 0000000..3291560 --- /dev/null +++ b/project/AutogluonModels/ag-20230608_141257/SummaryOfModels.html @@ -0,0 +1,85 @@ + + + + + + + + + + + Models produced during fit() + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + \ No newline at end of file From 67458fe6c72c08ea5b62d7a4f69ea6a6a94ea4be Mon Sep 17 00:00:00 2001 From: John Date: Sat, 10 Jun 2023 16:23:08 +0000 Subject: [PATCH 8/9] add test_eval graph --- .../report-template-checkpoint.md | 12 +- .../ag-20230608_141257/SummaryOfModels.html | 85 - project/model_test_score.png | Bin 14122 -> 13807 bytes project/project-template.ipynb | 2271 ++- project/report-template.md | 8 +- project/submission.csv | 12986 ++++++++-------- project/submission_new_features.csv | 12986 ++++++++-------- project/submission_new_hpo.csv | 12986 ++++++++-------- 8 files changed, 20543 insertions(+), 20791 deletions(-) delete mode 100644 project/AutogluonModels/ag-20230608_141257/SummaryOfModels.html diff --git a/project/.ipynb_checkpoints/report-template-checkpoint.md b/project/.ipynb_checkpoints/report-template-checkpoint.md index c3ba23b..14cc771 100644 --- a/project/.ipynb_checkpoints/report-template-checkpoint.md +++ b/project/.ipynb_checkpoints/report-template-checkpoint.md @@ -7,21 +7,31 @@ TODO: Add your explanation Kaggle rejects negative score values, hence, the negative values was set to zero before submission ### What was the top ranked model that performed? -TODO: Add your explanationThe top ranked model that performed is the .... with a score of +TODO: Add your explanation +The top ranked model that performed is the "WeightedEnsemble_L3" with a score of and RMSE value of -53.055. RMSE evaluation metric was used. Hence, the lower the error, the better the model. ## Exploratory data analysis and feature creation ### What did the exploratory analysis find and how did you add additional features? TODO: Add your explanation +The temp and atemp features are almost perfectly skewed, indicating that the temperature range is almost the same all through the week. +The causal users, windspeed, registered and count columns are left-skewed. This is an indicator that do not have particular periods of the day to lend a bike. +The other columns are simply discrete values ### How much better did your model preform after adding additional features and why do you think that is? TODO: Add your explanation +After adding additional features, the model inproved significantly. This included also converting certain features to categorical variables. +From an initial RMSE value of -53 to RMSE value of -30.1837. Also, the kaggle score improved from 1.79030 to 0.67749 ## Hyper parameter tuning ### How much better did your model preform after trying different hyper parameters? TODO: Add your explanation +Tuning of some of the hyerparameters also improved the model's performace +Some of the hyperparameters that were tuned included the 'number of boost rounds', 'learning rate', 'num_leaves', 'max_depth' +The hyperparameter tuning moved the model from a previous RMSE value of -30 to -32.78335 though with a significant increase in the kaggle score wwhich went from 0.67749 to 0.44964. This is probably an indication of the required metric needed for evaluating the model. ### If you were given more time with this dataset, where do you think you would spend more time? TODO: Add your explanation +Given more time with this dataset, I would focus on how working more on the feature engineering and also on the hyperparameter tuning. These two tends to have a significant effect on the model's performance. ### Create a table with the models you ran, the hyperparameters modified, and the kaggle score. |model|hpo1|hpo2|hpo3|score| diff --git a/project/AutogluonModels/ag-20230608_141257/SummaryOfModels.html b/project/AutogluonModels/ag-20230608_141257/SummaryOfModels.html deleted file mode 100644 index 3291560..0000000 --- a/project/AutogluonModels/ag-20230608_141257/SummaryOfModels.html +++ /dev/null @@ -1,85 +0,0 @@ - - - - - - - - - - - Models produced during fit() - - - - - - - - - - - - - - - - - - - - - - - -
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" Attempting uninstall: importlib-metadata\n", - " Found existing installation: importlib-metadata 4.8.2\n", - " Uninstalling importlib-metadata-4.8.2:\n", - " Successfully uninstalled importlib-metadata-4.8.2\n", - " Attempting uninstall: gluoncv\n", - " Found existing installation: gluoncv 0.8.0\n", - " Uninstalling gluoncv-0.8.0:\n", - " Successfully uninstalled gluoncv-0.8.0\n", - "Successfully installed Pillow-9.4.0 PyWavelets-1.3.0 absl-py-1.4.0 accelerate-0.13.2 aiohttp-3.8.4 aiosignal-1.3.1 albumentations-1.1.0 antlr4-python3-runtime-4.8 async-timeout-4.0.2 asynctest-0.13.0 autocfg-0.0.8 autogluon-0.6.2 autogluon.common-0.6.2 autogluon.core-0.6.2 autogluon.features-0.6.2 autogluon.multimodal-0.6.2 autogluon.tabular-0.6.2 autogluon.text-0.6.2 autogluon.timeseries-0.6.2 autogluon.vision-0.6.2 blis-0.7.9 cachetools-5.3.1 catalogue-2.0.8 catboost-1.1.1 charset-normalizer-3.1.0 click-8.0.4 confection-0.0.4 cymem-2.0.7 dask-2021.11.2 datasets-2.12.0 defusedxml-0.7.1 deprecated-1.2.14 distlib-0.3.6 distributed-2021.11.2 evaluate-0.3.0 fairscale-0.4.6 fastai-2.7.12 fastcore-1.5.29 fastdownload-0.0.7 fastprogress-1.0.3 filelock-3.12.0 frozenlist-1.3.3 future-0.18.3 gluoncv-0.10.5.post0 gluonts-0.11.12 google-auth-2.19.1 google-auth-oauthlib-0.4.6 grpcio-1.43.0 heapdict-1.0.1 huggingface-hub-0.15.1 hyperopt-0.2.7 importlib-metadata-6.6.0 importlib-resources-5.12.0 jsonschema-4.8.0 langcodes-3.3.0 lightgbm-3.3.5 locket-1.0.0 markdown-3.4.3 markdown-it-py-2.2.0 mdurl-0.1.2 model-index-0.1.11 msgpack-1.0.5 multidict-6.0.4 murmurhash-1.0.9 nlpaug-1.1.10 nltk-3.8.1 nptyping-1.4.4 numpy-1.21.6 oauthlib-3.2.2 omegaconf-2.1.2 opencv-python-headless-4.7.0.72 openmim-0.2.1 ordered-set-4.1.0 partd-1.4.0 pathy-0.10.1 patsy-0.5.3 platformdirs-3.1.1 pmdarima-1.8.5 preshed-3.0.8 py4j-0.10.9.7 pyDeprecate-0.3.2 pyarrow-12.0.0 pyasn1-modules-0.3.0 pydantic-1.10.8 pyrsistent-0.19.3 pytorch-lightning-1.7.7 pytorch-metric-learning-1.3.2 qudida-0.0.4 ray-2.0.1 regex-2023.6.3 requests-oauthlib-1.3.1 responses-0.18.0 rich-13.4.1 scikit-image-0.19.3 scipy-1.7.3 sentencepiece-0.1.99 seqeval-1.2.2 sktime-0.13.4 smart-open-5.2.1 sortedcontainers-2.4.0 spacy-3.5.3 spacy-legacy-3.0.12 spacy-loggers-1.0.4 srsly-2.4.6 statsmodels-0.13.5 tbats-1.1.3 tblib-1.7.0 tensorboard-2.11.2 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorboardX-2.6 text-unidecode-1.3 thinc-8.1.10 tifffile-2021.11.2 timm-0.6.13 tokenizers-0.13.3 toolz-0.12.0 torch-1.12.1 torchmetrics-0.8.2 torchtext-0.13.1 torchvision-0.13.1 tqdm-4.65.0 transformers-4.23.1 typer-0.7.0 typing-extensions-4.4.0 typish-1.9.3 virtualenv-20.21.1 wasabi-1.1.1 wrapt-1.15.0 xgboost-1.6.2 xxhash-3.2.0 yacs-0.1.8 yarl-1.9.2 zict-2.2.0\n", + "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard>=2.9.1->pytorch-lightning<1.8.0,>=1.7.4->autogluon.multimodal==0.6.2->autogluon) (3.2.2)\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", "\u001b[0m" ] @@ -686,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "metadata": { "tags": [] }, @@ -695,21 +351,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Collecting kaggle\n", - " Using cached kaggle-1.5.13-py3-none-any.whl\n", + "Requirement already satisfied: kaggle in /usr/local/lib/python3.7/site-packages (1.5.13)\n", "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/site-packages (from kaggle) (1.16.0)\n", "Requirement already satisfied: certifi in /usr/local/lib/python3.7/site-packages (from kaggle) (2021.10.8)\n", "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/site-packages (from kaggle) (2.8.0)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.7/site-packages (from kaggle) (2.22.0)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/site-packages (from kaggle) (4.65.0)\n", - "Collecting python-slugify (from kaggle)\n", - " Using cached python_slugify-8.0.1-py2.py3-none-any.whl (9.7 kB)\n", + "Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/site-packages (from kaggle) (8.0.1)\n", "Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/site-packages (from kaggle) (1.25.11)\n", "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/site-packages (from python-slugify->kaggle) (1.3)\n", "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.7/site-packages (from requests->kaggle) (3.0.4)\n", "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.7/site-packages (from requests->kaggle) (2.8)\n", - "Installing collected packages: python-slugify, kaggle\n", - "Successfully installed kaggle-1.5.13 python-slugify-8.0.1\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", "\u001b[0m" ] @@ -728,8 +380,10 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, + "execution_count": 18, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# create the .kaggle directory and an empty kaggle.json file\n", @@ -740,8 +394,10 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 19, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# Fill in your user name and key from creating the kaggle account and API token file\n", @@ -776,8 +432,10 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, + "execution_count": 20, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -800,18 +458,11 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.7/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "execution_count": 21, + "metadata": { + "tags": [] + }, + "outputs": [], "source": [ "import pandas as pd\n", "from autogluon.tabular import TabularPredictor" @@ -819,8 +470,10 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, + "execution_count": 22, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -953,7 +606,7 @@ "4 75 0.0 0 1 1 " ] }, - "execution_count": 8, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -967,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 23, "metadata": { "tags": [] }, @@ -1004,8 +657,10 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, + "execution_count": 24, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -1190,7 +845,7 @@ "max 977.000000 " ] }, - "execution_count": 10, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1202,8 +857,10 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, + "execution_count": 25, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -1318,7 +975,7 @@ "4 56 11.0014 " ] }, - "execution_count": 11, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1331,8 +988,10 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, + "execution_count": 26, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -1398,7 +1057,7 @@ "4 2011-01-20 04:00:00 0" ] }, - "execution_count": 12, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1430,7 +1089,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 27, "metadata": { "tags": [] }, @@ -1439,12 +1098,11 @@ "data": { "text/plain": [ "Index(['datetime', 'season', 'holiday', 'workingday', 'weather', 'temp',\n", - " 'atemp', 'humidity', 'windspeed', 'casual', 'registered', 'count',\n", - " 'year', 'month', 'day', 'hour'],\n", + " 'atemp', 'humidity', 'windspeed', 'casual', 'registered', 'count'],\n", " dtype='object')" ] }, - "execution_count": 43, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1455,23 +1113,25 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, + "execution_count": 28, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "No path specified. Models will be saved in: \"AutogluonModels/ag-20230606_090740/\"\n", + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230610_150121/\"\n", "Presets specified: ['best_quality']\n", "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", "Beginning AutoGluon training ... Time limit = 600s\n", - "AutoGluon will save models to \"AutogluonModels/ag-20230606_090740/\"\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230610_150121/\"\n", "AutoGluon Version: 0.6.2\n", "Python Version: 3.7.10\n", "Operating System: Linux\n", "Platform Machine: x86_64\n", - "Platform Version: #1 SMP Tue Apr 25 15:24:19 UTC 2023\n", + "Platform Version: #1 SMP Thu May 4 09:55:30 UTC 2023\n", "Train Data Rows: 10886\n", "Train Data Columns: 11\n", "Label Column: count\n", @@ -1482,7 +1142,7 @@ "Using Feature Generators to preprocess the data ...\n", "Dropping user-specified ignored columns: ['casual', 'registered']\n", "Fitting AutoMLPipelineFeatureGenerator...\n", - "\tAvailable Memory: 3013.44 MB\n", + "\tAvailable Memory: 2550.39 MB\n", "\tTrain Data (Original) Memory Usage: 0.78 MB (0.0% of available memory)\n", "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", "\tStage 1 Generators:\n", @@ -1506,83 +1166,83 @@ "\t\t('int', []) : 3 | ['season', 'weather', 'humidity']\n", "\t\t('int', ['bool']) : 2 | ['holiday', 'workingday']\n", "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "\t0.4s = Fit runtime\n", + "\t0.3s = Fit runtime\n", "\t9 features in original data used to generate 13 features in processed data.\n", "\tTrain Data (Processed) Memory Usage: 0.98 MB (0.0% of available memory)\n", - "Data preprocessing and feature engineering runtime = 0.44s ...\n", + "Data preprocessing and feature engineering runtime = 0.4s ...\n", "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", "\tTo change this, specify the eval_metric parameter of Predictor()\n", "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", "Fitting 11 L1 models ...\n", - "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.6s of the 599.55s of remaining time.\n", + "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.63s of the 599.57s of remaining time.\n", "\t-101.5462\t = Validation score (-root_mean_squared_error)\n", - "\t0.03s\t = Training runtime\n", + "\t0.04s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 394.74s of the 594.69s of remaining time.\n", + "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 399.22s of the 599.16s of remaining time.\n", "\t-84.1251\t = Validation score (-root_mean_squared_error)\n", - "\t0.04s\t = Training runtime\n", + "\t0.05s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 394.34s of the 594.28s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 398.8s of the 598.74s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-131.4609\t = Validation score (-root_mean_squared_error)\n", - "\t66.73s\t = Training runtime\n", - "\t12.45s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L1 ... Training model for up to 315.17s of the 515.12s of remaining time.\n", + "\t65.98s\t = Training runtime\n", + "\t7.34s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 326.62s of the 526.57s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-131.0542\t = Validation score (-root_mean_squared_error)\n", - "\t29.22s\t = Training runtime\n", - "\t1.51s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 280.83s of the 480.78s of remaining time.\n", + "\t29.96s\t = Training runtime\n", + "\t1.36s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 292.17s of the 492.12s of remaining time.\n", "\t-116.5443\t = Validation score (-root_mean_squared_error)\n", - "\t10.87s\t = Training runtime\n", - "\t0.53s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L1 ... Training model for up to 266.64s of the 466.59s of remaining time.\n", + "\t11.32s\t = Training runtime\n", + "\t0.55s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L1 ... Training model for up to 277.54s of the 477.49s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-130.5463\t = Validation score (-root_mean_squared_error)\n", - "\t200.75s\t = Training runtime\n", - "\t0.1s\t = Validation runtime\n", - "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 62.17s of the 262.12s of remaining time.\n", + "\t-130.5332\t = Validation score (-root_mean_squared_error)\n", + "\t205.54s\t = Training runtime\n", + "\t0.09s\t = Validation runtime\n", + "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 68.04s of the 267.99s of remaining time.\n", "\t-124.5881\t = Validation score (-root_mean_squared_error)\n", - "\t4.97s\t = Training runtime\n", + "\t5.15s\t = Training runtime\n", "\t0.52s\t = Validation runtime\n", - "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 53.97s of the 253.92s of remaining time.\n", + "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 59.61s of the 259.55s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-138.4973\t = Validation score (-root_mean_squared_error)\n", - "\t69.5s\t = Training runtime\n", - "\t0.75s\t = Validation runtime\n", + "\t-138.0208\t = Validation score (-root_mean_squared_error)\n", + "\t73.54s\t = Training runtime\n", + "\t0.58s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 180.46s of remaining time.\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 181.91s of remaining time.\n", "\t-84.1251\t = Validation score (-root_mean_squared_error)\n", - "\t0.49s\t = Training runtime\n", + "\t0.73s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", "Fitting 9 L2 models ...\n", - "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 179.89s of the 179.87s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 181.1s of the 181.08s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-60.2799\t = Validation score (-root_mean_squared_error)\n", - "\t56.99s\t = Training runtime\n", + "\t-60.2769\t = Validation score (-root_mean_squared_error)\n", + "\t54.07s\t = Training runtime\n", "\t3.28s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L2 ... Training model for up to 117.85s of the 117.83s of remaining time.\n", + "Fitting model: LightGBM_BAG_L2 ... Training model for up to 122.01s of the 121.99s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-54.9548\t = Validation score (-root_mean_squared_error)\n", - "\t25.53s\t = Training runtime\n", - "\t0.25s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 88.43s of the 88.41s of remaining time.\n", - "\t-53.3124\t = Validation score (-root_mean_squared_error)\n", - "\t26.91s\t = Training runtime\n", - "\t0.62s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L2 ... Training model for up to 58.34s of the 58.32s of remaining time.\n", + "\t-55.2404\t = Validation score (-root_mean_squared_error)\n", + "\t24.03s\t = Training runtime\n", + "\t0.23s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 93.84s of the 93.82s of remaining time.\n", + "\t-53.4071\t = Validation score (-root_mean_squared_error)\n", + "\t27.12s\t = Training runtime\n", + "\t0.6s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L2 ... Training model for up to 63.64s of the 63.62s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-55.6457\t = Validation score (-root_mean_squared_error)\n", - "\t61.38s\t = Training runtime\n", - "\t0.06s\t = Validation runtime\n", + "\t-55.5322\t = Validation score (-root_mean_squared_error)\n", + "\t62.49s\t = Training runtime\n", + "\t0.05s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -7.03s of remaining time.\n", - "\t-53.0067\t = Validation score (-root_mean_squared_error)\n", - "\t0.29s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -2.89s of remaining time.\n", + "\t-53.0956\t = Validation score (-root_mean_squared_error)\n", + "\t0.28s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", - "AutoGluon training complete, total runtime = 607.53s ... Best model: \"WeightedEnsemble_L3\"\n", - "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230606_090740/\")\n" + "AutoGluon training complete, total runtime = 603.36s ... Best model: \"WeightedEnsemble_L3\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230610_150121/\")\n" ] } ], @@ -1603,8 +1263,10 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, + "execution_count": 29, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -1613,23 +1275,23 @@ "*** Summary of fit() ***\n", "Estimated performance of each model:\n", " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", - "0 WeightedEnsemble_L3 -53.006748 20.282552 553.215482 0.000866 0.292937 3 True 14\n", - "1 RandomForestMSE_BAG_L2 -53.312423 16.686597 409.027540 0.622353 26.909505 2 True 12\n", - "2 LightGBM_BAG_L2 -54.954763 16.314069 407.649344 0.249825 25.531309 2 True 11\n", - "3 CatBoost_BAG_L2 -55.645748 16.127766 443.495689 0.063523 61.377654 2 True 13\n", - "4 LightGBMXT_BAG_L2 -60.279938 19.345985 439.104077 3.281741 56.986042 2 True 10\n", - "5 KNeighborsDist_BAG_L1 -84.125061 0.104862 0.038504 0.104862 0.038504 1 True 2\n", - "6 WeightedEnsemble_L2 -84.125061 0.105720 0.530979 0.000857 0.492475 2 True 9\n", - "7 KNeighborsUnif_BAG_L1 -101.546199 0.104019 0.033848 0.104019 0.033848 1 True 1\n", - "8 RandomForestMSE_BAG_L1 -116.544294 0.534664 10.873742 0.534664 10.873742 1 True 5\n", - "9 ExtraTreesMSE_BAG_L1 -124.588053 0.519107 4.969175 0.519107 4.969175 1 True 7\n", - "10 CatBoost_BAG_L1 -130.546293 0.095183 200.753733 0.095183 200.753733 1 True 6\n", - "11 LightGBM_BAG_L1 -131.054162 1.505507 29.215064 1.505507 29.215064 1 True 4\n", - "12 LightGBMXT_BAG_L1 -131.460909 12.451741 66.733440 12.451741 66.733440 1 True 3\n", - "13 NeuralNetFastAI_BAG_L1 -138.497276 0.749160 69.500528 0.749160 69.500528 1 True 8\n", + "0 WeightedEnsemble_L3 -53.095605 14.794157 559.550324 0.000841 0.281876 3 True 14\n", + "1 RandomForestMSE_BAG_L2 -53.407067 11.236899 418.685988 0.599719 27.117111 2 True 12\n", + "2 LightGBM_BAG_L2 -55.240397 10.865161 415.596815 0.227982 24.027938 2 True 11\n", + "3 CatBoost_BAG_L2 -55.532212 10.685670 454.055712 0.048490 62.486835 2 True 13\n", + "4 LightGBMXT_BAG_L2 -60.276886 13.917125 445.636564 3.279945 54.067687 2 True 10\n", + "5 KNeighborsDist_BAG_L1 -84.125061 0.103840 0.046728 0.103840 0.046728 1 True 2\n", + "6 WeightedEnsemble_L2 -84.125061 0.104671 0.774407 0.000831 0.727679 2 True 9\n", + "7 KNeighborsUnif_BAG_L1 -101.546199 0.103055 0.036968 0.103055 0.036968 1 True 1\n", + "8 RandomForestMSE_BAG_L1 -116.544294 0.547961 11.315352 0.547961 11.315352 1 True 5\n", + "9 ExtraTreesMSE_BAG_L1 -124.588053 0.519948 5.148865 0.519948 5.148865 1 True 7\n", + "10 CatBoost_BAG_L1 -130.533194 0.089123 205.544124 0.089123 205.544124 1 True 6\n", + "11 LightGBM_BAG_L1 -131.054162 1.356436 29.958687 1.356436 29.958687 1 True 4\n", + "12 LightGBMXT_BAG_L1 -131.460909 7.337149 65.975453 7.337149 65.975453 1 True 3\n", + "13 NeuralNetFastAI_BAG_L1 -138.020805 0.579667 73.542699 0.579667 73.542699 1 True 8\n", "Number of models trained: 14\n", "Types of models trained:\n", - "{'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_CatBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_XT', 'StackerEnsembleModel_KNN'}\n", + "{'StackerEnsembleModel_LGB', 'StackerEnsembleModel_KNN', 'StackerEnsembleModel_CatBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_XT'}\n", "Bagging used: True (with 8 folds)\n", "Multi-layer stack-ensembling used: True (with 3 levels)\n", "Feature Metadata (Processed):\n", @@ -1638,7 +1300,7 @@ "('int', []) : 3 | ['season', 'weather', 'humidity']\n", "('int', ['bool']) : 2 | ['holiday', 'workingday']\n", "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "Plot summary of models saved to file: AutogluonModels/ag-20230606_090740/SummaryOfModels.html\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230610_150121/SummaryOfModels.html\n", "*** End of fit() summary ***\n" ] }, @@ -1664,58 +1326,58 @@ " 'LightGBMXT_BAG_L1': -131.46090891834504,\n", " 'LightGBM_BAG_L1': -131.054161598899,\n", " 'RandomForestMSE_BAG_L1': -116.54429428704391,\n", - " 'CatBoost_BAG_L1': -130.54629293976882,\n", + " 'CatBoost_BAG_L1': -130.5331939673838,\n", " 'ExtraTreesMSE_BAG_L1': -124.58805258915959,\n", - " 'NeuralNetFastAI_BAG_L1': -138.4972763275374,\n", + " 'NeuralNetFastAI_BAG_L1': -138.02080468639514,\n", " 'WeightedEnsemble_L2': -84.12506123181602,\n", - " 'LightGBMXT_BAG_L2': -60.279937610640005,\n", - " 'LightGBM_BAG_L2': -54.95476316980088,\n", - " 'RandomForestMSE_BAG_L2': -53.31242343303164,\n", - " 'CatBoost_BAG_L2': -55.64574751347999,\n", - " 'WeightedEnsemble_L3': -53.00674829031826},\n", + " 'LightGBMXT_BAG_L2': -60.27688589870417,\n", + " 'LightGBM_BAG_L2': -55.24039658173241,\n", + " 'RandomForestMSE_BAG_L2': -53.40706694439011,\n", + " 'CatBoost_BAG_L2': -55.53221171882811,\n", + " 'WeightedEnsemble_L3': -53.09560483405584},\n", " 'model_best': 'WeightedEnsemble_L3',\n", - " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230606_090740/models/KNeighborsUnif_BAG_L1/',\n", - " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230606_090740/models/KNeighborsDist_BAG_L1/',\n", - " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230606_090740/models/LightGBMXT_BAG_L1/',\n", - " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230606_090740/models/LightGBM_BAG_L1/',\n", - " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230606_090740/models/RandomForestMSE_BAG_L1/',\n", - " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230606_090740/models/CatBoost_BAG_L1/',\n", - " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230606_090740/models/ExtraTreesMSE_BAG_L1/',\n", - " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230606_090740/models/NeuralNetFastAI_BAG_L1/',\n", - " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230606_090740/models/WeightedEnsemble_L2/',\n", - " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230606_090740/models/LightGBMXT_BAG_L2/',\n", - " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230606_090740/models/LightGBM_BAG_L2/',\n", - " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230606_090740/models/RandomForestMSE_BAG_L2/',\n", - " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230606_090740/models/CatBoost_BAG_L2/',\n", - " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230606_090740/models/WeightedEnsemble_L3/'},\n", - " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.033847808837890625,\n", - " 'KNeighborsDist_BAG_L1': 0.03850436210632324,\n", - " 'LightGBMXT_BAG_L1': 66.73344016075134,\n", - " 'LightGBM_BAG_L1': 29.21506381034851,\n", - " 'RandomForestMSE_BAG_L1': 10.87374210357666,\n", - " 'CatBoost_BAG_L1': 200.75373339653015,\n", - " 'ExtraTreesMSE_BAG_L1': 4.969175100326538,\n", - " 'NeuralNetFastAI_BAG_L1': 69.50052833557129,\n", - " 'WeightedEnsemble_L2': 0.4924747943878174,\n", - " 'LightGBMXT_BAG_L2': 56.98604226112366,\n", - " 'LightGBM_BAG_L2': 25.531309127807617,\n", - " 'RandomForestMSE_BAG_L2': 26.909504890441895,\n", - " 'CatBoost_BAG_L2': 61.37765383720398,\n", - " 'WeightedEnsemble_L3': 0.2929372787475586},\n", - " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.1040194034576416,\n", - " 'KNeighborsDist_BAG_L1': 0.10486245155334473,\n", - " 'LightGBMXT_BAG_L1': 12.451740741729736,\n", - " 'LightGBM_BAG_L1': 1.505507230758667,\n", - " 'RandomForestMSE_BAG_L1': 0.5346641540527344,\n", - " 'CatBoost_BAG_L1': 0.09518289566040039,\n", - " 'ExtraTreesMSE_BAG_L1': 0.5191068649291992,\n", - " 'NeuralNetFastAI_BAG_L1': 0.7491600513458252,\n", - " 'WeightedEnsemble_L2': 0.0008573532104492188,\n", - " 'LightGBMXT_BAG_L2': 3.281741142272949,\n", - " 'LightGBM_BAG_L2': 0.24982523918151855,\n", - " 'RandomForestMSE_BAG_L2': 0.6223528385162354,\n", - " 'CatBoost_BAG_L2': 0.0635225772857666,\n", - " 'WeightedEnsemble_L3': 0.0008661746978759766},\n", + " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/KNeighborsUnif_BAG_L1/',\n", + " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/KNeighborsDist_BAG_L1/',\n", + " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/LightGBMXT_BAG_L1/',\n", + " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/LightGBM_BAG_L1/',\n", + " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/RandomForestMSE_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/CatBoost_BAG_L1/',\n", + " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/ExtraTreesMSE_BAG_L1/',\n", + " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/NeuralNetFastAI_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230610_150121/models/WeightedEnsemble_L2/',\n", + " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230610_150121/models/LightGBMXT_BAG_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230610_150121/models/LightGBM_BAG_L2/',\n", + " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230610_150121/models/RandomForestMSE_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230610_150121/models/CatBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230610_150121/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.036968231201171875,\n", + " 'KNeighborsDist_BAG_L1': 0.04672813415527344,\n", + " 'LightGBMXT_BAG_L1': 65.97545313835144,\n", + " 'LightGBM_BAG_L1': 29.95868730545044,\n", + " 'RandomForestMSE_BAG_L1': 11.315351963043213,\n", + " 'CatBoost_BAG_L1': 205.5441243648529,\n", + " 'ExtraTreesMSE_BAG_L1': 5.148865222930908,\n", + " 'NeuralNetFastAI_BAG_L1': 73.54269886016846,\n", + " 'WeightedEnsemble_L2': 0.7276790142059326,\n", + " 'LightGBMXT_BAG_L2': 54.067686796188354,\n", + " 'LightGBM_BAG_L2': 24.0279381275177,\n", + " 'RandomForestMSE_BAG_L2': 27.11711096763611,\n", + " 'CatBoost_BAG_L2': 62.48683524131775,\n", + " 'WeightedEnsemble_L3': 0.2818760871887207},\n", + " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10305523872375488,\n", + " 'KNeighborsDist_BAG_L1': 0.10384035110473633,\n", + " 'LightGBMXT_BAG_L1': 7.337148904800415,\n", + " 'LightGBM_BAG_L1': 1.3564364910125732,\n", + " 'RandomForestMSE_BAG_L1': 0.5479607582092285,\n", + " 'CatBoost_BAG_L1': 0.08912301063537598,\n", + " 'ExtraTreesMSE_BAG_L1': 0.5199477672576904,\n", + " 'NeuralNetFastAI_BAG_L1': 0.5796668529510498,\n", + " 'WeightedEnsemble_L2': 0.0008308887481689453,\n", + " 'LightGBMXT_BAG_L2': 3.279945135116577,\n", + " 'LightGBM_BAG_L2': 0.2279815673828125,\n", + " 'RandomForestMSE_BAG_L2': 0.5997192859649658,\n", + " 'CatBoost_BAG_L2': 0.048490285873413086,\n", + " 'WeightedEnsemble_L3': 0.0008413791656494141},\n", " 'num_bag_folds': 8,\n", " 'max_stack_level': 3,\n", " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n", @@ -1780,36 +1442,36 @@ " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True}},\n", " 'leaderboard': model score_val pred_time_val fit_time \\\n", - " 0 WeightedEnsemble_L3 -53.006748 20.282552 553.215482 \n", - " 1 RandomForestMSE_BAG_L2 -53.312423 16.686597 409.027540 \n", - " 2 LightGBM_BAG_L2 -54.954763 16.314069 407.649344 \n", - " 3 CatBoost_BAG_L2 -55.645748 16.127766 443.495689 \n", - " 4 LightGBMXT_BAG_L2 -60.279938 19.345985 439.104077 \n", - " 5 KNeighborsDist_BAG_L1 -84.125061 0.104862 0.038504 \n", - " 6 WeightedEnsemble_L2 -84.125061 0.105720 0.530979 \n", - " 7 KNeighborsUnif_BAG_L1 -101.546199 0.104019 0.033848 \n", - " 8 RandomForestMSE_BAG_L1 -116.544294 0.534664 10.873742 \n", - " 9 ExtraTreesMSE_BAG_L1 -124.588053 0.519107 4.969175 \n", - " 10 CatBoost_BAG_L1 -130.546293 0.095183 200.753733 \n", - " 11 LightGBM_BAG_L1 -131.054162 1.505507 29.215064 \n", - " 12 LightGBMXT_BAG_L1 -131.460909 12.451741 66.733440 \n", - " 13 NeuralNetFastAI_BAG_L1 -138.497276 0.749160 69.500528 \n", + " 0 WeightedEnsemble_L3 -53.095605 14.794157 559.550324 \n", + " 1 RandomForestMSE_BAG_L2 -53.407067 11.236899 418.685988 \n", + " 2 LightGBM_BAG_L2 -55.240397 10.865161 415.596815 \n", + " 3 CatBoost_BAG_L2 -55.532212 10.685670 454.055712 \n", + " 4 LightGBMXT_BAG_L2 -60.276886 13.917125 445.636564 \n", + " 5 KNeighborsDist_BAG_L1 -84.125061 0.103840 0.046728 \n", + " 6 WeightedEnsemble_L2 -84.125061 0.104671 0.774407 \n", + " 7 KNeighborsUnif_BAG_L1 -101.546199 0.103055 0.036968 \n", + " 8 RandomForestMSE_BAG_L1 -116.544294 0.547961 11.315352 \n", + " 9 ExtraTreesMSE_BAG_L1 -124.588053 0.519948 5.148865 \n", + " 10 CatBoost_BAG_L1 -130.533194 0.089123 205.544124 \n", + " 11 LightGBM_BAG_L1 -131.054162 1.356436 29.958687 \n", + " 12 LightGBMXT_BAG_L1 -131.460909 7.337149 65.975453 \n", + " 13 NeuralNetFastAI_BAG_L1 -138.020805 0.579667 73.542699 \n", " \n", " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", - " 0 0.000866 0.292937 3 True \n", - " 1 0.622353 26.909505 2 True \n", - " 2 0.249825 25.531309 2 True \n", - " 3 0.063523 61.377654 2 True \n", - " 4 3.281741 56.986042 2 True \n", - " 5 0.104862 0.038504 1 True \n", - " 6 0.000857 0.492475 2 True \n", - " 7 0.104019 0.033848 1 True \n", - " 8 0.534664 10.873742 1 True \n", - " 9 0.519107 4.969175 1 True \n", - " 10 0.095183 200.753733 1 True \n", - " 11 1.505507 29.215064 1 True \n", - " 12 12.451741 66.733440 1 True \n", - " 13 0.749160 69.500528 1 True \n", + " 0 0.000841 0.281876 3 True \n", + " 1 0.599719 27.117111 2 True \n", + " 2 0.227982 24.027938 2 True \n", + " 3 0.048490 62.486835 2 True \n", + " 4 3.279945 54.067687 2 True \n", + " 5 0.103840 0.046728 1 True \n", + " 6 0.000831 0.727679 2 True \n", + " 7 0.103055 0.036968 1 True \n", + " 8 0.547961 11.315352 1 True \n", + " 9 0.519948 5.148865 1 True \n", + " 10 0.089123 205.544124 1 True \n", + " 11 1.356436 29.958687 1 True \n", + " 12 7.337149 65.975453 1 True \n", + " 13 0.579667 73.542699 1 True \n", " \n", " fit_order \n", " 0 14 \n", @@ -1828,7 +1490,7 @@ " 13 8 }" ] }, - "execution_count": 15, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1846,21 +1508,23 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, + "execution_count": 30, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ - "0 23.313961\n", - "1 41.952988\n", - "2 45.967796\n", - "3 49.486523\n", - "4 51.900227\n", + "0 24.543222\n", + "1 43.392288\n", + "2 46.508915\n", + "3 50.203327\n", + "4 52.835907\n", "Name: count, dtype: float32" ] }, - "execution_count": 16, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1870,6 +1534,41 @@ "predictions.head()" ] }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hhRfy0ksvMXLkSHbYYQeWWGKJecreb7/9uOKKK/jWt77F888/z/PPP8/w4cN55ZVXuPvuu+nbty+33norJ5xwAldeeWVLr4vjOAs/3vIvwQYbbMAtt9zCcccdx913383TTz/NBz7wAUaMGAHA0ksvTd++fbnnnns46KCDAFhnnXVYddVVZzv/HXfckYEDBwJw8803c8YZZ7Dxxhuz7bbb8sYbb/D00083LHvfffflj3/8IwBXXHEFe++9NxAeQPvssw/rr78+X/nKV+Z6O3Acx6nhLf8SrLXWWkyYMIEbbriBk046iVGjRvVYo9iqNzOuvPJK1l577fl+b9CgQSy33HJMnjyZyy+/nJ///OcAnHzyyWy33XZcddVVPPnkk2y77bY9rpPjOJ1PRzn/Vk/NfO655xg4cCAHHXQQAwYM4LzzzuP5559n7NixjBgxglmzZtG/f3+23nprLr30UkaNGsVjjz3G008/zdprr82ECRPm0hs9ejTnnnsu5557LpKYOHEiw4YN67L8/fbbjzPPPJOXX36ZDTfcEAgt/0GDBgFhTMFxHKcRpZy/pH2AU4EPASPNbFzd+SHAw8CpZnZWPLYzcDbQB/iVmZ1Rpg69yZQpU/j617/OIossQr9+/Tj//PMxM4466ij++9//0r9/f2699Va+9KUvcfjhh7PBBhvQt29fLr74YhZbbLF59E4++WSOOeYYNtxwQ9577z2GDh3Kdddd12X5e++9N0cffTQnn3zy7GPHHnssBx98MKeddhq77urrFBynHWlFQ1Zm1vyXpQ8B7wG/AP6ngfP/I2DA/WZ2lqQ+wGPAjsAMYCxwgJk9PL+yhg8fbuPGzSXPI488woc+9KGm6+8E/Do6TmciabyZDW90rlTL38weiQU0KnRP4AngtcLhkcB0M3s8/s7vgT0IbweO4zhOi8jS5y9pSeA4Qgv/fwqnBgHPFPZnAJt1o3MYcBjAkCFD0le0Dbjppps47rjj5jo2dOhQrrrqql6qkeM4ncB8nb+kW4GVGpw60cy6WoV0KvBjM3u1TNRIMxsDjIHQ7dPF73R0ZMrRo0czevTobPpluv0cx2lf5uv8zWyHJnQ3A/aWdCYwAHhP0hvAeGCVwu8NBp5tQh8IWahefPFFlltuuY5+AOSilsxl8cUX7+2qOI7TYrJ0+5jZ1rVtSacCr5rZTyX1BdaUNJTg9PcHDmy2nMGDBzNjxgxPRlKCWhpHx3GqRdmpnnsB5wIrANdLmmRmXfZRmNk7ko4EbiJM9bzQzJpegtqvXz9PP+g4jtMEpaZ6tpJGUz0dx3GcruluqqfH9nEcx6kg7vwdx3EqSNt0+0iaCTzVg68sD7yQqTo5tV3f9V3f9VNpr2pmKzQ60TbOv6dIGtdVX9fCrO36ru/6rt8Kbe/2cRzHqSDu/B3HcSpIJzv/MW2q7fqu7/qun127Y/v8HcdxnK7p5Ja/4ziO0wXu/B3HcSqIO3/HcZwK4s7fcRyngnSE85e0iKRF4vaikjaRNLC369UTJI2W9DlJq9Ud/2wi/X4Nji2fQjtqLS3pgw2Ob5iqjC7KPSSRTtbr0xvEjHo59b+ZWX+dzPq5679jZv0by3y/7Z1/zBX8PPCspD2Au4EfAJMlfSxRGRtIuk/SM5LGSFq2cO6BBPrfBU4ENgBuk3RU4fSRJbW3kzQDeF7SzXUPl5vLaBfK2Bd4FLhS0lRJIwqnL05RRjd8q8yXW3F9uil7Sk598ufG/nxm/azXn/z1v6CsQGzINvpsCmxcRjtLMpcWcwqwEdAfeBAYYWbTJK0KXAlcm6CM8wmpKe8jGMw9knY3s38C87QYm+BjwLCY7+BU4DJJq5vZV4CyKcrOBEab2VRJewO3SPqUmd2XQLvGCcCmZva8pJHAbyQdb2ZXpShD0uSuTgHvLymf9fpI+nhXp2icHrWn+l/tRr90y1/SK93o90+gf043+gMS6Oeu/zXd6C9XVh8YC9xJY1scUEa4E5w/ZvYvAElPm9m0eOypWldQApYys7/E7bMkjQf+IulTQIqFEn3N7B0AM3spvrGMkfQHYNGS2ovWEuaY2R8lPQL8SdJxpKk7QB8zez6W8YCk7YDrJK2SqIz3A6OB/9QdF/C3ktq5r8/lwKVdaKXIn/ldwpvuOw3OpbD/lwgNqv+tPyHpmQT6hwBfA95scO6ABPovkbf+WwMHAa/WywMjE+g/AnzBzP5Rf6Js/TvC+UtaxMzeAz5bONaH8o6zWMYyZvYygJndLukThDeLFGML/5S0jZndGfXfBT4n6TTgEyW135a0Uu0BGVu42wPXAfP00TfJLEkfjG9CxDeAbYE/A+sl0L8OWNLMJtWfkHRHSe3c12cycJaZPVR/QlIz+bHrmQD82czGN9BP0a1xCbAqMI/zBC5LoD8WeMjM5nmIx7fgsuSu/33A67V7t4ikaQn0T6Xrh/hRXRxfINp+hW/sX55iZm/UHV8N2MrMfpugjAOBx2NXQPH4EOBkMzu0pH5/ADP7b4Nzg8ys6ST30cHMNLMH644vAxxpZqc3q13Q2gh4zcym1x3vB+xrZpeWLSMXua+PpK2Bp8zs6QbnhptZqfR0ktYGXjSzecL8Snp/oxZvKiStbGbPldQYCLxhZq8nqlZPyi5d/95E0ifM7Mpmv9/2A75mNrbe8cfjTxL60lOUcVm944/HnwZeTqD/30aOP/L3ktq31ju2ePxlIMlMHDN7sN7xx+NvA19KUUZXSJrHqfaE3NfHzO5u5PgjWyXQn9bI8Ue+XlZ/PsxzT/QUM/u/rhy/pMvL6s+H0vXvDkn35tQHflzmy23v/OfDFi0oY9/M+qkGZRvRiuuzSmb9dr4+XQ3WpqKdbRPyX//c9R+SWb9U/Tvd+beC3AbU3v1y+Wnn65Pbdtw2uyd3/Rdq/bYf8JW0SVenSDMNs9Yv2VUZKaYDnkvjf2Tp6W4tuj7dTWdMMZ0u23TGVlyfbijtHNrZNqN+1uvfgvrntv0pdF3/UtOc2975Az/s5tyjicoYT/gHNLqZ3kqg392gX6kBQVpzfbobW7kugf5S3Zw7u6R21usjaRZd37ylnQPtbZuQ3z5z1z+37e+WQKMxZlaJD7BjC8pYL7P+uW1+fQ7OrH98u14fYNnM+m1rmy26/rnrf3Bm/b/39DtV6vP/fgvK+E1m/Q9n1G7F9Tk6s/4+GbVzX5/bMuu3s21C/uufu/65bb/HCwar5PxzD361qoxcdML1yanfznVvhX5uvP7d0+Pxoyo5/1bMTGjn2Q+dcH1y6rdz3Vuhnxuvf2Kq5Pw7AW/99K6+0zXtfu3b3TZ7rF8l5/9kC8pIMbuiO8rObOmOJzNq18i94vEPGbWfzKgN+Z1DO9sm5L/+ueuf2/Y/1dMvtH1snxqS3keIDjjEzA6VtCawtpmVnm4Vg8T1N7NX4/7mzAkaN9HMZpXU3wpY3cwuift/ZE7AuNPM7K8ltJcG3m8xKqCkfZgzxfAmSxD7RdJgYDUzuyfuf5U58+8vswahH3qovx7wQTO7Ju7/GFgmnv6pmU0oox81s9lPXTmDgD5x9zmL0VwlDTSz/2tCr21tM+pltc8W1D+37X8OGGhmP4j7zxKmPgv4upn9vGnxnNOPWvkhhM49lhAhEOB9wKRE2mcBxxb2nyDkCbgF+H4C/duAdQv7U4BNgY8AfympPQb4TGF/OnAu8Cvg54muz++A3Qr70wiO9GTg0gT61wJbFvYfJkQ7/RQhouVCaz/A8cA3C/tPEyJ9PkqCqantbJutsM8W1D+37Y8FlivsT4w/FwfuLKVdtnILywcYV7w4cfvBRNoTCTH36/8BAu5J8Q+u2/9TYfveBHVXfd3jdum6R50J9WUWtu9O9b8t7N+X4W/IYj+EkMtLNLCdPolsp21ts1D/bPbZgvq32vZPKGw/UEa7k/r834qhkYPlh3yyjRJENMMiFl/PI8cBWPgPpMiTOqC4Y2bFJeNlM1X1jfWsUewbHEAa6ucYb1/YTpEHd64Vvma2eWF3xQT6kNF+zOy1wu7Z8di7pFnh2862Cfntcy6NDPXPbfsDijtm9l0IOUzK6neS8z8F+AuwiqRLCa97xybSXlTSbAdkZjfD7JjvKbIxPSpp1/qDknYjvEaW4T1Js9MFWkwqEvue3yupXWOWpLUKZfxfLGMdoFSfc+Q5SZvVH4z926niseeynyVVSA5vZhcDSFoMWDqBfjvbJuS3z9z1z237N8ekTvV8m7I5jsu+lixMH0LOzF0J8TCWT6j7VeAGwmBg7diq8dj/JNBfg2CIFxGy8xxFSHz+GLBWSe2DCP2GHyG0oJcCtonHPpXo+uwc63owIQn9BsBn4rFdEuiPJPRln0KIpfIxQoajJ4CRC7P9ENIsXgi8r3Bsifi//l6VbbMV9tmC+ue2/SUI4wrTCZkDr4zbvyekl21au+1n+3QTFRAASzATJJbzRUKi8iXioVeBM8zs/ET6iwGfZE7aw6mE2QLzJKppQntnQt1r2g8R6n5jWe1CGesTWsrF+p9pDdIXNqm/InBknf7PrPxskKz2E2fjnA58HniK0Be/CuGBcKLN3WXTbBlta5tRP6t9tqD+WW0/lrF6Qf9hM/unpH4WEiY1p9kBzv/2bk6bmY1KXN5SUXhW3B9hZmNTlhF1lwD2Ag4ws3leWxPoLw58zMyyzY1XSOC+v8Vpahn0tyJcnyNKaLTEfuJ4whpxd7qZ/Td1msVOsc1YRjb7bFH9s9i+JAGjgAMJs4yaHrdo+5DOZrZdi8ubJWldSQcABwAvAcNTaEtalNDtcCAwmvCK1/w83nn1+0TdA4CdgLtJvDBK0gqEAGsHACsDVyXWHxa19yV0+/ypjF6r7MdCms4pkgYAByrkhf4Q4RqlKqNtbTOWkc0+W1T/bLYfx7cOBPYkrFM4AvifUqJl+6QWlg9hcOurBGdwJXAMsHhC/dUIc7YnE2Kov0BY3JFCeydCn+SzwG8JfdpPJqz7NsAvgGfitfkXhT7oBPpLEfo8byI45B8CMxLqr0Xo738UuIfQb/tUu9gPYVbP/sA18X/wErAtYaZOpW0zt3224N7KbfvfBf5BmIDwecK41BNJtFP+E3vzA1wBXABsFz+/BP6QSPvvhH68k4E147Ek/4Co9R5wJzC0cOzxRNozgL8RptAtlbruUe+/sf5bM6crMUn9667PGqmvT277AS6LTu0CYEfC/P6UttO2thm1stpnC+qf2/b/TWjw7A0sllK/7bt9CqxvZusW9m+X9HAi7f8FBhHmBa9AeBKnHCzZhNAyvFXS44SR/D7df2WB+SPhVXE/4F1JV5M+wuDxhPqfB/xO0uWJ9T8e9W+X9BfC9UkdCyeX/awL/Ad4BHjEzN6VlPL6t7NtQn77zF3/3Lb/AUKj4QDgJ3GMqr+kvlZ2skCqJ1RvfwivdJsX9jcDLkmovwxwCGFu7ROEGzrZNMNCOVsSlrc/B9wIHJZAU4TW7BhCS2sWoc98ycR1X50wa2MK8AZhwVHp6XQF/SUI/Z7XAq8B5wM7Lez2A6wDfIs53VYzCfFsKm+bLbbPLPWP2lltP5axGCGsyR8JD/3Lyuh1wmyfWoLjfsDahNgpAEOAR23u1lyqMlcktFT2J8yvXiVDGYsAOxBmDHw2oW4/wtzk/YHRZpZiFWKjctYnOOp9zWyN+f1+E/rLEgbX9jOz7ef3+93otNR+JG1KuC77EPqGt0ys37a2GbWz22fO+kf9rLYfy1gK2MtiwLqmNDrA+a/a3Xkzeyp3+SnKkNQXeNfMLE4T2wz4p5lNLF3Jrsvsb2EWSg7t5YEXLYOBxQic6xIGfWeW1OoV+4lT9rY2s7ty6Mcy2tY2Y7lJ7LPV9U9t+5K2Af5jZpMl7UtYEPdP4DwzazoESduHdzCzp2of4BXCK/ByhU9pJC0v6RRJX5a0pKTzJT0U+yf7zVdg/vqHEgZ2norbtxEGeH4v6biS2mtKuljSjyQNlnSjpFclPcicRSOlkLS5pDsk/UnSMEkPERbq/G9cwFNWf3dJT0qaIOmjhAHOnxKmTh5cRju3/UhaXNLB8W+QpOMkXQf8hBCdtKx+29pm1M9qny2of27b/xlwGvArSb8lvFE8RBjLuLCUeMo+qd78AN8hzKq4A7g9fv6aSPtmwpSrcwk37NcJ/biHAnck0J8KLEvoaniNGFqAEFZ4aknte4DDCHOCnyV0NyxOGES6P9H1GUeYUrcPob9583h8HQpRDkvoP0iY7jmCsHp19Xh8RWDKwmw/hFlElwJ/JswK+RmhW+M04Loq22Yr7LMF9c9t+w/Hn4sDLwJ94r7K2n6pii1MH0L8jkUzaT9YuOBP152blEB/Yn1Zjc41qT2psD09dd0blPFIyvo3uD5TUutbRvthTn6AvsC/6s6lCBndtrZZX8cc9tni+uew/QmNthvt9/TTSVM9HyKEP/13Bu13Iaz1l/RC3bkUkQf7x5WrixCiNA4j3MyifGTGYv1e6eZcqjLq+2hT9HsuEgd4FyFEgVyWOVM9U3Vd5rKftwDM7B1J9RFI302g3862Cfnts5X1z2H7KypkB1Nhm7i/Qhnhth/wrSFpOHA14SaePQhiZrsn0H4JuItwwbeO28T9rcxs2ZL6t3d33kqEIJD0OiEKoIAPxm3i/upmtkRX3+1BGe8SXqlFWM36eqGMxc2sVN+zpCcJN1mjuf1mZquX0Y9lZLEfSf9mzrqE/eI2cX9fKxGbJeq/RJvaZtTPap8tqH9u2z+lu/Nm9q2mtTvI+U8lLBGfQuFpbGZ3JtDeprvzKcpYwHrsaGa39PA7vTobqq4uy5rZfzLqr2dmU5v8bhb7md+AtJn9uqR+29pm/N5CYZ/N1r8H+rlt/3gz+16PvtNBzn+smY3o5TpcaWafyKg/wcy6DUFcQvvvZrZFDu1CGdnqX1a/t+1H0rlmdlRG/ba1zaif1T4XZtvMpd9Jff53S/oeIXhW8bU9STz/BaR098N8SB3SoEiK/s/5kbP+ZfV7234+nFm/nW0T8tvnwmybWfQ7yfkPiz+L+V2NEPu6VeR+jcqp34pXwIX5+iwM9pOThfnau34v6HeM8y87cONUG7cfp83pccu/7Vf41pD0fkkXSLox7q8r6XOtrkZm/Sczajddd4Xl81nLWEDeavaLC4H9LHTdAj3kycz6C2X9FyLb73HSm04a8L2RkLThRDPbKP5TJprZBgm0lzaz+jnItXNDzOzpuL2Tmd3chP7HuztvZqWyVcUyvm9mx3V1TNL61mTO0QUdbJI00Mz+r5ky4vdvs7ogbo2ONamdxX4k/cbMPiXpaDM7u5vf+4yZXdyEfm7bPNbMzozb+1ghraKk75rZCT3V7KKcLPaZ+97KbfuSzqWbLh0z+3JPNWdrd5DzH2tmIyRNNLNh8dgkM9s4gfbsf3C9s0kxii/pPWBS/MDcrQSzBJEHG9VT0mQz2zCB9uxrngOFfK7vI4Rc2JY512dp4C9mtk6CMrLYj0JOgB0IIYS3pa4FWOZhGPVz22ZRfy69lDNYctln7nurBbafbapwx/T5A69JWo74lFTIeflyIu2iwQzs5lyz1JKVbEhYaPQ7M5ve/VcWDEmHA18CVpc0uXBqKeDeFGUAKxRWHs6Dmf2opP4XCGkVVyakKaxd81cIAd5SkMt+fk4IJrY6c9edWFbZWTi5bVNdbCfRb4F9Zru3IlltvyvnHhtEHyuj3UnO/6uEaXoflHQvYenz3om0rYvtRvs9Fzf7M/BnSUsAewA/jI7oxASLdC4jtDq/B3yjcHxW2VZngT7AkmTq14zdJWdLOsrMzs1RBpnsx8zOAc6RdL6ZHV5Wr1ERXWw32l8Y9bPaZ+Z7CzLbfhElTnDfMc7fzCbE1Y5rE/4R08zs7UTy2eJr1PEGobX5CrAqCeY2m9nLwMuSTiIEFntT0rbAhpIuMbOXypYBPG9m306gMz/+JWkpM5sV/55NgNNSzMXPZT+FPvkTJdW3zEt3+5DfNjeS9ErU6x+3a/rtYp+Q4d6KZLf9aJcHAh8FHiCsCRlqZq93+8X50EmzffYB+sfl/XsCl0tKtaLul4TX0CUL27X9X5UVlzRK0hhCt8B2wNlmtrGZ3VRWu8CVhBypaxDS5a1CaHWlIHurJ3JydPxbEfrRLyCkcixNRvupXePxhPC/4wufcQn0s9qmmfUxs6XNbCkz6xu3a/ul8wUUyGKfLbi3stq+pBmEt6J7gHXjKu3/lnX80FkDvpPNbMPoGL4DnAV808w26+WqzZc4KDWZ8A826l6ny4zoF8qYYGabSDqWYDznphqsqp8FUji+KHCcmX2nbBlRb6KZDVNYiTvFzC5L+De0rf3kRCFr2tu1tyBJaxNaoE+a2VUJy8lin7nvrdy2L+knhMbIQ4SH4dUE2y+9YrtjWv7MCY+7K/BLM7seWDSFsKRDJa0ZtyXpQkkvS5qsECK2LIcAPwbGMm/rcHwCfYC3JR0AfBq4Lh5L1XL7vKQbJA2tHZC0C+GmS5JNLfKspF8QomPeIGkx0tlwNvupIWmQpC0lfaT2SaCZ2zb/AqwW9dcA/k4YpD5S0hkJ9Gvkss/c91ZW2zezY4ChwA8Js8WmEQaZ95W0ZFnxjvgQDOYXwOOEuOyLkSBZRtR+COgXtw8kGM1yhK6Hu3v7b1/Av2Fd4BzggLg/lNAySaV/ACGv6HeAqwgzNTZO/De8jzB7Y824/wFgp4XdfqL+9wkLiW4Aro2faxLoZrVNCslz4v/2Z3F7URJlUWuFfeb8tML2C2X1A3YjZId7oZRWb1+4hBclp2OYVNi+DDi6sF8qm07UWB44Bfgyoa/2/HhTXw2skfAaLQqsHz/9El//PoTUhK8CM4C1EmovHX8ObPRZ2O0n6k0DFkt5zaNubtucXNi+F9izsJ/s4Rj1kttnK+6tnLZfKOPoBsdOKKPZMd0+FgZAribM1x5CeEI+mkj+PUkfiHNrtwduLZzrn0D/MkJLc03CaP7jhGmG15Fg0A4gzqD4ByGH7HnAYym6HaL2VsAEQotzFeBI4FpJ345dM2XJPWia234g/E9TDpDWyG2bkyWdJekrwBqEnMFIGpBAezYZ7TPrvdUC26/RaLHXPqUUUz+heusDHAW8QEjYPCV+JifS3o2QXPpfhP7g2vFtgOsT6GfNwxp1xgNrF/bXAsYn0h4HjKw79j5CV8ejvW0bvW0/Uf9KQpaqXxC6N84Bzkmgm9s2+xPm358NbFQ4viXwqYTXJ4t95r63cts+oUvpWkJy+GsKnzuA28pod9Jsn+nAZmb2Yib9vsBSVsjGExeOyMxeLamdfQm9GiyVb3SsSe1FzKxhvlVJ65rZwwnK6AvsAtRCOTwM3GRm75TVjvq57afhMn0rmckramezzVaRyz5z31u5bV8h09lQGiyCIzROmrb/jlnkBTxDunAOc6FCcCip4bTesoHXVpd0DaF1Utsm7g/t+ms9YpykXwG/jfufJFGXCbBnF9elRtkbYBDwV+B5YCLhuuwG/EjSdmZWnxi9GbLZD6Rx8o3IbZuaO+TCPKRoPERy2Wfueyur7VtIY/mUpB0IU2Dfk7QWoRE0pYx2J7X8LyCszryeuTMxlY0r04rgUNt0d97S5CFeDDgC2Coeuhs4z8ze7PpbC6yd+/pcTHhF/0nd8S8Dm5pZt8GvFrCMLPYjaQrzhkh4gRCk7iwze6Okfu5rP4lQ58sI3Q//LZ63RDl2c9ln7nsr9/UvlDMe2BpYljDwPhZ4y8w+2bRmBzn/UxodtxLZ7QvaexKCQ61BnuBQLSEuPFmbcDMnC3+R+/pIetS6iNwpaZqZrZ2gjCz2o8YJygcSBvCWMLNDS+rvSWbblLQOoe/5Y4SW7GXAzam63ArlZLHPnLTKN2jOIrijCCvRz1TZqLNlByQW5g/QN7HeEoS51FcTVgxuk0h3D+CIwv79hFkJjwN7JypjW+Ap4E7gLuAJ4CNtcn0mNnNuYbOfnHXPde0blLMf4c3l64l1s9hnK+6tVlx/QnfnFsB9wHrxWKl1Fm3f5y/pHjPbKm7/xsw+VTj9ACH4VypyBYc6ltB6qLEYMIJgUBcBf0xQxg8J89anAcR+w98BmybQrpHr+iyjxkk5RIjp3zQttp96Uk61znXta2Mu+wN7EWadfIWwmCklueyzFfcWZLz+kaOB44GrzGyqpNUJXYdN0/bOn/BPrLF+3bkkQZckjSIY0EjCPOqzzSzVYCnAomb2TGH/HguzTl6MszZS0K92YwGY2WOSksw7b8H1uZOuY5ffVVI7q/2ocXC4ZYGDKF/37Nde0p2EQHFXEEIl1GZDLaqSmdnqyGWfWe+tFtg+AGZ2FwV7MbPHCQvXmqbt+/xbNE0yd3Co6Wa2Rhfn/mlmHyyjH3UuBN5j7tkUfSxNlrDsgely0YKpgPWtMyM40DuAMVayX7sFtvlkQbP2s/ZQNEsQYCyWk8U+c99brbJ9SSsQ3mLWo/BWYWajmtXshJb/AEl7EV6hBxS6BwQsk6iMQxLpdMX9kg41s18WD0r6AqHrIQWHE2ZT1IzxbsJKyhTkvj4ASDqa8Ko+ixC+eBPgG9ZEbtoCWe3HzLYrqzEfsl57M1stp36BXPaZ+95qie0TYvlcTpji/EXChIGZZQQ7oeV/UXfnzSzZP0cNwrc2OtaE7orAnwlTDGuJSTYl9E/uaWb/W0a/U5D0oIXk6qMJN8BJwG/KtM5bZT+ZHlxF/Sy2WdD6MGG67WuSDiLU/ycWE8QvrHTKvSVpvJltWlz4pph3umnRlCPSnf6hQaCsRsdK6I8ihBk4ChiVSHNN4GLgR8BgQsq8V4EHgRGJymhVYLrJ8efZwF5xe2Jv28UC1r0WZmA0YbB0vcS2k9s2JxPehjYizDw5ArgzgW52+4zlJL+3om6rbP+++PMmQtjxYcA/y2i2fbePukmeDMkWee1CSGAxSNI5hVNLAynnOh9ic882aTQDpadcBFxCqOv9hEToexEWjPwUSJGs5DLCasxa8KyLCA56a0LwrG0TlAEwXtLNhJWZx0taitBP3DStsJ9aUfHnR4FLLMzYSDGg3CrbfMfMTNIewE/N7AJJn0ug2wr7hDz3FrTO9k+TtAzwNeBcwvX6ShnBTuj2qS3OWZswhau2fPtjwANmdlCCMjYCNga+DXyzcGoWcLsVYqqULKd+wLEvobW7bgnNSRYXgtQPfpVeJDJHp9YdI+ApMxuSoQwRWoYrAI+b2UsKibgHmVm3IQjmo5vdfmI5FwGDCA+ujQhhgO8ws1JTGVtom3cSErt8luDY/k14m9mgpG52+4xaye+tqJPV9iVdbGafidsHW8owIaleS3r7Q5gGtVRhfyngrsRl9CtsLwtsmEj3eMLN+g5hnvCs+HkR+F5J7QmNthvtL8xlRK1kyUNaaT+EVv8qhH7yAfHYcqnsJ+plsc2C5krAV4Gt4/4Q4NMLu+3kvLdaVP+JKfWKn7Zv+deQNI1g8G/G/cUIT/bSS/8LZdwB7E6YJTWe0Pr5m5mVev0q6H/PzI5PoVXQfJ0QSljAB+M2cX91M0sx1/klgvMUoVVYm48sYCszW7ZsGbGcXxO6HMam0KvTzmo/kqZYyVbyfPTvIKNtxjJWJSS7uVUht28fM5tVUjO7fcZykt9bUfclMtp+d1ORy9JJzv9EYF/mrDzcE7jCzL6bsIyJFhKIfx5YxcxOUaKwyIUyBhFWCM4ej7GwwKNZvVW7O28JAnOpBYHpYjmPEmKoPAW8RrjBLMX1z20/OR9cUT+rbUo6FDiMkDntgwp5g39uZtuX1M1un4Wykt5bUTOr7Uv6N/B7gq3vF7eL+k2vI+gY5w+zV1NuHXfvMrOJifWnADsBvwZONLOxiW+wMwirBR9mTkJxM7PdE2h/38yOm9+xhZmuHEUqB5HTfnI+uKJ+btucRFjFer+ZDauVmeptJrd95ry3cqIu8kDUsBJjAG0/26eO9wGvmNlFklaQNNTMnkio/23CVKt74821OiH1XCr2ImQzKh1muQE7AvU30i4NjvWYOANksJn9LO7fTxiYBTjWzJLETzGzp+IAZ81B321mD6bQjuS0n9GJdLoit22+aWZv1SYoxQHTlC3HbPYZyXJv5bb9mnPvah1HGe1kgwe9/SHMtb0WeCzur0y4EXq9bj34G24ElkyseTgh6cNrhLnatc8TwG8TlXEvoauhtj+JMKA5hJKp5urKOZowh/rb8TMFOKpd7Icwy+fI+Nmot+2th3U/EziBkNd4R0L32OkJdLPbZywn+b0VdVtl+8nXcXRSy38vwsKHCQBm9lycB54MhUiD5wPvN7P1JW0I7G5mp5XUPZfQinodmCTpNuZOKFImPshlBMOfJw2cpQvK1YrAdACfI6RafA1CtwDwd8K857JktR+FFb6HMiez1m8ljTGzFHXPZpsFvkG4/lOALwA3kCABOpntM/O9BfkDx2Vbx9FJzv8tMzNJYW5dWqdT45fA1wlJuDGzyZIuA8reYLUogOOZM888CWb2MiHU7AEwe7n74sCSkpa0NMvz55rRYGZHFnZXIB1iTn8tcTtJ5Fby20/OBxfks02i3nuSfksYC5k23y8suG5u+8x2b0Vy2/5zhL9hd8LfUGMWJRd5dZLzv0LSLwjBuQ4lLEZJ0TIp8j4ze0BzL8wsvYrSMuV3LSLpY4Ql9CsTpgGuCjxCCDNQllYEpoOwevJ+SVcRnP4ewAWJtHPbT84HF2SyzRqSdgd+ACwKDJW0MfBtSzRgmss+W3BvZbV9C2NaD8YHeV9gSKqHb8c4fzM7S9KOhIUcawPfNLNbEhfzgqQPEge6JO1NSCqeBM2b7xVCq2gccFp8nWyW04DNgVstTAncjhBTPgVfAf4s6UAaBM9KVAZm9qM4n30rwnU6xBLNyGmB/eR8cEFm2ySMiYwkhKLGzCZJGppQP6d95ry3WmL7wM7AWSR8+HaM8y9MC7ulwbFUHAGMAdaR9CxhUKrpBMoNuJHQIrws7u9PmIHyL0Lwq64SmiwIb5vZi5IWkbSImd0u6SdlKlvDzP4NbKmQ2KLWUrvezP6aQr8BItzIyVrOue0n54Mrkts23zazl+veLFLO9slmn5Es91YLbf9UEj98O8b5k3mqmKQ+wJfMbIfYH7yIlVzd2IAdbO4VfFM0J3Fz2VbQS5KWJKxAvDQuHnmtpGY9uYJn1bS+CewDXElw/BdJ+kOiQc3cUw1r5HhwtcI2p8bWbR+FBV5fBv6WUD+3fea8tyCz7ZPh4Zsyh2ivIOnw+Eq3tqTJhc8ThCljSTCzdwmtNszstQw3F4Qba2RtR9IIQgAwaLL/VtIaCrHY9yDMePgKIUDXi4TwtimZq382zgVPmSP4k4Qwv6ea2SmEboJSN1er7Cc+uH5NGCBcnvDgOimFdots8yjC//dNQuv5ZUIEzlK00D6T31t15Lb9uR6+cRZTuYdvqnmovfUhZFtajZDsedXCZ2CGss4nzBj4FPDx2ieh/gjCVLongCcJzmckIc/svk1qXgds0OD4BsC1ieqdNXhWoZzbiYHR4v4A4K/tYD/ANGDxwn5/YFo72CbBSd6e8noUtLPbZ9RLfm9F3VbZ/vuA04GxhHGK04v21Myn08I79AHez9yxO5JlGlLjrE9mCfLg1pWzTBR+OYFWl9l+lDjYmPIFz6rN1R5CuIlvifs7EsIuf7ybr/eknGz2o5DLdy8zeynuDwD+ZCVysNbpZ7VNhfnxH09hk3W6LbPPqJns3qrTzWL7OekY5y/pSMKgyP8yJ8GHWcKga7mQdJCZ/VZdJBaxEglFJP3DzNbs4lyXya1LlJcjeFa2+CaFMrLYT6seXLmQtLmZ3SfpasIiuFso9MVb+QTxWe0z573VoKwctn8RXfftm5k1nVCnkwZ8jyHE7igzHbJbJA0mLMr5cDx0N3C0mc0oKV1bUNRoRWnZp/O4LuYhf565F42URl0Ez2JOmNumSOHcF4BjyGM/xUVGVxWO35GykIy2eR4hD8GfmLM6OSW57TPnvTWbXLZP6BarZxXC2EifBucWmE5q+d8O7GhmKVPX1ZdxC2Gw6zfx0EHAJ81sx4xlHmNmPynx/fcTnM5bzLmZhhPmC+9lZv8qXck5Zc0VEz81cWDwVOa0rmqRMVdPoJ3dfnKSyzaVOIZ8A/2W2WeDskvdW3VaWW0/lrE6Ib7SR4AfAxeY2VtN67W78y+8zq1HWJxzPXPH7kj5WjfJ6tKyNTqWEklPWyE1XAmd7YD14+5UyzAHX9KNwD5m9mpq7aj/KKHFM57CatkyrfVW2U/OB1fUz2KbmpOspCGWboVvdvtsUGaSeytqZbN9SesAJxG63X5ACHhXupHSCd0+tde5p+Nn0fjJwYtxTvDv4v4BhFH9nCSZD25mtxNmyyRH+YNn1XjZzG5MpFWjVfZzAQ0eXAnJZZszgR8m0OmWnPbZDaXvrdy2L+kPhCmjPyTYz7vA0rX5/lYi+F3bt/xbiUIykXOBLQj/8L8BX045o6hBmclaJ7nIPSCrkGQFQqatPoS+5+INNqHR9xYmJN1vZptl1M9im7m7fXqTFPdWC2z/SeaMTdQvDiz15tgxzl/StXQdu+MXZvZGCe3Nzey+MvWbj/4sGg8+CehvZp3whtY0sT++KyzFdMlc9pP7wdUC2/zTwj4jqTv83uqaTnL+ZxNCqNZee/cjLLowYGkrscxacydR/ruZbVG2vp2I8gamy0ou+8n94GqlbUpaH1iXEHIZADO7JFd57UQu2y80HhpSpvHQSU+9LesWi1xbW0AiaWpJ7eKr1uJd/paTMzBdcXC2yMvAeDObVEabTPZjZtuVrNf8aIltSjoF2Jbg/G8gxD26B3DnH8hl+92NtxjQdOOhk5z/kpKG1Po4JQ0Bloznmp4OFVlE0rKEWEi17dk3XZlBlw4jd/Cs4fFzbdzfjbBM/4sKAd7OLKGd035yPrhaZZt7E9JQTjSzQ+IUzd8m0u4Esth+zsZDJzn/rwH3SPonwfiHAl9SiHJYdpHQMoRZGrWbqviqZUCS6XodQB9JI83sAcgSPGswsEltOl1sjV5PmPc8npBntlly2g/ke3C1yjb/ayGb1zuSliYkXFklkXYnkNv2k3e7dUyfP4CkxYB14u60MoO8Ts+JBn8hocUsQp/554GpwK5mdkVJ/UcJQcDejvuLAQ+a2TqSJprZsJL62exH0l3ARwsPriUJD66dCa3/dVOVlQNJ5xEWGO1PeFC+Ckwys0N6tWILCS2w/Ybdbma2d9Oa7e78JY0ys79KajgjwcySLklXSIy9GnPH78ix7L1tUb7gWScTEq1fHQ99jBDJ8ofAGDPrcfKSVtlP7gdX1MximwqTygdbTFQuaTXCIHiykNedQkbbn8KcbreNat1uZVZwd0K3zzbAX2k8oGIkjEci6UJgQ8LTfHbwr5RltCPqInhWYSFKklWyZvaduJKyFr/mi2ZWi53TbNaqVtnPpYQ0jsUH12WxW+nhsuI5bdPMTNINhDDLmNmTZTU7hVbZPhm63dre+VtI6kGLXj83X9hfz3uJrMGzJC1tZq9IGgg8Hj+1cwPLDGq2yn4yPbiK5LbNCZJGmNnYjGW0Iy0JHEcIgDcA+CVhjOdV4O9lBNu+26dGfA36LrCyme0iaV1gCzNLliRb0gXAD82sdEutKihB8CxJ15nZbgrZtWqrHGf/LLPKsVBGFvupe3DNQ6rZOLltM3ZbrQE8RQjpXLv2C33I9N4ihe1HnSzdbp3k/G8ELgJOjH1ifQn9YymTlWxD6GP+F2GVpt8A8yHFEvpWkMt+WvHgiuVktU2F8BHzYGZPpdDvRFLavjIktmn7bp8Cy5vZFZKOBzCzdySlDqB1ASFN3hTm9Ks63ZMyUbkIXSRDYzfKEGCl2vS6kmSxHzPbLf4cWlZrPuS2zdOsQYJySuZQ7nCS2T4Zut06yfm/Jmk5Yj+bpM0Ji2hSMtPMrkms2emkfLU8j+DYRgHfIeRKvZKQIassWe0n84ML8ttmfYLyPqRNUN6JpLT9zYBPSkrW7db2zl/SMYQIhscSpgCuLuleQpyWfRIXN1HSZYSFOsXgXFWf7dNt8KyERW0WV0xOBDCz/0gqFX65hfaT88EFmWwzvgmdAPSX9ErtMGHV8y+7/GJFaKHtj06oBXSA8yes+vwJYXHOo4Qco3cBvzOzFxKX1Z9wY+1UOFb5qZ5m1mimQw7eji3OWut8Bcp3cbTKfpI/uOrIYptm9j3ge2rDBOWtoIW2n3xwtpMGfBclLJ/fkhDTfAvgJZ+a2TlI+iQh2uYmhJALewMnmdkfEmhntR9J90ftsfEhsAJwc4rFXa1A0ueKM5/iQ/gkM/tWL1arMmhO1FARwjsMJaxCX6/bL3bDIonqtjDQH1iaEOtkGeA54P6UBUgaLOkqSf+OnysVEmc7LcDMLiV0z3wPeB7YM4Xjj+S2n3MIuWpXlHQ6ISLmd1OJt8A2t5d0g6QPKMSYuY/Gc9udDJjZBma2Yfy5JjCSqs/zlzSGMBg1i3Cz3gfcZ2b/yVBWyxO4O3lpsf2sA2xPaL3dZmaPJNTObpuS9gN+RhhwPNDM7k2l7fScstM/O6HPfwiwGPAP4FlgBvBSprJWMLOLCvsXxwFDJyN1g2oqbPcFFrVy2ZhaZj9m9ihhXCEHWW1T0prA0YRB6g8Bn4oxiV5PVYbTNXXhIxYhdH0+V0az7Z2/me0cp9GtR+hT/RqwvqT/A/5eW76fiN5I4F556gfVFCJiHgF8gdCVUkY7q/1kfnAVyW2b1wJHmNlt8Xp9FRhL3RRQJxvFe+AdQkTYK8sItn23T5HYx/lhwk28G7CcmQ1IqN/yBO7OHGJsk2OATxO6OH5sCVND5rafWMZcDy4z+1oi3ay2WQtTUXdsLTN7LIW+s2BIel+qt622d/6Svky4WbcE3iYYfe0zxcx8JW6bI2l5Qot8P0LM9HMtUcjcVtlP7gdXLiQdazHRjKR9igPskr5rZif0Xu2qg6QtCKu4lzSzIZI2Ar5gZl9qWrMDnP+PgHuBv5nZ85nKOJdu5tma2ZdzlOsEJL0GzCTE3plVf95KhM3NbT85H1xRP6ttau4E8bO3G+07+YhThfcGrqlND5b0kJmt36xmJ/T5N8qNmppa6N0PEzLpXB739yFBLHZnvvyAOQ6ufnphqdZLC+znKeY8uF4HPifNCflS5sEVyW2b6mK70b6TETN7pmg7hITxTdP2zr8VmNmvASQdDmxlZu/E/Z8Dd/dm3SrCBbVwtvVI2q3Vlekh2R5c0BLbtC62G+07+XhG0paASepHmHlVaqqwO/+esSxhIVAtBvuS8ZiTl1sk7Wx1GaQkHQKcBFzXK7VaMFr14MplmxvFmD5i3vg+i3f9NScxXwTOBgYRpiTfTJg40DTu/HvGGYQAWrcTjP8jwKm9WqNq8FXgZkm7mtk/YHbAsQMJaRgXZlr14Mpim2bWp6yGU54YZypFxrfZtP2Ab6uRtBIhvCrA/Wb2r96sT1WQtD3wC2BP4POE5e275liJmxJJHyUEjmv04NrFzGYkLMtts8OQ9M1uTpuZfadpbXf+PUPSIGBVCm9NZnZX79WoOkjamrCo62/Avmb2Ri9XaYFo1YPLbbPzkNRoHcgSwOcI61CWbFrbnf+CI+n7hCl7U5kTStjMbPfeq1XnU1glK0IohrcJMx1qCS2W7sXqLRC5H1xum52PpKUIA72fA64g5Gz+d9N67vwXHEnTgA3N7M35/rLj0LoHl9tm5yJpIGHc65OEUOZnp3hr9AHfnvE40I9CpiTH6Y4WJvtw2+xAJP0A+DgwBtjAzF5Npu0t/wVH0pXARsBtzJ0qz1f4Or2K22ZnIuk9wv/zHeZeV1H6zdFb/j3jmvhxnIUNt80OxMyyJdzylr/jOE4F8ZZ/D4gJLb5HiKEye3Wjma3ea5VyHNw2nZ7TSTl8W8FFwPmE/rftgEuA3/ZqjRwn4Lbp9Ajv9ukBksab2abF3Jm1Y71dN6fauG06PcW7fXrGm5IWAf4h6UhCgKWmV9g5TkLcNp0e4S3/HiBpBCGM6gDgO8AywPfN7P7erJfjuG06PcWdfwkk9QH2N7NLe7sujlPEbdOZHz7guwBIWlrS8ZJ+KmknBY4EpgP79nb9nOrituk0i7f8FwBJVwP/Af4ObA+sSFhhd7SZTerFqjkVx23TaRZ3/gtA3QyKPsDzwJB2CSnsdC5um06zeLfPgvF2bcPM3gVm+M3lLCS4bTpN4S3/BUDSu8BrtV2gP/A6bRRP3ulM3DadZnHn7ziOU0G828dxHKeCuPN3HMepIO78HScxkp6UtHzZ33GcnLjzdxzHqSDu/B0HkLSapEclXSzpMUmXStpB0r2S/iFppKSBkv4sabKk+yRtGL+7nKSbJU2V9CvCTJua7kGSHpA0SdIv4lx8x+l13Pk7zhzWAH4IrBM/BwJbAf8DnAB8C5hoZhvG/Uvi904B7jGz9YCrgCEAkj4E7Ad82Mw2Bt4FPtmqP8ZxusNDOjvOHJ4wsykAkqYCt5mZSZoCrAasCnwCwMz+Glv8SwMfAT4ej18v6T9Rb3tgU2CsJAhz8P/dwr/HcbrEnb/jzOHNwvZ7hf33CPfK2/N8o3sE/NrMjk9QN8dJinf7OM6Cczex20bStsALZvYKcBehiwhJuwDLxt+/Ddhb0orx3EBJq7a4zo7TEG/5O86CcypwoaTJhBAKB8fj3wJ+F7uK/gY8DWBmD0s6Cbg5Ztl6GzgCeKrVFXecejy8g+M4TgXxbh/HcZwK4s7fcRyngrjzdxzHqSDu/B3HcSqIO3/HcZwK4s7fcRyngrjzdxzHqSD/D4C3L6GpiXTnAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Evaluate the models performance\n", + "predictor.leaderboard(silent=True).plot(kind='bar', x='model', y='score_val')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1879,37 +1578,41 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 32, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ "count 6493.000000\n", - "mean 100.804665\n", - "std 89.864998\n", - "min 3.082873\n", - "25% 19.823322\n", - "50% 63.933537\n", - "75% 167.191559\n", - "max 364.343658\n", + "mean 100.986382\n", + "std 89.833908\n", + "min 2.929023\n", + "25% 20.808727\n", + "50% 64.790482\n", + "75% 166.487076\n", + "max 365.559753\n", "Name: count, dtype: float64" ] }, - "execution_count": 17, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Describe the `predictions` series to see if there are any negative values\n", - "# predictions.describe()" + "predictions.describe()" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 33, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -1917,23 +1620,26 @@ "Series([], Name: count, dtype: float32)" ] }, - "execution_count": 18, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# How many negative values do we have?\n", - "# predictions[predictions.values<0]" + "predictions[predictions.values<0]" ] }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, + "execution_count": 34, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "# Set them to zero" + "# Set them to zero\n", + "# predictions = predictions.clip(lower=0)" ] }, { @@ -1945,8 +1651,10 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, + "execution_count": 35, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "submission[\"count\"] = predictions\n", @@ -1955,7 +1663,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 36, "metadata": { "tags": [] }, @@ -1989,27 +1697,27 @@ " \n", " 0\n", " 2011-01-20 00:00:00\n", - " 23.313961\n", + " 24.543222\n", " \n", " \n", " 1\n", " 2011-01-20 01:00:00\n", - " 41.952988\n", + " 43.392288\n", " \n", " \n", " 2\n", " 2011-01-20 02:00:00\n", - " 45.967796\n", + " 46.508915\n", " \n", " \n", " 3\n", " 2011-01-20 03:00:00\n", - " 49.486523\n", + " 50.203327\n", " \n", " \n", " 4\n", " 2011-01-20 04:00:00\n", - " 51.900227\n", + " 52.835907\n", " \n", " \n", "\n", @@ -2017,14 +1725,14 @@ ], "text/plain": [ " datetime count\n", - "0 2011-01-20 00:00:00 23.313961\n", - "1 2011-01-20 01:00:00 41.952988\n", - "2 2011-01-20 02:00:00 45.967796\n", - "3 2011-01-20 03:00:00 49.486523\n", - "4 2011-01-20 04:00:00 51.900227" + "0 2011-01-20 00:00:00 24.543222\n", + "1 2011-01-20 01:00:00 43.392288\n", + "2 2011-01-20 02:00:00 46.508915\n", + "3 2011-01-20 03:00:00 50.203327\n", + "4 2011-01-20 04:00:00 52.835907" ] }, - "execution_count": 21, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -2035,14 +1743,16 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, + "execution_count": 23, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 406kB/s]\n", + "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 433kB/s]\n", "Successfully submitted to Bike Sharing Demand" ] } @@ -2060,8 +1770,10 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, + "execution_count": 24, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -2069,10 +1781,10 @@ "text": [ "fileName date description status publicScore privateScore \n", "--------------------------- ------------------- --------------------------------- -------- ----------- ------------ \n", - "submission.csv 2023-06-06 09:18:29 first raw submission complete 1.79318 1.79318 \n", - "submission_new_hpo.csv 2023-06-05 08:09:30 new features with hyperparameters complete 0.45053 0.45053 \n", - "submission_new_hpo.csv 2023-06-02 23:23:45 new features with hyperparameters complete 0.67535 0.67535 \n", - "submission_new_features.csv 2023-06-01 16:55:44 new features complete 0.67235 0.67235 \n" + "submission.csv 2023-06-08 14:11:00 first raw submission complete 1.79030 1.79030 \n", + "submission.csv 2023-06-08 11:47:48 first raw submission complete 1.85068 1.85068 \n", + "submission_new_hpo.csv 2023-06-06 14:32:39 new features with hyperparameters complete 0.54569 0.54569 \n", + "submission_new_hpo.csv 2023-06-06 14:00:32 new features with hyperparameters complete 0.57342 0.57342 \n" ] } ], @@ -2084,7 +1796,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Initial score of `1.79318`" + "#### Initial score of `1.79030`" ] }, { @@ -2097,18 +1809,11 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, + "execution_count": 37, + "metadata": { + "tags": [] + }, "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { "image/png": 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\n", @@ -2133,19 +1838,21 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, + "execution_count": 38, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "# # create a new feature\n", - "# train['year'] = train['datetime'].dt.year\n", - "# test['year'] = test['datetime'].dt.year\n", - "# train['month'] = train['datetime'].dt.month\n", - "# test['month'] = test['datetime'].dt.month\n", - "# train['day'] = train['datetime'].dt.day\n", - "# test['day'] = test['datetime'].dt.day\n", - "# train['hour'] = train['datetime'].dt.hour\n", - "# test['hour'] = test['datetime'].dt.hour" + "# create a new feature\n", + "train['year'] = train['datetime'].dt.year\n", + "test['year'] = test['datetime'].dt.year\n", + "train['month'] = train['datetime'].dt.month\n", + "test['month'] = test['datetime'].dt.month\n", + "train['day'] = train['datetime'].dt.day\n", + "test['day'] = test['datetime'].dt.day\n", + "train['hour'] = train['datetime'].dt.hour\n", + "test['hour'] = test['datetime'].dt.hour" ] }, { @@ -2159,20 +1866,24 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, + "execution_count": 39, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "# train[\"season\"] = train['season'].astype('category')\n", - "# train[\"weather\"] = train['weather'].astype('category')\n", - "# test[\"season\"] = test['season'].astype('category')\n", - "# test[\"weather\"] = test['weather'].astype('category')" + "train[\"season\"] = train['season'].astype('category')\n", + "train[\"weather\"] = train['weather'].astype('category')\n", + "test[\"season\"] = test['season'].astype('category')\n", + "test[\"weather\"] = test['weather'].astype('category')" ] }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, + "execution_count": 40, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -2329,20 +2040,22 @@ "4 75 0.0 0 1 1 2011 1 1 4 " ] }, - "execution_count": 32, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# View are new feature\n", - "# train.head()" + "train.head()" ] }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, + "execution_count": 41, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -2359,7 +2072,7 @@ ], "source": [ "# View histogram of all features again now with the hour feature\n", - "# train.hist();" + "train.hist();" ] }, { @@ -2371,23 +2084,25 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": {}, + "execution_count": 42, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "No path specified. Models will be saved in: \"AutogluonModels/ag-20230606_092638/\"\n", + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230610_151400/\"\n", "Presets specified: ['best_quality']\n", "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", "Beginning AutoGluon training ... Time limit = 600s\n", - "AutoGluon will save models to \"AutogluonModels/ag-20230606_092638/\"\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230610_151400/\"\n", "AutoGluon Version: 0.6.2\n", "Python Version: 3.7.10\n", "Operating System: Linux\n", "Platform Machine: x86_64\n", - "Platform Version: #1 SMP Tue Apr 25 15:24:19 UTC 2023\n", + "Platform Version: #1 SMP Thu May 4 09:55:30 UTC 2023\n", "Train Data Rows: 10886\n", "Train Data Columns: 15\n", "Label Column: count\n", @@ -2398,7 +2113,7 @@ "Using Feature Generators to preprocess the data ...\n", "Dropping user-specified ignored columns: ['casual', 'registered']\n", "Fitting AutoMLPipelineFeatureGenerator...\n", - "\tAvailable Memory: 2028.5 MB\n", + "\tAvailable Memory: 2180.87 MB\n", "\tTrain Data (Original) Memory Usage: 0.98 MB (0.0% of available memory)\n", "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", "\tStage 1 Generators:\n", @@ -2426,98 +2141,100 @@ "\t\t('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "\t\t('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "\t0.3s = Fit runtime\n", + "\t0.5s = Fit runtime\n", "\t13 features in original data used to generate 17 features in processed data.\n", "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.1% of available memory)\n", - "Data preprocessing and feature engineering runtime = 0.32s ...\n", + "Data preprocessing and feature engineering runtime = 0.52s ...\n", "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", "\tTo change this, specify the eval_metric parameter of Predictor()\n", "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", "Fitting 11 L1 models ...\n", - "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.69s of the 599.67s of remaining time.\n", + "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.55s of the 599.47s of remaining time.\n", "\t-101.5462\t = Validation score (-root_mean_squared_error)\n", - "\t0.07s\t = Training runtime\n", + "\t0.05s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 399.25s of the 599.23s of remaining time.\n", + "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 399.14s of the 599.06s of remaining time.\n", "\t-84.1251\t = Validation score (-root_mean_squared_error)\n", - "\t0.04s\t = Training runtime\n", + "\t0.07s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 398.84s of the 598.83s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 398.63s of the 598.55s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-34.346\t = Validation score (-root_mean_squared_error)\n", - "\t92.41s\t = Training runtime\n", - "\t11.02s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L1 ... Training model for up to 300.91s of the 500.89s of remaining time.\n", + "\t84.39s\t = Training runtime\n", + "\t9.63s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 307.7s of the 507.62s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-33.9173\t = Validation score (-root_mean_squared_error)\n", - "\t44.59s\t = Training runtime\n", - "\t2.85s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 251.75s of the 451.73s of remaining time.\n", + "\t43.62s\t = Training runtime\n", + "\t2.86s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 259.57s of the 459.5s of remaining time.\n", "\t-38.3149\t = Validation score (-root_mean_squared_error)\n", - "\t14.2s\t = Training runtime\n", + "\t13.97s\t = Training runtime\n", "\t0.57s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L1 ... Training model for up to 234.47s of the 434.45s of remaining time.\n", + "Fitting model: CatBoost_BAG_L1 ... Training model for up to 242.57s of the 442.49s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-34.0141\t = Validation score (-root_mean_squared_error)\n", - "\t201.26s\t = Training runtime\n", - "\t0.19s\t = Validation runtime\n", - "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 29.39s of the 229.37s of remaining time.\n", + "\t-33.9463\t = Validation score (-root_mean_squared_error)\n", + "\t206.68s\t = Training runtime\n", + "\t0.16s\t = Validation runtime\n", + "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 31.87s of the 231.8s of remaining time.\n", "\t-38.2952\t = Validation score (-root_mean_squared_error)\n", - "\t6.5s\t = Training runtime\n", - "\t0.57s\t = Validation runtime\n", - "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 19.79s of the 219.77s of remaining time.\n", + "\t6.37s\t = Training runtime\n", + "\t0.55s\t = Validation runtime\n", + "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 22.39s of the 222.32s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-106.8999\t = Validation score (-root_mean_squared_error)\n", - "\t42.03s\t = Training runtime\n", + "\t-102.592\t = Validation score (-root_mean_squared_error)\n", + "\t41.76s\t = Training runtime\n", "\t0.5s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 172.76s of remaining time.\n", - "\t-32.1386\t = Validation score (-root_mean_squared_error)\n", - "\t0.52s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 176.6s of remaining time.\n", + "\t-32.1292\t = Validation score (-root_mean_squared_error)\n", + "\t0.6s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", "Fitting 9 L2 models ...\n", - "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 172.16s of the 172.14s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 175.92s of the 175.89s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-31.242\t = Validation score (-root_mean_squared_error)\n", - "\t32.89s\t = Training runtime\n", - "\t1.05s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L2 ... Training model for up to 134.37s of the 134.35s of remaining time.\n", + "\t-31.2338\t = Validation score (-root_mean_squared_error)\n", + "\t29.16s\t = Training runtime\n", + "\t0.74s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L2 ... Training model for up to 142.24s of the 142.22s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-30.4895\t = Validation score (-root_mean_squared_error)\n", - "\t25.91s\t = Training runtime\n", - "\t0.35s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 104.16s of the 104.14s of remaining time.\n", - "\t-31.5797\t = Validation score (-root_mean_squared_error)\n", - "\t33.39s\t = Training runtime\n", - "\t0.63s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L2 ... Training model for up to 67.8s of the 67.78s of remaining time.\n", + "\t-30.4423\t = Validation score (-root_mean_squared_error)\n", + "\t25.82s\t = Training runtime\n", + "\t0.34s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 112.55s of the 112.52s of remaining time.\n", + "\t-31.5356\t = Validation score (-root_mean_squared_error)\n", + "\t32.33s\t = Training runtime\n", + "\t0.62s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L2 ... Training model for up to 77.19s of the 77.16s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-30.478\t = Validation score (-root_mean_squared_error)\n", - "\t70.67s\t = Training runtime\n", - "\t0.26s\t = Validation runtime\n", + "\t-30.2603\t = Validation score (-root_mean_squared_error)\n", + "\t73.57s\t = Training runtime\n", + "\t0.14s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -7.06s of remaining time.\n", - "\t-30.1616\t = Validation score (-root_mean_squared_error)\n", - "\t0.34s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -0.29s of remaining time.\n", + "\t-30.041\t = Validation score (-root_mean_squared_error)\n", + "\t0.49s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", - "AutoGluon training complete, total runtime = 607.65s ... Best model: \"WeightedEnsemble_L3\"\n", - "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230606_092638/\")\n" + "AutoGluon training complete, total runtime = 601.02s ... Best model: \"WeightedEnsemble_L3\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230610_151400/\")\n" ] } ], "source": [ - "# predictor_new_features = TabularPredictor(label='count',\n", - "# eval_metric='root_mean_squared_error',\n", - "# learner_kwargs={\"ignored_columns\": [\"casual\", \"registered\"]}).fit(train_data=train,\n", - "# time_limit=600,\n", - "# presets='best_quality')" + "predictor_new_features = TabularPredictor(label='count',\n", + " eval_metric='root_mean_squared_error',\n", + " learner_kwargs={\"ignored_columns\": [\"casual\", \"registered\"]}).fit(train_data=train,\n", + " time_limit=600,\n", + " presets='best_quality')" ] }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, + "execution_count": 43, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -2526,23 +2243,23 @@ "*** Summary of fit() ***\n", "Estimated performance of each model:\n", " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", - "0 WeightedEnsemble_L3 -30.161630 18.194583 564.287967 0.001280 0.341420 3 True 14\n", - "1 CatBoost_BAG_L2 -30.477992 16.164722 471.766166 0.260917 70.671903 2 True 13\n", - "2 LightGBM_BAG_L2 -30.489476 16.258281 427.002665 0.354477 25.908402 2 True 11\n", - "3 LightGBMXT_BAG_L2 -31.241965 16.951925 433.981103 1.048120 32.886840 2 True 10\n", - "4 RandomForestMSE_BAG_L2 -31.579701 16.529789 434.479402 0.625985 33.385139 2 True 12\n", - "5 WeightedEnsemble_L2 -32.138573 14.733449 353.006632 0.000921 0.518189 2 True 9\n", - "6 LightGBM_BAG_L1 -33.917339 2.845402 44.586918 2.845402 44.586918 1 True 4\n", - "7 CatBoost_BAG_L1 -34.014142 0.189714 201.259025 0.189714 201.259025 1 True 6\n", - "8 LightGBMXT_BAG_L1 -34.345997 11.024383 92.408166 11.024383 92.408166 1 True 3\n", - "9 ExtraTreesMSE_BAG_L1 -38.295243 0.567256 6.503906 0.567256 6.503906 1 True 7\n", - "10 RandomForestMSE_BAG_L1 -38.314947 0.568370 14.197547 0.568370 14.197547 1 True 5\n", - "11 KNeighborsDist_BAG_L1 -84.125061 0.104660 0.036786 0.104660 0.036786 1 True 2\n", - "12 KNeighborsUnif_BAG_L1 -101.546199 0.103418 0.068417 0.103418 0.068417 1 True 1\n", - "13 NeuralNetFastAI_BAG_L1 -106.899946 0.500603 42.033497 0.500603 42.033497 1 True 8\n", + "0 WeightedEnsemble_L3 -30.040994 15.690607 525.954549 0.001409 0.485619 3 True 14\n", + "1 CatBoost_BAG_L2 -30.260279 14.612188 470.492204 0.141814 73.567734 2 True 13\n", + "2 LightGBM_BAG_L2 -30.442299 14.808472 422.744333 0.338097 25.819863 2 True 11\n", + "3 LightGBMXT_BAG_L2 -31.233831 15.209287 426.081334 0.738912 29.156863 2 True 10\n", + "4 RandomForestMSE_BAG_L2 -31.535557 15.092686 429.251441 0.622312 32.326971 2 True 12\n", + "5 WeightedEnsemble_L2 -32.129201 13.317733 349.338799 0.001243 0.596792 2 True 9\n", + "6 LightGBM_BAG_L1 -33.917339 2.858895 43.623359 2.858895 43.623359 1 True 4\n", + "7 CatBoost_BAG_L1 -33.946323 0.155378 206.682505 0.155378 206.682505 1 True 6\n", + "8 LightGBMXT_BAG_L1 -34.345997 9.633107 84.394138 9.633107 84.394138 1 True 3\n", + "9 ExtraTreesMSE_BAG_L1 -38.295243 0.554354 6.369639 0.554354 6.369639 1 True 7\n", + "10 RandomForestMSE_BAG_L1 -38.314947 0.565017 13.968715 0.565017 13.968715 1 True 5\n", + "11 KNeighborsDist_BAG_L1 -84.125061 0.104094 0.073289 0.104094 0.073289 1 True 2\n", + "12 KNeighborsUnif_BAG_L1 -101.546199 0.102911 0.049498 0.102911 0.049498 1 True 1\n", + "13 NeuralNetFastAI_BAG_L1 -102.591981 0.496620 41.763328 0.496620 41.763328 1 True 8\n", "Number of models trained: 14\n", "Types of models trained:\n", - "{'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_CatBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_XT', 'StackerEnsembleModel_KNN'}\n", + "{'StackerEnsembleModel_LGB', 'StackerEnsembleModel_KNN', 'StackerEnsembleModel_CatBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_XT'}\n", "Bagging used: True (with 8 folds)\n", "Multi-layer stack-ensembling used: True (with 3 levels)\n", "Feature Metadata (Processed):\n", @@ -2552,7 +2269,7 @@ "('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "Plot summary of models saved to file: AutogluonModels/ag-20230606_092638/SummaryOfModels.html\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230610_151400/SummaryOfModels.html\n", "*** End of fit() summary ***\n" ] }, @@ -2578,58 +2295,58 @@ " 'LightGBMXT_BAG_L1': -34.34599701170154,\n", " 'LightGBM_BAG_L1': -33.91733862651761,\n", " 'RandomForestMSE_BAG_L1': -38.31494666065859,\n", - " 'CatBoost_BAG_L1': -34.01414205889925,\n", + " 'CatBoost_BAG_L1': -33.946322928767074,\n", " 'ExtraTreesMSE_BAG_L1': -38.29524277410234,\n", - " 'NeuralNetFastAI_BAG_L1': -106.89994603622335,\n", - " 'WeightedEnsemble_L2': -32.13857345745783,\n", - " 'LightGBMXT_BAG_L2': -31.241964683256665,\n", - " 'LightGBM_BAG_L2': -30.489476135171493,\n", - " 'RandomForestMSE_BAG_L2': -31.57970137002605,\n", - " 'CatBoost_BAG_L2': -30.477991723813926,\n", - " 'WeightedEnsemble_L3': -30.16163017094695},\n", + " 'NeuralNetFastAI_BAG_L1': -102.59198073688005,\n", + " 'WeightedEnsemble_L2': -32.12920133952609,\n", + " 'LightGBMXT_BAG_L2': -31.233830943650812,\n", + " 'LightGBM_BAG_L2': -30.442299350557896,\n", + " 'RandomForestMSE_BAG_L2': -31.53555692351376,\n", + " 'CatBoost_BAG_L2': -30.26027858550446,\n", + " 'WeightedEnsemble_L3': -30.040994329886065},\n", " 'model_best': 'WeightedEnsemble_L3',\n", - " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/KNeighborsUnif_BAG_L1/',\n", - " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/KNeighborsDist_BAG_L1/',\n", - " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/LightGBMXT_BAG_L1/',\n", - " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/LightGBM_BAG_L1/',\n", - " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/RandomForestMSE_BAG_L1/',\n", - " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/CatBoost_BAG_L1/',\n", - " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/ExtraTreesMSE_BAG_L1/',\n", - " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230606_092638/models/NeuralNetFastAI_BAG_L1/',\n", - " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230606_092638/models/WeightedEnsemble_L2/',\n", - " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230606_092638/models/LightGBMXT_BAG_L2/',\n", - " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230606_092638/models/LightGBM_BAG_L2/',\n", - " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230606_092638/models/RandomForestMSE_BAG_L2/',\n", - " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230606_092638/models/CatBoost_BAG_L2/',\n", - " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230606_092638/models/WeightedEnsemble_L3/'},\n", - " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.06841731071472168,\n", - " 'KNeighborsDist_BAG_L1': 0.03678631782531738,\n", - " 'LightGBMXT_BAG_L1': 92.40816640853882,\n", - " 'LightGBM_BAG_L1': 44.586918354034424,\n", - " 'RandomForestMSE_BAG_L1': 14.19754672050476,\n", - " 'CatBoost_BAG_L1': 201.25902462005615,\n", - " 'ExtraTreesMSE_BAG_L1': 6.50390625,\n", - " 'NeuralNetFastAI_BAG_L1': 42.03349709510803,\n", - " 'WeightedEnsemble_L2': 0.5181891918182373,\n", - " 'LightGBMXT_BAG_L2': 32.88684010505676,\n", - " 'LightGBM_BAG_L2': 25.90840196609497,\n", - " 'RandomForestMSE_BAG_L2': 33.38513898849487,\n", - " 'CatBoost_BAG_L2': 70.67190289497375,\n", - " 'WeightedEnsemble_L3': 0.34142041206359863},\n", - " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10341811180114746,\n", - " 'KNeighborsDist_BAG_L1': 0.1046595573425293,\n", - " 'LightGBMXT_BAG_L1': 11.024382591247559,\n", - " 'LightGBM_BAG_L1': 2.8454020023345947,\n", - " 'RandomForestMSE_BAG_L1': 0.5683701038360596,\n", - " 'CatBoost_BAG_L1': 0.189713716506958,\n", - " 'ExtraTreesMSE_BAG_L1': 0.567255973815918,\n", - " 'NeuralNetFastAI_BAG_L1': 0.5006027221679688,\n", - " 'WeightedEnsemble_L2': 0.0009210109710693359,\n", - " 'LightGBMXT_BAG_L2': 1.0481204986572266,\n", - " 'LightGBM_BAG_L2': 0.3544766902923584,\n", - " 'RandomForestMSE_BAG_L2': 0.6259846687316895,\n", - " 'CatBoost_BAG_L2': 0.26091694831848145,\n", - " 'WeightedEnsemble_L3': 0.001279592514038086},\n", + " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/KNeighborsUnif_BAG_L1/',\n", + " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/KNeighborsDist_BAG_L1/',\n", + " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/LightGBMXT_BAG_L1/',\n", + " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/LightGBM_BAG_L1/',\n", + " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/RandomForestMSE_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/CatBoost_BAG_L1/',\n", + " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/ExtraTreesMSE_BAG_L1/',\n", + " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/NeuralNetFastAI_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230610_151400/models/WeightedEnsemble_L2/',\n", + " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230610_151400/models/LightGBMXT_BAG_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230610_151400/models/LightGBM_BAG_L2/',\n", + " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230610_151400/models/RandomForestMSE_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230610_151400/models/CatBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230610_151400/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.04949760437011719,\n", + " 'KNeighborsDist_BAG_L1': 0.07328939437866211,\n", + " 'LightGBMXT_BAG_L1': 84.39413833618164,\n", + " 'LightGBM_BAG_L1': 43.6233594417572,\n", + " 'RandomForestMSE_BAG_L1': 13.968714714050293,\n", + " 'CatBoost_BAG_L1': 206.68250465393066,\n", + " 'ExtraTreesMSE_BAG_L1': 6.369638919830322,\n", + " 'NeuralNetFastAI_BAG_L1': 41.76332759857178,\n", + " 'WeightedEnsemble_L2': 0.596792459487915,\n", + " 'LightGBMXT_BAG_L2': 29.15686297416687,\n", + " 'LightGBM_BAG_L2': 25.819862604141235,\n", + " 'RandomForestMSE_BAG_L2': 32.32697057723999,\n", + " 'CatBoost_BAG_L2': 73.56773376464844,\n", + " 'WeightedEnsemble_L3': 0.48561859130859375},\n", + " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10291051864624023,\n", + " 'KNeighborsDist_BAG_L1': 0.10409355163574219,\n", + " 'LightGBMXT_BAG_L1': 9.633106708526611,\n", + " 'LightGBM_BAG_L1': 2.8588950634002686,\n", + " 'RandomForestMSE_BAG_L1': 0.5650167465209961,\n", + " 'CatBoost_BAG_L1': 0.15537810325622559,\n", + " 'ExtraTreesMSE_BAG_L1': 0.5543537139892578,\n", + " 'NeuralNetFastAI_BAG_L1': 0.49662017822265625,\n", + " 'WeightedEnsemble_L2': 0.0012428760528564453,\n", + " 'LightGBMXT_BAG_L2': 0.7389123439788818,\n", + " 'LightGBM_BAG_L2': 0.33809709548950195,\n", + " 'RandomForestMSE_BAG_L2': 0.6223115921020508,\n", + " 'CatBoost_BAG_L2': 0.1418137550354004,\n", + " 'WeightedEnsemble_L3': 0.0014088153839111328},\n", " 'num_bag_folds': 8,\n", " 'max_stack_level': 3,\n", " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n", @@ -2694,36 +2411,36 @@ " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True}},\n", " 'leaderboard': model score_val pred_time_val fit_time \\\n", - " 0 WeightedEnsemble_L3 -30.161630 18.194583 564.287967 \n", - " 1 CatBoost_BAG_L2 -30.477992 16.164722 471.766166 \n", - " 2 LightGBM_BAG_L2 -30.489476 16.258281 427.002665 \n", - " 3 LightGBMXT_BAG_L2 -31.241965 16.951925 433.981103 \n", - " 4 RandomForestMSE_BAG_L2 -31.579701 16.529789 434.479402 \n", - " 5 WeightedEnsemble_L2 -32.138573 14.733449 353.006632 \n", - " 6 LightGBM_BAG_L1 -33.917339 2.845402 44.586918 \n", - " 7 CatBoost_BAG_L1 -34.014142 0.189714 201.259025 \n", - " 8 LightGBMXT_BAG_L1 -34.345997 11.024383 92.408166 \n", - " 9 ExtraTreesMSE_BAG_L1 -38.295243 0.567256 6.503906 \n", - " 10 RandomForestMSE_BAG_L1 -38.314947 0.568370 14.197547 \n", - " 11 KNeighborsDist_BAG_L1 -84.125061 0.104660 0.036786 \n", - " 12 KNeighborsUnif_BAG_L1 -101.546199 0.103418 0.068417 \n", - " 13 NeuralNetFastAI_BAG_L1 -106.899946 0.500603 42.033497 \n", + " 0 WeightedEnsemble_L3 -30.040994 15.690607 525.954549 \n", + " 1 CatBoost_BAG_L2 -30.260279 14.612188 470.492204 \n", + " 2 LightGBM_BAG_L2 -30.442299 14.808472 422.744333 \n", + " 3 LightGBMXT_BAG_L2 -31.233831 15.209287 426.081334 \n", + " 4 RandomForestMSE_BAG_L2 -31.535557 15.092686 429.251441 \n", + " 5 WeightedEnsemble_L2 -32.129201 13.317733 349.338799 \n", + " 6 LightGBM_BAG_L1 -33.917339 2.858895 43.623359 \n", + " 7 CatBoost_BAG_L1 -33.946323 0.155378 206.682505 \n", + " 8 LightGBMXT_BAG_L1 -34.345997 9.633107 84.394138 \n", + " 9 ExtraTreesMSE_BAG_L1 -38.295243 0.554354 6.369639 \n", + " 10 RandomForestMSE_BAG_L1 -38.314947 0.565017 13.968715 \n", + " 11 KNeighborsDist_BAG_L1 -84.125061 0.104094 0.073289 \n", + " 12 KNeighborsUnif_BAG_L1 -101.546199 0.102911 0.049498 \n", + " 13 NeuralNetFastAI_BAG_L1 -102.591981 0.496620 41.763328 \n", " \n", " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", - " 0 0.001280 0.341420 3 True \n", - " 1 0.260917 70.671903 2 True \n", - " 2 0.354477 25.908402 2 True \n", - " 3 1.048120 32.886840 2 True \n", - " 4 0.625985 33.385139 2 True \n", - " 5 0.000921 0.518189 2 True \n", - " 6 2.845402 44.586918 1 True \n", - " 7 0.189714 201.259025 1 True \n", - " 8 11.024383 92.408166 1 True \n", - " 9 0.567256 6.503906 1 True \n", - " 10 0.568370 14.197547 1 True \n", - " 11 0.104660 0.036786 1 True \n", - " 12 0.103418 0.068417 1 True \n", - " 13 0.500603 42.033497 1 True \n", + " 0 0.001409 0.485619 3 True \n", + " 1 0.141814 73.567734 2 True \n", + " 2 0.338097 25.819863 2 True \n", + " 3 0.738912 29.156863 2 True \n", + " 4 0.622312 32.326971 2 True \n", + " 5 0.001243 0.596792 2 True \n", + " 6 2.858895 43.623359 1 True \n", + " 7 0.155378 206.682505 1 True \n", + " 8 9.633107 84.394138 1 True \n", + " 9 0.554354 6.369639 1 True \n", + " 10 0.565017 13.968715 1 True \n", + " 11 0.104094 0.073289 1 True \n", + " 12 0.102911 0.049498 1 True \n", + " 13 0.496620 41.763328 1 True \n", " \n", " fit_order \n", " 0 14 \n", @@ -2742,29 +2459,29 @@ " 13 8 }" ] }, - "execution_count": 35, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# predictor_new_features.fit_summary()" + "predictor_new_features.fit_summary()" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 44, "metadata": { "tags": [] }, "outputs": [], "source": [ - "# predictions_new_features = predictor_new_features.predict(test)" + "predictions_new_features = predictor_new_features.predict(test)" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 45, "metadata": { "tags": [] }, @@ -2772,27 +2489,64 @@ { "data": { "text/plain": [ - "0 15.398268\n", - "1 11.366762\n", - "2 10.404857\n", - "3 9.143167\n", - "4 8.101578\n", + "0 15.329047\n", + "1 11.720441\n", + "2 10.687778\n", + "3 9.285362\n", + "4 7.997464\n", "Name: count, dtype: float32" ] }, - "execution_count": 37, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# predictions_new_features.head()" + "predictions_new_features.head()" ] }, { "cell_type": "code", - "execution_count": 38, - "metadata": {}, + "execution_count": 46, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Evaluate the models performance\n", + "predictor_new_features.leaderboard(silent=True).plot(kind='bar', x='model', y='score_val')" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -2800,31 +2554,44 @@ "Series([], Name: count, dtype: float32)" ] }, - "execution_count": 38, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Remember to set all negative values to zero\n", - "# predictions_new_features[predictions_new_features.values<0]" + "predictions_new_features[predictions_new_features.values<0]" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "tags": [] }, "outputs": [], "source": [ - "# submission_new_features = submission.copy()" + "# predictions_new_features = predictions_new_features.clip(lower=0)" ] }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, + "execution_count": 48, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "submission_new_features = submission.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# Same submitting predictions\n", @@ -2834,14 +2601,16 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, + "execution_count": 39, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 224kB/s]\n", + "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 329kB/s]\n", "Successfully submitted to Bike Sharing Demand" ] } @@ -2852,8 +2621,10 @@ }, { "cell_type": "code", - "execution_count": 42, - "metadata": {}, + "execution_count": 40, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -2861,10 +2632,10 @@ "text": [ "fileName date description status publicScore privateScore \n", "--------------------------- ------------------- --------------------------------- -------- ----------- ------------ \n", - "submission_new_features.csv 2023-06-06 09:37:32 new features complete 0.67108 0.67108 \n", - "submission.csv 2023-06-06 09:18:29 first raw submission complete 1.79318 1.79318 \n", - "submission_new_hpo.csv 2023-06-05 08:09:30 new features with hyperparameters complete 0.45053 0.45053 \n", - "submission_new_hpo.csv 2023-06-02 23:23:45 new features with hyperparameters complete 0.67535 0.67535 \n" + "submission_new_features.csv 2023-06-08 14:26:59 new features complete 0.67749 0.67749 \n", + "submission.csv 2023-06-08 14:11:00 first raw submission complete 1.79030 1.79030 \n", + "submission.csv 2023-06-08 11:47:48 first raw submission complete 1.85068 1.85068 \n", + "submission_new_hpo.csv 2023-06-06 14:32:39 new features with hyperparameters complete 0.54569 0.54569 \n" ] } ], @@ -2876,7 +2647,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### New Score of `0.67108`" + "#### New Score of `0.67749`" ] }, { @@ -2930,23 +2701,25 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 50, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "No path specified. Models will be saved in: \"AutogluonModels/ag-20230606_142045/\"\n", + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230610_152737/\"\n", "Presets specified: ['best_quality']\n", "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", "Beginning AutoGluon training ... Time limit = 600s\n", - "AutoGluon will save models to \"AutogluonModels/ag-20230606_142045/\"\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230610_152737/\"\n", "AutoGluon Version: 0.6.2\n", "Python Version: 3.7.10\n", "Operating System: Linux\n", "Platform Machine: x86_64\n", - "Platform Version: #1 SMP Tue Apr 25 15:24:19 UTC 2023\n", + "Platform Version: #1 SMP Thu May 4 09:55:30 UTC 2023\n", "Train Data Rows: 10886\n", "Train Data Columns: 15\n", "Label Column: count\n", @@ -2957,8 +2730,8 @@ "Using Feature Generators to preprocess the data ...\n", "Dropping user-specified ignored columns: ['casual', 'registered']\n", "Fitting AutoMLPipelineFeatureGenerator...\n", - "\tAvailable Memory: 1713.94 MB\n", - "\tTrain Data (Original) Memory Usage: 0.98 MB (0.1% of available memory)\n", + "\tAvailable Memory: 2166.56 MB\n", + "\tTrain Data (Original) Memory Usage: 0.98 MB (0.0% of available memory)\n", "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", "\tStage 1 Generators:\n", "\t\tFitting AsTypeFeatureGenerator...\n", @@ -2985,68 +2758,74 @@ "\t\t('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "\t\t('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "\t0.3s = Fit runtime\n", + "\t0.2s = Fit runtime\n", "\t13 features in original data used to generate 17 features in processed data.\n", "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.1% of available memory)\n", - "Data preprocessing and feature engineering runtime = 0.45s ...\n", + "Data preprocessing and feature engineering runtime = 0.24s ...\n", "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", "\tTo change this, specify the eval_metric parameter of Predictor()\n", "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", "Fitting 4 L1 models ...\n", - "Fitting model: LightGBM_BAG_L1 ... Training model for up to 399.6s of the 599.54s of remaining time.\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 399.74s of the 599.75s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-42.8417\t = Validation score (-root_mean_squared_error)\n", - "\t20.7s\t = Training runtime\n", - "\t0.18s\t = Validation runtime\n", - "Fitting model: RandomForest_BAG_L1 ... Training model for up to 375.05s of the 574.99s of remaining time.\n", - "\t-38.3149\t = Validation score (-root_mean_squared_error)\n", - "\t14.47s\t = Training runtime\n", - "\t0.6s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L1 ... Training model for up to 357.53s of the 557.47s of remaining time.\n", + "\t-37.2853\t = Validation score (-root_mean_squared_error)\n", + "\t26.01s\t = Training runtime\n", + "\t0.72s\t = Validation runtime\n", + "Fitting model: RandomForest_BAG_L1 ... Training model for up to 369.55s of the 569.57s of remaining time.\n", + "\t-60.2838\t = Validation score (-root_mean_squared_error)\n", + "\t10.42s\t = Training runtime\n", + "\t0.53s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L1 ... Training model for up to 358.17s of the 558.18s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-38.4792\t = Validation score (-root_mean_squared_error)\n", - "\t55.66s\t = Training runtime\n", - "\t1.51s\t = Validation runtime\n", + "\t-32.9326\t = Validation score (-root_mean_squared_error)\n", + "\t300.59s\t = Training runtime\n", + "\t0.24s\t = Validation runtime\n", + "Fitting model: XGBoost_BAG_L1 ... Training model for up to 53.77s of the 253.79s of remaining time.\n", + "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", + "\t-36.2674\t = Validation score (-root_mean_squared_error)\n", + "\t57.04s\t = Training runtime\n", + "\t2.39s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 192.33s of remaining time.\n", - "\t-32.651\t = Validation score (-root_mean_squared_error)\n", - "\t0.31s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 192.35s of remaining time.\n", + "\t-32.8334\t = Validation score (-root_mean_squared_error)\n", + "\t0.3s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", "Fitting 4 L2 models ...\n", - "Fitting model: LightGBM_BAG_L2 ... Training model for up to 191.95s of the 191.93s of remaining time.\n", + "Fitting model: LightGBM_BAG_L2 ... Training model for up to 191.98s of the 191.97s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-33.3133\t = Validation score (-root_mean_squared_error)\n", - "\t19.53s\t = Training runtime\n", - "\t0.15s\t = Validation runtime\n", - "Fitting model: RandomForest_BAG_L2 ... Training model for up to 168.29s of the 168.28s of remaining time.\n", - "\t-33.7785\t = Validation score (-root_mean_squared_error)\n", - "\t26.35s\t = Training runtime\n", - "\t0.62s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L2 ... Training model for up to 138.92s of the 138.9s of remaining time.\n", + "\t-33.2158\t = Validation score (-root_mean_squared_error)\n", + "\t24.94s\t = Training runtime\n", + "\t0.27s\t = Validation runtime\n", + "Fitting model: RandomForest_BAG_L2 ... Training model for up to 162.89s of the 162.88s of remaining time.\n", + "\t-33.3176\t = Validation score (-root_mean_squared_error)\n", + "\t18.18s\t = Training runtime\n", + "\t0.56s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L2 ... Training model for up to 143.7s of the 143.69s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-33.2023\t = Validation score (-root_mean_squared_error)\n", - "\t118.04s\t = Training runtime\n", - "\t0.54s\t = Validation runtime\n", - "Fitting model: XGBoost_BAG_L2 ... Training model for up to 17.05s of the 17.03s of remaining time.\n", + "\t-33.122\t = Validation score (-root_mean_squared_error)\n", + "\t112.15s\t = Training runtime\n", + "\t0.1s\t = Validation runtime\n", + "Fitting model: XGBoost_BAG_L2 ... Training model for up to 27.97s of the 27.95s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-33.4282\t = Validation score (-root_mean_squared_error)\n", - "\t25.88s\t = Training runtime\n", - "\t0.32s\t = Validation runtime\n", + "\t-34.0967\t = Validation score (-root_mean_squared_error)\n", + "\t34.75s\t = Training runtime\n", + "\t0.5s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -12.82s of remaining time.\n", - "\t-32.7101\t = Validation score (-root_mean_squared_error)\n", - "\t0.3s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -10.68s of remaining time.\n", + "\t-32.8155\t = Validation score (-root_mean_squared_error)\n", + "\t0.32s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", - "AutoGluon training complete, total runtime = 613.37s ... Best model: \"WeightedEnsemble_L2\"\n", - "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230606_142045/\")\n" + "AutoGluon training complete, total runtime = 611.22s ... Best model: \"WeightedEnsemble_L3\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230610_152737/\")\n" ] } ], "source": [ "hyperparameters = {'CAT': {'depth':8, 'l2_leaf_reg':10},\n", " 'XGB':{'objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03},\n", - " 'GBM':{'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32}\n", + " 'GBM':{'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state':32},\n", + " 'RF':{'n_estimators':500, 'max_depth':8, 'min_samples_split':4, 'min_samples_leaf':3, 'max_features':'auto', 'random_state':32}\n", " }\n", "\n", "hyperparameter_tune_kwargs = {}\n", @@ -3065,8 +2844,10 @@ }, { "cell_type": "code", - "execution_count": 64, - "metadata": {}, + "execution_count": 51, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -3075,19 +2856,19 @@ "*** Summary of fit() ***\n", "Estimated performance of each model:\n", " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", - "0 WeightedEnsemble_L2 -32.650972 0.855612 315.925021 0.000908 0.313421 2 True 5\n", - "1 WeightedEnsemble_L3 -32.710072 4.163998 582.083563 0.000962 0.303215 3 True 10\n", - "2 CatBoost_BAG_L1 -32.925735 0.256630 301.140906 0.256630 301.140906 1 True 3\n", - "3 CatBoost_BAG_L2 -33.202268 3.078865 510.014596 0.541939 118.038357 2 True 8\n", - "4 LightGBM_BAG_L2 -33.313339 2.688891 411.510432 0.151965 19.534193 2 True 6\n", - "5 XGBoost_BAG_L2 -33.428214 2.853507 417.856416 0.316581 25.880177 2 True 9\n", - "6 RandomForest_BAG_L2 -33.778466 3.152551 418.327621 0.615625 26.351382 2 True 7\n", - "7 RandomForest_BAG_L1 -38.314947 0.598073 14.470695 0.598073 14.470695 1 True 2\n", - "8 XGBoost_BAG_L1 -38.479158 1.506325 55.661121 1.506325 55.661121 1 True 4\n", - "9 LightGBM_BAG_L1 -42.841661 0.175897 20.703517 0.175897 20.703517 1 True 1\n", + "0 WeightedEnsemble_L3 -32.815482 4.804328 549.659563 0.001359 0.320632 3 True 10\n", + "1 WeightedEnsemble_L2 -32.833423 2.630455 357.925380 0.000954 0.296460 2 True 5\n", + "2 CatBoost_BAG_L1 -32.932597 0.243479 300.589007 0.243479 300.589007 1 True 3\n", + "3 CatBoost_BAG_L2 -33.122036 3.972176 506.219445 0.095716 112.154944 2 True 8\n", + "4 LightGBM_BAG_L2 -33.215761 4.149420 419.000862 0.272960 24.936360 2 True 6\n", + "5 RandomForest_BAG_L2 -33.317601 4.434293 412.247627 0.557833 18.183125 2 True 7\n", + "6 XGBoost_BAG_L2 -34.096692 4.377846 428.819236 0.501386 34.754735 2 True 9\n", + "7 XGBoost_BAG_L1 -36.267388 2.386022 57.039914 2.386022 57.039914 1 True 4\n", + "8 LightGBM_BAG_L1 -37.285348 0.716711 26.011751 0.716711 26.011751 1 True 1\n", + "9 RandomForest_BAG_L1 -60.283791 0.530248 10.423830 0.530248 10.423830 1 True 2\n", "Number of models trained: 10\n", "Types of models trained:\n", - "{'StackerEnsembleModel_CatBoost', 'StackerEnsembleModel_XGBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_RF'}\n", + "{'StackerEnsembleModel_LGB', 'StackerEnsembleModel_CatBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_XGBoost'}\n", "Bagging used: True (with 8 folds)\n", "Multi-layer stack-ensembling used: True (with 3 levels)\n", "Feature Metadata (Processed):\n", @@ -3097,7 +2878,7 @@ "('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "Plot summary of models saved to file: AutogluonModels/ag-20230606_142045/SummaryOfModels.html\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230610_152737/SummaryOfModels.html\n", "*** End of fit() summary ***\n" ] }, @@ -3114,47 +2895,47 @@ " 'CatBoost_BAG_L2': 'StackerEnsembleModel_CatBoost',\n", " 'XGBoost_BAG_L2': 'StackerEnsembleModel_XGBoost',\n", " 'WeightedEnsemble_L3': 'WeightedEnsembleModel'},\n", - " 'model_performance': {'LightGBM_BAG_L1': -42.84166131903627,\n", - " 'RandomForest_BAG_L1': -38.31494666065859,\n", - " 'CatBoost_BAG_L1': -32.92573523143852,\n", - " 'XGBoost_BAG_L1': -38.47915820887855,\n", - " 'WeightedEnsemble_L2': -32.65097207109252,\n", - " 'LightGBM_BAG_L2': -33.313338723004954,\n", - " 'RandomForest_BAG_L2': -33.778466040893605,\n", - " 'CatBoost_BAG_L2': -33.202268372663184,\n", - " 'XGBoost_BAG_L2': -33.428214207989264,\n", - " 'WeightedEnsemble_L3': -32.710072095928744},\n", - " 'model_best': 'WeightedEnsemble_L2',\n", - " 'model_paths': {'LightGBM_BAG_L1': 'AutogluonModels/ag-20230606_142045/models/LightGBM_BAG_L1/',\n", - " 'RandomForest_BAG_L1': 'AutogluonModels/ag-20230606_142045/models/RandomForest_BAG_L1/',\n", - " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230606_142045/models/CatBoost_BAG_L1/',\n", - " 'XGBoost_BAG_L1': 'AutogluonModels/ag-20230606_142045/models/XGBoost_BAG_L1/',\n", - " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230606_142045/models/WeightedEnsemble_L2/',\n", - " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230606_142045/models/LightGBM_BAG_L2/',\n", - " 'RandomForest_BAG_L2': 'AutogluonModels/ag-20230606_142045/models/RandomForest_BAG_L2/',\n", - " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230606_142045/models/CatBoost_BAG_L2/',\n", - " 'XGBoost_BAG_L2': 'AutogluonModels/ag-20230606_142045/models/XGBoost_BAG_L2/',\n", - " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230606_142045/models/WeightedEnsemble_L3/'},\n", - " 'model_fit_times': {'LightGBM_BAG_L1': 20.7035174369812,\n", - " 'RandomForest_BAG_L1': 14.470694780349731,\n", - " 'CatBoost_BAG_L1': 301.1409058570862,\n", - " 'XGBoost_BAG_L1': 55.661120891571045,\n", - " 'WeightedEnsemble_L2': 0.31342053413391113,\n", - " 'LightGBM_BAG_L2': 19.53419256210327,\n", - " 'RandomForest_BAG_L2': 26.3513822555542,\n", - " 'CatBoost_BAG_L2': 118.0383574962616,\n", - " 'XGBoost_BAG_L2': 25.88017725944519,\n", - " 'WeightedEnsemble_L3': 0.30321478843688965},\n", - " 'model_pred_times': {'LightGBM_BAG_L1': 0.17589735984802246,\n", - " 'RandomForest_BAG_L1': 0.5980732440948486,\n", - " 'CatBoost_BAG_L1': 0.25663042068481445,\n", - " 'XGBoost_BAG_L1': 1.5063250064849854,\n", - " 'WeightedEnsemble_L2': 0.00090789794921875,\n", - " 'LightGBM_BAG_L2': 0.15196514129638672,\n", - " 'RandomForest_BAG_L2': 0.6156246662139893,\n", - " 'CatBoost_BAG_L2': 0.5419392585754395,\n", - " 'XGBoost_BAG_L2': 0.31658124923706055,\n", - " 'WeightedEnsemble_L3': 0.0009617805480957031},\n", + " 'model_performance': {'LightGBM_BAG_L1': -37.2853484306002,\n", + " 'RandomForest_BAG_L1': -60.28379092692381,\n", + " 'CatBoost_BAG_L1': -32.93259737978504,\n", + " 'XGBoost_BAG_L1': -36.26738826018839,\n", + " 'WeightedEnsemble_L2': -32.8334228228245,\n", + " 'LightGBM_BAG_L2': -33.215761340058314,\n", + " 'RandomForest_BAG_L2': -33.317600839706095,\n", + " 'CatBoost_BAG_L2': -33.122035742125576,\n", + " 'XGBoost_BAG_L2': -34.09669241614373,\n", + " 'WeightedEnsemble_L3': -32.8154824356071},\n", + " 'model_best': 'WeightedEnsemble_L3',\n", + " 'model_paths': {'LightGBM_BAG_L1': 'AutogluonModels/ag-20230610_152737/models/LightGBM_BAG_L1/',\n", + " 'RandomForest_BAG_L1': 'AutogluonModels/ag-20230610_152737/models/RandomForest_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230610_152737/models/CatBoost_BAG_L1/',\n", + " 'XGBoost_BAG_L1': 'AutogluonModels/ag-20230610_152737/models/XGBoost_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230610_152737/models/WeightedEnsemble_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230610_152737/models/LightGBM_BAG_L2/',\n", + " 'RandomForest_BAG_L2': 'AutogluonModels/ag-20230610_152737/models/RandomForest_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230610_152737/models/CatBoost_BAG_L2/',\n", + " 'XGBoost_BAG_L2': 'AutogluonModels/ag-20230610_152737/models/XGBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230610_152737/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'LightGBM_BAG_L1': 26.0117506980896,\n", + " 'RandomForest_BAG_L1': 10.423830270767212,\n", + " 'CatBoost_BAG_L1': 300.5890066623688,\n", + " 'XGBoost_BAG_L1': 57.03991365432739,\n", + " 'WeightedEnsemble_L2': 0.2964599132537842,\n", + " 'LightGBM_BAG_L2': 24.936360359191895,\n", + " 'RandomForest_BAG_L2': 18.183125495910645,\n", + " 'CatBoost_BAG_L2': 112.15494418144226,\n", + " 'XGBoost_BAG_L2': 34.75473499298096,\n", + " 'WeightedEnsemble_L3': 0.320631742477417},\n", + " 'model_pred_times': {'LightGBM_BAG_L1': 0.7167110443115234,\n", + " 'RandomForest_BAG_L1': 0.5302484035491943,\n", + " 'CatBoost_BAG_L1': 0.24347853660583496,\n", + " 'XGBoost_BAG_L1': 2.3860223293304443,\n", + " 'WeightedEnsemble_L2': 0.0009541511535644531,\n", + " 'LightGBM_BAG_L2': 0.27296018600463867,\n", + " 'RandomForest_BAG_L2': 0.5578327178955078,\n", + " 'CatBoost_BAG_L2': 0.09571552276611328,\n", + " 'XGBoost_BAG_L2': 0.5013861656188965,\n", + " 'WeightedEnsemble_L3': 0.0013592243194580078},\n", " 'num_bag_folds': 8,\n", " 'max_stack_level': 3,\n", " 'model_hyperparams': {'LightGBM_BAG_L1': {'use_orig_features': True,\n", @@ -3200,43 +2981,43 @@ " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True}},\n", " 'leaderboard': model score_val pred_time_val fit_time \\\n", - " 0 WeightedEnsemble_L2 -32.650972 0.855612 315.925021 \n", - " 1 WeightedEnsemble_L3 -32.710072 4.163998 582.083563 \n", - " 2 CatBoost_BAG_L1 -32.925735 0.256630 301.140906 \n", - " 3 CatBoost_BAG_L2 -33.202268 3.078865 510.014596 \n", - " 4 LightGBM_BAG_L2 -33.313339 2.688891 411.510432 \n", - " 5 XGBoost_BAG_L2 -33.428214 2.853507 417.856416 \n", - " 6 RandomForest_BAG_L2 -33.778466 3.152551 418.327621 \n", - " 7 RandomForest_BAG_L1 -38.314947 0.598073 14.470695 \n", - " 8 XGBoost_BAG_L1 -38.479158 1.506325 55.661121 \n", - " 9 LightGBM_BAG_L1 -42.841661 0.175897 20.703517 \n", + " 0 WeightedEnsemble_L3 -32.815482 4.804328 549.659563 \n", + " 1 WeightedEnsemble_L2 -32.833423 2.630455 357.925380 \n", + " 2 CatBoost_BAG_L1 -32.932597 0.243479 300.589007 \n", + " 3 CatBoost_BAG_L2 -33.122036 3.972176 506.219445 \n", + " 4 LightGBM_BAG_L2 -33.215761 4.149420 419.000862 \n", + " 5 RandomForest_BAG_L2 -33.317601 4.434293 412.247627 \n", + " 6 XGBoost_BAG_L2 -34.096692 4.377846 428.819236 \n", + " 7 XGBoost_BAG_L1 -36.267388 2.386022 57.039914 \n", + " 8 LightGBM_BAG_L1 -37.285348 0.716711 26.011751 \n", + " 9 RandomForest_BAG_L1 -60.283791 0.530248 10.423830 \n", " \n", " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", - " 0 0.000908 0.313421 2 True \n", - " 1 0.000962 0.303215 3 True \n", - " 2 0.256630 301.140906 1 True \n", - " 3 0.541939 118.038357 2 True \n", - " 4 0.151965 19.534193 2 True \n", - " 5 0.316581 25.880177 2 True \n", - " 6 0.615625 26.351382 2 True \n", - " 7 0.598073 14.470695 1 True \n", - " 8 1.506325 55.661121 1 True \n", - " 9 0.175897 20.703517 1 True \n", + " 0 0.001359 0.320632 3 True \n", + " 1 0.000954 0.296460 2 True \n", + " 2 0.243479 300.589007 1 True \n", + " 3 0.095716 112.154944 2 True \n", + " 4 0.272960 24.936360 2 True \n", + " 5 0.557833 18.183125 2 True \n", + " 6 0.501386 34.754735 2 True \n", + " 7 2.386022 57.039914 1 True \n", + " 8 0.716711 26.011751 1 True \n", + " 9 0.530248 10.423830 1 True \n", " \n", " fit_order \n", - " 0 5 \n", - " 1 10 \n", + " 0 10 \n", + " 1 5 \n", " 2 3 \n", " 3 8 \n", " 4 6 \n", - " 5 9 \n", - " 6 7 \n", - " 7 2 \n", - " 8 4 \n", - " 9 1 }" + " 5 7 \n", + " 6 9 \n", + " 7 4 \n", + " 8 1 \n", + " 9 2 }" ] }, - "execution_count": 64, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -3247,7 +3028,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 52, "metadata": { "tags": [] }, @@ -3258,7 +3039,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 53, "metadata": { "tags": [] }, @@ -3266,15 +3047,15 @@ { "data": { "text/plain": [ - "0 12.913784\n", - "1 -0.815714\n", - "2 -3.389142\n", - "3 -2.133766\n", - "4 -1.555919\n", + "0 12.365926\n", + "1 5.438227\n", + "2 3.905621\n", + "3 3.940724\n", + "4 3.935637\n", "Name: count, dtype: float32" ] }, - "execution_count": 66, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -3285,50 +3066,42 @@ }, { "cell_type": "code", - "execution_count": 67, - "metadata": {}, + "execution_count": 68, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ - "1 -0.815714\n", - "2 -3.389142\n", - "3 -2.133766\n", - "4 -1.555919\n", - "27 -7.661560\n", - " ... \n", - "5312 -6.025403\n", - "5336 -3.447072\n", - "6116 -1.830126\n", - "6260 -0.110300\n", - "6451 -8.160258\n", - "Name: count, Length: 129, dtype: float32" + "" ] }, - "execution_count": 67, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "# Remember to set all negative values to zero\n", - "predictions_new_hpo[predictions_new_hpo.values<0]" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "predictions_new_hpo = predictions_new_hpo.clip(lower=0)" + "# Evaluate the models performance\n", + "predictor_new_hpo.leaderboard(silent=True).plot(kind='bar', x='model', y='score_val')" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 66, "metadata": { "tags": [] }, @@ -3339,18 +3112,30 @@ "Series([], Name: count, dtype: float32)" ] }, - "execution_count": 69, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Remember to set all negative values to zero\n", "predictions_new_hpo[predictions_new_hpo.values<0]" ] }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 56, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# predictions_new_hpo = predictions_new_hpo.clip(lower=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, "metadata": { "tags": [] }, @@ -3361,8 +3146,10 @@ }, { "cell_type": "code", - "execution_count": 71, - "metadata": {}, + "execution_count": 58, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# Same submitting predictions\n", @@ -3372,14 +3159,16 @@ }, { "cell_type": "code", - "execution_count": 72, - "metadata": {}, + "execution_count": 50, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 222kB/s]\n", + "100%|█████████████████████████████████████████| 188k/188k [00:00<00:00, 470kB/s]\n", "Successfully submitted to Bike Sharing Demand" ] } @@ -3390,8 +3179,10 @@ }, { "cell_type": "code", - "execution_count": 73, - "metadata": {}, + "execution_count": 51, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -3399,10 +3190,10 @@ "text": [ "fileName date description status publicScore privateScore \n", "--------------------------- ------------------- --------------------------------- -------- ----------- ------------ \n", - "submission_new_hpo.csv 2023-06-06 14:32:39 new features with hyperparameters complete 0.54569 0.54569 \n", - "submission_new_hpo.csv 2023-06-06 14:00:32 new features with hyperparameters complete 0.57342 0.57342 \n", - "submission_new_features.csv 2023-06-06 09:37:32 new features complete 0.67108 0.67108 \n", - "submission.csv 2023-06-06 09:18:29 first raw submission complete 1.79318 1.79318 \n" + "submission_new_hpo.csv 2023-06-08 14:39:24 new features with hyperparameters complete 0.44964 0.44964 \n", + "submission_new_features.csv 2023-06-08 14:26:59 new features complete 0.67749 0.67749 \n", + "submission.csv 2023-06-08 14:11:00 first raw submission complete 1.79030 1.79030 \n", + "submission.csv 2023-06-08 11:47:48 first raw submission complete 1.85068 1.85068 \n" ] } ], @@ -3414,7 +3205,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### New Score of `0.54569`" + "#### New Score of `0.44964`" ] }, { @@ -3428,38 +3219,106 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "metadata": { - "jupyter": { - "source_hidden": true + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } + ], + "source": [ + "# Taking the top model score from each training run and creating a line plot to show improvement\n", + "# You can create these in the notebook and save them to PNG or use some other tool (e.g. google sheets, excel)\n", + "pred_1 = predictor.leaderboard(silent=True)['score_val'][0]\n", + "pred_2 = predictor_new_features.leaderboard(silent=True)['score_val'][0]\n", + "pred_3 = predictor_new_hpo.leaderboard(silent=True)['score_val'][0]\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "fig = pd.DataFrame(\n", + " {\n", + " \"model\": [\"initial\", \"add_features\", \"hpo\"],\n", + " \n", + " \"score\": [pred_1, pred_2, pred_3]\n", + " }).plot(x=\"model\", y=\"score\", figsize=(8, 6)).get_figure()\n", + "fig.savefig('model_test_score.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Taking the top model score from each training run and creating a line plot to show improvement\n", "# You can create these in the notebook and save them to PNG or use some other tool (e.g. google sheets, excel)\n", + "pd.set_option('display.max_colwidth', None)\n", "fig = pd.DataFrame(\n", " {\n", " \"model\": [\"initial\", \"add_features\", \"hpo\"],\n", - " \"score\": [?, ?, ?]\n", + " \"CAT\": ['default','default',\"'depth':8, 'l2_leaf_reg':10'\"],\n", + " \"XGB\": ['default', 'default', \"'objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03\"],\n", + " \"GBM\": ['default', 'default', \"'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32\"],\n", + " \"RF\": ['default', 'default', \"'n_estimators':500, 'max_depth':8, 'min_samples_split':4, 'min_samples_leaf':3, 'max_features':'auto', 'random_state':32\"],\n", + " \"score\": [1.79030, 0.67749, 0.44964]\n", " }\n", ").plot(x=\"model\", y=\"score\", figsize=(8, 6)).get_figure()\n", - "fig.savefig('model_train_score.png')" + "fig.savefig('model_test_score.png')" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, + "execution_count": 56, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "import pandas as pd" + "# # Format the heading\n", + "# heading_style = [\n", + "# {\"selector\": \"th\", \"props\": [(\"text-align\", \"center\"), (\"font-weight\", \"bold\")]}\n", + "# ]\n", + "# styled_fig = fig.style.set_table_styles(heading_style)" ] }, { - "cell_type": "code", - "execution_count": 23, + "cell_type": "markdown", "metadata": {}, + "source": [ + "### Hyperparameter table" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -3486,6 +3345,7 @@ " CAT\n", " XGB\n", " GBM\n", + " RF\n", " score\n", " \n", " \n", @@ -3496,7 +3356,8 @@ " default\n", " default\n", " default\n", - " 1.79318\n", + " default\n", + " 1.79030\n", " \n", " \n", " 1\n", @@ -3504,7 +3365,8 @@ " default\n", " default\n", " default\n", - " 0.45053\n", + " default\n", + " 0.67749\n", " \n", " \n", " 2\n", @@ -3512,7 +3374,8 @@ " 'depth':8, 'l2_leaf_reg':10'\n", " 'objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03\n", " 'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32\n", - " 0.54569\n", + " 'n_estimators':500, 'max_depth':8, 'min_samples_split':4, 'min_samples_leaf':3, 'max_features':'auto', 'random_state':32\n", + " 0.44964\n", " \n", " \n", "\n", @@ -3534,61 +3397,32 @@ "1 default \n", "2 'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32 \n", "\n", + " RF \\\n", + "0 default \n", + "1 default \n", + "2 'n_estimators':500, 'max_depth':8, 'min_samples_split':4, 'min_samples_leaf':3, 'max_features':'auto', 'random_state':32 \n", + "\n", " score \n", - "0 1.79318 \n", - "1 0.45053 \n", - "2 0.54569 " + "0 1.79030 \n", + "1 0.67749 \n", + "2 0.44964 " ] }, - "execution_count": 23, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Take the 3 kaggle scores and creating a line plot to show improvement\n", - "fig = pd.DataFrame(\n", - " {\n", - " \"model\": [\"initial\", \"add_features\", \"hpo\"],\n", + "# The 3 hyperparameters we tuned with the kaggle score as the result\n", + "pd.DataFrame({\n", + " \"model\": [\"initial\", \"add_features\", \"hpo\"],\n", " \"CAT\": ['default','default',\"'depth':8, 'l2_leaf_reg':10'\"],\n", " \"XGB\": ['default', 'default', \"'objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03\"],\n", " \"GBM\": ['default', 'default', \"'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32\"],\n", - " \"score\": [1.79318, 0.45053, 0.54569]\n", - " }\n", - ")\n", - "\n", - "pd.set_option('display.max_colwidth', None)\n", - "\n", - "# # Format the heading\n", - "# heading_style = [\n", - "# {\"selector\": \"th\", \"props\": [(\"text-align\", \"center\"), (\"font-weight\", \"bold\")]}\n", - "# ]\n", - "# styled_fig = fig.style.set_table_styles(heading_style)\n", - "\n", - "fig" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Take the 3 kaggle scores and creating a line plot to show improvement\n", - "fig = pd.DataFrame(\n", - " {\n", - " \"test_eval\": [\"initial\", \"add_features\", \"hpo\"],\n", - " \"score\": [?, ?, ?]\n", - " }\n", - ").plot(x=\"test_eval\", y=\"score\", figsize=(8, 6)).get_figure()\n", - "fig.savefig('model_test_score.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Hyperparameter table" + " \"RF\": ['default', 'default', \"'n_estimators':500, 'max_depth':8, 'min_samples_split':4, 'min_samples_leaf':3, 'max_features':'auto', 'random_state':32\"],\n", + " \"score\": [1.79030, 0.67749, 0.44964]\n", + "})" ] }, { @@ -3596,16 +3430,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# The 3 hyperparameters we tuned with the kaggle score as the result\n", - "pd.DataFrame({\n", - " \"model\": [\"initial\", \"add_features\", \"hpo\"],\n", - " \"hpo1\": [?, ?, ?],\n", - " \"hpo2\": [?, ?, ?],\n", - " \"hpo3\": [?, ?, ?],\n", - " \"score\": [?, ?, ?]\n", - "})" - ] + "source": [] } ], "metadata": { @@ -4186,9 +4011,9 @@ ], "instance_type": "ml.t3.medium", "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3 (MXNet 1.8 Python 3.7 CPU Optimized)", "language": "python", - "name": "python3" + "name": "python3__SAGEMAKER_INTERNAL__arn:aws:sagemaker:us-east-1:081325390199:image/mxnet-1.8-cpu-py37-ubuntu16.04-v1" }, "language_info": { "codemirror_mode": { @@ -4200,7 +4025,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.7.10" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/project/report-template.md b/project/report-template.md index b46aa71..14cc771 100644 --- a/project/report-template.md +++ b/project/report-template.md @@ -8,7 +8,7 @@ Kaggle rejects negative score values, hence, the negative values was set to zero ### What was the top ranked model that performed? TODO: Add your explanation -The top ranked model that performed is the "WeightedEnsemble_L3" with a score of and RMSE value of -52.55. RMSE evaluation metric was used. Hence, the lower the error, the better the model. +The top ranked model that performed is the "WeightedEnsemble_L3" with a score of and RMSE value of -53.055. RMSE evaluation metric was used. Hence, the lower the error, the better the model. ## Exploratory data analysis and feature creation ### What did the exploratory analysis find and how did you add additional features? @@ -20,16 +20,18 @@ The other columns are simply discrete values ### How much better did your model preform after adding additional features and why do you think that is? TODO: Add your explanation After adding additional features, the model inproved significantly. This included also converting certain features to categorical variables. -From an initial RMSE value of -52 to RMSE value of -33.7124. Also, the kaggle score improved from ... to ... +From an initial RMSE value of -53 to RMSE value of -30.1837. Also, the kaggle score improved from 1.79030 to 0.67749 ## Hyper parameter tuning ### How much better did your model preform after trying different hyper parameters? TODO: Add your explanation Tuning of some of the hyerparameters also improved the model's performace -Some of the hyperparameters that were tuned included +Some of the hyperparameters that were tuned included the 'number of boost rounds', 'learning rate', 'num_leaves', 'max_depth' +The hyperparameter tuning moved the model from a previous RMSE value of -30 to -32.78335 though with a significant increase in the kaggle score wwhich went from 0.67749 to 0.44964. This is probably an indication of the required metric needed for evaluating the model. ### If you were given more time with this dataset, where do you think you would spend more time? TODO: Add your explanation +Given more time with this dataset, I would focus on how working more on the feature engineering and also on the hyperparameter tuning. These two tends to have a significant effect on the model's performance. ### Create a table with the models you ran, the hyperparameters modified, and the kaggle score. |model|hpo1|hpo2|hpo3|score| diff --git a/project/submission.csv b/project/submission.csv index 72859b3..d86e89d 100644 --- a/project/submission.csv +++ b/project/submission.csv @@ -1,6494 +1,6494 @@ datetime,count -2011-01-20 00:00:00,24.081133 -2011-01-20 01:00:00,42.819046 -2011-01-20 02:00:00,46.479134 -2011-01-20 03:00:00,49.665627 -2011-01-20 04:00:00,52.36743 -2011-01-20 05:00:00,51.91932 -2011-01-20 06:00:00,52.07915 -2011-01-20 07:00:00,53.796165 -2011-01-20 08:00:00,57.52992 -2011-01-20 09:00:00,61.038094 -2011-01-20 10:00:00,60.531525 -2011-01-20 11:00:00,63.108284 -2011-01-20 12:00:00,66.86474 -2011-01-20 13:00:00,63.279633 -2011-01-20 14:00:00,61.73031 -2011-01-20 15:00:00,63.485023 -2011-01-20 16:00:00,61.082073 -2011-01-20 17:00:00,63.2745 -2011-01-20 18:00:00,65.186485 -2011-01-20 19:00:00,64.30228 -2011-01-20 20:00:00,64.17095 -2011-01-20 21:00:00,64.34111 -2011-01-20 22:00:00,63.4058 -2011-01-20 23:00:00,63.96778 -2011-01-21 00:00:00,65.31654 -2011-01-21 01:00:00,65.82499 -2011-01-21 02:00:00,65.66568 -2011-01-21 03:00:00,92.19865 -2011-01-21 04:00:00,65.33977 -2011-01-21 05:00:00,64.47377 -2011-01-21 06:00:00,64.19448 -2011-01-21 07:00:00,65.4288 -2011-01-21 08:00:00,65.24616 -2011-01-21 09:00:00,65.82043 -2011-01-21 10:00:00,83.288414 -2011-01-21 11:00:00,80.46438 -2011-01-21 12:00:00,67.62572 -2011-01-21 13:00:00,68.18189 -2011-01-21 14:00:00,66.28683 -2011-01-21 15:00:00,65.156555 -2011-01-21 16:00:00,66.80634 -2011-01-21 17:00:00,65.425934 -2011-01-21 18:00:00,72.45009 -2011-01-21 19:00:00,72.19884 -2011-01-21 20:00:00,91.8182 -2011-01-21 21:00:00,92.27904 -2011-01-21 22:00:00,92.08368 -2011-01-21 23:00:00,83.12201 -2011-01-22 00:00:00,96.42974 -2011-01-22 01:00:00,97.38276 -2011-01-22 02:00:00,96.987656 -2011-01-22 03:00:00,97.03127 -2011-01-22 04:00:00,96.8741 -2011-01-22 06:00:00,97.053764 -2011-01-22 07:00:00,96.82238 -2011-01-22 08:00:00,97.316956 -2011-01-22 09:00:00,97.54788 -2011-01-22 10:00:00,97.31898 -2011-01-22 11:00:00,97.61806 -2011-01-22 12:00:00,98.74359 -2011-01-22 13:00:00,79.23692 -2011-01-22 14:00:00,80.53948 -2011-01-22 15:00:00,75.397995 -2011-01-22 16:00:00,77.741455 -2011-01-22 17:00:00,74.91813 -2011-01-22 18:00:00,97.528534 -2011-01-22 19:00:00,90.81592 -2011-01-22 20:00:00,97.70905 -2011-01-22 21:00:00,98.15846 -2011-01-22 22:00:00,94.43664 -2011-01-22 23:00:00,92.72367 -2011-01-23 00:00:00,94.08359 -2011-01-23 01:00:00,94.08359 -2011-01-23 02:00:00,93.097626 -2011-01-23 03:00:00,93.097626 -2011-01-23 05:00:00,94.01815 -2011-01-23 06:00:00,94.01815 -2011-01-23 07:00:00,97.318245 -2011-01-23 08:00:00,97.17947 -2011-01-23 09:00:00,100.00327 -2011-01-23 10:00:00,94.724884 -2011-01-23 11:00:00,96.71227 -2011-01-23 12:00:00,91.52722 -2011-01-23 13:00:00,79.52096 -2011-01-23 14:00:00,72.713135 -2011-01-23 15:00:00,72.713135 -2011-01-23 16:00:00,72.98291 -2011-01-23 17:00:00,74.28573 -2011-01-23 18:00:00,80.2617 -2011-01-23 19:00:00,80.08936 -2011-01-23 20:00:00,100.44914 -2011-01-23 21:00:00,99.40288 -2011-01-23 22:00:00,96.86482 -2011-01-23 23:00:00,98.89737 -2011-01-24 00:00:00,84.71953 -2011-01-24 01:00:00,90.98221 -2011-01-24 03:00:00,91.95825 -2011-01-24 04:00:00,71.02542 -2011-01-24 05:00:00,71.02542 -2011-01-24 06:00:00,87.3599 -2011-01-24 07:00:00,75.70482 -2011-01-24 08:00:00,75.29152 -2011-01-24 09:00:00,79.79097 -2011-01-24 10:00:00,74.33627 -2011-01-24 11:00:00,74.17506 -2011-01-24 12:00:00,71.34296 -2011-01-24 13:00:00,80.15028 -2011-01-24 14:00:00,76.78733 -2011-01-24 15:00:00,65.89825 -2011-01-24 16:00:00,69.25766 -2011-01-24 17:00:00,79.89535 -2011-01-24 18:00:00,68.58425 -2011-01-24 19:00:00,75.91162 -2011-01-24 20:00:00,68.68729 -2011-01-24 21:00:00,68.763596 -2011-01-24 22:00:00,70.11598 -2011-01-24 23:00:00,65.48111 -2011-01-25 00:00:00,68.48865 -2011-01-25 01:00:00,65.69765 -2011-01-25 02:00:00,65.02576 -2011-01-25 04:00:00,64.37754 -2011-01-25 05:00:00,67.6501 -2011-01-25 06:00:00,63.201668 -2011-01-25 07:00:00,64.45601 -2011-01-25 08:00:00,64.000435 -2011-01-25 09:00:00,64.464134 -2011-01-25 10:00:00,62.679802 -2011-01-25 11:00:00,62.754208 -2011-01-25 12:00:00,65.72247 -2011-01-25 13:00:00,63.844185 -2011-01-25 14:00:00,65.41406 -2011-01-25 15:00:00,68.71449 -2011-01-25 16:00:00,68.71449 -2011-01-25 17:00:00,64.96026 -2011-01-25 18:00:00,65.21403 -2011-01-25 19:00:00,64.93994 -2011-01-25 20:00:00,66.61447 -2011-01-25 21:00:00,66.61447 -2011-01-25 22:00:00,47.523655 -2011-01-25 23:00:00,25.957657 -2011-01-26 00:00:00,13.482569 -2011-01-26 01:00:00,8.186168 -2011-01-26 02:00:00,6.5598435 -2011-01-26 05:00:00,3.7915254 -2011-01-26 06:00:00,3.7915254 -2011-01-26 07:00:00,3.7551956 -2011-01-26 08:00:00,3.7532306 -2011-01-26 09:00:00,3.7532306 -2011-01-26 10:00:00,3.7867112 -2011-01-26 11:00:00,3.9234152 -2011-01-26 12:00:00,3.9234152 -2011-01-26 13:00:00,3.9234152 -2011-01-26 14:00:00,4.025428 -2011-01-26 15:00:00,4.4203444 -2011-01-26 16:00:00,4.694252 -2011-01-26 17:00:00,4.015437 -2011-01-27 16:00:00,5.055024 -2011-01-27 17:00:00,5.2813144 -2011-01-27 18:00:00,3.8087363 -2011-01-27 19:00:00,3.8087363 -2011-01-27 20:00:00,3.693746 -2011-01-27 21:00:00,3.693746 -2011-01-27 22:00:00,3.693746 -2011-01-27 23:00:00,4.0448365 -2011-01-28 00:00:00,4.190013 -2011-01-28 01:00:00,4.1838074 -2011-01-28 02:00:00,4.0608745 -2011-01-28 03:00:00,4.1150064 -2011-01-28 05:00:00,4.0925374 -2011-01-28 06:00:00,4.4141636 -2011-01-28 07:00:00,4.1043153 -2011-01-28 08:00:00,4.1043153 -2011-01-28 09:00:00,3.4458802 -2011-01-28 10:00:00,3.2527368 -2011-01-28 11:00:00,3.1585605 -2011-01-28 12:00:00,3.1585605 -2011-01-28 13:00:00,3.1585605 -2011-01-28 14:00:00,3.8578444 -2011-01-28 15:00:00,4.3888845 -2011-01-28 16:00:00,4.187995 -2011-01-28 17:00:00,5.0135813 -2011-01-28 18:00:00,4.87096 -2011-01-28 19:00:00,5.2436495 -2011-01-28 20:00:00,4.8073416 -2011-01-28 21:00:00,4.3439407 -2011-01-28 22:00:00,5.0300817 -2011-01-28 23:00:00,5.332182 -2011-01-29 00:00:00,5.1263824 -2011-01-29 01:00:00,3.837848 -2011-01-29 02:00:00,3.7411156 -2011-01-29 03:00:00,4.0157676 -2011-01-29 04:00:00,3.1539288 -2011-01-29 06:00:00,3.6715136 -2011-01-29 07:00:00,3.5745242 -2011-01-29 08:00:00,4.5179796 -2011-01-29 09:00:00,3.8471246 -2011-01-29 10:00:00,3.4065669 -2011-01-29 11:00:00,4.7222214 -2011-01-29 12:00:00,4.3491683 -2011-01-29 13:00:00,4.072422 -2011-01-29 14:00:00,3.8863168 -2011-01-29 15:00:00,4.175886 -2011-01-29 16:00:00,3.7317283 -2011-01-29 17:00:00,3.855628 -2011-01-29 18:00:00,3.4554508 -2011-01-29 19:00:00,4.005064 -2011-01-29 20:00:00,3.5291903 -2011-01-29 21:00:00,3.5291903 -2011-01-29 22:00:00,3.3836412 -2011-01-29 23:00:00,3.3836412 -2011-01-30 00:00:00,4.256201 -2011-01-30 01:00:00,3.6699903 -2011-01-30 02:00:00,3.7051935 -2011-01-30 03:00:00,3.6827984 -2011-01-30 04:00:00,3.6827984 -2011-01-30 05:00:00,3.661869 -2011-01-30 07:00:00,3.661869 -2011-01-30 08:00:00,4.6449404 -2011-01-30 09:00:00,3.7756577 -2011-01-30 10:00:00,3.8475542 -2011-01-30 11:00:00,3.7405772 -2011-01-30 12:00:00,5.191255 -2011-01-30 13:00:00,4.132187 -2011-01-30 14:00:00,4.5076847 -2011-01-30 15:00:00,5.3230157 -2011-01-30 16:00:00,5.3230157 -2011-01-30 17:00:00,4.927804 -2011-01-30 18:00:00,3.7781515 -2011-01-30 19:00:00,3.7627854 -2011-01-30 20:00:00,3.5482347 -2011-01-30 21:00:00,3.574364 -2011-01-30 22:00:00,3.6797552 -2011-01-30 23:00:00,3.9196305 -2011-01-31 00:00:00,4.525234 -2011-01-31 01:00:00,3.8626418 -2011-01-31 02:00:00,4.0314827 -2011-01-31 03:00:00,4.0314827 -2011-01-31 04:00:00,4.1402454 -2011-01-31 05:00:00,3.6934443 -2011-01-31 06:00:00,3.6801064 -2011-01-31 07:00:00,3.7417078 -2011-01-31 08:00:00,3.9826117 -2011-01-31 09:00:00,4.0794787 -2011-01-31 10:00:00,4.212471 -2011-01-31 11:00:00,4.212471 -2011-01-31 12:00:00,4.4510064 -2011-01-31 13:00:00,4.683402 -2011-01-31 14:00:00,4.5683823 -2011-01-31 15:00:00,4.6949635 -2011-01-31 16:00:00,4.4509974 -2011-01-31 17:00:00,4.242515 -2011-01-31 18:00:00,4.171878 -2011-01-31 19:00:00,5.0310564 -2011-01-31 20:00:00,4.848957 -2011-01-31 21:00:00,4.6171737 -2011-01-31 22:00:00,4.400655 -2011-01-31 23:00:00,4.178779 -2011-02-20 00:00:00,30.708965 -2011-02-20 01:00:00,34.90299 -2011-02-20 02:00:00,36.848816 -2011-02-20 03:00:00,37.248676 -2011-02-20 04:00:00,37.736366 -2011-02-20 06:00:00,37.184414 -2011-02-20 07:00:00,36.348732 -2011-02-20 08:00:00,34.95102 -2011-02-20 09:00:00,37.210167 -2011-02-20 10:00:00,39.60668 -2011-02-20 11:00:00,38.73477 -2011-02-20 12:00:00,38.71451 -2011-02-20 13:00:00,39.866474 -2011-02-20 14:00:00,40.757977 -2011-02-20 15:00:00,40.097042 -2011-02-20 16:00:00,40.064804 -2011-02-20 17:00:00,39.389965 -2011-02-20 18:00:00,38.030235 -2011-02-20 19:00:00,38.235928 -2011-02-20 20:00:00,38.00571 -2011-02-20 21:00:00,35.62776 -2011-02-20 22:00:00,37.825966 -2011-02-20 23:00:00,37.685204 -2011-02-21 00:00:00,40.527138 -2011-02-21 01:00:00,40.455494 -2011-02-21 02:00:00,40.418518 -2011-02-21 03:00:00,39.433296 -2011-02-21 04:00:00,36.771587 -2011-02-21 05:00:00,37.744564 -2011-02-21 06:00:00,39.21726 -2011-02-21 07:00:00,39.373615 -2011-02-21 08:00:00,39.667053 -2011-02-21 09:00:00,39.157276 -2011-02-21 10:00:00,39.66067 -2011-02-21 11:00:00,38.66169 -2011-02-21 12:00:00,38.687492 -2011-02-21 13:00:00,38.08732 -2011-02-21 14:00:00,37.85264 -2011-02-21 15:00:00,45.187088 -2011-02-21 16:00:00,43.606045 -2011-02-21 17:00:00,43.73495 -2011-02-21 18:00:00,43.03839 -2011-02-21 19:00:00,43.03608 -2011-02-21 20:00:00,47.333775 -2011-02-21 21:00:00,45.457577 -2011-02-21 22:00:00,45.06612 -2011-02-21 23:00:00,45.292923 -2011-02-22 06:00:00,39.637306 -2011-02-22 07:00:00,39.69046 -2011-02-22 08:00:00,39.58746 -2011-02-22 09:00:00,38.44584 -2011-02-22 10:00:00,38.446922 -2011-02-22 11:00:00,38.302284 -2011-02-22 12:00:00,37.783493 -2011-02-22 13:00:00,38.656963 -2011-02-22 14:00:00,38.202545 -2011-02-22 15:00:00,37.9254 -2011-02-22 16:00:00,37.951424 -2011-02-22 17:00:00,37.454697 -2011-02-22 18:00:00,38.131855 -2011-02-22 19:00:00,36.826748 -2011-02-22 20:00:00,36.79852 -2011-02-22 21:00:00,36.73549 -2011-02-22 22:00:00,36.517582 -2011-02-22 23:00:00,36.517582 -2011-02-23 00:00:00,35.920284 -2011-02-23 01:00:00,37.011208 -2011-02-23 02:00:00,38.484398 -2011-02-23 03:00:00,37.785725 -2011-02-23 05:00:00,37.953083 -2011-02-23 06:00:00,37.953083 -2011-02-23 07:00:00,39.395546 -2011-02-23 08:00:00,39.24109 -2011-02-23 09:00:00,37.874577 -2011-02-23 10:00:00,40.36571 -2011-02-23 11:00:00,40.494717 -2011-02-23 12:00:00,40.612404 -2011-02-23 13:00:00,39.850304 -2011-02-23 14:00:00,39.346893 -2011-02-23 15:00:00,39.86142 -2011-02-23 16:00:00,40.38532 -2011-02-23 17:00:00,39.86142 -2011-02-23 18:00:00,39.864567 -2011-02-23 19:00:00,40.248543 -2011-02-23 20:00:00,37.95575 -2011-02-23 21:00:00,38.400723 -2011-02-23 22:00:00,38.400723 -2011-02-23 23:00:00,38.932293 -2011-02-24 00:00:00,38.075417 -2011-02-24 01:00:00,37.584053 -2011-02-24 02:00:00,38.13524 -2011-02-24 03:00:00,37.209854 -2011-02-24 05:00:00,37.47198 -2011-02-24 06:00:00,38.84728 -2011-02-24 07:00:00,37.550713 -2011-02-24 08:00:00,36.732018 -2011-02-24 09:00:00,37.778008 -2011-02-24 10:00:00,27.432178 -2011-02-24 11:00:00,17.093136 -2011-02-24 12:00:00,13.468894 -2011-02-24 13:00:00,8.964106 -2011-02-24 14:00:00,5.0225077 -2011-02-24 15:00:00,5.51199 -2011-02-24 16:00:00,5.1983986 -2011-02-24 17:00:00,5.1297355 -2011-02-24 18:00:00,4.6507826 -2011-02-24 19:00:00,4.6325345 -2011-02-24 20:00:00,4.8001413 -2011-02-24 21:00:00,4.6507826 -2011-02-24 22:00:00,4.0483074 -2011-02-24 23:00:00,5.1863527 -2011-02-25 00:00:00,5.58226 -2011-02-25 01:00:00,5.889608 -2011-02-25 02:00:00,5.889608 -2011-02-25 03:00:00,5.225726 -2011-02-25 05:00:00,5.225726 -2011-02-25 06:00:00,4.6047397 -2011-02-25 07:00:00,4.736208 -2011-02-25 08:00:00,4.696366 -2011-02-25 09:00:00,5.3595204 -2011-02-25 10:00:00,4.302611 -2011-02-25 11:00:00,6.2574525 -2011-02-25 12:00:00,7.128472 -2011-02-25 13:00:00,7.128472 -2011-02-25 14:00:00,7.9103794 -2011-02-25 15:00:00,7.4568796 -2011-02-25 16:00:00,4.696697 -2011-02-25 17:00:00,4.906538 -2011-02-25 18:00:00,4.605594 -2011-02-25 19:00:00,4.777443 -2011-02-25 20:00:00,4.929082 -2011-02-25 21:00:00,5.157115 -2011-02-25 22:00:00,4.972057 -2011-02-25 23:00:00,5.1332526 -2011-02-26 00:00:00,4.695749 -2011-02-26 01:00:00,5.2164297 -2011-02-26 02:00:00,4.6109314 -2011-02-26 03:00:00,3.9318056 -2011-02-26 04:00:00,3.6162126 -2011-02-26 05:00:00,3.266118 -2011-02-26 06:00:00,3.6902044 -2011-02-26 07:00:00,3.733258 -2011-02-26 08:00:00,4.1561475 -2011-02-26 09:00:00,4.302177 -2011-02-26 10:00:00,5.237648 -2011-02-26 11:00:00,5.889174 -2011-02-26 12:00:00,5.69744 -2011-02-26 13:00:00,5.6071734 -2011-02-26 14:00:00,5.6496305 -2011-02-26 15:00:00,5.557117 -2011-02-26 16:00:00,5.4617577 -2011-02-26 17:00:00,6.496268 -2011-02-26 18:00:00,5.2680674 -2011-02-26 19:00:00,5.230945 -2011-02-26 20:00:00,4.9738474 -2011-02-26 21:00:00,4.8417406 -2011-02-26 22:00:00,4.6241136 -2011-02-26 23:00:00,4.7303185 -2011-02-27 00:00:00,4.033498 -2011-02-27 01:00:00,3.9065182 -2011-02-27 02:00:00,3.884512 -2011-02-27 03:00:00,4.1573935 -2011-02-27 04:00:00,3.8045719 -2011-02-27 06:00:00,3.9782305 -2011-02-27 07:00:00,3.8045719 -2011-02-27 08:00:00,5.200569 -2011-02-27 09:00:00,4.7569246 -2011-02-27 10:00:00,4.8263054 -2011-02-27 11:00:00,5.222006 -2011-02-27 12:00:00,6.3889313 -2011-02-27 13:00:00,6.879799 -2011-02-27 14:00:00,7.909257 -2011-02-27 15:00:00,8.73519 -2011-02-27 16:00:00,8.778185 -2011-02-27 17:00:00,6.751966 -2011-02-27 18:00:00,5.2021565 -2011-02-27 19:00:00,6.3776894 -2011-02-27 20:00:00,6.3889313 -2011-02-27 21:00:00,4.8645964 -2011-02-27 22:00:00,6.0515356 -2011-02-27 23:00:00,5.265727 -2011-02-28 00:00:00,5.3770914 -2011-02-28 01:00:00,4.6264253 -2011-02-28 03:00:00,4.838868 -2011-02-28 05:00:00,5.3513527 -2011-02-28 06:00:00,4.3792067 -2011-02-28 07:00:00,4.711403 -2011-02-28 08:00:00,5.076749 -2011-02-28 09:00:00,4.645064 -2011-02-28 10:00:00,5.267364 -2011-02-28 11:00:00,5.4542866 -2011-02-28 12:00:00,5.4450426 -2011-02-28 13:00:00,4.2495394 -2011-02-28 14:00:00,4.2098722 -2011-02-28 15:00:00,4.2052507 -2011-02-28 16:00:00,4.6714926 -2011-02-28 17:00:00,4.0153313 -2011-02-28 18:00:00,4.2794447 -2011-02-28 19:00:00,6.2786555 -2011-02-28 20:00:00,6.2786555 -2011-02-28 21:00:00,4.9654894 -2011-02-28 22:00:00,5.0463114 -2011-02-28 23:00:00,4.8435946 -2011-03-20 00:00:00,45.163864 -2011-03-20 01:00:00,66.66873 -2011-03-20 02:00:00,75.16189 -2011-03-20 03:00:00,69.48303 -2011-03-20 04:00:00,67.41928 -2011-03-20 05:00:00,66.48538 -2011-03-20 06:00:00,68.28071 -2011-03-20 07:00:00,68.529785 -2011-03-20 08:00:00,70.631935 -2011-03-20 09:00:00,72.92732 -2011-03-20 10:00:00,77.19693 -2011-03-20 11:00:00,84.59316 -2011-03-20 12:00:00,85.95125 -2011-03-20 13:00:00,87.70513 -2011-03-20 14:00:00,89.10498 -2011-03-20 15:00:00,89.31216 -2011-03-20 16:00:00,91.26823 -2011-03-20 17:00:00,93.935135 -2011-03-20 18:00:00,96.82138 -2011-03-20 19:00:00,92.03592 -2011-03-20 20:00:00,91.73232 -2011-03-20 21:00:00,88.834854 -2011-03-20 22:00:00,89.19292 -2011-03-20 23:00:00,87.85863 -2011-03-21 00:00:00,89.49279 -2011-03-21 01:00:00,90.09691 -2011-03-21 02:00:00,88.350174 -2011-03-21 03:00:00,88.14909 -2011-03-21 05:00:00,82.56394 -2011-03-21 06:00:00,88.36151 -2011-03-21 07:00:00,84.63172 -2011-03-21 08:00:00,85.29234 -2011-03-21 09:00:00,87.68307 -2011-03-21 10:00:00,88.94064 -2011-03-21 11:00:00,87.22593 -2011-03-21 12:00:00,85.15259 -2011-03-21 13:00:00,90.25884 -2011-03-21 14:00:00,89.398766 -2011-03-21 15:00:00,91.26079 -2011-03-21 16:00:00,89.37987 -2011-03-21 17:00:00,89.19742 -2011-03-21 18:00:00,88.624596 -2011-03-21 19:00:00,92.876976 -2011-03-21 20:00:00,88.34858 -2011-03-21 21:00:00,83.44799 -2011-03-21 22:00:00,84.84489 -2011-03-21 23:00:00,82.369675 -2011-03-22 00:00:00,84.75089 -2011-03-22 01:00:00,89.06281 -2011-03-22 02:00:00,87.185 -2011-03-22 03:00:00,87.441574 -2011-03-22 04:00:00,87.38434 -2011-03-22 05:00:00,85.46877 -2011-03-22 06:00:00,85.5019 -2011-03-22 07:00:00,85.08286 -2011-03-22 08:00:00,87.60991 -2011-03-22 09:00:00,92.414246 -2011-03-22 10:00:00,94.53546 -2011-03-22 11:00:00,92.27444 -2011-03-22 12:00:00,93.23617 -2011-03-22 13:00:00,93.0531 -2011-03-22 14:00:00,92.3938 -2011-03-22 15:00:00,92.90019 -2011-03-22 16:00:00,90.37045 -2011-03-22 17:00:00,90.37445 -2011-03-22 18:00:00,90.01206 -2011-03-22 19:00:00,95.279755 -2011-03-22 20:00:00,93.110176 -2011-03-22 21:00:00,89.844696 -2011-03-22 22:00:00,89.93155 -2011-03-22 23:00:00,89.93155 -2011-03-23 00:00:00,92.03625 -2011-03-23 01:00:00,90.60807 -2011-03-23 02:00:00,90.60807 -2011-03-23 03:00:00,87.80015 -2011-03-23 05:00:00,84.55782 -2011-03-23 06:00:00,89.792404 -2011-03-23 07:00:00,91.45068 -2011-03-23 08:00:00,87.70692 -2011-03-23 09:00:00,88.7921 -2011-03-23 10:00:00,89.29468 -2011-03-23 11:00:00,87.20087 -2011-03-23 12:00:00,88.28116 -2011-03-23 13:00:00,86.39331 -2011-03-23 14:00:00,83.73822 -2011-03-23 15:00:00,89.192116 -2011-03-23 16:00:00,88.98115 -2011-03-23 17:00:00,88.98115 -2011-03-23 18:00:00,90.871796 -2011-03-23 19:00:00,90.871796 -2011-03-23 20:00:00,88.94122 -2011-03-23 21:00:00,93.536514 -2011-03-23 22:00:00,87.34296 -2011-03-23 23:00:00,87.00061 -2011-03-24 00:00:00,94.3513 -2011-03-24 01:00:00,93.56681 -2011-03-24 02:00:00,91.60222 -2011-03-24 03:00:00,91.286674 -2011-03-24 04:00:00,91.286674 -2011-03-24 05:00:00,87.88741 -2011-03-24 06:00:00,87.88741 -2011-03-24 07:00:00,87.33867 -2011-03-24 08:00:00,87.58702 -2011-03-24 09:00:00,88.30744 -2011-03-24 10:00:00,84.36341 -2011-03-24 11:00:00,88.03849 -2011-03-24 12:00:00,89.19825 -2011-03-24 13:00:00,89.37248 -2011-03-24 14:00:00,87.13932 -2011-03-24 15:00:00,91.20096 -2011-03-24 16:00:00,92.44955 -2011-03-24 17:00:00,91.67375 -2011-03-24 18:00:00,90.81029 -2011-03-24 19:00:00,91.06337 -2011-03-24 20:00:00,90.416145 -2011-03-24 21:00:00,87.467896 -2011-03-24 22:00:00,83.00865 -2011-03-24 23:00:00,84.45233 -2011-03-25 00:00:00,85.68678 -2011-03-25 01:00:00,80.84044 -2011-03-25 02:00:00,85.84496 -2011-03-25 03:00:00,78.560196 -2011-03-25 04:00:00,80.12419 -2011-03-25 05:00:00,82.396225 -2011-03-25 06:00:00,86.311905 -2011-03-25 07:00:00,90.74787 -2011-03-25 08:00:00,91.214714 -2011-03-25 09:00:00,92.39799 -2011-03-25 10:00:00,85.31784 -2011-03-25 11:00:00,88.92522 -2011-03-25 12:00:00,90.07048 -2011-03-25 13:00:00,99.19601 -2011-03-25 14:00:00,96.82778 -2011-03-25 15:00:00,97.66077 -2011-03-25 16:00:00,94.40793 -2011-03-25 17:00:00,95.00302 -2011-03-25 18:00:00,98.20585 -2011-03-25 19:00:00,100.48408 -2011-03-25 20:00:00,95.069466 -2011-03-25 21:00:00,93.9312 -2011-03-25 22:00:00,66.7249 -2011-03-25 23:00:00,48.13839 -2011-03-26 00:00:00,24.63869 -2011-03-26 01:00:00,12.161366 -2011-03-26 02:00:00,5.2691793 -2011-03-26 03:00:00,4.8728924 -2011-03-26 04:00:00,5.2674637 -2011-03-26 05:00:00,5.242138 -2011-03-26 06:00:00,5.313669 -2011-03-26 07:00:00,5.242138 -2011-03-26 08:00:00,5.042462 -2011-03-26 09:00:00,5.1705728 -2011-03-26 10:00:00,5.8586946 -2011-03-26 11:00:00,6.0988293 -2011-03-26 12:00:00,6.346945 -2011-03-26 13:00:00,7.0526576 -2011-03-26 14:00:00,7.339071 -2011-03-26 15:00:00,7.6939316 -2011-03-26 16:00:00,8.269124 -2011-03-26 17:00:00,7.9503393 -2011-03-26 18:00:00,7.129113 -2011-03-26 19:00:00,5.0733175 -2011-03-26 20:00:00,5.0733175 -2011-03-26 21:00:00,5.36697 -2011-03-26 22:00:00,5.4011116 -2011-03-26 23:00:00,5.4230747 -2011-03-27 00:00:00,5.671029 -2011-03-27 01:00:00,4.475526 -2011-03-27 02:00:00,5.5936255 -2011-03-27 03:00:00,5.028764 -2011-03-27 04:00:00,4.892242 -2011-03-27 06:00:00,5.2943454 -2011-03-27 07:00:00,5.125155 -2011-03-27 08:00:00,4.6296654 -2011-03-27 09:00:00,5.020865 -2011-03-27 10:00:00,4.417797 -2011-03-27 11:00:00,4.8716125 -2011-03-27 12:00:00,5.494114 -2011-03-27 13:00:00,6.3400936 -2011-03-27 14:00:00,6.632836 -2011-03-27 15:00:00,6.692755 -2011-03-27 16:00:00,7.536331 -2011-03-27 17:00:00,7.6711783 -2011-03-27 18:00:00,6.8349524 -2011-03-27 19:00:00,7.332903 -2011-03-27 20:00:00,6.014911 -2011-03-27 21:00:00,5.8839264 -2011-03-27 22:00:00,5.8839264 -2011-03-27 23:00:00,5.1933365 -2011-03-28 00:00:00,4.989931 -2011-03-28 01:00:00,5.0321846 -2011-03-28 02:00:00,4.67399 -2011-03-28 03:00:00,4.67399 -2011-03-28 05:00:00,4.8334994 -2011-03-28 06:00:00,4.8557153 -2011-03-28 07:00:00,5.8545027 -2011-03-28 08:00:00,5.2746387 -2011-03-28 09:00:00,5.528527 -2011-03-28 10:00:00,5.797661 -2011-03-28 11:00:00,5.916892 -2011-03-28 12:00:00,5.9420066 -2011-03-28 13:00:00,5.953727 -2011-03-28 14:00:00,6.765272 -2011-03-28 15:00:00,6.0995045 -2011-03-28 16:00:00,6.3019495 -2011-03-28 17:00:00,6.5914016 -2011-03-28 18:00:00,5.821393 -2011-03-28 19:00:00,6.979949 -2011-03-28 20:00:00,6.8935494 -2011-03-28 21:00:00,6.305256 -2011-03-28 22:00:00,6.386237 -2011-03-28 23:00:00,6.0005183 -2011-03-29 00:00:00,5.5968637 -2011-03-29 01:00:00,5.5617137 -2011-03-29 02:00:00,5.5617137 -2011-03-29 03:00:00,5.5617137 -2011-03-29 04:00:00,4.3265696 -2011-03-29 05:00:00,5.072956 -2011-03-29 06:00:00,5.0112414 -2011-03-29 07:00:00,5.251158 -2011-03-29 08:00:00,5.2373714 -2011-03-29 09:00:00,5.582843 -2011-03-29 10:00:00,6.014009 -2011-03-29 11:00:00,6.707521 -2011-03-29 12:00:00,6.619212 -2011-03-29 13:00:00,6.1421523 -2011-03-29 14:00:00,6.083651 -2011-03-29 15:00:00,6.672621 -2011-03-29 16:00:00,7.0887527 -2011-03-29 17:00:00,7.2705593 -2011-03-29 18:00:00,7.274859 -2011-03-29 19:00:00,6.6684937 -2011-03-29 20:00:00,7.274859 -2011-03-29 21:00:00,5.8144374 -2011-03-29 22:00:00,4.968679 -2011-03-29 23:00:00,5.2541947 -2011-03-30 00:00:00,5.7081075 -2011-03-30 01:00:00,5.889408 -2011-03-30 02:00:00,5.7081075 -2011-03-30 03:00:00,4.982111 -2011-03-30 04:00:00,5.7081075 -2011-03-30 05:00:00,5.353954 -2011-03-30 06:00:00,5.4126873 -2011-03-30 07:00:00,5.3301315 -2011-03-30 08:00:00,5.4265895 -2011-03-30 09:00:00,5.3378654 -2011-03-30 10:00:00,5.2300463 -2011-03-30 11:00:00,4.8801785 -2011-03-30 12:00:00,5.12803 -2011-03-30 13:00:00,5.0061474 -2011-03-30 14:00:00,5.0152884 -2011-03-30 15:00:00,4.142481 -2011-03-30 16:00:00,4.0620975 -2011-03-30 17:00:00,3.8553872 -2011-03-30 18:00:00,4.122872 -2011-03-30 19:00:00,4.122872 -2011-03-30 20:00:00,4.152958 -2011-03-30 21:00:00,3.9054375 -2011-03-30 22:00:00,3.6899178 -2011-03-30 23:00:00,4.0661955 -2011-03-31 00:00:00,3.50106 -2011-03-31 01:00:00,3.6450152 -2011-03-31 02:00:00,3.6450152 -2011-03-31 03:00:00,3.50106 -2011-03-31 04:00:00,3.2661636 -2011-03-31 05:00:00,3.50106 -2011-03-31 06:00:00,3.9248905 -2011-03-31 07:00:00,3.2661636 -2011-03-31 08:00:00,4.3632336 -2011-03-31 09:00:00,3.3140388 -2011-03-31 10:00:00,3.3140388 -2011-03-31 11:00:00,3.4445305 -2011-03-31 12:00:00,3.4445305 -2011-03-31 13:00:00,4.932374 -2011-03-31 14:00:00,4.927752 -2011-03-31 15:00:00,4.153845 -2011-03-31 16:00:00,4.6993103 -2011-03-31 17:00:00,4.706244 -2011-03-31 18:00:00,4.9685516 -2011-03-31 19:00:00,4.9685516 -2011-03-31 20:00:00,3.3173845 -2011-03-31 21:00:00,4.1253796 -2011-03-31 22:00:00,3.231934 -2011-03-31 23:00:00,3.344707 -2011-04-20 00:00:00,36.135864 -2011-04-20 01:00:00,66.067116 -2011-04-20 02:00:00,69.50235 -2011-04-20 03:00:00,72.8902 -2011-04-20 04:00:00,78.92604 -2011-04-20 05:00:00,94.98323 -2011-04-20 06:00:00,95.52361 -2011-04-20 07:00:00,94.844604 -2011-04-20 08:00:00,120.30974 -2011-04-20 09:00:00,120.51297 -2011-04-20 10:00:00,120.61854 -2011-04-20 11:00:00,121.55278 -2011-04-20 12:00:00,119.30967 -2011-04-20 13:00:00,119.31133 -2011-04-20 14:00:00,125.979996 -2011-04-20 15:00:00,133.41046 -2011-04-20 16:00:00,134.24136 -2011-04-20 17:00:00,133.22285 -2011-04-20 18:00:00,129.11536 -2011-04-20 19:00:00,129.53418 -2011-04-20 20:00:00,135.23407 -2011-04-20 21:00:00,139.22513 -2011-04-20 22:00:00,147.4838 -2011-04-20 23:00:00,143.37802 -2011-04-21 00:00:00,142.24675 -2011-04-21 01:00:00,145.47746 -2011-04-21 02:00:00,143.4415 -2011-04-21 03:00:00,140.3652 -2011-04-21 04:00:00,137.27307 -2011-04-21 05:00:00,134.89009 -2011-04-21 06:00:00,130.23605 -2011-04-21 07:00:00,132.18675 -2011-04-21 08:00:00,123.942055 -2011-04-21 09:00:00,131.96356 -2011-04-21 10:00:00,140.29749 -2011-04-21 11:00:00,138.2854 -2011-04-21 12:00:00,141.69415 -2011-04-21 13:00:00,142.88202 -2011-04-21 14:00:00,142.33282 -2011-04-21 15:00:00,138.81177 -2011-04-21 16:00:00,140.15692 -2011-04-21 17:00:00,138.19107 -2011-04-21 18:00:00,139.20319 -2011-04-21 19:00:00,143.44223 -2011-04-21 20:00:00,142.28085 -2011-04-21 21:00:00,133.07138 -2011-04-21 22:00:00,137.64342 -2011-04-21 23:00:00,132.62093 -2011-04-22 00:00:00,110.56268 -2011-04-22 01:00:00,120.04154 -2011-04-22 02:00:00,117.681496 -2011-04-22 03:00:00,117.7855 -2011-04-22 04:00:00,117.87272 -2011-04-22 05:00:00,118.469475 -2011-04-22 06:00:00,118.466675 -2011-04-22 07:00:00,119.03642 -2011-04-22 08:00:00,120.498634 -2011-04-22 09:00:00,120.582436 -2011-04-22 10:00:00,119.79784 -2011-04-22 11:00:00,114.26122 -2011-04-22 12:00:00,108.04721 -2011-04-22 13:00:00,105.241035 -2011-04-22 14:00:00,105.79867 -2011-04-22 15:00:00,105.08241 -2011-04-22 16:00:00,107.4312 -2011-04-22 17:00:00,109.1973 -2011-04-22 18:00:00,109.06747 -2011-04-22 19:00:00,108.98659 -2011-04-22 20:00:00,106.972916 -2011-04-22 21:00:00,107.38176 -2011-04-22 22:00:00,109.55327 -2011-04-22 23:00:00,108.02401 -2011-04-23 00:00:00,126.25142 -2011-04-23 01:00:00,126.25142 -2011-04-23 02:00:00,126.053665 -2011-04-23 03:00:00,124.65559 -2011-04-23 04:00:00,121.60179 -2011-04-23 05:00:00,121.79823 -2011-04-23 06:00:00,123.318596 -2011-04-23 07:00:00,122.92438 -2011-04-23 08:00:00,121.73835 -2011-04-23 09:00:00,120.69614 -2011-04-23 10:00:00,124.47678 -2011-04-23 11:00:00,123.90526 -2011-04-23 12:00:00,138.06502 -2011-04-23 13:00:00,137.65836 -2011-04-23 14:00:00,143.03107 -2011-04-23 15:00:00,145.94006 -2011-04-23 16:00:00,146.85748 -2011-04-23 17:00:00,145.34483 -2011-04-23 18:00:00,146.00848 -2011-04-23 19:00:00,142.09724 -2011-04-23 20:00:00,136.18625 -2011-04-23 21:00:00,143.45407 -2011-04-23 22:00:00,145.2782 -2011-04-23 23:00:00,136.80295 -2011-04-24 00:00:00,137.12367 -2011-04-24 01:00:00,129.43672 -2011-04-24 02:00:00,129.43672 -2011-04-24 03:00:00,121.8109 -2011-04-24 04:00:00,121.8109 -2011-04-24 05:00:00,121.82707 -2011-04-24 06:00:00,124.48397 -2011-04-24 07:00:00,124.48397 -2011-04-24 08:00:00,126.4353 -2011-04-24 09:00:00,138.40486 -2011-04-24 10:00:00,145.10754 -2011-04-24 11:00:00,143.55225 -2011-04-24 12:00:00,144.77483 -2011-04-24 13:00:00,146.07465 -2011-04-24 14:00:00,143.3709 -2011-04-24 15:00:00,144.66803 -2011-04-24 16:00:00,140.41243 -2011-04-24 17:00:00,141.50415 -2011-04-24 18:00:00,138.49568 -2011-04-24 19:00:00,141.09312 -2011-04-24 20:00:00,140.99721 -2011-04-24 21:00:00,129.10634 -2011-04-24 22:00:00,127.63974 -2011-04-24 23:00:00,131.87944 -2011-04-25 00:00:00,124.73964 -2011-04-25 01:00:00,114.11476 -2011-04-25 02:00:00,114.11476 -2011-04-25 03:00:00,115.32035 -2011-04-25 04:00:00,124.162994 -2011-04-25 05:00:00,109.53685 -2011-04-25 06:00:00,115.76311 -2011-04-25 07:00:00,126.3047 -2011-04-25 08:00:00,132.81659 -2011-04-25 09:00:00,143.24605 -2011-04-25 10:00:00,90.36941 -2011-04-25 11:00:00,66.58728 -2011-04-25 12:00:00,52.629707 -2011-04-25 13:00:00,41.472374 -2011-04-25 14:00:00,38.66206 -2011-04-25 15:00:00,38.453903 -2011-04-25 16:00:00,37.93755 -2011-04-25 17:00:00,37.259182 -2011-04-25 18:00:00,39.032158 -2011-04-25 19:00:00,38.989677 -2011-04-25 20:00:00,39.717133 -2011-04-25 21:00:00,38.258278 -2011-04-25 22:00:00,38.119522 -2011-04-25 23:00:00,37.60542 -2011-04-26 00:00:00,38.656715 -2011-04-26 01:00:00,38.836727 -2011-04-26 02:00:00,35.715466 -2011-04-26 03:00:00,35.693783 -2011-04-26 04:00:00,35.966576 -2011-04-26 05:00:00,35.51307 -2011-04-26 06:00:00,35.668053 -2011-04-26 07:00:00,37.934483 -2011-04-26 08:00:00,37.934483 -2011-04-26 09:00:00,38.998257 -2011-04-26 10:00:00,38.692413 -2011-04-26 11:00:00,39.500664 -2011-04-26 12:00:00,40.25763 -2011-04-26 13:00:00,39.29721 -2011-04-26 14:00:00,38.914085 -2011-04-26 15:00:00,39.525192 -2011-04-26 16:00:00,40.75208 -2011-04-26 17:00:00,40.066593 -2011-04-26 18:00:00,39.1303 -2011-04-26 19:00:00,39.564938 -2011-04-26 20:00:00,38.968216 -2011-04-26 21:00:00,38.341793 -2011-04-26 22:00:00,37.038822 -2011-04-26 23:00:00,37.371796 -2011-04-27 00:00:00,37.218826 -2011-04-27 01:00:00,37.264183 -2011-04-27 02:00:00,37.586838 -2011-04-27 03:00:00,35.81856 -2011-04-27 04:00:00,36.632248 -2011-04-27 05:00:00,37.40115 -2011-04-27 06:00:00,36.483566 -2011-04-27 07:00:00,35.81856 -2011-04-27 08:00:00,35.910694 -2011-04-27 09:00:00,36.7422 -2011-04-27 10:00:00,35.61964 -2011-04-27 11:00:00,37.42746 -2011-04-27 12:00:00,38.68136 -2011-04-27 13:00:00,37.496773 -2011-04-27 14:00:00,37.628906 -2011-04-27 15:00:00,39.85478 -2011-04-27 16:00:00,39.452194 -2011-04-27 17:00:00,39.47511 -2011-04-27 18:00:00,39.47511 -2011-04-27 19:00:00,39.131012 -2011-04-27 20:00:00,38.272125 -2011-04-27 21:00:00,37.09929 -2011-04-27 22:00:00,35.821854 -2011-04-27 23:00:00,38.164616 -2011-04-28 00:00:00,38.823273 -2011-04-28 01:00:00,37.39903 -2011-04-28 02:00:00,37.43988 -2011-04-28 03:00:00,39.22432 -2011-04-28 04:00:00,37.37456 -2011-04-28 05:00:00,37.41305 -2011-04-28 06:00:00,39.81218 -2011-04-28 07:00:00,39.657597 -2011-04-28 08:00:00,40.797756 -2011-04-28 09:00:00,37.459248 -2011-04-28 10:00:00,38.051968 -2011-04-28 11:00:00,37.152145 -2011-04-28 12:00:00,36.689873 -2011-04-28 13:00:00,37.33097 -2011-04-28 14:00:00,38.79571 -2011-04-28 15:00:00,38.86472 -2011-04-28 16:00:00,39.57376 -2011-04-28 17:00:00,40.92603 -2011-04-28 18:00:00,40.92603 -2011-04-28 19:00:00,41.639824 -2011-04-28 20:00:00,41.03814 -2011-04-28 21:00:00,39.992485 -2011-04-28 22:00:00,40.49811 -2011-04-28 23:00:00,42.491776 -2011-04-29 00:00:00,42.476147 -2011-04-29 01:00:00,41.31823 -2011-04-29 02:00:00,43.17563 -2011-04-29 03:00:00,42.882885 -2011-04-29 04:00:00,42.715958 -2011-04-29 05:00:00,42.09798 -2011-04-29 06:00:00,39.787575 -2011-04-29 07:00:00,40.232365 -2011-04-29 08:00:00,42.768585 -2011-04-29 09:00:00,43.17813 -2011-04-29 10:00:00,43.127586 -2011-04-29 11:00:00,42.27766 -2011-04-29 12:00:00,43.969032 -2011-04-29 13:00:00,43.76669 -2011-04-29 14:00:00,45.698204 -2011-04-29 15:00:00,49.931194 -2011-04-29 16:00:00,44.123306 -2011-04-29 17:00:00,44.72623 -2011-04-29 18:00:00,43.212784 -2011-04-29 19:00:00,44.512108 -2011-04-29 20:00:00,42.30758 -2011-04-29 21:00:00,42.419296 -2011-04-29 22:00:00,41.688553 -2011-04-29 23:00:00,45.275642 -2011-04-30 00:00:00,46.04357 -2011-04-30 01:00:00,45.430542 -2011-04-30 02:00:00,45.868217 -2011-04-30 03:00:00,46.094246 -2011-04-30 04:00:00,46.209816 -2011-04-30 05:00:00,47.150246 -2011-04-30 06:00:00,46.900505 -2011-04-30 07:00:00,46.904026 -2011-04-30 08:00:00,47.19749 -2011-04-30 09:00:00,46.57704 -2011-04-30 10:00:00,48.68452 -2011-04-30 11:00:00,48.56652 -2011-04-30 12:00:00,50.38345 -2011-04-30 13:00:00,49.339645 -2011-04-30 14:00:00,52.279575 -2011-04-30 15:00:00,53.330147 -2011-04-30 16:00:00,55.893494 -2011-04-30 17:00:00,54.603615 -2011-04-30 18:00:00,53.848526 -2011-04-30 19:00:00,53.438248 -2011-04-30 20:00:00,55.66551 -2011-04-30 21:00:00,65.28925 -2011-04-30 22:00:00,75.6225 -2011-04-30 23:00:00,91.69998 -2011-05-20 00:00:00,44.77676 -2011-05-20 01:00:00,86.68962 -2011-05-20 02:00:00,101.38408 -2011-05-20 03:00:00,114.283936 -2011-05-20 04:00:00,112.00314 -2011-05-20 05:00:00,113.2625 -2011-05-20 06:00:00,139.09998 -2011-05-20 07:00:00,153.07733 -2011-05-20 08:00:00,163.92577 -2011-05-20 09:00:00,173.35292 -2011-05-20 10:00:00,173.4321 -2011-05-20 11:00:00,172.93378 -2011-05-20 12:00:00,176.40492 -2011-05-20 13:00:00,173.27551 -2011-05-20 14:00:00,177.84164 -2011-05-20 15:00:00,176.7507 -2011-05-20 16:00:00,179.6691 -2011-05-20 17:00:00,183.07018 -2011-05-20 18:00:00,180.55154 -2011-05-20 19:00:00,178.88237 -2011-05-20 20:00:00,177.00943 -2011-05-20 21:00:00,180.35986 -2011-05-20 22:00:00,175.61745 -2011-05-20 23:00:00,179.5388 -2011-05-21 00:00:00,183.39778 -2011-05-21 01:00:00,186.69891 -2011-05-21 02:00:00,182.89531 -2011-05-21 03:00:00,186.05177 -2011-05-21 04:00:00,178.90176 -2011-05-21 05:00:00,176.89114 -2011-05-21 06:00:00,177.19539 -2011-05-21 07:00:00,191.0115 -2011-05-21 08:00:00,192.10619 -2011-05-21 09:00:00,190.33537 -2011-05-21 10:00:00,188.19287 -2011-05-21 11:00:00,190.77731 -2011-05-21 12:00:00,191.97485 -2011-05-21 13:00:00,195.25676 -2011-05-21 14:00:00,200.30984 -2011-05-21 15:00:00,201.9294 -2011-05-21 16:00:00,201.9793 -2011-05-21 17:00:00,201.14673 -2011-05-21 18:00:00,203.40898 -2011-05-21 19:00:00,207.74448 -2011-05-21 20:00:00,198.37431 -2011-05-21 21:00:00,202.60867 -2011-05-21 22:00:00,200.08366 -2011-05-21 23:00:00,204.0552 -2011-05-22 00:00:00,207.50209 -2011-05-22 01:00:00,189.03226 -2011-05-22 02:00:00,188.40617 -2011-05-22 03:00:00,189.47292 -2011-05-22 04:00:00,194.56242 -2011-05-22 05:00:00,189.9698 -2011-05-22 06:00:00,190.30078 -2011-05-22 07:00:00,206.24715 -2011-05-22 08:00:00,206.86127 -2011-05-22 09:00:00,202.76271 -2011-05-22 10:00:00,209.56775 -2011-05-22 11:00:00,215.16635 -2011-05-22 12:00:00,215.46078 -2011-05-22 13:00:00,213.10695 -2011-05-22 14:00:00,214.232 -2011-05-22 15:00:00,210.33804 -2011-05-22 16:00:00,212.87866 -2011-05-22 17:00:00,216.9108 -2011-05-22 18:00:00,215.07365 -2011-05-22 19:00:00,214.46153 -2011-05-22 20:00:00,212.90433 -2011-05-22 21:00:00,209.5571 -2011-05-22 22:00:00,212.06984 -2011-05-22 23:00:00,214.7381 -2011-05-23 00:00:00,189.2005 -2011-05-23 01:00:00,182.94049 -2011-05-23 02:00:00,192.01038 -2011-05-23 03:00:00,176.40494 -2011-05-23 04:00:00,187.8526 -2011-05-23 05:00:00,188.5593 -2011-05-23 06:00:00,193.3056 -2011-05-23 07:00:00,193.70398 -2011-05-23 08:00:00,195.6721 -2011-05-23 09:00:00,201.22816 -2011-05-23 10:00:00,202.49399 -2011-05-23 11:00:00,205.79106 -2011-05-23 12:00:00,205.79106 -2011-05-23 13:00:00,203.51639 -2011-05-23 14:00:00,217.1324 -2011-05-23 15:00:00,207.34064 -2011-05-23 16:00:00,206.03804 -2011-05-23 17:00:00,207.56264 -2011-05-23 18:00:00,201.53313 -2011-05-23 19:00:00,201.13167 -2011-05-23 20:00:00,199.86917 -2011-05-23 21:00:00,196.88133 -2011-05-23 22:00:00,202.7984 -2011-05-23 23:00:00,196.40167 -2011-05-24 00:00:00,199.57718 -2011-05-24 01:00:00,198.22694 -2011-05-24 02:00:00,198.6458 -2011-05-24 03:00:00,201.3303 -2011-05-24 04:00:00,193.20605 -2011-05-24 05:00:00,203.50383 -2011-05-24 06:00:00,195.13055 -2011-05-24 07:00:00,205.34554 -2011-05-24 08:00:00,205.19286 -2011-05-24 09:00:00,203.52882 -2011-05-24 10:00:00,208.74843 -2011-05-24 11:00:00,204.2521 -2011-05-24 12:00:00,210.70084 -2011-05-24 13:00:00,209.11594 -2011-05-24 14:00:00,209.93498 -2011-05-24 15:00:00,212.4167 -2011-05-24 16:00:00,202.76482 -2011-05-24 17:00:00,200.10236 -2011-05-24 18:00:00,205.52553 -2011-05-24 19:00:00,205.18983 -2011-05-24 20:00:00,199.35126 -2011-05-24 21:00:00,196.31898 -2011-05-24 22:00:00,203.49103 -2011-05-24 23:00:00,206.28761 -2011-05-25 00:00:00,208.8122 -2011-05-25 01:00:00,204.38493 -2011-05-25 02:00:00,203.05247 -2011-05-25 03:00:00,187.80148 -2011-05-25 04:00:00,181.33849 -2011-05-25 05:00:00,190.8086 -2011-05-25 06:00:00,184.01152 -2011-05-25 07:00:00,201.44173 -2011-05-25 08:00:00,206.66711 -2011-05-25 09:00:00,200.59319 -2011-05-25 10:00:00,200.36937 -2011-05-25 11:00:00,199.35637 -2011-05-25 12:00:00,205.32092 -2011-05-25 13:00:00,205.3371 -2011-05-25 14:00:00,207.41592 -2011-05-25 15:00:00,209.16008 -2011-05-25 16:00:00,208.68492 -2011-05-25 17:00:00,206.70567 -2011-05-25 18:00:00,209.36404 -2011-05-25 19:00:00,208.77325 -2011-05-25 20:00:00,208.81564 -2011-05-25 21:00:00,205.39474 -2011-05-25 22:00:00,134.9047 -2011-05-25 23:00:00,66.96164 -2011-05-26 00:00:00,26.548223 -2011-05-26 01:00:00,23.15385 -2011-05-26 02:00:00,10.135008 -2011-05-26 03:00:00,9.560169 -2011-05-26 04:00:00,9.57364 -2011-05-26 05:00:00,9.8782015 -2011-05-26 06:00:00,7.4852214 -2011-05-26 07:00:00,7.147749 -2011-05-26 08:00:00,13.750418 -2011-05-26 09:00:00,17.242289 -2011-05-26 10:00:00,17.013302 -2011-05-26 11:00:00,16.173353 -2011-05-26 12:00:00,18.974888 -2011-05-26 13:00:00,19.075375 -2011-05-26 14:00:00,19.075375 -2011-05-26 15:00:00,18.455788 -2011-05-26 16:00:00,18.094746 -2011-05-26 17:00:00,19.39822 -2011-05-26 18:00:00,18.414898 -2011-05-26 19:00:00,17.962963 -2011-05-26 20:00:00,18.70268 -2011-05-26 21:00:00,17.84383 -2011-05-26 22:00:00,18.012453 -2011-05-26 23:00:00,17.234001 -2011-05-27 00:00:00,17.931034 -2011-05-27 01:00:00,19.88763 -2011-05-27 02:00:00,17.518433 -2011-05-27 03:00:00,15.022181 -2011-05-27 04:00:00,15.818035 -2011-05-27 05:00:00,16.583384 -2011-05-27 06:00:00,16.90122 -2011-05-27 07:00:00,14.716515 -2011-05-27 08:00:00,15.770691 -2011-05-27 09:00:00,19.645275 -2011-05-27 10:00:00,19.427826 -2011-05-27 11:00:00,17.773054 -2011-05-27 12:00:00,18.59131 -2011-05-27 13:00:00,19.898659 -2011-05-27 14:00:00,19.902184 -2011-05-27 15:00:00,20.625021 -2011-05-27 16:00:00,18.110592 -2011-05-27 17:00:00,20.753801 -2011-05-27 18:00:00,18.339458 -2011-05-27 19:00:00,10.758027 -2011-05-27 20:00:00,11.944748 -2011-05-27 21:00:00,10.82451 -2011-05-27 22:00:00,12.054496 -2011-05-27 23:00:00,9.663921 -2011-05-28 00:00:00,10.377796 -2011-05-28 01:00:00,10.414086 -2011-05-28 02:00:00,7.691922 -2011-05-28 03:00:00,10.44044 -2011-05-28 04:00:00,10.703923 -2011-05-28 05:00:00,10.438128 -2011-05-28 06:00:00,11.341522 -2011-05-28 07:00:00,11.562059 -2011-05-28 08:00:00,11.4601755 -2011-05-28 09:00:00,17.321346 -2011-05-28 10:00:00,19.932182 -2011-05-28 11:00:00,19.932182 -2011-05-28 12:00:00,19.021206 -2011-05-28 13:00:00,20.550676 -2011-05-28 14:00:00,20.363256 -2011-05-28 15:00:00,20.989738 -2011-05-28 16:00:00,23.256088 -2011-05-28 17:00:00,21.662928 -2011-05-28 18:00:00,19.918283 -2011-05-28 19:00:00,20.037727 -2011-05-28 20:00:00,19.931313 -2011-05-28 21:00:00,17.171328 -2011-05-28 22:00:00,12.468728 -2011-05-28 23:00:00,11.927025 -2011-05-29 00:00:00,12.2938385 -2011-05-29 01:00:00,10.435733 -2011-05-29 02:00:00,10.263113 -2011-05-29 03:00:00,10.30009 -2011-05-29 04:00:00,9.309302 -2011-05-29 05:00:00,7.915814 -2011-05-29 06:00:00,10.957384 -2011-05-29 07:00:00,10.601265 -2011-05-29 08:00:00,11.654963 -2011-05-29 09:00:00,9.0464945 -2011-05-29 10:00:00,12.312701 -2011-05-29 11:00:00,12.467608 -2011-05-29 12:00:00,16.523495 -2011-05-29 13:00:00,21.263916 -2011-05-29 14:00:00,21.05233 -2011-05-29 15:00:00,20.805927 -2011-05-29 16:00:00,21.05233 -2011-05-29 17:00:00,21.05233 -2011-05-29 18:00:00,20.355297 -2011-05-29 19:00:00,20.315508 -2011-05-29 20:00:00,17.603235 -2011-05-29 21:00:00,12.620325 -2011-05-29 22:00:00,11.084513 -2011-05-29 23:00:00,11.054296 -2011-05-30 00:00:00,9.884144 -2011-05-30 01:00:00,9.637267 -2011-05-30 02:00:00,9.884144 -2011-05-30 03:00:00,9.948855 -2011-05-30 04:00:00,8.94454 -2011-05-30 05:00:00,9.950723 -2011-05-30 06:00:00,10.073855 -2011-05-30 07:00:00,10.06702 -2011-05-30 08:00:00,10.525019 -2011-05-30 09:00:00,16.614614 -2011-05-30 10:00:00,18.987305 -2011-05-30 11:00:00,20.559998 -2011-05-30 12:00:00,24.982306 -2011-05-30 13:00:00,24.64182 -2011-05-30 14:00:00,26.710127 -2011-05-30 15:00:00,26.67074 -2011-05-30 16:00:00,25.407578 -2011-05-30 17:00:00,24.408169 -2011-05-30 18:00:00,24.798536 -2011-05-30 19:00:00,13.79454 -2011-05-30 20:00:00,20.410185 -2011-05-30 21:00:00,19.129278 -2011-05-30 22:00:00,17.866587 -2011-05-30 23:00:00,12.743901 -2011-05-31 00:00:00,12.699466 -2011-05-31 01:00:00,9.929009 -2011-05-31 02:00:00,10.252591 -2011-05-31 03:00:00,8.140816 -2011-05-31 04:00:00,11.595539 -2011-05-31 05:00:00,11.577049 -2011-05-31 06:00:00,12.503299 -2011-05-31 07:00:00,16.194378 -2011-05-31 08:00:00,20.547714 -2011-05-31 09:00:00,17.6589 -2011-05-31 10:00:00,20.947075 -2011-05-31 11:00:00,19.967075 -2011-05-31 12:00:00,20.664328 -2011-05-31 13:00:00,19.79599 -2011-05-31 14:00:00,19.763842 -2011-05-31 15:00:00,19.423992 -2011-05-31 16:00:00,20.29105 -2011-05-31 17:00:00,22.904894 -2011-05-31 18:00:00,23.349968 -2011-05-31 19:00:00,22.154491 -2011-05-31 20:00:00,22.50239 -2011-05-31 21:00:00,23.161255 -2011-05-31 22:00:00,22.274954 -2011-05-31 23:00:00,26.593338 -2011-06-20 00:00:00,88.63342 -2011-06-20 01:00:00,108.49918 -2011-06-20 02:00:00,112.46007 -2011-06-20 03:00:00,115.69063 -2011-06-20 04:00:00,127.55969 -2011-06-20 05:00:00,133.01746 -2011-06-20 06:00:00,136.86877 -2011-06-20 07:00:00,132.63118 -2011-06-20 08:00:00,136.56804 -2011-06-20 09:00:00,146.45241 -2011-06-20 10:00:00,146.7491 -2011-06-20 11:00:00,146.50581 -2011-06-20 12:00:00,153.60564 -2011-06-20 13:00:00,154.49545 -2011-06-20 14:00:00,154.5809 -2011-06-20 15:00:00,162.21202 -2011-06-20 16:00:00,162.2011 -2011-06-20 17:00:00,163.29575 -2011-06-20 18:00:00,162.79358 -2011-06-20 19:00:00,157.0236 -2011-06-20 20:00:00,156.79552 -2011-06-20 21:00:00,141.1729 -2011-06-20 22:00:00,149.40651 -2011-06-20 23:00:00,148.29874 -2011-06-21 00:00:00,124.58421 -2011-06-21 01:00:00,132.80533 -2011-06-21 02:00:00,133.3683 -2011-06-21 03:00:00,133.20287 -2011-06-21 04:00:00,134.286 -2011-06-21 05:00:00,135.25598 -2011-06-21 06:00:00,135.38078 -2011-06-21 07:00:00,127.39711 -2011-06-21 08:00:00,137.12926 -2011-06-21 09:00:00,139.73154 -2011-06-21 10:00:00,145.26987 -2011-06-21 11:00:00,130.30165 -2011-06-21 12:00:00,135.4421 -2011-06-21 13:00:00,156.50578 -2011-06-21 14:00:00,176.00713 -2011-06-21 15:00:00,175.23936 -2011-06-21 16:00:00,173.4439 -2011-06-21 17:00:00,172.75938 -2011-06-21 18:00:00,175.30502 -2011-06-21 19:00:00,161.02759 -2011-06-21 20:00:00,160.13597 -2011-06-21 21:00:00,152.33896 -2011-06-21 22:00:00,137.40598 -2011-06-21 23:00:00,132.90694 -2011-06-22 00:00:00,139.49933 -2011-06-22 01:00:00,142.07907 -2011-06-22 02:00:00,132.37747 -2011-06-22 03:00:00,142.07907 -2011-06-22 04:00:00,126.30902 -2011-06-22 05:00:00,127.502396 -2011-06-22 06:00:00,146.55606 -2011-06-22 07:00:00,155.62383 -2011-06-22 08:00:00,163.30336 -2011-06-22 09:00:00,160.2992 -2011-06-22 10:00:00,165.7179 -2011-06-22 11:00:00,160.62143 -2011-06-22 12:00:00,166.14111 -2011-06-22 13:00:00,157.9335 -2011-06-22 14:00:00,167.25423 -2011-06-22 15:00:00,159.064 -2011-06-22 16:00:00,166.23114 -2011-06-22 17:00:00,174.94908 -2011-06-22 18:00:00,166.59079 -2011-06-22 19:00:00,166.86334 -2011-06-22 20:00:00,163.25447 -2011-06-22 21:00:00,165.4976 -2011-06-22 22:00:00,161.97556 -2011-06-22 23:00:00,161.64565 -2011-06-23 00:00:00,159.2384 -2011-06-23 01:00:00,158.03384 -2011-06-23 02:00:00,158.03384 -2011-06-23 03:00:00,160.78055 -2011-06-23 04:00:00,164.25224 -2011-06-23 05:00:00,159.10115 -2011-06-23 06:00:00,159.09885 -2011-06-23 07:00:00,160.90393 -2011-06-23 08:00:00,158.2841 -2011-06-23 09:00:00,157.13103 -2011-06-23 10:00:00,164.31387 -2011-06-23 11:00:00,170.0773 -2011-06-23 12:00:00,165.18494 -2011-06-23 13:00:00,165.94733 -2011-06-23 14:00:00,167.5413 -2011-06-23 15:00:00,173.60185 -2011-06-23 16:00:00,162.81348 -2011-06-23 17:00:00,163.24315 -2011-06-23 18:00:00,163.3877 -2011-06-23 19:00:00,163.22757 -2011-06-23 20:00:00,160.99176 -2011-06-23 21:00:00,161.7558 -2011-06-23 22:00:00,159.41911 -2011-06-23 23:00:00,158.46219 -2011-06-24 00:00:00,162.48615 -2011-06-24 01:00:00,174.2733 -2011-06-24 02:00:00,174.2733 -2011-06-24 03:00:00,167.14775 -2011-06-24 04:00:00,170.60585 -2011-06-24 05:00:00,135.70227 -2011-06-24 06:00:00,166.62805 -2011-06-24 07:00:00,172.96841 -2011-06-24 08:00:00,164.33754 -2011-06-24 09:00:00,170.56308 -2011-06-24 10:00:00,184.84924 -2011-06-24 11:00:00,187.53127 -2011-06-24 12:00:00,184.94073 -2011-06-24 13:00:00,183.8409 -2011-06-24 14:00:00,184.84296 -2011-06-24 15:00:00,185.11072 -2011-06-24 16:00:00,185.76874 -2011-06-24 17:00:00,183.4405 -2011-06-24 18:00:00,184.22768 -2011-06-24 19:00:00,184.53603 -2011-06-24 20:00:00,182.53537 -2011-06-24 21:00:00,179.64941 -2011-06-24 22:00:00,170.84093 -2011-06-24 23:00:00,171.90282 -2011-06-25 00:00:00,180.32817 -2011-06-25 01:00:00,176.7858 -2011-06-25 02:00:00,173.0563 -2011-06-25 03:00:00,171.86382 -2011-06-25 04:00:00,171.86382 -2011-06-25 05:00:00,173.15535 -2011-06-25 06:00:00,172.53056 -2011-06-25 07:00:00,178.10696 -2011-06-25 08:00:00,183.35477 -2011-06-25 09:00:00,184.59363 -2011-06-25 10:00:00,144.03006 -2011-06-25 11:00:00,98.70905 -2011-06-25 12:00:00,66.923874 -2011-06-25 13:00:00,38.277855 -2011-06-25 14:00:00,31.512062 -2011-06-25 15:00:00,28.47994 -2011-06-25 16:00:00,35.67585 -2011-06-25 17:00:00,33.20171 -2011-06-25 18:00:00,25.632195 -2011-06-25 19:00:00,25.037518 -2011-06-25 20:00:00,22.868425 -2011-06-25 21:00:00,20.286003 -2011-06-25 22:00:00,21.43023 -2011-06-25 23:00:00,19.843754 -2011-06-26 00:00:00,19.265549 -2011-06-26 01:00:00,19.487785 -2011-06-26 02:00:00,18.874275 -2011-06-26 03:00:00,19.027922 -2011-06-26 04:00:00,18.954874 -2011-06-26 05:00:00,18.934473 -2011-06-26 06:00:00,18.934473 -2011-06-26 07:00:00,19.470602 -2011-06-26 08:00:00,18.521997 -2011-06-26 09:00:00,20.337109 -2011-06-26 10:00:00,24.684404 -2011-06-26 11:00:00,25.530321 -2011-06-26 12:00:00,33.102905 -2011-06-26 13:00:00,31.289597 -2011-06-26 14:00:00,32.08876 -2011-06-26 15:00:00,31.289597 -2011-06-26 16:00:00,32.396122 -2011-06-26 17:00:00,25.497837 -2011-06-26 18:00:00,24.641293 -2011-06-26 19:00:00,23.14608 -2011-06-26 20:00:00,21.368547 -2011-06-26 21:00:00,20.42864 -2011-06-26 22:00:00,23.565676 -2011-06-26 23:00:00,21.737865 -2011-06-27 00:00:00,16.112425 -2011-06-27 01:00:00,15.853833 -2011-06-27 02:00:00,16.79958 -2011-06-27 03:00:00,16.79958 -2011-06-27 04:00:00,15.713102 -2011-06-27 05:00:00,15.431059 -2011-06-27 06:00:00,16.202805 -2011-06-27 07:00:00,15.435661 -2011-06-27 08:00:00,15.569048 -2011-06-27 09:00:00,16.866877 -2011-06-27 10:00:00,17.687103 -2011-06-27 11:00:00,17.072996 -2011-06-27 12:00:00,16.866877 -2011-06-27 13:00:00,16.838533 -2011-06-27 14:00:00,17.830812 -2011-06-27 15:00:00,16.342554 -2011-06-27 16:00:00,17.922089 -2011-06-27 17:00:00,17.799627 -2011-06-27 18:00:00,17.558617 -2011-06-27 19:00:00,18.723522 -2011-06-27 20:00:00,15.711007 -2011-06-27 21:00:00,15.74226 -2011-06-27 22:00:00,15.508059 -2011-06-27 23:00:00,15.508059 -2011-06-28 00:00:00,15.208234 -2011-06-28 01:00:00,15.667192 -2011-06-28 02:00:00,15.552931 -2011-06-28 03:00:00,15.552931 -2011-06-28 04:00:00,15.667164 -2011-06-28 05:00:00,15.784947 -2011-06-28 06:00:00,15.003832 -2011-06-28 07:00:00,15.441623 -2011-06-28 08:00:00,15.246592 -2011-06-28 09:00:00,16.31756 -2011-06-28 10:00:00,21.031193 -2011-06-28 11:00:00,19.530369 -2011-06-28 12:00:00,21.830873 -2011-06-28 13:00:00,18.870613 -2011-06-28 14:00:00,20.258396 -2011-06-28 15:00:00,20.570837 -2011-06-28 16:00:00,22.025047 -2011-06-28 17:00:00,19.87004 -2011-06-28 18:00:00,20.978697 -2011-06-28 19:00:00,18.78411 -2011-06-28 20:00:00,17.661734 -2011-06-28 21:00:00,17.371422 -2011-06-28 22:00:00,16.560965 -2011-06-28 23:00:00,16.365295 -2011-06-29 00:00:00,16.725351 -2011-06-29 01:00:00,15.945231 -2011-06-29 02:00:00,15.591346 -2011-06-29 03:00:00,15.686905 -2011-06-29 04:00:00,15.919874 -2011-06-29 05:00:00,15.940533 -2011-06-29 06:00:00,16.184628 -2011-06-29 07:00:00,19.731184 -2011-06-29 08:00:00,21.575634 -2011-06-29 09:00:00,21.45848 -2011-06-29 10:00:00,21.901123 -2011-06-29 11:00:00,21.37484 -2011-06-29 12:00:00,21.397257 -2011-06-29 13:00:00,22.05468 -2011-06-29 14:00:00,22.714472 -2011-06-29 15:00:00,22.988174 -2011-06-29 16:00:00,22.659689 -2011-06-29 17:00:00,24.333944 -2011-06-29 18:00:00,22.116627 -2011-06-29 19:00:00,21.963104 -2011-06-29 20:00:00,22.172405 -2011-06-29 21:00:00,21.965359 -2011-06-29 22:00:00,22.434557 -2011-06-29 23:00:00,19.278381 -2011-06-30 00:00:00,18.960354 -2011-06-30 01:00:00,18.657257 -2011-06-30 02:00:00,16.953209 -2011-06-30 03:00:00,17.98938 -2011-06-30 04:00:00,18.697403 -2011-06-30 05:00:00,17.667852 -2011-06-30 06:00:00,17.321955 -2011-06-30 07:00:00,17.431887 -2011-06-30 08:00:00,19.822874 -2011-06-30 09:00:00,22.971355 -2011-06-30 10:00:00,22.893724 -2011-06-30 11:00:00,26.4539 -2011-06-30 12:00:00,23.100933 -2011-06-30 13:00:00,23.2671 -2011-06-30 14:00:00,23.795977 -2011-06-30 15:00:00,23.994217 -2011-06-30 16:00:00,25.45206 -2011-06-30 17:00:00,23.927364 -2011-06-30 18:00:00,25.09957 -2011-06-30 19:00:00,26.038162 -2011-06-30 20:00:00,27.287876 -2011-06-30 21:00:00,31.67786 -2011-06-30 22:00:00,34.59461 -2011-06-30 23:00:00,50.538624 -2011-07-20 00:00:00,75.2102 -2011-07-20 01:00:00,126.68161 -2011-07-20 02:00:00,133.01129 -2011-07-20 03:00:00,137.98503 -2011-07-20 04:00:00,137.0777 -2011-07-20 05:00:00,141.50455 -2011-07-20 06:00:00,140.19383 -2011-07-20 07:00:00,159.48158 -2011-07-20 08:00:00,153.09668 -2011-07-20 09:00:00,153.71863 -2011-07-20 10:00:00,167.78789 -2011-07-20 11:00:00,168.85126 -2011-07-20 12:00:00,165.46767 -2011-07-20 13:00:00,173.08357 -2011-07-20 14:00:00,173.7186 -2011-07-20 15:00:00,170.93925 -2011-07-20 16:00:00,170.58453 -2011-07-20 17:00:00,175.39357 -2011-07-20 18:00:00,175.23459 -2011-07-20 19:00:00,172.96611 -2011-07-20 20:00:00,168.97255 -2011-07-20 21:00:00,168.5467 -2011-07-20 22:00:00,170.86835 -2011-07-20 23:00:00,175.17213 -2011-07-21 00:00:00,180.36707 -2011-07-21 01:00:00,180.78784 -2011-07-21 02:00:00,180.38924 -2011-07-21 03:00:00,178.37405 -2011-07-21 04:00:00,174.33139 -2011-07-21 05:00:00,174.52339 -2011-07-21 06:00:00,174.51646 -2011-07-21 07:00:00,177.56076 -2011-07-21 08:00:00,181.31642 -2011-07-21 09:00:00,183.137 -2011-07-21 10:00:00,179.91757 -2011-07-21 11:00:00,181.68103 -2011-07-21 12:00:00,186.0402 -2011-07-21 13:00:00,184.01216 -2011-07-21 14:00:00,193.48509 -2011-07-21 15:00:00,190.60309 -2011-07-21 16:00:00,197.30025 -2011-07-21 17:00:00,197.44586 -2011-07-21 18:00:00,196.83847 -2011-07-21 19:00:00,199.23312 -2011-07-21 20:00:00,194.95929 -2011-07-21 21:00:00,188.82205 -2011-07-21 22:00:00,196.81741 -2011-07-21 23:00:00,192.76949 -2011-07-22 00:00:00,200.29868 -2011-07-22 01:00:00,194.24496 -2011-07-22 02:00:00,198.37239 -2011-07-22 03:00:00,197.56425 -2011-07-22 04:00:00,196.133 -2011-07-22 05:00:00,189.72574 -2011-07-22 06:00:00,198.50603 -2011-07-22 07:00:00,201.17436 -2011-07-22 08:00:00,209.29971 -2011-07-22 09:00:00,209.65138 -2011-07-22 10:00:00,191.78557 -2011-07-22 11:00:00,200.84048 -2011-07-22 12:00:00,203.15167 -2011-07-22 13:00:00,207.7125 -2011-07-22 14:00:00,219.71257 -2011-07-22 15:00:00,220.43152 -2011-07-22 16:00:00,227.04156 -2011-07-22 17:00:00,213.29967 -2011-07-22 18:00:00,216.0624 -2011-07-22 19:00:00,205.11955 -2011-07-22 20:00:00,208.09491 -2011-07-22 21:00:00,207.82541 -2011-07-22 22:00:00,197.99544 -2011-07-22 23:00:00,199.85315 -2011-07-23 00:00:00,224.495 -2011-07-23 01:00:00,225.70917 -2011-07-23 02:00:00,223.05737 -2011-07-23 03:00:00,225.46544 -2011-07-23 04:00:00,223.31242 -2011-07-23 05:00:00,224.34659 -2011-07-23 06:00:00,227.1466 -2011-07-23 07:00:00,226.98802 -2011-07-23 08:00:00,228.40764 -2011-07-23 09:00:00,227.75394 -2011-07-23 10:00:00,230.61285 -2011-07-23 11:00:00,235.61374 -2011-07-23 12:00:00,236.54572 -2011-07-23 13:00:00,235.3292 -2011-07-23 14:00:00,235.2375 -2011-07-23 15:00:00,236.63188 -2011-07-23 16:00:00,235.6396 -2011-07-23 17:00:00,235.6396 -2011-07-23 18:00:00,234.99303 -2011-07-23 19:00:00,230.47461 -2011-07-23 20:00:00,231.94884 -2011-07-23 21:00:00,232.2454 -2011-07-23 22:00:00,227.16089 -2011-07-23 23:00:00,226.13164 -2011-07-24 00:00:00,227.85976 -2011-07-24 01:00:00,228.21008 -2011-07-24 02:00:00,227.77527 -2011-07-24 03:00:00,227.77527 -2011-07-24 04:00:00,228.21008 -2011-07-24 05:00:00,227.844 -2011-07-24 06:00:00,227.43202 -2011-07-24 07:00:00,227.68422 -2011-07-24 08:00:00,229.65611 -2011-07-24 09:00:00,228.94807 -2011-07-24 10:00:00,239.71979 -2011-07-24 11:00:00,237.51073 -2011-07-24 12:00:00,238.47151 -2011-07-24 13:00:00,242.05322 -2011-07-24 14:00:00,239.28725 -2011-07-24 15:00:00,238.38551 -2011-07-24 16:00:00,238.38551 -2011-07-24 17:00:00,239.7364 -2011-07-24 18:00:00,238.609 -2011-07-24 19:00:00,241.38817 -2011-07-24 20:00:00,231.67848 -2011-07-24 21:00:00,229.1847 -2011-07-24 22:00:00,227.41971 -2011-07-24 23:00:00,228.6048 -2011-07-25 00:00:00,192.25267 -2011-07-25 01:00:00,191.29741 -2011-07-25 02:00:00,182.36732 -2011-07-25 03:00:00,178.34117 -2011-07-25 04:00:00,175.07448 -2011-07-25 05:00:00,175.07448 -2011-07-25 06:00:00,179.97441 -2011-07-25 07:00:00,184.74144 -2011-07-25 08:00:00,192.39253 -2011-07-25 09:00:00,192.4671 -2011-07-25 10:00:00,198.83171 -2011-07-25 11:00:00,203.09009 -2011-07-25 12:00:00,203.09009 -2011-07-25 13:00:00,194.35184 -2011-07-25 14:00:00,182.37286 -2011-07-25 15:00:00,185.71672 -2011-07-25 16:00:00,179.5954 -2011-07-25 17:00:00,173.48946 -2011-07-25 18:00:00,186.16414 -2011-07-25 19:00:00,185.25633 -2011-07-25 20:00:00,170.04964 -2011-07-25 21:00:00,172.58516 -2011-07-25 22:00:00,135.22739 -2011-07-25 23:00:00,96.255196 -2011-07-26 00:00:00,49.42899 -2011-07-26 01:00:00,18.81623 -2011-07-26 02:00:00,8.661371 -2011-07-26 03:00:00,8.557283 -2011-07-26 04:00:00,8.727237 -2011-07-26 05:00:00,7.834257 -2011-07-26 06:00:00,9.460447 -2011-07-26 07:00:00,10.760024 -2011-07-26 08:00:00,13.336892 -2011-07-26 09:00:00,15.585393 -2011-07-26 10:00:00,15.217883 -2011-07-26 11:00:00,17.31124 -2011-07-26 12:00:00,18.077452 -2011-07-26 13:00:00,15.691758 -2011-07-26 14:00:00,15.243911 -2011-07-26 15:00:00,16.733116 -2011-07-26 16:00:00,17.014212 -2011-07-26 17:00:00,17.022282 -2011-07-26 18:00:00,15.690299 -2011-07-26 19:00:00,15.486318 -2011-07-26 20:00:00,15.483796 -2011-07-26 21:00:00,15.78885 -2011-07-26 22:00:00,14.450635 -2011-07-26 23:00:00,13.001247 -2011-07-27 00:00:00,11.995923 -2011-07-27 01:00:00,15.892475 -2011-07-27 02:00:00,14.577839 -2011-07-27 03:00:00,12.450989 -2011-07-27 04:00:00,14.390189 -2011-07-27 05:00:00,14.199396 -2011-07-27 06:00:00,14.5266 -2011-07-27 07:00:00,14.711725 -2011-07-27 08:00:00,14.8142605 -2011-07-27 09:00:00,14.898844 -2011-07-27 10:00:00,15.132169 -2011-07-27 11:00:00,15.438695 -2011-07-27 12:00:00,16.050474 -2011-07-27 13:00:00,14.955808 -2011-07-27 14:00:00,15.78495 -2011-07-27 15:00:00,16.943829 -2011-07-27 16:00:00,18.28421 -2011-07-27 17:00:00,17.818514 -2011-07-27 18:00:00,17.729713 -2011-07-27 19:00:00,16.188215 -2011-07-27 20:00:00,15.744562 -2011-07-27 21:00:00,13.656288 -2011-07-27 22:00:00,11.931217 -2011-07-27 23:00:00,12.095121 -2011-07-28 00:00:00,14.190935 -2011-07-28 01:00:00,11.916046 -2011-07-28 02:00:00,12.460392 -2011-07-28 03:00:00,11.597542 -2011-07-28 04:00:00,10.928903 -2011-07-28 05:00:00,9.796463 -2011-07-28 06:00:00,9.805293 -2011-07-28 07:00:00,10.385631 -2011-07-28 08:00:00,11.660133 -2011-07-28 09:00:00,15.218134 -2011-07-28 10:00:00,16.1716 -2011-07-28 11:00:00,13.836016 -2011-07-28 12:00:00,16.520645 -2011-07-28 13:00:00,17.07432 -2011-07-28 14:00:00,16.578445 -2011-07-28 15:00:00,13.351447 -2011-07-28 16:00:00,16.131193 -2011-07-28 17:00:00,15.663316 -2011-07-28 18:00:00,14.667761 -2011-07-28 19:00:00,15.795822 -2011-07-28 20:00:00,15.38715 -2011-07-28 21:00:00,14.731984 -2011-07-28 22:00:00,14.226803 -2011-07-28 23:00:00,14.035045 -2011-07-29 00:00:00,13.599552 -2011-07-29 01:00:00,13.206027 -2011-07-29 02:00:00,11.685359 -2011-07-29 03:00:00,11.685359 -2011-07-29 04:00:00,13.639111 -2011-07-29 05:00:00,12.415802 -2011-07-29 06:00:00,13.599632 -2011-07-29 07:00:00,13.6499815 -2011-07-29 08:00:00,14.35242 -2011-07-29 09:00:00,19.691141 -2011-07-29 10:00:00,16.26688 -2011-07-29 11:00:00,16.358116 -2011-07-29 12:00:00,15.618122 -2011-07-29 13:00:00,16.614758 -2011-07-29 14:00:00,15.966098 -2011-07-29 15:00:00,16.271124 -2011-07-29 16:00:00,17.697538 -2011-07-29 17:00:00,16.147568 -2011-07-29 18:00:00,17.327787 -2011-07-29 19:00:00,16.636509 -2011-07-29 20:00:00,20.56164 -2011-07-29 21:00:00,19.142014 -2011-07-29 22:00:00,20.642742 -2011-07-29 23:00:00,14.618999 -2011-07-30 00:00:00,20.30162 -2011-07-30 01:00:00,20.058401 -2011-07-30 02:00:00,19.946636 -2011-07-30 03:00:00,16.350569 -2011-07-30 04:00:00,13.205176 -2011-07-30 05:00:00,14.118557 -2011-07-30 06:00:00,13.996628 -2011-07-30 07:00:00,16.819424 -2011-07-30 08:00:00,19.701073 -2011-07-30 09:00:00,25.48542 -2011-07-30 10:00:00,24.748896 -2011-07-30 11:00:00,24.026323 -2011-07-30 12:00:00,23.859291 -2011-07-30 13:00:00,26.20807 -2011-07-30 14:00:00,25.908897 -2011-07-30 15:00:00,24.252241 -2011-07-30 16:00:00,26.447615 -2011-07-30 17:00:00,24.029621 -2011-07-30 18:00:00,26.703953 -2011-07-30 19:00:00,24.87947 -2011-07-30 20:00:00,22.89904 -2011-07-30 21:00:00,25.355642 -2011-07-30 22:00:00,19.966217 -2011-07-30 23:00:00,20.171787 -2011-07-31 00:00:00,20.547249 -2011-07-31 01:00:00,16.831856 -2011-07-31 02:00:00,15.418272 -2011-07-31 03:00:00,15.7652235 -2011-07-31 04:00:00,13.02718 -2011-07-31 05:00:00,13.306247 -2011-07-31 06:00:00,15.759574 -2011-07-31 07:00:00,18.121002 -2011-07-31 08:00:00,22.284773 -2011-07-31 09:00:00,25.541912 -2011-07-31 10:00:00,27.891502 -2011-07-31 11:00:00,30.037666 -2011-07-31 12:00:00,28.699963 -2011-07-31 13:00:00,29.354809 -2011-07-31 14:00:00,28.716381 -2011-07-31 15:00:00,28.12554 -2011-07-31 16:00:00,28.725712 -2011-07-31 17:00:00,30.446121 -2011-07-31 18:00:00,30.39311 -2011-07-31 19:00:00,29.749708 -2011-07-31 20:00:00,29.772762 -2011-07-31 21:00:00,25.203817 -2011-07-31 22:00:00,21.38446 -2011-07-31 23:00:00,23.58062 -2011-08-20 00:00:00,99.598526 -2011-08-20 01:00:00,97.48404 -2011-08-20 02:00:00,98.81828 -2011-08-20 03:00:00,98.81135 -2011-08-20 04:00:00,101.371056 -2011-08-20 05:00:00,96.45851 -2011-08-20 06:00:00,100.792885 -2011-08-20 07:00:00,97.84569 -2011-08-20 08:00:00,101.05485 -2011-08-20 09:00:00,100.78286 -2011-08-20 10:00:00,100.233665 -2011-08-20 11:00:00,100.05435 -2011-08-20 12:00:00,100.46292 -2011-08-20 13:00:00,102.44894 -2011-08-20 14:00:00,105.309395 -2011-08-20 15:00:00,104.869606 -2011-08-20 16:00:00,104.08636 -2011-08-20 17:00:00,106.20291 -2011-08-20 18:00:00,106.65767 -2011-08-20 19:00:00,103.064674 -2011-08-20 20:00:00,104.61203 -2011-08-20 21:00:00,104.773315 -2011-08-20 22:00:00,104.59166 -2011-08-20 23:00:00,103.06567 -2011-08-21 00:00:00,105.14951 -2011-08-21 01:00:00,107.200485 -2011-08-21 02:00:00,104.12409 -2011-08-21 03:00:00,107.72193 -2011-08-21 04:00:00,107.2008 -2011-08-21 05:00:00,106.75461 -2011-08-21 06:00:00,106.19408 -2011-08-21 07:00:00,107.90167 -2011-08-21 08:00:00,105.46865 -2011-08-21 09:00:00,105.91378 -2011-08-21 10:00:00,105.41391 -2011-08-21 11:00:00,108.14745 -2011-08-21 12:00:00,108.92523 -2011-08-21 13:00:00,116.31414 -2011-08-21 14:00:00,113.8958 -2011-08-21 15:00:00,108.23105 -2011-08-21 16:00:00,104.70845 -2011-08-21 17:00:00,105.51856 -2011-08-21 18:00:00,105.02146 -2011-08-21 19:00:00,106.46477 -2011-08-21 20:00:00,105.66297 -2011-08-21 21:00:00,105.66297 -2011-08-21 22:00:00,107.06423 -2011-08-21 23:00:00,104.18612 -2011-08-22 00:00:00,94.69237 -2011-08-22 01:00:00,94.27341 -2011-08-22 02:00:00,95.74081 -2011-08-22 03:00:00,94.6094 -2011-08-22 04:00:00,95.44074 -2011-08-22 05:00:00,101.97676 -2011-08-22 06:00:00,98.336174 -2011-08-22 07:00:00,97.777824 -2011-08-22 08:00:00,97.777824 -2011-08-22 09:00:00,96.13954 -2011-08-22 10:00:00,96.13489 -2011-08-22 11:00:00,98.64551 -2011-08-22 12:00:00,101.9951 -2011-08-22 13:00:00,103.3267 -2011-08-22 14:00:00,102.50189 -2011-08-22 15:00:00,96.58515 -2011-08-22 16:00:00,102.50189 -2011-08-22 17:00:00,98.01364 -2011-08-22 18:00:00,97.04484 -2011-08-22 19:00:00,95.85948 -2011-08-22 20:00:00,97.04294 -2011-08-22 21:00:00,96.58412 -2011-08-22 22:00:00,96.903915 -2011-08-22 23:00:00,97.24974 -2011-08-23 00:00:00,97.04968 -2011-08-23 01:00:00,96.59144 -2011-08-23 02:00:00,96.39997 -2011-08-23 03:00:00,98.1183 -2011-08-23 04:00:00,98.093025 -2011-08-23 05:00:00,98.97208 -2011-08-23 06:00:00,96.88927 -2011-08-23 07:00:00,97.21028 -2011-08-23 08:00:00,92.517006 -2011-08-23 09:00:00,96.20869 -2011-08-23 10:00:00,96.73914 -2011-08-23 11:00:00,96.70593 -2011-08-23 12:00:00,97.05315 -2011-08-23 13:00:00,95.13088 -2011-08-23 14:00:00,95.77922 -2011-08-23 15:00:00,97.92768 -2011-08-23 16:00:00,95.92464 -2011-08-23 17:00:00,97.92768 -2011-08-23 18:00:00,96.60177 -2011-08-23 19:00:00,96.20467 -2011-08-23 20:00:00,93.82218 -2011-08-23 21:00:00,91.779305 -2011-08-23 22:00:00,95.484604 -2011-08-23 23:00:00,95.62379 -2011-08-24 00:00:00,99.66584 -2011-08-24 01:00:00,98.3293 -2011-08-24 02:00:00,100.500885 -2011-08-24 03:00:00,100.497284 -2011-08-24 04:00:00,91.76766 -2011-08-24 05:00:00,91.76766 -2011-08-24 06:00:00,92.67769 -2011-08-24 07:00:00,99.08093 -2011-08-24 08:00:00,97.73926 -2011-08-24 09:00:00,100.3559 -2011-08-24 10:00:00,98.21557 -2011-08-24 11:00:00,98.98804 -2011-08-24 12:00:00,99.79118 -2011-08-24 13:00:00,105.6555 -2011-08-24 14:00:00,105.6555 -2011-08-24 15:00:00,104.5587 -2011-08-24 16:00:00,104.77914 -2011-08-24 17:00:00,103.089 -2011-08-24 18:00:00,98.62673 -2011-08-24 19:00:00,98.62673 -2011-08-24 20:00:00,98.355736 -2011-08-24 21:00:00,103.27508 -2011-08-24 22:00:00,104.88914 -2011-08-24 23:00:00,100.22004 -2011-08-25 00:00:00,98.26489 -2011-08-25 01:00:00,108.469124 -2011-08-25 02:00:00,108.4593 -2011-08-25 03:00:00,102.121925 -2011-08-25 04:00:00,106.70101 -2011-08-25 05:00:00,106.92228 -2011-08-25 06:00:00,101.06387 -2011-08-25 07:00:00,103.5154 -2011-08-25 08:00:00,99.58926 -2011-08-25 09:00:00,103.00403 -2011-08-25 10:00:00,101.0552 -2011-08-25 11:00:00,95.75776 -2011-08-25 12:00:00,95.75776 -2011-08-25 13:00:00,99.40465 -2011-08-25 14:00:00,100.330956 -2011-08-25 15:00:00,98.33309 -2011-08-25 16:00:00,97.07461 -2011-08-25 17:00:00,97.07461 -2011-08-25 18:00:00,101.039 -2011-08-25 19:00:00,103.95048 -2011-08-25 20:00:00,107.28995 -2011-08-25 21:00:00,102.71254 -2011-08-25 22:00:00,68.92083 -2011-08-25 23:00:00,60.743702 -2011-08-26 00:00:00,57.618694 -2011-08-26 01:00:00,31.677334 -2011-08-26 02:00:00,16.512756 -2011-08-26 03:00:00,16.203003 -2011-08-26 04:00:00,16.686405 -2011-08-26 05:00:00,14.918705 -2011-08-26 06:00:00,16.686405 -2011-08-26 07:00:00,15.951814 -2011-08-26 08:00:00,18.529829 -2011-08-26 09:00:00,17.635199 -2011-08-26 10:00:00,18.415794 -2011-08-26 11:00:00,21.451973 -2011-08-26 12:00:00,22.538076 -2011-08-26 13:00:00,22.756638 -2011-08-26 14:00:00,24.552084 -2011-08-26 15:00:00,24.12422 -2011-08-26 16:00:00,26.12318 -2011-08-26 17:00:00,21.36185 -2011-08-26 18:00:00,20.42514 -2011-08-26 19:00:00,18.3662 -2011-08-26 20:00:00,17.851913 -2011-08-26 21:00:00,18.738148 -2011-08-26 22:00:00,18.3662 -2011-08-26 23:00:00,18.015587 -2011-08-27 00:00:00,19.750256 -2011-08-27 01:00:00,20.88301 -2011-08-27 02:00:00,20.298885 -2011-08-27 03:00:00,20.471153 -2011-08-27 04:00:00,20.471153 -2011-08-27 05:00:00,20.492401 -2011-08-27 06:00:00,20.492401 -2011-08-27 07:00:00,20.601677 -2011-08-27 08:00:00,20.238338 -2011-08-27 09:00:00,20.667463 -2011-08-27 10:00:00,22.15665 -2011-08-27 11:00:00,18.762245 -2011-08-27 12:00:00,19.244963 -2011-08-27 13:00:00,19.746292 -2011-08-27 14:00:00,17.17097 -2011-08-27 15:00:00,17.17097 -2011-08-27 16:00:00,17.11842 -2011-08-27 17:00:00,17.899006 -2011-08-28 07:00:00,19.455719 -2011-08-28 08:00:00,19.307884 -2011-08-28 09:00:00,18.92875 -2011-08-28 10:00:00,30.293472 -2011-08-28 11:00:00,25.042072 -2011-08-28 12:00:00,35.043785 -2011-08-28 13:00:00,41.47115 -2011-08-28 14:00:00,36.240906 -2011-08-28 15:00:00,36.848038 -2011-08-28 16:00:00,41.304695 -2011-08-28 17:00:00,42.25336 -2011-08-28 18:00:00,40.366856 -2011-08-28 19:00:00,34.040154 -2011-08-28 20:00:00,34.23571 -2011-08-28 21:00:00,19.43738 -2011-08-28 22:00:00,17.5245 -2011-08-28 23:00:00,16.882568 -2011-08-29 00:00:00,14.271945 -2011-08-29 01:00:00,14.515763 -2011-08-29 02:00:00,15.131318 -2011-08-29 03:00:00,14.515763 -2011-08-29 04:00:00,15.906687 -2011-08-29 05:00:00,14.974555 -2011-08-29 06:00:00,14.92371 -2011-08-29 07:00:00,15.2334795 -2011-08-29 08:00:00,14.985823 -2011-08-29 09:00:00,16.009909 -2011-08-29 10:00:00,19.609512 -2011-08-29 11:00:00,18.611292 -2011-08-29 12:00:00,19.594091 -2011-08-29 13:00:00,20.665127 -2011-08-29 14:00:00,21.881977 -2011-08-29 15:00:00,25.98766 -2011-08-29 16:00:00,25.622383 -2011-08-29 17:00:00,20.526474 -2011-08-29 18:00:00,20.419638 -2011-08-29 19:00:00,20.419638 -2011-08-29 20:00:00,16.542107 -2011-08-29 21:00:00,16.25333 -2011-08-29 22:00:00,16.69267 -2011-08-29 23:00:00,15.592226 -2011-08-30 00:00:00,14.975115 -2011-08-30 01:00:00,14.461162 -2011-08-30 02:00:00,14.64099 -2011-08-30 03:00:00,14.939713 -2011-08-30 04:00:00,14.571022 -2011-08-30 05:00:00,14.495809 -2011-08-30 06:00:00,14.648121 -2011-08-30 07:00:00,15.416307 -2011-08-30 08:00:00,15.230646 -2011-08-30 09:00:00,18.413216 -2011-08-30 10:00:00,26.090618 -2011-08-30 11:00:00,26.01893 -2011-08-30 12:00:00,22.549791 -2011-08-30 13:00:00,25.26152 -2011-08-30 14:00:00,25.935198 -2011-08-30 15:00:00,26.07493 -2011-08-30 16:00:00,25.666557 -2011-08-30 17:00:00,25.758934 -2011-08-30 18:00:00,22.821945 -2011-08-30 19:00:00,17.457605 -2011-08-30 20:00:00,17.654415 -2011-08-30 21:00:00,15.485949 -2011-08-30 22:00:00,16.149797 -2011-08-30 23:00:00,16.200644 -2011-08-31 00:00:00,17.341778 -2011-08-31 01:00:00,17.445778 -2011-08-31 02:00:00,17.04114 -2011-08-31 03:00:00,17.114698 -2011-08-31 04:00:00,17.238005 -2011-08-31 05:00:00,16.319939 -2011-08-31 06:00:00,16.262493 -2011-08-31 07:00:00,17.35838 -2011-08-31 08:00:00,18.523792 -2011-08-31 09:00:00,17.256777 -2011-08-31 10:00:00,20.947596 -2011-08-31 11:00:00,25.001556 -2011-08-31 12:00:00,24.054382 -2011-08-31 13:00:00,26.208078 -2011-08-31 14:00:00,28.120386 -2011-08-31 15:00:00,28.02039 -2011-08-31 16:00:00,24.1085 -2011-08-31 17:00:00,22.969923 -2011-08-31 18:00:00,27.26485 -2011-08-31 19:00:00,28.468851 -2011-08-31 20:00:00,21.279762 -2011-08-31 21:00:00,20.807875 -2011-08-31 22:00:00,21.98665 -2011-08-31 23:00:00,29.17747 -2011-09-20 00:00:00,63.91901 -2011-09-20 01:00:00,108.54733 -2011-09-20 02:00:00,113.874176 -2011-09-20 03:00:00,126.11375 -2011-09-20 04:00:00,124.2377 -2011-09-20 05:00:00,126.16292 -2011-09-20 06:00:00,128.18887 -2011-09-20 07:00:00,128.90985 -2011-09-20 08:00:00,103.137505 -2011-09-20 09:00:00,104.06306 -2011-09-20 10:00:00,116.44311 -2011-09-20 11:00:00,117.0999 -2011-09-20 12:00:00,114.40076 -2011-09-20 13:00:00,114.266266 -2011-09-20 14:00:00,136.16565 -2011-09-20 15:00:00,163.24054 -2011-09-20 16:00:00,155.81087 -2011-09-20 17:00:00,161.67831 -2011-09-20 18:00:00,164.14691 -2011-09-20 19:00:00,137.98781 -2011-09-20 20:00:00,123.572556 -2011-09-20 21:00:00,123.387344 -2011-09-20 22:00:00,123.90413 -2011-09-20 23:00:00,124.02507 -2011-09-21 00:00:00,133.78195 -2011-09-21 01:00:00,126.68587 -2011-09-21 02:00:00,127.40039 -2011-09-21 03:00:00,128.74118 -2011-09-21 04:00:00,134.29704 -2011-09-21 05:00:00,130.75323 -2011-09-21 06:00:00,129.4964 -2011-09-21 07:00:00,129.4756 -2011-09-21 08:00:00,131.39975 -2011-09-21 09:00:00,135.83424 -2011-09-21 10:00:00,148.75864 -2011-09-21 11:00:00,178.12921 -2011-09-21 12:00:00,177.49191 -2011-09-21 13:00:00,183.68639 -2011-09-21 14:00:00,178.13905 -2011-09-21 15:00:00,182.83623 -2011-09-21 16:00:00,182.8524 -2011-09-21 17:00:00,186.24408 -2011-09-21 18:00:00,177.13538 -2011-09-21 19:00:00,136.90413 -2011-09-21 20:00:00,136.90413 -2011-09-21 21:00:00,138.86801 -2011-09-21 22:00:00,141.30563 -2011-09-21 23:00:00,131.60371 -2011-09-22 00:00:00,133.34969 -2011-09-22 01:00:00,141.38934 -2011-09-22 02:00:00,138.36139 -2011-09-22 03:00:00,141.60756 -2011-09-22 04:00:00,141.61806 -2011-09-22 05:00:00,138.57187 -2011-09-22 06:00:00,140.9073 -2011-09-22 07:00:00,141.59723 -2011-09-22 08:00:00,141.26712 -2011-09-22 09:00:00,144.98624 -2011-09-22 10:00:00,157.14449 -2011-09-22 11:00:00,157.60394 -2011-09-22 12:00:00,185.89113 -2011-09-22 13:00:00,187.39995 -2011-09-22 14:00:00,189.3739 -2011-09-22 15:00:00,188.91394 -2011-09-22 16:00:00,185.85219 -2011-09-22 17:00:00,189.55487 -2011-09-22 18:00:00,187.91722 -2011-09-22 19:00:00,159.77946 -2011-09-22 20:00:00,144.18558 -2011-09-22 21:00:00,160.03137 -2011-09-22 22:00:00,144.79037 -2011-09-22 23:00:00,143.2657 -2011-09-23 00:00:00,153.6602 -2011-09-23 01:00:00,155.71606 -2011-09-23 02:00:00,150.98196 -2011-09-23 03:00:00,155.71606 -2011-09-23 04:00:00,151.77768 -2011-09-23 05:00:00,154.75961 -2011-09-23 06:00:00,153.7544 -2011-09-23 07:00:00,157.21736 -2011-09-23 08:00:00,157.21736 -2011-09-23 09:00:00,150.23982 -2011-09-23 10:00:00,150.32175 -2011-09-23 11:00:00,150.32175 -2011-09-23 12:00:00,156.04306 -2011-09-23 13:00:00,150.2127 -2011-09-23 14:00:00,150.73734 -2011-09-23 15:00:00,156.5307 -2011-09-23 16:00:00,153.24161 -2011-09-23 17:00:00,156.9861 -2011-09-23 18:00:00,152.06303 -2011-09-23 19:00:00,154.1777 -2011-09-23 20:00:00,145.88866 -2011-09-23 21:00:00,148.64726 -2011-09-23 22:00:00,146.3829 -2011-09-23 23:00:00,151.7269 -2011-09-24 00:00:00,176.25082 -2011-09-24 01:00:00,171.13329 -2011-09-24 02:00:00,171.13329 -2011-09-24 03:00:00,171.43039 -2011-09-24 04:00:00,168.58595 -2011-09-24 05:00:00,168.05817 -2011-09-24 06:00:00,168.05817 -2011-09-24 07:00:00,177.80031 -2011-09-24 08:00:00,179.56772 -2011-09-24 09:00:00,181.73386 -2011-09-24 10:00:00,181.73386 -2011-09-24 11:00:00,193.56155 -2011-09-24 12:00:00,193.57089 -2011-09-24 13:00:00,205.3309 -2011-09-24 14:00:00,198.76659 -2011-09-24 15:00:00,198.76659 -2011-09-24 16:00:00,202.58684 -2011-09-24 17:00:00,195.83531 -2011-09-24 18:00:00,201.80258 -2011-09-24 19:00:00,178.81343 -2011-09-24 20:00:00,184.397 -2011-09-24 21:00:00,194.47862 -2011-09-24 22:00:00,182.08221 -2011-09-24 23:00:00,181.7503 -2011-09-25 00:00:00,179.27246 -2011-09-25 01:00:00,179.86269 -2011-09-25 02:00:00,172.6524 -2011-09-25 03:00:00,172.6524 -2011-09-25 04:00:00,170.8664 -2011-09-25 05:00:00,178.65062 -2011-09-25 06:00:00,179.36057 -2011-09-25 07:00:00,174.05649 -2011-09-25 08:00:00,181.90388 -2011-09-25 09:00:00,188.1839 -2011-09-25 10:00:00,147.84415 -2011-09-25 11:00:00,120.8462 -2011-09-25 12:00:00,75.44528 -2011-09-25 13:00:00,61.81072 -2011-09-25 14:00:00,47.06048 -2011-09-25 15:00:00,47.07142 -2011-09-25 16:00:00,49.14461 -2011-09-25 17:00:00,47.20504 -2011-09-25 18:00:00,47.20504 -2011-09-25 19:00:00,46.490448 -2011-09-25 20:00:00,45.750713 -2011-09-25 21:00:00,47.419865 -2011-09-25 22:00:00,45.84453 -2011-09-25 23:00:00,48.536873 -2011-09-26 00:00:00,46.808823 -2011-09-26 01:00:00,43.191032 -2011-09-26 02:00:00,43.191032 -2011-09-26 03:00:00,46.808823 -2011-09-26 04:00:00,43.37649 -2011-09-26 05:00:00,42.918728 -2011-09-26 06:00:00,43.37649 -2011-09-26 07:00:00,46.808823 -2011-09-26 08:00:00,46.808823 -2011-09-26 09:00:00,43.58287 -2011-09-26 10:00:00,43.201534 -2011-09-26 11:00:00,41.95461 -2011-09-26 12:00:00,43.254692 -2011-09-26 13:00:00,43.673393 -2011-09-26 14:00:00,42.496822 -2011-09-26 15:00:00,43.24192 -2011-09-26 16:00:00,41.992012 -2011-09-26 17:00:00,41.497208 -2011-09-26 18:00:00,42.132153 -2011-09-26 19:00:00,42.75227 -2011-09-26 20:00:00,41.494255 -2011-09-26 21:00:00,41.494255 -2011-09-26 22:00:00,44.744667 -2011-09-26 23:00:00,44.929558 -2011-09-27 00:00:00,45.92715 -2011-09-27 01:00:00,46.90789 -2011-09-27 02:00:00,45.253975 -2011-09-27 03:00:00,47.50954 -2011-09-27 04:00:00,46.284336 -2011-09-27 05:00:00,46.284336 -2011-09-27 06:00:00,45.585243 -2011-09-27 07:00:00,45.589863 -2011-09-27 08:00:00,43.022263 -2011-09-27 09:00:00,45.536278 -2011-09-27 10:00:00,47.858177 -2011-09-27 11:00:00,42.577065 -2011-09-27 12:00:00,43.805817 -2011-09-27 13:00:00,45.403976 -2011-09-27 14:00:00,44.38809 -2011-09-27 15:00:00,44.161343 -2011-09-27 16:00:00,44.357113 -2011-09-27 17:00:00,44.49852 -2011-09-27 18:00:00,44.300682 -2011-09-27 19:00:00,43.346657 -2011-09-27 20:00:00,42.62647 -2011-09-27 21:00:00,43.460873 -2011-09-27 22:00:00,42.461704 -2011-09-27 23:00:00,42.461704 -2011-09-28 00:00:00,45.09717 -2011-09-28 01:00:00,45.041706 -2011-09-28 02:00:00,42.68036 -2011-09-28 03:00:00,46.313957 -2011-09-28 04:00:00,45.041706 -2011-09-28 05:00:00,48.796795 -2011-09-28 06:00:00,49.12171 -2011-09-28 07:00:00,49.12171 -2011-09-28 08:00:00,46.582184 -2011-09-28 09:00:00,46.582184 -2011-09-28 10:00:00,48.305138 -2011-09-28 11:00:00,43.458553 -2011-09-28 12:00:00,45.044838 -2011-09-28 13:00:00,45.15039 -2011-09-28 14:00:00,43.723366 -2011-09-28 15:00:00,45.519268 -2011-09-28 16:00:00,46.3792 -2011-09-28 17:00:00,46.64979 -2011-09-28 18:00:00,48.256844 -2011-09-28 19:00:00,48.256844 -2011-09-28 20:00:00,47.367516 -2011-09-28 21:00:00,48.22693 -2011-09-28 22:00:00,45.597477 -2011-09-28 23:00:00,46.703228 -2011-09-29 00:00:00,46.76011 -2011-09-29 01:00:00,49.660675 -2011-09-29 02:00:00,49.660675 -2011-09-29 03:00:00,49.329018 -2011-09-29 04:00:00,48.608154 -2011-09-29 05:00:00,47.17048 -2011-09-29 06:00:00,47.316353 -2011-09-29 07:00:00,46.654865 -2011-09-29 08:00:00,47.15605 -2011-09-29 09:00:00,47.528366 -2011-09-29 10:00:00,47.808075 -2011-09-29 11:00:00,47.712555 -2011-09-29 12:00:00,48.665855 -2011-09-29 13:00:00,49.06357 -2011-09-29 14:00:00,49.586117 -2011-09-29 15:00:00,50.43129 -2011-09-29 16:00:00,51.076744 -2011-09-29 17:00:00,50.752136 -2011-09-29 18:00:00,50.796944 -2011-09-29 19:00:00,49.018013 -2011-09-29 20:00:00,49.437794 -2011-09-29 21:00:00,49.234524 -2011-09-29 22:00:00,48.328884 -2011-09-29 23:00:00,45.581383 -2011-09-30 00:00:00,47.15073 -2011-09-30 01:00:00,46.949104 -2011-09-30 02:00:00,47.41973 -2011-09-30 03:00:00,47.496666 -2011-09-30 04:00:00,50.063934 -2011-09-30 05:00:00,50.22109 -2011-09-30 06:00:00,52.497833 -2011-09-30 07:00:00,53.411507 -2011-09-30 08:00:00,51.42956 -2011-09-30 09:00:00,53.440956 -2011-09-30 10:00:00,53.971966 -2011-09-30 11:00:00,57.35791 -2011-09-30 12:00:00,55.027546 -2011-09-30 13:00:00,57.513565 -2011-09-30 14:00:00,57.327026 -2011-09-30 15:00:00,57.413822 -2011-09-30 16:00:00,63.064945 -2011-09-30 17:00:00,65.709694 -2011-09-30 18:00:00,65.572556 -2011-09-30 19:00:00,65.477806 -2011-09-30 20:00:00,67.00357 -2011-09-30 21:00:00,77.86316 -2011-09-30 22:00:00,89.79155 -2011-09-30 23:00:00,123.16429 -2011-10-20 00:00:00,62.908955 -2011-10-20 01:00:00,99.90358 -2011-10-20 02:00:00,99.419914 -2011-10-20 03:00:00,104.688065 -2011-10-20 04:00:00,106.20662 -2011-10-20 05:00:00,111.1222 -2011-10-20 06:00:00,107.96779 -2011-10-20 07:00:00,108.77631 -2011-10-20 08:00:00,121.139984 -2011-10-20 09:00:00,122.99947 -2011-10-20 10:00:00,117.87863 -2011-10-20 11:00:00,124.64509 -2011-10-20 12:00:00,124.56934 -2011-10-20 13:00:00,123.958206 -2011-10-20 14:00:00,125.39269 -2011-10-20 15:00:00,122.2618 -2011-10-20 16:00:00,121.907196 -2011-10-20 17:00:00,121.155426 -2011-10-20 18:00:00,121.48114 -2011-10-20 19:00:00,123.556244 -2011-10-20 20:00:00,122.26695 -2011-10-20 21:00:00,121.37146 -2011-10-20 22:00:00,122.12182 -2011-10-20 23:00:00,123.27878 -2011-10-21 00:00:00,118.72867 -2011-10-21 01:00:00,119.49691 -2011-10-21 02:00:00,114.27638 -2011-10-21 03:00:00,115.596375 -2011-10-21 04:00:00,118.59042 -2011-10-21 05:00:00,115.3402 -2011-10-21 06:00:00,118.59042 -2011-10-21 07:00:00,118.64152 -2011-10-21 08:00:00,116.557236 -2011-10-21 09:00:00,125.8636 -2011-10-21 10:00:00,122.346886 -2011-10-21 11:00:00,125.29953 -2011-10-21 12:00:00,124.96498 -2011-10-21 13:00:00,122.9116 -2011-10-21 14:00:00,123.59813 -2011-10-21 15:00:00,125.708664 -2011-10-21 16:00:00,125.25818 -2011-10-21 17:00:00,125.70576 -2011-10-21 18:00:00,123.465096 -2011-10-21 19:00:00,126.966354 -2011-10-21 20:00:00,124.077805 -2011-10-21 21:00:00,122.0622 -2011-10-21 22:00:00,122.85385 -2011-10-21 23:00:00,120.38309 -2011-10-22 00:00:00,119.2244 -2011-10-22 01:00:00,119.17322 -2011-10-22 02:00:00,117.998535 -2011-10-22 03:00:00,118.50514 -2011-10-22 04:00:00,115.30764 -2011-10-22 05:00:00,114.95983 -2011-10-22 06:00:00,119.32902 -2011-10-22 07:00:00,117.65403 -2011-10-22 08:00:00,115.986336 -2011-10-22 09:00:00,118.133995 -2011-10-22 10:00:00,124.26399 -2011-10-22 11:00:00,124.26399 -2011-10-22 12:00:00,124.28927 -2011-10-22 13:00:00,124.79294 -2011-10-22 14:00:00,127.37791 -2011-10-22 15:00:00,126.86557 -2011-10-22 16:00:00,123.76929 -2011-10-22 17:00:00,124.25299 -2011-10-22 18:00:00,122.89989 -2011-10-22 19:00:00,118.68819 -2011-10-22 20:00:00,118.20011 -2011-10-22 21:00:00,119.62433 -2011-10-22 22:00:00,119.62433 -2011-10-22 23:00:00,118.0466 -2011-10-23 00:00:00,117.22743 -2011-10-23 01:00:00,117.22743 -2011-10-23 02:00:00,118.4659 -2011-10-23 03:00:00,117.110115 -2011-10-23 04:00:00,117.110115 -2011-10-23 05:00:00,117.16077 -2011-10-23 06:00:00,119.39384 -2011-10-23 07:00:00,118.23623 -2011-10-23 08:00:00,119.838875 -2011-10-23 09:00:00,118.7315 -2011-10-23 10:00:00,118.11078 -2011-10-23 11:00:00,121.327835 -2011-10-23 12:00:00,125.35751 -2011-10-23 13:00:00,124.78871 -2011-10-23 14:00:00,123.36676 -2011-10-23 15:00:00,123.16596 -2011-10-23 16:00:00,124.58623 -2011-10-23 17:00:00,128.10077 -2011-10-23 18:00:00,128.08 -2011-10-23 19:00:00,119.39064 -2011-10-23 20:00:00,118.08301 -2011-10-23 21:00:00,118.094795 -2011-10-23 22:00:00,118.41658 -2011-10-23 23:00:00,119.838165 -2011-10-24 00:00:00,121.20746 -2011-10-24 01:00:00,116.003075 -2011-10-24 02:00:00,120.93088 -2011-10-24 03:00:00,116.5879 -2011-10-24 04:00:00,113.97504 -2011-10-24 05:00:00,116.08783 -2011-10-24 06:00:00,120.93088 -2011-10-24 07:00:00,113.80637 -2011-10-24 08:00:00,116.12565 -2011-10-24 09:00:00,119.58696 -2011-10-24 10:00:00,124.88673 -2011-10-24 11:00:00,129.27904 -2011-10-24 12:00:00,127.737236 -2011-10-24 13:00:00,130.5431 -2011-10-24 14:00:00,130.64426 -2011-10-24 15:00:00,127.60889 -2011-10-24 16:00:00,130.208 -2011-10-24 17:00:00,127.28454 -2011-10-24 18:00:00,127.10019 -2011-10-24 19:00:00,116.42579 -2011-10-24 20:00:00,122.87149 -2011-10-24 21:00:00,119.55309 -2011-10-24 22:00:00,123.68291 -2011-10-24 23:00:00,124.8545 -2011-10-25 00:00:00,124.77191 -2011-10-25 01:00:00,124.77191 -2011-10-25 02:00:00,116.99802 -2011-10-25 03:00:00,113.88405 -2011-10-25 04:00:00,119.29759 -2011-10-25 05:00:00,119.29759 -2011-10-25 06:00:00,114.099304 -2011-10-25 07:00:00,116.86659 -2011-10-25 08:00:00,124.156494 -2011-10-25 09:00:00,129.03387 -2011-10-25 10:00:00,129.35495 -2011-10-25 11:00:00,126.1706 -2011-10-25 12:00:00,129.38324 -2011-10-25 13:00:00,130.12279 -2011-10-25 14:00:00,127.47109 -2011-10-25 15:00:00,127.19776 -2011-10-25 16:00:00,126.556404 -2011-10-25 17:00:00,127.19697 -2011-10-25 18:00:00,127.134674 -2011-10-25 19:00:00,125.6603 -2011-10-25 20:00:00,127.278755 -2011-10-25 21:00:00,125.119156 -2011-10-25 22:00:00,76.501945 -2011-10-25 23:00:00,45.370827 -2011-10-26 00:00:00,32.85723 -2011-10-26 01:00:00,12.234308 -2011-10-26 02:00:00,9.667839 -2011-10-26 03:00:00,9.198876 -2011-10-26 04:00:00,9.057265 -2011-10-26 05:00:00,9.004829 -2011-10-26 06:00:00,9.004829 -2011-10-26 07:00:00,9.05108 -2011-10-26 08:00:00,9.587533 -2011-10-26 09:00:00,10.693276 -2011-10-26 10:00:00,10.1791525 -2011-10-26 11:00:00,10.918195 -2011-10-26 12:00:00,14.029294 -2011-10-26 13:00:00,14.405875 -2011-10-26 14:00:00,9.490763 -2011-10-26 15:00:00,9.490763 -2011-10-26 16:00:00,9.778624 -2011-10-26 17:00:00,9.893663 -2011-10-26 18:00:00,8.930221 -2011-10-26 19:00:00,9.171438 -2011-10-26 20:00:00,8.845879 -2011-10-26 21:00:00,9.500987 -2011-10-26 22:00:00,9.454137 -2011-10-26 23:00:00,9.454137 -2011-10-27 00:00:00,6.847765 -2011-10-27 01:00:00,6.847765 -2011-10-27 02:00:00,9.562171 -2011-10-27 03:00:00,9.562171 -2011-10-27 04:00:00,9.525956 -2011-10-27 05:00:00,9.632357 -2011-10-27 06:00:00,9.55758 -2011-10-27 07:00:00,7.8343744 -2011-10-27 08:00:00,9.701031 -2011-10-27 09:00:00,9.207154 -2011-10-27 10:00:00,10.028638 -2011-10-27 11:00:00,9.789826 -2011-10-27 12:00:00,9.791215 -2011-10-27 13:00:00,9.523093 -2011-10-27 14:00:00,8.915644 -2011-10-27 15:00:00,9.906582 -2011-10-27 16:00:00,9.30519 -2011-10-27 17:00:00,10.061564 -2011-10-27 18:00:00,10.210367 -2011-10-27 19:00:00,10.0538025 -2011-10-27 20:00:00,9.997415 -2011-10-27 21:00:00,11.045275 -2011-10-27 22:00:00,10.148808 -2011-10-27 23:00:00,10.180189 -2011-10-28 00:00:00,9.220708 -2011-10-28 01:00:00,8.847996 -2011-10-28 02:00:00,9.049102 -2011-10-28 03:00:00,8.634536 -2011-10-28 04:00:00,8.850946 -2011-10-28 05:00:00,9.236748 -2011-10-28 06:00:00,8.824423 -2011-10-28 07:00:00,8.824423 -2011-10-28 08:00:00,9.582837 -2011-10-28 09:00:00,9.994356 -2011-10-28 10:00:00,9.901831 -2011-10-28 11:00:00,10.816923 -2011-10-28 12:00:00,13.148521 -2011-10-28 13:00:00,13.391813 -2011-10-28 14:00:00,11.174033 -2011-10-28 15:00:00,12.190318 -2011-10-28 16:00:00,10.726285 -2011-10-28 17:00:00,10.450172 -2011-10-28 18:00:00,10.574814 -2011-10-28 19:00:00,10.450172 -2011-10-28 20:00:00,9.88061 -2011-10-28 21:00:00,8.894588 -2011-10-28 22:00:00,9.100901 -2011-10-28 23:00:00,9.096193 -2011-10-29 00:00:00,9.684962 -2011-10-29 01:00:00,9.611191 -2011-10-29 02:00:00,9.611191 -2011-10-29 03:00:00,10.876015 -2011-10-29 04:00:00,10.876015 -2011-10-29 05:00:00,9.533991 -2011-10-29 06:00:00,9.8687525 -2011-10-29 07:00:00,9.8687525 -2011-10-29 08:00:00,9.836663 -2011-10-29 09:00:00,9.836663 -2011-10-29 10:00:00,9.405606 -2011-10-29 11:00:00,9.872104 -2011-10-29 12:00:00,9.778518 -2011-10-29 13:00:00,10.080741 -2011-10-29 14:00:00,9.959599 -2011-10-29 15:00:00,8.900041 -2011-10-29 16:00:00,9.149635 -2011-10-29 17:00:00,9.149635 -2011-10-29 18:00:00,9.149635 -2011-10-29 19:00:00,9.224658 -2011-10-29 20:00:00,9.224658 -2011-10-29 21:00:00,9.224658 -2011-10-29 22:00:00,8.246147 -2011-10-29 23:00:00,8.21179 -2011-10-30 00:00:00,8.230765 -2011-10-30 01:00:00,8.38077 -2011-10-30 02:00:00,8.432041 -2011-10-30 03:00:00,8.508363 -2011-10-30 04:00:00,8.680998 -2011-10-30 05:00:00,8.405596 -2011-10-30 06:00:00,8.13289 -2011-10-30 07:00:00,8.365166 -2011-10-30 08:00:00,8.477644 -2011-10-30 09:00:00,8.6302185 -2011-10-30 10:00:00,10.503789 -2011-10-30 11:00:00,10.991005 -2011-10-30 12:00:00,11.2337055 -2011-10-30 13:00:00,13.61751 -2011-10-30 14:00:00,15.095428 -2011-10-30 15:00:00,15.636652 -2011-10-30 16:00:00,16.346144 -2011-10-30 17:00:00,15.391552 -2011-10-30 18:00:00,12.994744 -2011-10-30 19:00:00,16.974823 -2011-10-30 20:00:00,10.568536 -2011-10-30 21:00:00,9.348485 -2011-10-30 22:00:00,8.824685 -2011-10-30 23:00:00,9.833578 -2011-10-31 00:00:00,8.091099 -2011-10-31 01:00:00,7.905699 -2011-10-31 02:00:00,8.122901 -2011-10-31 03:00:00,8.51399 -2011-10-31 04:00:00,8.122901 -2011-10-31 05:00:00,8.508478 -2011-10-31 06:00:00,8.1529455 -2011-10-31 07:00:00,8.594078 -2011-10-31 08:00:00,8.849989 -2011-10-31 09:00:00,8.922169 -2011-10-31 10:00:00,10.195543 -2011-10-31 11:00:00,10.50037 -2011-10-31 12:00:00,12.915035 -2011-10-31 13:00:00,12.868208 -2011-10-31 14:00:00,11.019347 -2011-10-31 15:00:00,10.978518 -2011-10-31 16:00:00,11.143251 -2011-10-31 17:00:00,11.24874 -2011-10-31 18:00:00,10.176193 -2011-10-31 19:00:00,10.493046 -2011-10-31 20:00:00,10.703891 -2011-10-31 21:00:00,10.091548 -2011-10-31 22:00:00,10.107965 -2011-10-31 23:00:00,12.575827 -2011-11-20 00:00:00,90.42925 -2011-11-20 01:00:00,101.56476 -2011-11-20 02:00:00,103.82164 -2011-11-20 03:00:00,104.95646 -2011-11-20 04:00:00,106.917885 -2011-11-20 05:00:00,109.12974 -2011-11-20 06:00:00,109.53658 -2011-11-20 07:00:00,110.57711 -2011-11-20 08:00:00,113.82997 -2011-11-20 09:00:00,114.80026 -2011-11-20 10:00:00,115.9332 -2011-11-20 11:00:00,117.444115 -2011-11-20 12:00:00,117.99921 -2011-11-20 13:00:00,117.5459 -2011-11-20 14:00:00,115.52403 -2011-11-20 15:00:00,117.95694 -2011-11-20 16:00:00,119.61774 -2011-11-20 17:00:00,117.94558 -2011-11-20 18:00:00,117.94797 -2011-11-20 19:00:00,118.10852 -2011-11-20 20:00:00,120.82894 -2011-11-20 21:00:00,117.13385 -2011-11-20 22:00:00,107.61925 -2011-11-20 23:00:00,107.83348 -2011-11-21 00:00:00,102.61322 -2011-11-21 01:00:00,92.74006 -2011-11-21 02:00:00,90.36693 -2011-11-21 03:00:00,91.80652 -2011-11-21 04:00:00,91.80652 -2011-11-21 05:00:00,99.88705 -2011-11-21 06:00:00,99.678406 -2011-11-21 07:00:00,98.50735 -2011-11-21 08:00:00,103.05292 -2011-11-21 09:00:00,98.80165 -2011-11-21 10:00:00,118.34398 -2011-11-21 11:00:00,116.97945 -2011-11-21 12:00:00,115.12242 -2011-11-21 13:00:00,115.18721 -2011-11-21 14:00:00,113.79709 -2011-11-21 15:00:00,94.012436 -2011-11-21 16:00:00,94.38227 -2011-11-21 17:00:00,101.653625 -2011-11-21 18:00:00,95.1584 -2011-11-21 19:00:00,97.33287 -2011-11-21 20:00:00,98.31533 -2011-11-21 21:00:00,98.18573 -2011-11-21 22:00:00,98.88396 -2011-11-21 23:00:00,98.18573 -2011-11-22 00:00:00,101.2008 -2011-11-22 01:00:00,102.74745 -2011-11-22 02:00:00,98.8679 -2011-11-22 03:00:00,98.8679 -2011-11-22 04:00:00,103.62364 -2011-11-22 05:00:00,103.58476 -2011-11-22 06:00:00,100.01525 -2011-11-22 07:00:00,101.77197 -2011-11-22 08:00:00,101.77197 -2011-11-22 09:00:00,106.05536 -2011-11-22 10:00:00,106.21858 -2011-11-22 11:00:00,103.35095 -2011-11-22 12:00:00,98.94144 -2011-11-22 13:00:00,101.15097 -2011-11-22 14:00:00,101.266525 -2011-11-22 15:00:00,99.79363 -2011-11-22 16:00:00,99.79678 -2011-11-22 17:00:00,94.64643 -2011-11-22 18:00:00,100.53786 -2011-11-22 19:00:00,92.56505 -2011-11-22 20:00:00,98.7008 -2011-11-22 21:00:00,96.156364 -2011-11-22 22:00:00,101.25378 -2011-11-22 23:00:00,99.76606 -2011-11-23 00:00:00,99.48802 -2011-11-23 01:00:00,101.667015 -2011-11-23 02:00:00,107.81377 -2011-11-23 03:00:00,107.81377 -2011-11-23 04:00:00,108.38062 -2011-11-23 05:00:00,93.944336 -2011-11-23 06:00:00,92.08604 -2011-11-23 07:00:00,89.04124 -2011-11-23 08:00:00,97.6685 -2011-11-23 09:00:00,102.98633 -2011-11-23 10:00:00,102.98633 -2011-11-23 11:00:00,121.356255 -2011-11-23 12:00:00,117.87181 -2011-11-23 13:00:00,119.73201 -2011-11-23 14:00:00,118.76718 -2011-11-23 15:00:00,117.992805 -2011-11-23 16:00:00,112.69945 -2011-11-23 17:00:00,109.16066 -2011-11-23 18:00:00,115.76976 -2011-11-23 19:00:00,114.67956 -2011-11-23 20:00:00,112.04753 -2011-11-23 21:00:00,116.70604 -2011-11-23 22:00:00,114.05525 -2011-11-23 23:00:00,112.9825 -2011-11-24 00:00:00,115.963 -2011-11-24 01:00:00,126.26131 -2011-11-24 02:00:00,110.01225 -2011-11-24 03:00:00,109.08657 -2011-11-24 04:00:00,113.759415 -2011-11-24 05:00:00,111.19969 -2011-11-24 06:00:00,113.759415 -2011-11-24 07:00:00,107.69414 -2011-11-24 08:00:00,115.20295 -2011-11-24 09:00:00,116.71371 -2011-11-24 10:00:00,123.40244 -2011-11-24 11:00:00,131.90982 -2011-11-24 12:00:00,128.35666 -2011-11-24 13:00:00,128.86153 -2011-11-24 14:00:00,130.20865 -2011-11-24 15:00:00,128.51025 -2011-11-24 16:00:00,129.06331 -2011-11-24 17:00:00,129.95807 -2011-11-24 18:00:00,129.04074 -2011-11-24 19:00:00,123.74779 -2011-11-24 20:00:00,116.4761 -2011-11-24 21:00:00,116.26323 -2011-11-24 22:00:00,116.26323 -2011-11-24 23:00:00,115.07961 -2011-11-25 00:00:00,105.42212 -2011-11-25 01:00:00,109.440796 -2011-11-25 02:00:00,102.997734 -2011-11-25 03:00:00,104.28996 -2011-11-25 04:00:00,105.496574 -2011-11-25 05:00:00,110.38393 -2011-11-25 06:00:00,104.38423 -2011-11-25 07:00:00,110.466995 -2011-11-25 08:00:00,105.50647 -2011-11-25 09:00:00,109.57599 -2011-11-25 10:00:00,84.28066 -2011-11-25 11:00:00,58.933968 -2011-11-25 12:00:00,37.786514 -2011-11-25 13:00:00,17.587563 -2011-11-25 14:00:00,16.43752 -2011-11-25 15:00:00,16.313015 -2011-11-25 16:00:00,16.480423 -2011-11-25 17:00:00,15.797749 -2011-11-25 18:00:00,15.4632 -2011-11-25 19:00:00,10.709259 -2011-11-25 20:00:00,11.969283 -2011-11-25 21:00:00,9.465181 -2011-11-25 22:00:00,9.585572 -2011-11-25 23:00:00,9.679949 -2011-11-26 00:00:00,10.8266535 -2011-11-26 01:00:00,10.814424 -2011-11-26 02:00:00,11.279041 -2011-11-26 03:00:00,10.568994 -2011-11-26 04:00:00,10.568994 -2011-11-26 05:00:00,11.242157 -2011-11-26 06:00:00,10.945769 -2011-11-26 07:00:00,11.201057 -2011-11-26 08:00:00,10.760952 -2011-11-26 09:00:00,10.611173 -2011-11-26 10:00:00,10.405611 -2011-11-26 11:00:00,12.647595 -2011-11-26 12:00:00,14.714663 -2011-11-26 13:00:00,16.214361 -2011-11-26 14:00:00,14.546514 -2011-11-26 15:00:00,16.156702 -2011-11-26 16:00:00,14.286587 -2011-11-26 17:00:00,14.286587 -2011-11-26 18:00:00,12.565568 -2011-11-26 19:00:00,12.032721 -2011-11-26 20:00:00,12.986588 -2011-11-26 21:00:00,10.915568 -2011-11-26 22:00:00,11.149748 -2011-11-26 23:00:00,10.4033985 -2011-11-27 00:00:00,10.32862 -2011-11-27 01:00:00,10.32862 -2011-11-27 02:00:00,10.608089 -2011-11-27 03:00:00,10.483039 -2011-11-27 04:00:00,10.733057 -2011-11-27 05:00:00,10.640247 -2011-11-27 06:00:00,10.827132 -2011-11-27 07:00:00,10.950328 -2011-11-27 08:00:00,11.437085 -2011-11-27 09:00:00,12.498587 -2011-11-27 10:00:00,12.498587 -2011-11-27 11:00:00,13.866102 -2011-11-27 12:00:00,15.663528 -2011-11-27 13:00:00,14.934132 -2011-11-27 14:00:00,26.69655 -2011-11-27 15:00:00,25.41859 -2011-11-27 16:00:00,18.038963 -2011-11-27 17:00:00,14.9628315 -2011-11-27 18:00:00,14.459204 -2011-11-27 19:00:00,13.87485 -2011-11-27 20:00:00,14.4163 -2011-11-27 21:00:00,14.234962 -2011-11-27 22:00:00,12.725602 -2011-11-27 23:00:00,12.725602 -2011-11-28 00:00:00,10.719688 -2011-11-28 01:00:00,10.837096 -2011-11-28 03:00:00,11.045016 -2011-11-28 04:00:00,10.810033 -2011-11-28 05:00:00,9.089707 -2011-11-28 06:00:00,10.849991 -2011-11-28 07:00:00,9.709942 -2011-11-28 08:00:00,10.355888 -2011-11-28 09:00:00,10.562373 -2011-11-28 10:00:00,11.596026 -2011-11-28 11:00:00,13.249106 -2011-11-28 12:00:00,16.350826 -2011-11-28 13:00:00,15.062593 -2011-11-28 14:00:00,16.375193 -2011-11-28 15:00:00,13.829939 -2011-11-28 16:00:00,14.047493 -2011-11-28 17:00:00,14.14861 -2011-11-28 18:00:00,12.846481 -2011-11-28 19:00:00,11.659372 -2011-11-28 20:00:00,11.683398 -2011-11-28 21:00:00,11.808532 -2011-11-28 22:00:00,11.998214 -2011-11-28 23:00:00,12.022511 -2011-11-29 00:00:00,11.711218 -2011-11-29 01:00:00,12.419514 -2011-11-29 02:00:00,11.533162 -2011-11-29 03:00:00,11.533162 -2011-11-29 04:00:00,11.286567 -2011-11-29 05:00:00,12.178188 -2011-11-29 06:00:00,11.525764 -2011-11-29 07:00:00,11.528927 -2011-11-29 08:00:00,11.500861 -2011-11-29 09:00:00,12.445251 -2011-11-29 10:00:00,12.445251 -2011-11-29 11:00:00,11.146259 -2011-11-29 12:00:00,11.450299 -2011-11-29 13:00:00,11.130348 -2011-11-29 14:00:00,11.254284 -2011-11-29 15:00:00,10.824358 -2011-11-29 16:00:00,11.023975 -2011-11-29 17:00:00,10.528563 -2011-11-29 18:00:00,10.624446 -2011-11-29 19:00:00,10.832473 -2011-11-29 20:00:00,10.499341 -2011-11-29 21:00:00,10.499341 -2011-11-29 22:00:00,10.497838 -2011-11-29 23:00:00,10.798604 -2011-11-30 00:00:00,11.706434 -2011-11-30 01:00:00,11.05068 -2011-11-30 02:00:00,10.536593 -2011-11-30 03:00:00,10.536593 -2011-11-30 04:00:00,10.514442 -2011-11-30 05:00:00,10.185228 -2011-11-30 06:00:00,10.648423 -2011-11-30 07:00:00,10.331618 -2011-11-30 08:00:00,10.320183 -2011-11-30 09:00:00,10.601682 -2011-11-30 10:00:00,11.351204 -2011-11-30 11:00:00,11.979395 -2011-11-30 12:00:00,11.812363 -2011-11-30 13:00:00,15.329531 -2011-11-30 14:00:00,15.409509 -2011-11-30 15:00:00,13.722925 -2011-11-30 16:00:00,13.441994 -2011-11-30 17:00:00,12.011635 -2011-11-30 18:00:00,11.96011 -2011-11-30 19:00:00,12.357028 -2011-11-30 20:00:00,12.370894 -2011-11-30 21:00:00,12.85652 -2011-11-30 22:00:00,12.293326 -2011-11-30 23:00:00,12.829712 -2011-12-20 00:00:00,53.507805 -2011-12-20 01:00:00,87.66117 -2011-12-20 02:00:00,101.47454 -2011-12-20 03:00:00,113.37847 -2011-12-20 04:00:00,117.32433 -2011-12-20 05:00:00,118.568214 -2011-12-20 06:00:00,122.85553 -2011-12-20 07:00:00,125.51312 -2011-12-20 08:00:00,130.0627 -2011-12-20 09:00:00,124.934235 -2011-12-20 10:00:00,131.40903 -2011-12-20 11:00:00,133.07051 -2011-12-20 12:00:00,132.65532 -2011-12-20 13:00:00,132.88008 -2011-12-20 14:00:00,135.02135 -2011-12-20 15:00:00,135.00888 -2011-12-20 16:00:00,137.51282 -2011-12-20 17:00:00,136.439 -2011-12-20 18:00:00,133.08398 -2011-12-20 19:00:00,131.29668 -2011-12-20 20:00:00,130.87485 -2011-12-20 21:00:00,132.8783 -2011-12-20 22:00:00,132.07391 -2011-12-20 23:00:00,138.55653 -2011-12-21 00:00:00,122.12686 -2011-12-21 01:00:00,131.59694 -2011-12-21 02:00:00,118.70902 -2011-12-21 03:00:00,119.061745 -2011-12-21 04:00:00,119.25588 -2011-12-21 05:00:00,118.87635 -2011-12-21 06:00:00,117.66035 -2011-12-21 07:00:00,120.90088 -2011-12-21 08:00:00,114.009155 -2011-12-21 09:00:00,115.19234 -2011-12-21 10:00:00,131.09077 -2011-12-21 11:00:00,131.05148 -2011-12-21 12:00:00,108.97904 -2011-12-21 13:00:00,103.93855 -2011-12-21 14:00:00,120.1352 -2011-12-21 15:00:00,125.05893 -2011-12-21 16:00:00,104.45296 -2011-12-21 17:00:00,104.48532 -2011-12-21 18:00:00,104.19364 -2011-12-21 19:00:00,108.39231 -2011-12-21 20:00:00,111.480576 -2011-12-21 21:00:00,124.83949 -2011-12-21 22:00:00,125.32585 -2011-12-21 23:00:00,123.09885 -2011-12-22 00:00:00,133.64243 -2011-12-22 01:00:00,106.65834 -2011-12-22 02:00:00,121.46665 -2011-12-22 03:00:00,134.52654 -2011-12-22 04:00:00,117.75888 -2011-12-22 05:00:00,117.87533 -2011-12-22 06:00:00,122.00912 -2011-12-22 07:00:00,119.178185 -2011-12-22 08:00:00,123.10855 -2011-12-22 09:00:00,122.27138 -2011-12-22 10:00:00,119.66227 -2011-12-22 11:00:00,124.760994 -2011-12-22 12:00:00,140.08604 -2011-12-22 13:00:00,137.41006 -2011-12-22 14:00:00,137.71281 -2011-12-22 15:00:00,141.05986 -2011-12-22 16:00:00,137.71281 -2011-12-22 17:00:00,135.68607 -2011-12-22 18:00:00,140.85971 -2011-12-22 19:00:00,139.51233 -2011-12-22 20:00:00,121.42215 -2011-12-22 21:00:00,121.59193 -2011-12-22 22:00:00,109.83931 -2011-12-22 23:00:00,116.55386 -2011-12-23 00:00:00,113.965904 -2011-12-23 01:00:00,114.13462 -2011-12-23 02:00:00,107.59962 -2011-12-23 03:00:00,107.59962 -2011-12-23 04:00:00,107.550995 -2011-12-23 05:00:00,112.641235 -2011-12-23 06:00:00,121.400986 -2011-12-23 07:00:00,119.02455 -2011-12-23 08:00:00,121.58755 -2011-12-23 09:00:00,136.67697 -2011-12-23 10:00:00,138.45914 -2011-12-23 11:00:00,140.82191 -2011-12-23 12:00:00,142.16925 -2011-12-23 13:00:00,142.35501 -2011-12-23 14:00:00,142.61562 -2011-12-23 15:00:00,139.76756 -2011-12-23 16:00:00,140.10889 -2011-12-23 17:00:00,139.536 -2011-12-23 18:00:00,140.70818 -2011-12-23 19:00:00,136.82051 -2011-12-23 20:00:00,136.53262 -2011-12-23 21:00:00,136.3513 -2011-12-23 22:00:00,131.18024 -2011-12-23 23:00:00,131.51086 -2011-12-24 00:00:00,136.2367 -2011-12-24 01:00:00,134.45905 -2011-12-24 02:00:00,137.0943 -2011-12-24 03:00:00,134.1629 -2011-12-24 04:00:00,137.06503 -2011-12-24 05:00:00,137.06503 -2011-12-24 06:00:00,133.27773 -2011-12-24 07:00:00,134.52953 -2011-12-24 08:00:00,132.31682 -2011-12-24 09:00:00,138.87025 -2011-12-24 10:00:00,140.35266 -2011-12-24 11:00:00,139.96384 -2011-12-24 12:00:00,141.1362 -2011-12-24 13:00:00,140.03127 -2011-12-24 14:00:00,140.03127 -2011-12-24 15:00:00,139.42015 -2011-12-24 16:00:00,139.37183 -2011-12-24 17:00:00,140.14406 -2011-12-24 18:00:00,139.56969 -2011-12-24 19:00:00,138.17578 -2011-12-24 20:00:00,131.86913 -2011-12-24 21:00:00,132.94388 -2011-12-24 22:00:00,134.10675 -2011-12-24 23:00:00,133.31256 -2011-12-25 00:00:00,136.99658 -2011-12-25 01:00:00,134.92786 -2011-12-25 02:00:00,131.03796 -2011-12-25 03:00:00,131.77898 -2011-12-25 05:00:00,131.31139 -2011-12-25 06:00:00,131.31139 -2011-12-25 07:00:00,133.97583 -2011-12-25 08:00:00,136.83144 -2011-12-25 09:00:00,136.44072 -2011-12-25 10:00:00,133.62129 -2011-12-25 11:00:00,135.29819 -2011-12-25 12:00:00,137.4132 -2011-12-25 13:00:00,137.39824 -2011-12-25 14:00:00,138.41345 -2011-12-25 15:00:00,140.1702 -2011-12-25 16:00:00,141.87222 -2011-12-25 17:00:00,141.15808 -2011-12-25 18:00:00,138.28397 -2011-12-25 19:00:00,141.03944 -2011-12-25 20:00:00,140.7291 -2011-12-25 21:00:00,140.68973 -2011-12-25 22:00:00,101.77051 -2011-12-25 23:00:00,86.63402 -2011-12-26 00:00:00,69.440285 -2011-12-26 01:00:00,62.967323 -2011-12-26 02:00:00,44.533306 -2011-12-26 04:00:00,44.9282 -2011-12-26 05:00:00,46.35562 -2011-12-26 06:00:00,44.00544 -2011-12-26 07:00:00,44.3015 -2011-12-26 08:00:00,44.398815 -2011-12-26 09:00:00,44.9282 -2011-12-26 10:00:00,47.43505 -2011-12-26 11:00:00,46.85962 -2011-12-26 12:00:00,46.972767 -2011-12-26 13:00:00,45.14049 -2011-12-26 14:00:00,45.19806 -2011-12-26 15:00:00,45.1537 -2011-12-26 16:00:00,45.017258 -2011-12-26 17:00:00,44.588234 -2011-12-26 18:00:00,45.23335 -2011-12-26 19:00:00,47.129757 -2011-12-26 20:00:00,47.636906 -2011-12-26 21:00:00,43.34123 -2011-12-26 22:00:00,43.34123 -2011-12-26 23:00:00,44.979256 -2011-12-27 00:00:00,41.186924 -2011-12-27 01:00:00,42.219116 -2011-12-27 02:00:00,42.219116 -2011-12-27 03:00:00,40.219147 -2011-12-27 04:00:00,41.450394 -2011-12-27 05:00:00,41.849586 -2011-12-27 06:00:00,40.680214 -2011-12-27 07:00:00,41.908848 -2011-12-27 08:00:00,42.305573 -2011-12-27 09:00:00,46.435574 -2011-12-27 10:00:00,40.980484 -2011-12-27 11:00:00,46.391663 -2011-12-27 12:00:00,46.23918 -2011-12-27 13:00:00,47.6263 -2011-12-27 14:00:00,47.53006 -2011-12-27 15:00:00,47.53006 -2011-12-27 16:00:00,47.7358 -2011-12-27 17:00:00,47.048336 -2011-12-27 18:00:00,41.72822 -2011-12-27 19:00:00,43.70315 -2011-12-27 20:00:00,41.63639 -2011-12-27 21:00:00,43.583374 -2011-12-27 22:00:00,43.583374 -2011-12-27 23:00:00,42.66691 -2011-12-28 00:00:00,42.53887 -2011-12-28 01:00:00,42.213165 -2011-12-28 02:00:00,40.215675 -2011-12-28 03:00:00,40.215675 -2011-12-28 05:00:00,41.364513 -2011-12-28 06:00:00,41.70044 -2011-12-28 07:00:00,41.70044 -2011-12-28 08:00:00,41.392483 -2011-12-28 09:00:00,41.055935 -2011-12-28 10:00:00,40.119205 -2011-12-28 11:00:00,43.408398 -2011-12-28 12:00:00,44.302765 -2011-12-28 13:00:00,44.78717 -2011-12-28 14:00:00,44.013355 -2011-12-28 15:00:00,44.26469 -2011-12-28 16:00:00,43.55354 -2011-12-28 17:00:00,41.4891 -2011-12-28 18:00:00,40.41077 -2011-12-28 19:00:00,41.31948 -2011-12-28 20:00:00,39.992584 -2011-12-28 21:00:00,40.83173 -2011-12-28 22:00:00,41.822018 -2011-12-28 23:00:00,38.36723 -2011-12-29 00:00:00,38.736492 -2011-12-29 01:00:00,37.165527 -2011-12-29 02:00:00,39.169125 -2011-12-29 03:00:00,37.125755 -2011-12-29 04:00:00,36.964233 -2011-12-29 05:00:00,37.65606 -2011-12-29 06:00:00,43.487457 -2011-12-29 07:00:00,43.05028 -2011-12-29 08:00:00,45.5791 -2011-12-29 09:00:00,39.151253 -2011-12-29 10:00:00,39.904682 -2011-12-29 11:00:00,42.067177 -2011-12-29 12:00:00,40.38416 -2011-12-29 13:00:00,41.112526 -2011-12-29 14:00:00,42.280685 -2011-12-29 15:00:00,42.494934 -2011-12-29 16:00:00,41.76869 -2011-12-29 17:00:00,41.970764 -2011-12-29 18:00:00,40.934364 -2011-12-29 19:00:00,39.168266 -2011-12-29 20:00:00,42.082264 -2011-12-29 21:00:00,41.072536 -2011-12-29 22:00:00,42.252876 -2011-12-29 23:00:00,43.90557 -2011-12-30 00:00:00,43.323875 -2011-12-30 01:00:00,43.405716 -2011-12-30 02:00:00,42.49711 -2011-12-30 03:00:00,42.49711 -2011-12-30 04:00:00,42.600826 -2011-12-30 05:00:00,43.54443 -2011-12-30 06:00:00,42.675274 -2011-12-30 07:00:00,42.027504 -2011-12-30 08:00:00,43.952827 -2011-12-30 09:00:00,44.419456 -2011-12-30 10:00:00,43.496647 -2011-12-30 11:00:00,43.311028 -2011-12-30 12:00:00,40.555683 -2011-12-30 13:00:00,39.995583 -2011-12-30 14:00:00,41.483543 -2011-12-30 15:00:00,42.788284 -2011-12-30 16:00:00,41.51423 -2011-12-30 17:00:00,40.825066 -2011-12-30 18:00:00,41.007347 -2011-12-30 19:00:00,44.10577 -2011-12-30 20:00:00,41.04729 -2011-12-30 21:00:00,41.065224 -2011-12-30 22:00:00,43.89027 -2011-12-30 23:00:00,41.3051 -2011-12-31 00:00:00,46.435936 -2011-12-31 01:00:00,47.084873 -2011-12-31 02:00:00,47.16958 -2011-12-31 03:00:00,47.22992 -2011-12-31 04:00:00,45.52983 -2011-12-31 05:00:00,46.344822 -2011-12-31 06:00:00,45.113464 -2011-12-31 07:00:00,48.722908 -2011-12-31 08:00:00,45.81878 -2011-12-31 09:00:00,46.01396 -2011-12-31 10:00:00,47.99033 -2011-12-31 11:00:00,47.6192 -2011-12-31 12:00:00,50.22533 -2011-12-31 13:00:00,48.9264 -2011-12-31 14:00:00,47.692444 -2011-12-31 15:00:00,47.705925 -2011-12-31 16:00:00,48.67897 -2011-12-31 17:00:00,46.979637 -2011-12-31 18:00:00,47.14512 -2011-12-31 19:00:00,48.911163 -2011-12-31 20:00:00,49.66495 -2011-12-31 21:00:00,52.270325 -2011-12-31 22:00:00,53.676804 -2011-12-31 23:00:00,51.95209 -2012-01-20 00:00:00,57.41202 -2012-01-20 01:00:00,89.3337 -2012-01-20 02:00:00,97.24497 -2012-01-20 03:00:00,102.58094 -2012-01-20 04:00:00,102.58161 -2012-01-20 05:00:00,105.67926 -2012-01-20 06:00:00,111.42617 -2012-01-20 07:00:00,108.279976 -2012-01-20 08:00:00,109.937225 -2012-01-20 09:00:00,119.746056 -2012-01-20 10:00:00,114.53329 -2012-01-20 11:00:00,119.25929 -2012-01-20 12:00:00,122.79393 -2012-01-20 13:00:00,126.81291 -2012-01-20 14:00:00,124.60007 -2012-01-20 15:00:00,118.51406 -2012-01-20 16:00:00,118.854836 -2012-01-20 17:00:00,118.63159 -2012-01-20 18:00:00,117.67168 -2012-01-20 19:00:00,117.13722 -2012-01-20 20:00:00,118.52493 -2012-01-20 21:00:00,117.816696 -2012-01-20 22:00:00,120.240005 -2012-01-20 23:00:00,117.47566 -2012-01-21 00:00:00,122.34587 -2012-01-21 01:00:00,121.08654 -2012-01-21 02:00:00,122.835815 -2012-01-21 03:00:00,121.383804 -2012-01-21 04:00:00,119.46052 -2012-01-21 05:00:00,119.85783 -2012-01-21 06:00:00,118.94026 -2012-01-21 07:00:00,119.09414 -2012-01-21 08:00:00,122.33718 -2012-01-21 09:00:00,122.48721 -2012-01-21 10:00:00,120.716064 -2012-01-21 11:00:00,120.41902 -2012-01-21 12:00:00,120.07824 -2012-01-21 13:00:00,122.72889 -2012-01-21 14:00:00,123.41975 -2012-01-21 15:00:00,123.38508 -2012-01-21 16:00:00,123.13694 -2012-01-21 17:00:00,125.36862 -2012-01-21 18:00:00,124.53429 -2012-01-21 19:00:00,124.61968 -2012-01-21 20:00:00,124.40837 -2012-01-21 21:00:00,123.97129 -2012-01-21 22:00:00,121.97833 -2012-01-21 23:00:00,121.201645 -2012-01-22 00:00:00,122.223526 -2012-01-22 01:00:00,122.49453 -2012-01-22 02:00:00,121.8716 -2012-01-22 03:00:00,122.09199 -2012-01-22 04:00:00,121.57093 -2012-01-22 05:00:00,123.9544 -2012-01-22 06:00:00,123.46672 -2012-01-22 07:00:00,123.45286 -2012-01-22 08:00:00,123.30789 -2012-01-22 09:00:00,123.30751 -2012-01-22 10:00:00,121.6196 -2012-01-22 11:00:00,123.50813 -2012-01-22 12:00:00,124.50099 -2012-01-22 13:00:00,123.33938 -2012-01-22 14:00:00,122.92302 -2012-01-22 15:00:00,125.106415 -2012-01-22 16:00:00,125.114105 -2012-01-22 17:00:00,123.28177 -2012-01-22 18:00:00,122.28226 -2012-01-22 19:00:00,122.28226 -2012-01-22 20:00:00,122.18112 -2012-01-22 21:00:00,122.65897 -2012-01-22 22:00:00,122.20909 -2012-01-22 23:00:00,122.70089 -2012-01-23 00:00:00,118.04328 -2012-01-23 01:00:00,118.34139 -2012-01-23 02:00:00,118.34139 -2012-01-23 03:00:00,118.06666 -2012-01-23 04:00:00,118.89489 -2012-01-23 05:00:00,120.52406 -2012-01-23 06:00:00,120.64424 -2012-01-23 07:00:00,120.580925 -2012-01-23 08:00:00,119.550224 -2012-01-23 09:00:00,118.25667 -2012-01-23 10:00:00,122.937805 -2012-01-23 11:00:00,120.05195 -2012-01-23 12:00:00,119.82338 -2012-01-23 13:00:00,119.50214 -2012-01-23 14:00:00,116.23968 -2012-01-23 15:00:00,117.175735 -2012-01-23 16:00:00,116.53428 -2012-01-23 17:00:00,120.05412 -2012-01-23 18:00:00,118.61303 -2012-01-23 19:00:00,117.68435 -2012-01-23 20:00:00,125.06691 -2012-01-23 21:00:00,120.96777 -2012-01-23 22:00:00,120.96777 -2012-01-23 23:00:00,114.609924 -2012-01-24 00:00:00,121.695175 -2012-01-24 01:00:00,112.53042 -2012-01-24 02:00:00,114.18691 -2012-01-24 03:00:00,120.86841 -2012-01-24 04:00:00,128.73088 -2012-01-24 05:00:00,128.73088 -2012-01-24 06:00:00,116.08509 -2012-01-24 07:00:00,120.86841 -2012-01-24 08:00:00,120.98859 -2012-01-24 09:00:00,127.958885 -2012-01-24 10:00:00,127.407234 -2012-01-24 11:00:00,126.2066 -2012-01-24 12:00:00,125.5171 -2012-01-24 13:00:00,125.538795 -2012-01-24 14:00:00,126.37269 -2012-01-24 15:00:00,126.39901 -2012-01-24 16:00:00,126.40511 -2012-01-24 17:00:00,129.55511 -2012-01-24 18:00:00,128.57939 -2012-01-24 19:00:00,131.9915 -2012-01-24 20:00:00,125.426926 -2012-01-24 21:00:00,124.71407 -2012-01-24 22:00:00,125.91206 -2012-01-24 23:00:00,125.63805 -2012-01-25 00:00:00,129.83847 -2012-01-25 01:00:00,128.20323 -2012-01-25 02:00:00,117.79783 -2012-01-25 03:00:00,122.011536 -2012-01-25 04:00:00,120.34505 -2012-01-25 05:00:00,120.14851 -2012-01-25 06:00:00,123.78964 -2012-01-25 07:00:00,120.87465 -2012-01-25 08:00:00,122.55966 -2012-01-25 09:00:00,122.55966 -2012-01-25 10:00:00,117.666985 -2012-01-25 11:00:00,125.57616 -2012-01-25 12:00:00,134.21873 -2012-01-25 13:00:00,135.51675 -2012-01-25 14:00:00,136.45914 -2012-01-25 15:00:00,139.59244 -2012-01-25 16:00:00,135.13196 -2012-01-25 17:00:00,131.25594 -2012-01-25 18:00:00,127.79926 -2012-01-25 19:00:00,128.59499 -2012-01-25 20:00:00,133.49101 -2012-01-25 21:00:00,122.67055 -2012-01-25 22:00:00,85.13573 -2012-01-25 23:00:00,50.053703 -2012-01-26 00:00:00,24.496119 -2012-01-26 01:00:00,11.444507 -2012-01-26 02:00:00,8.985771 -2012-01-26 03:00:00,9.371321 -2012-01-26 04:00:00,9.0866165 -2012-01-26 05:00:00,9.650545 -2012-01-26 06:00:00,9.336823 -2012-01-26 07:00:00,9.744448 -2012-01-26 08:00:00,9.744448 -2012-01-26 09:00:00,9.81385 -2012-01-26 10:00:00,9.905139 -2012-01-26 11:00:00,10.310198 -2012-01-26 12:00:00,9.986226 -2012-01-26 13:00:00,9.5253525 -2012-01-26 14:00:00,10.181635 -2012-01-26 15:00:00,10.461513 -2012-01-26 16:00:00,9.96911 -2012-01-26 17:00:00,9.918954 -2012-01-26 18:00:00,9.918954 -2012-01-26 19:00:00,10.009247 -2012-01-26 20:00:00,9.975958 -2012-01-26 21:00:00,10.009247 -2012-01-26 22:00:00,10.36836 -2012-01-26 23:00:00,10.245994 -2012-01-27 00:00:00,9.739408 -2012-01-27 01:00:00,10.153729 -2012-01-27 02:00:00,9.8390045 -2012-01-27 03:00:00,9.900828 -2012-01-27 04:00:00,9.396954 -2012-01-27 05:00:00,9.163325 -2012-01-27 06:00:00,9.543389 -2012-01-27 07:00:00,9.652118 -2012-01-27 08:00:00,10.122843 -2012-01-27 09:00:00,10.122843 -2012-01-27 10:00:00,9.835557 -2012-01-27 11:00:00,9.880487 -2012-01-27 12:00:00,10.912052 -2012-01-27 13:00:00,12.993962 -2012-01-27 14:00:00,11.79615 -2012-01-27 15:00:00,13.047305 -2012-01-27 16:00:00,9.72302 -2012-01-27 17:00:00,9.270744 -2012-01-27 18:00:00,10.161695 -2012-01-27 19:00:00,10.624833 -2012-01-27 20:00:00,10.760607 -2012-01-27 21:00:00,10.146222 -2012-01-27 22:00:00,10.635794 -2012-01-27 23:00:00,10.975965 -2012-01-28 00:00:00,11.420415 -2012-01-28 01:00:00,11.501433 -2012-01-28 02:00:00,9.798719 -2012-01-28 03:00:00,10.147457 -2012-01-28 04:00:00,10.043776 -2012-01-28 05:00:00,8.794962 -2012-01-28 06:00:00,7.9873867 -2012-01-28 07:00:00,8.647149 -2012-01-28 08:00:00,9.825923 -2012-01-28 09:00:00,8.816696 -2012-01-28 10:00:00,10.003633 -2012-01-28 11:00:00,11.485732 -2012-01-28 12:00:00,11.125764 -2012-01-28 13:00:00,11.871808 -2012-01-28 14:00:00,13.544562 -2012-01-28 15:00:00,13.326328 -2012-01-28 16:00:00,15.513532 -2012-01-28 17:00:00,15.722468 -2012-01-28 18:00:00,14.703289 -2012-01-28 19:00:00,13.582951 -2012-01-28 20:00:00,15.933839 -2012-01-28 21:00:00,15.663977 -2012-01-28 22:00:00,13.60444 -2012-01-28 23:00:00,13.784405 -2012-01-29 00:00:00,12.939521 -2012-01-29 01:00:00,14.210278 -2012-01-29 02:00:00,14.36575 -2012-01-29 03:00:00,12.924936 -2012-01-29 04:00:00,11.948938 -2012-01-29 05:00:00,10.190758 -2012-01-29 06:00:00,11.191538 -2012-01-29 07:00:00,11.424631 -2012-01-29 08:00:00,10.7505865 -2012-01-29 09:00:00,10.724006 -2012-01-29 10:00:00,11.693885 -2012-01-29 11:00:00,13.443854 -2012-01-29 12:00:00,14.125967 -2012-01-29 13:00:00,14.120171 -2012-01-29 14:00:00,14.427559 -2012-01-29 15:00:00,17.792479 -2012-01-29 16:00:00,16.69482 -2012-01-29 17:00:00,16.69482 -2012-01-29 18:00:00,16.878922 -2012-01-29 19:00:00,14.277458 -2012-01-29 20:00:00,12.637158 -2012-01-29 21:00:00,13.662941 -2012-01-29 22:00:00,14.654451 -2012-01-29 23:00:00,14.50342 -2012-01-30 00:00:00,10.253569 -2012-01-30 01:00:00,9.751931 -2012-01-30 02:00:00,9.546591 -2012-01-30 03:00:00,8.719663 -2012-01-30 04:00:00,8.560771 -2012-01-30 05:00:00,8.560771 -2012-01-30 06:00:00,9.473176 -2012-01-30 07:00:00,9.6291895 -2012-01-30 08:00:00,8.630614 -2012-01-30 09:00:00,8.630614 -2012-01-30 10:00:00,9.851865 -2012-01-30 11:00:00,9.89987 -2012-01-30 12:00:00,11.766451 -2012-01-30 13:00:00,11.757339 -2012-01-30 14:00:00,12.3717375 -2012-01-30 15:00:00,12.551259 -2012-01-30 16:00:00,12.814686 -2012-01-30 17:00:00,13.171244 -2012-01-30 18:00:00,12.832779 -2012-01-30 19:00:00,10.428324 -2012-01-30 20:00:00,11.249801 -2012-01-30 21:00:00,11.075439 -2012-01-30 22:00:00,9.891579 -2012-01-30 23:00:00,9.398722 -2012-01-31 00:00:00,10.152885 -2012-01-31 01:00:00,10.921951 -2012-01-31 02:00:00,11.31392 -2012-01-31 03:00:00,10.956314 -2012-01-31 04:00:00,10.52318 -2012-01-31 05:00:00,10.52318 -2012-01-31 06:00:00,10.2391615 -2012-01-31 07:00:00,9.826678 -2012-01-31 08:00:00,9.537044 -2012-01-31 09:00:00,10.968712 -2012-01-31 10:00:00,10.159881 -2012-01-31 11:00:00,14.052174 -2012-01-31 12:00:00,14.388129 -2012-01-31 13:00:00,14.998786 -2012-01-31 14:00:00,15.029792 -2012-01-31 15:00:00,17.202139 -2012-01-31 16:00:00,17.269297 -2012-01-31 17:00:00,16.484688 -2012-01-31 18:00:00,17.037977 -2012-01-31 19:00:00,15.573856 -2012-01-31 20:00:00,12.205829 -2012-01-31 21:00:00,15.300863 -2012-01-31 22:00:00,17.363293 -2012-01-31 23:00:00,20.937885 -2012-02-20 00:00:00,33.20519 -2012-02-20 01:00:00,38.0057 -2012-02-20 02:00:00,43.228207 -2012-02-20 03:00:00,44.83561 -2012-02-20 05:00:00,49.50531 -2012-02-20 06:00:00,49.309063 -2012-02-20 07:00:00,48.638634 -2012-02-20 08:00:00,48.483482 -2012-02-20 09:00:00,48.745766 -2012-02-20 10:00:00,50.963516 -2012-02-20 11:00:00,52.706272 -2012-02-20 12:00:00,51.548622 -2012-02-20 13:00:00,53.84249 -2012-02-20 14:00:00,54.349625 -2012-02-20 15:00:00,54.899845 -2012-02-20 16:00:00,54.201496 -2012-02-20 17:00:00,54.720337 -2012-02-20 18:00:00,55.561604 -2012-02-20 19:00:00,55.68692 -2012-02-20 20:00:00,55.410835 -2012-02-20 21:00:00,55.430885 -2012-02-20 22:00:00,54.39994 -2012-02-20 23:00:00,54.602226 -2012-02-21 00:00:00,44.103935 -2012-02-21 01:00:00,45.95271 -2012-02-21 02:00:00,44.092796 -2012-02-21 04:00:00,48.432568 -2012-02-21 05:00:00,46.6882 -2012-02-21 06:00:00,46.58753 -2012-02-21 07:00:00,48.553513 -2012-02-21 08:00:00,44.73387 -2012-02-21 09:00:00,44.703938 -2012-02-21 10:00:00,46.565536 -2012-02-21 11:00:00,48.846226 -2012-02-21 12:00:00,47.45573 -2012-02-21 13:00:00,45.09876 -2012-02-21 14:00:00,47.398167 -2012-02-21 15:00:00,45.39737 -2012-02-21 16:00:00,46.72423 -2012-02-21 17:00:00,51.91059 -2012-02-21 18:00:00,52.02153 -2012-02-21 19:00:00,46.63893 -2012-02-21 20:00:00,46.413822 -2012-02-21 21:00:00,46.905067 -2012-02-21 22:00:00,48.581673 -2012-02-21 23:00:00,47.578823 -2012-02-22 00:00:00,47.621513 -2012-02-22 01:00:00,48.437504 -2012-02-22 02:00:00,46.836018 -2012-02-22 03:00:00,48.6375 -2012-02-22 04:00:00,47.02947 -2012-02-22 05:00:00,46.759277 -2012-02-22 06:00:00,47.309956 -2012-02-22 07:00:00,47.191246 -2012-02-22 08:00:00,46.22657 -2012-02-22 09:00:00,48.200798 -2012-02-22 10:00:00,47.19571 -2012-02-22 11:00:00,47.287575 -2012-02-22 12:00:00,47.98735 -2012-02-22 13:00:00,48.278214 -2012-02-22 14:00:00,48.534603 -2012-02-22 15:00:00,53.27208 -2012-02-22 16:00:00,53.458786 -2012-02-22 17:00:00,53.281227 -2012-02-22 18:00:00,54.589355 -2012-02-22 19:00:00,53.575264 -2012-02-22 20:00:00,51.59073 -2012-02-22 21:00:00,54.72048 -2012-02-22 22:00:00,51.69318 -2012-02-22 23:00:00,55.898148 -2012-02-23 00:00:00,52.010822 -2012-02-23 01:00:00,51.460266 -2012-02-23 02:00:00,51.22107 -2012-02-23 03:00:00,53.8506 -2012-02-23 04:00:00,49.336826 -2012-02-23 05:00:00,49.336826 -2012-02-23 06:00:00,49.934536 -2012-02-23 07:00:00,49.24973 -2012-02-23 08:00:00,49.92155 -2012-02-23 09:00:00,48.817932 -2012-02-23 10:00:00,49.46183 -2012-02-23 11:00:00,50.49297 -2012-02-23 12:00:00,55.862 -2012-02-23 13:00:00,54.348286 -2012-02-23 14:00:00,54.39054 -2012-02-23 15:00:00,53.387012 -2012-02-23 16:00:00,54.14917 -2012-02-23 17:00:00,53.75552 -2012-02-23 18:00:00,53.373386 -2012-02-23 19:00:00,54.189552 -2012-02-23 20:00:00,53.089577 -2012-02-23 21:00:00,51.17449 -2012-02-23 22:00:00,51.19193 -2012-02-23 23:00:00,48.935024 -2012-02-24 00:00:00,52.16208 -2012-02-24 01:00:00,51.264137 -2012-02-24 02:00:00,52.30016 -2012-02-24 03:00:00,50.552216 -2012-02-24 04:00:00,51.131924 -2012-02-24 05:00:00,52.361748 -2012-02-24 06:00:00,51.91878 -2012-02-24 07:00:00,51.49662 -2012-02-24 08:00:00,51.385056 -2012-02-24 09:00:00,53.03442 -2012-02-24 10:00:00,53.061802 -2012-02-24 11:00:00,51.71164 -2012-02-24 12:00:00,51.19627 -2012-02-24 13:00:00,52.05149 -2012-02-24 14:00:00,51.92314 -2012-02-24 15:00:00,54.331955 -2012-02-24 16:00:00,54.331955 -2012-02-24 17:00:00,53.83602 -2012-02-24 18:00:00,52.826057 -2012-02-24 19:00:00,52.611465 -2012-02-24 20:00:00,51.13678 -2012-02-24 21:00:00,54.51568 -2012-02-24 22:00:00,44.389503 -2012-02-24 23:00:00,20.41223 -2012-02-25 00:00:00,19.128942 -2012-02-25 01:00:00,12.702813 -2012-02-25 02:00:00,10.04038 -2012-02-25 03:00:00,8.658076 -2012-02-25 04:00:00,9.377104 -2012-02-25 05:00:00,8.129154 -2012-02-25 06:00:00,8.129154 -2012-02-25 07:00:00,7.697441 -2012-02-25 08:00:00,7.2810884 -2012-02-25 09:00:00,6.7623763 -2012-02-25 10:00:00,8.162676 -2012-02-25 11:00:00,8.1229725 -2012-02-25 12:00:00,11.0737095 -2012-02-25 13:00:00,11.776201 -2012-02-25 14:00:00,11.957569 -2012-02-25 15:00:00,13.704968 -2012-02-25 16:00:00,16.355158 -2012-02-25 17:00:00,10.441816 -2012-02-25 18:00:00,9.655532 -2012-02-25 19:00:00,9.3820505 -2012-02-25 20:00:00,7.9786434 -2012-02-25 21:00:00,7.6556616 -2012-02-25 22:00:00,8.235535 -2012-02-25 23:00:00,7.553191 -2012-02-26 00:00:00,7.6543913 -2012-02-26 01:00:00,7.313181 -2012-02-26 02:00:00,7.313181 -2012-02-26 03:00:00,7.029157 -2012-02-26 04:00:00,7.0292344 -2012-02-26 05:00:00,7.018313 -2012-02-26 06:00:00,7.0795693 -2012-02-26 07:00:00,6.3185363 -2012-02-26 08:00:00,6.8453426 -2012-02-26 09:00:00,6.2907743 -2012-02-26 10:00:00,7.4652653 -2012-02-26 11:00:00,7.613498 -2012-02-26 12:00:00,8.669667 -2012-02-26 13:00:00,9.331681 -2012-02-26 14:00:00,12.261554 -2012-02-26 15:00:00,12.943328 -2012-02-26 16:00:00,15.735847 -2012-02-26 17:00:00,14.600136 -2012-02-26 18:00:00,10.57309 -2012-02-26 19:00:00,12.270185 -2012-02-26 20:00:00,9.60895 -2012-02-26 21:00:00,8.468853 -2012-02-26 22:00:00,9.033306 -2012-02-26 23:00:00,7.2707543 -2012-02-27 00:00:00,5.4376717 -2012-02-27 01:00:00,5.2052937 -2012-02-27 02:00:00,5.574482 -2012-02-27 03:00:00,5.7158127 -2012-02-27 04:00:00,5.5444293 -2012-02-27 05:00:00,5.5444293 -2012-02-27 06:00:00,5.1015387 -2012-02-27 07:00:00,5.834981 -2012-02-27 08:00:00,5.338968 -2012-02-27 09:00:00,5.2872705 -2012-02-27 10:00:00,8.33996 -2012-02-27 11:00:00,10.066702 -2012-02-27 12:00:00,11.46698 -2012-02-27 13:00:00,11.115023 -2012-02-27 14:00:00,13.467738 -2012-02-27 15:00:00,14.975833 -2012-02-27 16:00:00,14.23328 -2012-02-27 17:00:00,14.501846 -2012-02-27 18:00:00,13.326108 -2012-02-27 19:00:00,14.067643 -2012-02-27 20:00:00,13.750883 -2012-02-27 21:00:00,13.467738 -2012-02-27 22:00:00,11.728905 -2012-02-27 23:00:00,7.508278 -2012-02-28 00:00:00,9.785683 -2012-02-28 01:00:00,6.7540674 -2012-02-28 02:00:00,6.924021 -2012-02-28 03:00:00,13.292937 -2012-02-28 04:00:00,10.229774 -2012-02-28 05:00:00,10.229774 -2012-02-28 06:00:00,6.4381504 -2012-02-28 07:00:00,5.982929 -2012-02-28 08:00:00,5.089803 -2012-02-28 09:00:00,5.9344306 -2012-02-28 10:00:00,8.576341 -2012-02-28 11:00:00,8.254068 -2012-02-28 12:00:00,10.693211 -2012-02-28 13:00:00,10.175897 -2012-02-28 14:00:00,11.615631 -2012-02-28 15:00:00,15.277431 -2012-02-28 16:00:00,14.73461 -2012-02-28 17:00:00,15.277969 -2012-02-28 18:00:00,14.053249 -2012-02-28 19:00:00,14.924725 -2012-02-28 20:00:00,10.590453 -2012-02-28 21:00:00,7.6073256 -2012-02-28 22:00:00,7.621193 -2012-02-28 23:00:00,7.130068 -2012-02-29 00:00:00,7.3477335 -2012-02-29 01:00:00,7.3312597 -2012-02-29 02:00:00,7.2353497 -2012-02-29 03:00:00,5.714283 -2012-02-29 05:00:00,5.9586496 -2012-02-29 06:00:00,7.3947625 -2012-02-29 07:00:00,6.1582265 -2012-02-29 08:00:00,7.3346186 -2012-02-29 09:00:00,6.9226885 -2012-02-29 10:00:00,7.047488 -2012-02-29 11:00:00,7.5587387 -2012-02-29 12:00:00,6.001157 -2012-02-29 13:00:00,6.718046 -2012-02-29 14:00:00,7.369174 -2012-02-29 15:00:00,8.006836 -2012-02-29 16:00:00,7.4741697 -2012-02-29 17:00:00,9.021197 -2012-02-29 18:00:00,8.823113 -2012-02-29 19:00:00,10.223631 -2012-02-29 20:00:00,8.877739 -2012-02-29 21:00:00,8.974858 -2012-02-29 22:00:00,9.081388 -2012-02-29 23:00:00,9.337391 -2012-03-20 00:00:00,42.038094 -2012-03-20 01:00:00,81.57582 -2012-03-20 02:00:00,145.171 -2012-03-20 03:00:00,162.36177 -2012-03-20 04:00:00,162.47473 -2012-03-20 05:00:00,153.6897 -2012-03-20 06:00:00,153.70213 -2012-03-20 07:00:00,152.62325 -2012-03-20 08:00:00,187.71828 -2012-03-20 09:00:00,188.00992 -2012-03-20 10:00:00,183.8159 -2012-03-20 11:00:00,186.7037 -2012-03-20 12:00:00,191.37477 -2012-03-20 13:00:00,188.12271 -2012-03-20 14:00:00,203.64833 -2012-03-20 15:00:00,207.50266 -2012-03-20 16:00:00,227.94507 -2012-03-20 17:00:00,214.78963 -2012-03-20 18:00:00,217.9386 -2012-03-20 19:00:00,210.08154 -2012-03-20 20:00:00,213.65004 -2012-03-20 21:00:00,217.83359 -2012-03-20 22:00:00,222.50276 -2012-03-20 23:00:00,220.50455 -2012-03-21 00:00:00,219.59282 -2012-03-21 01:00:00,217.85588 -2012-03-21 02:00:00,228.92609 -2012-03-21 03:00:00,234.99216 -2012-03-21 04:00:00,230.80098 -2012-03-21 05:00:00,230.81746 -2012-03-21 06:00:00,218.48604 -2012-03-21 07:00:00,190.03404 -2012-03-21 08:00:00,189.36783 -2012-03-21 09:00:00,236.18051 -2012-03-21 10:00:00,230.8162 -2012-03-21 11:00:00,231.09027 -2012-03-21 12:00:00,236.64545 -2012-03-21 13:00:00,228.5249 -2012-03-21 14:00:00,231.61609 -2012-03-21 15:00:00,232.4943 -2012-03-21 16:00:00,236.4563 -2012-03-21 17:00:00,234.57584 -2012-03-21 18:00:00,236.28587 -2012-03-21 19:00:00,239.77054 -2012-03-21 20:00:00,218.87236 -2012-03-21 21:00:00,226.18689 -2012-03-21 22:00:00,227.91376 -2012-03-21 23:00:00,237.57639 -2012-03-22 00:00:00,229.29117 -2012-03-22 01:00:00,229.60086 -2012-03-22 02:00:00,229.77823 -2012-03-22 03:00:00,229.93076 -2012-03-22 04:00:00,234.80464 -2012-03-22 05:00:00,235.76839 -2012-03-22 06:00:00,236.15968 -2012-03-22 07:00:00,236.19824 -2012-03-22 08:00:00,232.2945 -2012-03-22 09:00:00,233.97246 -2012-03-22 10:00:00,241.15729 -2012-03-22 11:00:00,221.74876 -2012-03-22 12:00:00,248.68391 -2012-03-22 13:00:00,224.51677 -2012-03-22 14:00:00,243.43547 -2012-03-22 15:00:00,255.92255 -2012-03-22 16:00:00,263.71616 -2012-03-22 17:00:00,268.69717 -2012-03-22 18:00:00,268.69717 -2012-03-22 19:00:00,259.06143 -2012-03-22 20:00:00,251.32025 -2012-03-22 21:00:00,219.33157 -2012-03-22 22:00:00,217.99226 -2012-03-22 23:00:00,214.83623 -2012-03-23 00:00:00,236.9861 -2012-03-23 01:00:00,247.52124 -2012-03-23 02:00:00,232.66629 -2012-03-23 03:00:00,244.45172 -2012-03-23 04:00:00,251.03337 -2012-03-23 05:00:00,230.73193 -2012-03-23 06:00:00,252.12378 -2012-03-23 07:00:00,247.31992 -2012-03-23 08:00:00,247.54764 -2012-03-23 09:00:00,243.19992 -2012-03-23 10:00:00,243.43915 -2012-03-23 11:00:00,250.21078 -2012-03-23 12:00:00,259.19122 -2012-03-23 13:00:00,266.09375 -2012-03-23 14:00:00,269.61996 -2012-03-23 15:00:00,271.61053 -2012-03-23 16:00:00,271.92087 -2012-03-23 17:00:00,271.9717 -2012-03-23 18:00:00,269.21497 -2012-03-23 19:00:00,268.72888 -2012-03-23 20:00:00,267.95633 -2012-03-23 21:00:00,262.83154 -2012-03-23 22:00:00,262.59964 -2012-03-23 23:00:00,259.85132 -2012-03-24 00:00:00,264.4978 -2012-03-24 01:00:00,264.2746 -2012-03-24 02:00:00,259.26184 -2012-03-24 03:00:00,259.26184 -2012-03-24 04:00:00,259.23474 -2012-03-24 05:00:00,259.16693 -2012-03-24 06:00:00,258.54898 -2012-03-24 07:00:00,259.95056 -2012-03-24 08:00:00,258.05716 -2012-03-24 09:00:00,256.0318 -2012-03-24 10:00:00,260.64194 -2012-03-24 11:00:00,257.7498 -2012-03-24 12:00:00,238.38736 -2012-03-24 13:00:00,237.22552 -2012-03-24 14:00:00,257.30774 -2012-03-24 15:00:00,237.33472 -2012-03-24 16:00:00,234.97194 -2012-03-24 17:00:00,251.24232 -2012-03-24 18:00:00,237.24611 -2012-03-24 19:00:00,242.8435 -2012-03-24 20:00:00,240.62146 -2012-03-24 21:00:00,240.62146 -2012-03-24 22:00:00,245.14247 -2012-03-24 23:00:00,268.55978 -2012-03-25 00:00:00,268.47458 -2012-03-25 01:00:00,259.65375 -2012-03-25 02:00:00,245.38126 -2012-03-25 03:00:00,245.01581 -2012-03-25 04:00:00,255.55557 -2012-03-25 05:00:00,249.54883 -2012-03-25 06:00:00,249.54883 -2012-03-25 07:00:00,254.98837 -2012-03-25 08:00:00,254.69946 -2012-03-25 09:00:00,245.65701 -2012-03-25 10:00:00,267.4457 -2012-03-25 11:00:00,245.65701 -2012-03-25 12:00:00,245.46695 -2012-03-25 13:00:00,268.67285 -2012-03-25 14:00:00,269.6638 -2012-03-25 15:00:00,268.2626 -2012-03-25 16:00:00,242.22726 -2012-03-25 17:00:00,248.91219 -2012-03-25 18:00:00,252.0433 -2012-03-25 19:00:00,265.17578 -2012-03-25 20:00:00,247.53091 -2012-03-25 21:00:00,241.50064 -2012-03-25 22:00:00,161.17119 -2012-03-25 23:00:00,100.86878 -2012-03-26 00:00:00,65.56378 -2012-03-26 01:00:00,40.061745 -2012-03-26 02:00:00,40.12421 -2012-03-26 03:00:00,41.27862 -2012-03-26 04:00:00,40.317734 -2012-03-26 05:00:00,40.900646 -2012-03-26 06:00:00,40.70829 -2012-03-26 07:00:00,39.49703 -2012-03-26 08:00:00,39.48083 -2012-03-26 09:00:00,43.768337 -2012-03-26 10:00:00,46.129173 -2012-03-26 11:00:00,47.409203 -2012-03-26 12:00:00,45.992336 -2012-03-26 13:00:00,47.573853 -2012-03-26 14:00:00,43.927284 -2012-03-26 15:00:00,47.059772 -2012-03-26 16:00:00,46.17153 -2012-03-26 17:00:00,44.26591 -2012-03-26 18:00:00,44.081448 -2012-03-26 19:00:00,43.185337 -2012-03-26 20:00:00,43.867977 -2012-03-26 21:00:00,44.964233 -2012-03-26 22:00:00,42.248356 -2012-03-26 23:00:00,42.586166 -2012-03-27 00:00:00,42.55283 -2012-03-27 01:00:00,44.0461 -2012-03-27 02:00:00,44.48646 -2012-03-27 03:00:00,46.38989 -2012-03-27 04:00:00,45.582664 -2012-03-27 05:00:00,44.481083 -2012-03-27 06:00:00,43.72355 -2012-03-27 07:00:00,43.72355 -2012-03-27 08:00:00,43.11733 -2012-03-27 09:00:00,43.872646 -2012-03-27 10:00:00,43.885674 -2012-03-27 11:00:00,45.21152 -2012-03-27 12:00:00,44.206326 -2012-03-27 13:00:00,47.24997 -2012-03-27 14:00:00,46.123062 -2012-03-27 15:00:00,48.25699 -2012-03-27 16:00:00,48.25699 -2012-03-27 17:00:00,50.411987 -2012-03-27 18:00:00,50.96821 -2012-03-27 19:00:00,51.17205 -2012-03-27 20:00:00,50.96821 -2012-03-27 21:00:00,44.044926 -2012-03-27 22:00:00,46.773033 -2012-03-27 23:00:00,44.88083 -2012-03-28 00:00:00,45.246826 -2012-03-28 01:00:00,44.33272 -2012-03-28 02:00:00,43.729446 -2012-03-28 03:00:00,45.84717 -2012-03-28 04:00:00,45.07876 -2012-03-28 05:00:00,45.07876 -2012-03-28 06:00:00,44.448265 -2012-03-28 07:00:00,44.347343 -2012-03-28 08:00:00,44.23185 -2012-03-28 09:00:00,46.331303 -2012-03-28 10:00:00,46.05804 -2012-03-28 11:00:00,44.607178 -2012-03-28 12:00:00,42.261913 -2012-03-28 13:00:00,41.949703 -2012-03-28 14:00:00,44.486107 -2012-03-28 15:00:00,39.17759 -2012-03-28 16:00:00,44.8889 -2012-03-28 17:00:00,42.07984 -2012-03-28 18:00:00,42.07984 -2012-03-28 19:00:00,41.588207 -2012-03-28 20:00:00,42.527798 -2012-03-28 21:00:00,41.340443 -2012-03-28 22:00:00,40.078945 -2012-03-28 23:00:00,40.054756 -2012-03-29 00:00:00,39.754433 -2012-03-29 01:00:00,41.914394 -2012-03-29 02:00:00,47.648884 -2012-03-29 03:00:00,44.74883 -2012-03-29 04:00:00,44.106728 -2012-03-29 05:00:00,42.260754 -2012-03-29 06:00:00,44.86209 -2012-03-29 07:00:00,44.487736 -2012-03-29 08:00:00,45.76896 -2012-03-29 09:00:00,44.87556 -2012-03-29 10:00:00,46.123024 -2012-03-29 11:00:00,44.064217 -2012-03-29 12:00:00,44.229225 -2012-03-29 13:00:00,44.763496 -2012-03-29 14:00:00,42.81192 -2012-03-29 15:00:00,44.33277 -2012-03-29 16:00:00,44.021614 -2012-03-29 17:00:00,44.93714 -2012-03-29 18:00:00,43.155487 -2012-03-29 19:00:00,44.614807 -2012-03-29 20:00:00,45.37206 -2012-03-29 21:00:00,45.258457 -2012-03-29 22:00:00,45.669014 -2012-03-29 23:00:00,45.57543 -2012-03-30 00:00:00,47.190605 -2012-03-30 01:00:00,44.932995 -2012-03-30 02:00:00,44.16287 -2012-03-30 03:00:00,47.02136 -2012-03-30 04:00:00,51.27047 -2012-03-30 05:00:00,51.780354 -2012-03-30 06:00:00,52.184452 -2012-03-30 07:00:00,49.313995 -2012-03-30 08:00:00,48.726185 -2012-03-30 09:00:00,52.896255 -2012-03-30 10:00:00,63.181805 -2012-03-30 11:00:00,55.72789 -2012-03-30 12:00:00,53.8703 -2012-03-30 13:00:00,55.55285 -2012-03-30 14:00:00,53.682003 -2012-03-30 15:00:00,53.382214 -2012-03-30 16:00:00,50.19363 -2012-03-30 17:00:00,46.653587 -2012-03-30 18:00:00,48.347008 -2012-03-30 19:00:00,45.64283 -2012-03-30 20:00:00,45.571243 -2012-03-30 21:00:00,45.475174 -2012-03-30 22:00:00,44.08481 -2012-03-30 23:00:00,49.50879 -2012-03-31 00:00:00,52.637466 -2012-03-31 01:00:00,47.998528 -2012-03-31 02:00:00,48.61441 -2012-03-31 03:00:00,49.108383 -2012-03-31 04:00:00,48.04238 -2012-03-31 05:00:00,49.271683 -2012-03-31 06:00:00,52.231464 -2012-03-31 07:00:00,52.21765 -2012-03-31 08:00:00,51.68445 -2012-03-31 09:00:00,47.613903 -2012-03-31 10:00:00,48.65343 -2012-03-31 11:00:00,49.23474 -2012-03-31 12:00:00,50.11282 -2012-03-31 13:00:00,50.918987 -2012-03-31 14:00:00,49.603317 -2012-03-31 15:00:00,50.038494 -2012-03-31 16:00:00,50.272285 -2012-03-31 17:00:00,51.51741 -2012-03-31 18:00:00,52.756874 -2012-03-31 19:00:00,51.482826 -2012-03-31 20:00:00,51.343018 -2012-03-31 21:00:00,51.43627 -2012-03-31 22:00:00,52.67833 -2012-03-31 23:00:00,61.359966 -2012-04-20 00:00:00,159.68018 -2012-04-20 01:00:00,187.61192 -2012-04-20 02:00:00,189.86284 -2012-04-20 03:00:00,191.93077 -2012-04-20 04:00:00,201.93434 -2012-04-20 05:00:00,196.76926 -2012-04-20 06:00:00,204.5256 -2012-04-20 07:00:00,199.03387 -2012-04-20 08:00:00,202.72943 -2012-04-20 09:00:00,212.6499 -2012-04-20 10:00:00,213.12572 -2012-04-20 11:00:00,227.97923 -2012-04-20 12:00:00,255.627 -2012-04-20 13:00:00,296.19116 -2012-04-20 14:00:00,302.6669 -2012-04-20 15:00:00,291.33026 -2012-04-20 16:00:00,308.95734 -2012-04-20 17:00:00,297.9211 -2012-04-20 18:00:00,278.43912 -2012-04-20 19:00:00,272.8808 -2012-04-20 20:00:00,275.9364 -2012-04-20 21:00:00,263.1 -2012-04-20 22:00:00,256.22696 -2012-04-20 23:00:00,258.9383 -2012-04-21 00:00:00,285.58673 -2012-04-21 01:00:00,288.73953 -2012-04-21 02:00:00,289.43756 -2012-04-21 03:00:00,296.56165 -2012-04-21 04:00:00,293.3874 -2012-04-21 05:00:00,294.40002 -2012-04-21 06:00:00,300.0724 -2012-04-21 07:00:00,293.65125 -2012-04-21 08:00:00,295.45944 -2012-04-21 09:00:00,296.15875 -2012-04-21 10:00:00,320.74225 -2012-04-21 11:00:00,327.00916 -2012-04-21 12:00:00,337.79413 -2012-04-21 13:00:00,339.1105 -2012-04-21 14:00:00,336.52722 -2012-04-21 15:00:00,337.05408 -2012-04-21 16:00:00,334.54858 -2012-04-21 17:00:00,337.1652 -2012-04-21 18:00:00,331.61032 -2012-04-21 19:00:00,310.92758 -2012-04-21 20:00:00,292.88794 -2012-04-21 21:00:00,291.21964 -2012-04-21 22:00:00,298.11316 -2012-04-21 23:00:00,301.49194 -2012-04-22 00:00:00,312.11038 -2012-04-22 01:00:00,303.35678 -2012-04-22 02:00:00,310.54025 -2012-04-22 03:00:00,314.00522 -2012-04-22 04:00:00,300.76416 -2012-04-22 05:00:00,303.1467 -2012-04-22 06:00:00,309.13123 -2012-04-22 07:00:00,296.36374 -2012-04-22 08:00:00,301.0555 -2012-04-22 09:00:00,301.06937 -2012-04-22 10:00:00,295.0566 -2012-04-22 11:00:00,300.2478 -2012-04-22 12:00:00,297.26276 -2012-04-22 13:00:00,298.19464 -2012-04-22 14:00:00,297.26276 -2012-04-22 15:00:00,299.97858 -2012-04-22 16:00:00,299.5654 -2012-04-22 17:00:00,300.38867 -2012-04-22 18:00:00,300.38867 -2012-04-22 19:00:00,297.3757 -2012-04-22 20:00:00,299.25415 -2012-04-22 21:00:00,296.71454 -2012-04-22 22:00:00,297.21393 -2012-04-22 23:00:00,294.18533 -2012-04-23 00:00:00,256.24017 -2012-04-23 01:00:00,254.47676 -2012-04-23 02:00:00,262.29892 -2012-04-23 03:00:00,259.53375 -2012-04-23 04:00:00,253.98343 -2012-04-23 05:00:00,253.98343 -2012-04-23 06:00:00,261.5538 -2012-04-23 07:00:00,255.17043 -2012-04-23 08:00:00,261.12994 -2012-04-23 09:00:00,261.13474 -2012-04-23 10:00:00,270.90192 -2012-04-23 11:00:00,270.25757 -2012-04-23 12:00:00,266.61252 -2012-04-23 13:00:00,270.08606 -2012-04-23 14:00:00,275.06244 -2012-04-23 15:00:00,273.39713 -2012-04-23 16:00:00,255.82187 -2012-04-23 17:00:00,255.65083 -2012-04-23 18:00:00,260.08884 -2012-04-23 19:00:00,261.6259 -2012-04-23 20:00:00,267.1461 -2012-04-23 21:00:00,263.5251 -2012-04-23 22:00:00,263.624 -2012-04-23 23:00:00,266.0339 -2012-04-24 00:00:00,266.65247 -2012-04-24 01:00:00,267.50302 -2012-04-24 02:00:00,267.58713 -2012-04-24 03:00:00,268.19238 -2012-04-24 04:00:00,268.15747 -2012-04-24 05:00:00,268.15747 -2012-04-24 06:00:00,269.53476 -2012-04-24 07:00:00,268.24072 -2012-04-24 08:00:00,275.38098 -2012-04-24 09:00:00,277.80786 -2012-04-24 10:00:00,276.52274 -2012-04-24 11:00:00,281.62152 -2012-04-24 12:00:00,283.0801 -2012-04-24 13:00:00,282.8737 -2012-04-24 14:00:00,303.55667 -2012-04-24 15:00:00,297.00464 -2012-04-24 16:00:00,288.2532 -2012-04-24 17:00:00,298.5565 -2012-04-24 18:00:00,290.39667 -2012-04-24 19:00:00,284.0485 -2012-04-24 20:00:00,280.69632 -2012-04-24 21:00:00,286.1222 -2012-04-24 22:00:00,283.13657 -2012-04-24 23:00:00,283.59216 -2012-04-25 00:00:00,285.6692 -2012-04-25 01:00:00,284.23715 -2012-04-25 02:00:00,281.77435 -2012-04-25 03:00:00,270.00452 -2012-04-25 04:00:00,272.55258 -2012-04-25 05:00:00,275.02487 -2012-04-25 06:00:00,275.02487 -2012-04-25 07:00:00,275.0737 -2012-04-25 08:00:00,265.59613 -2012-04-25 09:00:00,274.7709 -2012-04-25 10:00:00,193.69498 -2012-04-25 11:00:00,138.6236 -2012-04-25 12:00:00,70.84058 -2012-04-25 13:00:00,31.101336 -2012-04-25 14:00:00,27.581364 -2012-04-25 15:00:00,26.044216 -2012-04-25 16:00:00,26.598173 -2012-04-25 17:00:00,26.186272 -2012-04-25 18:00:00,25.650473 -2012-04-25 19:00:00,25.813866 -2012-04-25 20:00:00,24.967813 -2012-04-25 21:00:00,16.346222 -2012-04-25 22:00:00,11.906523 -2012-04-25 23:00:00,11.842281 -2012-04-26 00:00:00,11.300855 -2012-04-26 01:00:00,12.1604805 -2012-04-26 02:00:00,13.797575 -2012-04-26 03:00:00,12.722448 -2012-04-26 04:00:00,12.295584 -2012-04-26 05:00:00,14.182275 -2012-04-26 06:00:00,11.688746 -2012-04-26 07:00:00,13.386765 -2012-04-26 08:00:00,13.202059 -2012-04-26 09:00:00,11.236588 -2012-04-26 10:00:00,12.814231 -2012-04-26 11:00:00,12.189501 -2012-04-26 12:00:00,14.78977 -2012-04-26 13:00:00,10.918776 -2012-04-26 14:00:00,13.667289 -2012-04-26 15:00:00,13.9911 -2012-04-26 16:00:00,14.185005 -2012-04-26 17:00:00,13.586766 -2012-04-26 18:00:00,13.623968 -2012-04-26 19:00:00,13.370762 -2012-04-26 20:00:00,13.341919 -2012-04-26 21:00:00,13.4387455 -2012-04-26 22:00:00,13.662965 -2012-04-26 23:00:00,12.7348 -2012-04-27 00:00:00,23.682346 -2012-04-27 01:00:00,20.62084 -2012-04-27 02:00:00,17.45373 -2012-04-27 03:00:00,17.551413 -2012-04-27 04:00:00,18.148918 -2012-04-27 05:00:00,21.275082 -2012-04-27 06:00:00,16.245317 -2012-04-27 07:00:00,14.602049 -2012-04-27 08:00:00,11.953477 -2012-04-27 09:00:00,18.559708 -2012-04-27 10:00:00,22.714819 -2012-04-27 11:00:00,22.39914 -2012-04-27 12:00:00,22.37512 -2012-04-27 13:00:00,23.863064 -2012-04-27 14:00:00,22.282356 -2012-04-27 15:00:00,25.399782 -2012-04-27 16:00:00,23.376488 -2012-04-27 17:00:00,29.366825 -2012-04-27 18:00:00,28.817604 -2012-04-27 19:00:00,23.534168 -2012-04-27 20:00:00,21.347103 -2012-04-27 21:00:00,20.392 -2012-04-27 22:00:00,18.205069 -2012-04-27 23:00:00,15.686753 -2012-04-28 00:00:00,14.695731 -2012-04-28 01:00:00,13.883411 -2012-04-28 02:00:00,13.593446 -2012-04-28 03:00:00,13.667059 -2012-04-28 04:00:00,13.299887 -2012-04-28 05:00:00,12.74689 -2012-04-28 06:00:00,13.507196 -2012-04-28 07:00:00,13.299303 -2012-04-28 08:00:00,14.377484 -2012-04-28 09:00:00,13.597813 -2012-04-28 10:00:00,11.977952 -2012-04-28 11:00:00,11.6206 -2012-04-28 12:00:00,12.865861 -2012-04-28 13:00:00,13.481532 -2012-04-28 14:00:00,17.2529 -2012-04-28 15:00:00,18.563622 -2012-04-28 16:00:00,18.095522 -2012-04-28 17:00:00,17.05835 -2012-04-28 18:00:00,13.402581 -2012-04-28 19:00:00,13.521978 -2012-04-28 20:00:00,13.251255 -2012-04-28 21:00:00,13.706971 -2012-04-28 22:00:00,13.60862 -2012-04-28 23:00:00,13.240393 -2012-04-29 00:00:00,13.890705 -2012-04-29 01:00:00,14.462797 -2012-04-29 02:00:00,14.2625675 -2012-04-29 03:00:00,14.177484 -2012-04-29 04:00:00,14.132311 -2012-04-29 05:00:00,13.914411 -2012-04-29 06:00:00,13.499373 -2012-04-29 07:00:00,13.717395 -2012-04-29 08:00:00,13.917624 -2012-04-29 09:00:00,13.92791 -2012-04-29 10:00:00,13.213596 -2012-04-29 11:00:00,14.7069645 -2012-04-29 12:00:00,17.355944 -2012-04-29 13:00:00,17.202003 -2012-04-29 14:00:00,24.90957 -2012-04-29 15:00:00,27.920172 -2012-04-29 16:00:00,31.65272 -2012-04-29 17:00:00,30.31345 -2012-04-29 18:00:00,31.574926 -2012-04-29 19:00:00,30.390432 -2012-04-29 20:00:00,29.47538 -2012-04-29 21:00:00,18.965984 -2012-04-29 22:00:00,17.535088 -2012-04-29 23:00:00,13.83862 -2012-04-30 00:00:00,11.531183 -2012-04-30 01:00:00,11.94616 -2012-04-30 02:00:00,12.453845 -2012-04-30 03:00:00,11.426268 -2012-04-30 04:00:00,12.331127 -2012-04-30 05:00:00,12.4020405 -2012-04-30 06:00:00,12.040956 -2012-04-30 07:00:00,12.359034 -2012-04-30 08:00:00,15.7738085 -2012-04-30 09:00:00,15.763067 -2012-04-30 10:00:00,12.6366 -2012-04-30 11:00:00,14.024281 -2012-04-30 12:00:00,13.092039 -2012-04-30 13:00:00,12.965145 -2012-04-30 14:00:00,15.606358 -2012-04-30 15:00:00,14.645124 -2012-04-30 16:00:00,17.022654 -2012-04-30 17:00:00,17.58322 -2012-04-30 18:00:00,13.013383 -2012-04-30 19:00:00,13.920181 -2012-04-30 20:00:00,15.02199 -2012-04-30 21:00:00,15.431412 -2012-04-30 22:00:00,19.746006 -2012-04-30 23:00:00,27.479492 -2012-05-20 00:00:00,243.49707 -2012-05-20 01:00:00,276.7094 -2012-05-20 02:00:00,287.2642 -2012-05-20 03:00:00,287.26312 -2012-05-20 04:00:00,281.26004 -2012-05-20 05:00:00,285.1233 -2012-05-20 06:00:00,288.92523 -2012-05-20 07:00:00,294.85184 -2012-05-20 08:00:00,312.02066 -2012-05-20 09:00:00,320.5601 -2012-05-20 10:00:00,325.58215 -2012-05-20 11:00:00,325.9156 -2012-05-20 12:00:00,326.99808 -2012-05-20 13:00:00,328.0559 -2012-05-20 14:00:00,326.99924 -2012-05-20 15:00:00,327.90326 -2012-05-20 16:00:00,328.07117 -2012-05-20 17:00:00,328.26163 -2012-05-20 18:00:00,330.83548 -2012-05-20 19:00:00,328.67538 -2012-05-20 20:00:00,328.76117 -2012-05-20 21:00:00,320.21976 -2012-05-20 22:00:00,313.03687 -2012-05-20 23:00:00,308.41373 -2012-05-21 00:00:00,195.02522 -2012-05-21 01:00:00,192.73328 -2012-05-21 02:00:00,187.60866 -2012-05-21 03:00:00,210.61404 -2012-05-21 04:00:00,191.45209 -2012-05-21 05:00:00,192.54436 -2012-05-21 06:00:00,192.63211 -2012-05-21 07:00:00,192.8147 -2012-05-21 08:00:00,197.03561 -2012-05-21 09:00:00,195.81325 -2012-05-21 10:00:00,198.22987 -2012-05-21 11:00:00,224.6387 -2012-05-21 12:00:00,219.39766 -2012-05-21 13:00:00,201.87851 -2012-05-21 14:00:00,197.72606 -2012-05-21 15:00:00,252.03004 -2012-05-21 16:00:00,241.46275 -2012-05-21 17:00:00,243.46992 -2012-05-21 18:00:00,250.14114 -2012-05-21 19:00:00,266.59354 -2012-05-21 20:00:00,267.68237 -2012-05-21 21:00:00,252.69423 -2012-05-21 22:00:00,237.5974 -2012-05-21 23:00:00,228.44891 -2012-05-22 00:00:00,217.86148 -2012-05-22 01:00:00,212.38313 -2012-05-22 02:00:00,214.87122 -2012-05-22 03:00:00,214.87122 -2012-05-22 04:00:00,203.93047 -2012-05-22 05:00:00,198.5118 -2012-05-22 06:00:00,197.01031 -2012-05-22 07:00:00,197.01031 -2012-05-22 08:00:00,204.81711 -2012-05-22 09:00:00,225.01712 -2012-05-22 10:00:00,213.48332 -2012-05-22 11:00:00,214.20569 -2012-05-22 12:00:00,214.5311 -2012-05-22 13:00:00,257.36133 -2012-05-22 14:00:00,251.22101 -2012-05-22 15:00:00,285.1304 -2012-05-22 16:00:00,277.43088 -2012-05-22 17:00:00,290.04367 -2012-05-22 18:00:00,280.33298 -2012-05-22 19:00:00,258.32373 -2012-05-22 20:00:00,246.72322 -2012-05-22 21:00:00,212.10275 -2012-05-22 22:00:00,239.1459 -2012-05-22 23:00:00,232.379 -2012-05-23 00:00:00,215.47354 -2012-05-23 01:00:00,209.85591 -2012-05-23 02:00:00,226.43694 -2012-05-23 03:00:00,207.59097 -2012-05-23 04:00:00,196.1694 -2012-05-23 05:00:00,192.4947 -2012-05-23 06:00:00,203.05486 -2012-05-23 07:00:00,229.86813 -2012-05-23 08:00:00,229.86813 -2012-05-23 09:00:00,226.8215 -2012-05-23 10:00:00,215.77463 -2012-05-23 11:00:00,254.1004 -2012-05-23 12:00:00,261.52274 -2012-05-23 13:00:00,260.36166 -2012-05-23 14:00:00,286.56577 -2012-05-23 15:00:00,266.92184 -2012-05-23 16:00:00,261.20563 -2012-05-23 17:00:00,239.25362 -2012-05-23 18:00:00,239.25362 -2012-05-23 19:00:00,224.82986 -2012-05-23 20:00:00,234.85515 -2012-05-23 21:00:00,237.24002 -2012-05-23 22:00:00,224.82986 -2012-05-23 23:00:00,216.36768 -2012-05-24 00:00:00,215.77654 -2012-05-24 01:00:00,213.85603 -2012-05-24 02:00:00,233.27885 -2012-05-24 03:00:00,214.79175 -2012-05-24 04:00:00,212.82777 -2012-05-24 05:00:00,212.82777 -2012-05-24 06:00:00,212.82777 -2012-05-24 07:00:00,209.45663 -2012-05-24 08:00:00,235.46521 -2012-05-24 09:00:00,223.78416 -2012-05-24 10:00:00,275.3895 -2012-05-24 11:00:00,281.86975 -2012-05-24 12:00:00,293.1182 -2012-05-24 13:00:00,296.2826 -2012-05-24 14:00:00,297.91647 -2012-05-24 15:00:00,299.38428 -2012-05-24 16:00:00,296.83502 -2012-05-24 17:00:00,299.6842 -2012-05-24 18:00:00,296.6443 -2012-05-24 19:00:00,295.75247 -2012-05-24 20:00:00,253.1489 -2012-05-24 21:00:00,206.01564 -2012-05-24 22:00:00,230.59496 -2012-05-24 23:00:00,230.0843 -2012-05-25 00:00:00,244.7674 -2012-05-25 01:00:00,247.18217 -2012-05-25 02:00:00,255.17963 -2012-05-25 03:00:00,254.59616 -2012-05-25 04:00:00,251.8989 -2012-05-25 05:00:00,257.17947 -2012-05-25 06:00:00,254.77989 -2012-05-25 07:00:00,250.99173 -2012-05-25 08:00:00,265.20648 -2012-05-25 09:00:00,261.92984 -2012-05-25 10:00:00,262.9959 -2012-05-25 11:00:00,265.72864 -2012-05-25 12:00:00,292.03815 -2012-05-25 13:00:00,307.43976 -2012-05-25 14:00:00,308.1395 -2012-05-25 15:00:00,308.1538 -2012-05-25 16:00:00,313.21942 -2012-05-25 17:00:00,315.6034 -2012-05-25 18:00:00,308.1614 -2012-05-25 19:00:00,309.10712 -2012-05-25 20:00:00,293.40463 -2012-05-25 21:00:00,297.8615 -2012-05-25 22:00:00,246.9412 -2012-05-25 23:00:00,180.44553 -2012-05-26 00:00:00,140.45618 -2012-05-26 01:00:00,63.351654 -2012-05-26 02:00:00,17.412954 -2012-05-26 03:00:00,17.55046 -2012-05-26 04:00:00,17.424406 -2012-05-26 05:00:00,17.152695 -2012-05-26 06:00:00,16.950272 -2012-05-26 07:00:00,17.862274 -2012-05-26 08:00:00,17.7541 -2012-05-26 09:00:00,17.35056 -2012-05-26 10:00:00,18.276947 -2012-05-26 11:00:00,19.59075 -2012-05-26 12:00:00,23.916725 -2012-05-26 13:00:00,22.918201 -2012-05-26 14:00:00,23.848192 -2012-05-26 15:00:00,23.81049 -2012-05-26 16:00:00,25.958551 -2012-05-26 17:00:00,27.92456 -2012-05-26 18:00:00,26.96619 -2012-05-26 19:00:00,22.409592 -2012-05-26 20:00:00,26.358622 -2012-05-26 21:00:00,23.141468 -2012-05-26 22:00:00,20.471485 -2012-05-26 23:00:00,20.471485 -2012-05-27 00:00:00,21.113867 -2012-05-27 01:00:00,19.561983 -2012-05-27 02:00:00,19.79007 -2012-05-27 03:00:00,19.1126 -2012-05-27 04:00:00,17.567665 -2012-05-27 05:00:00,17.567665 -2012-05-27 06:00:00,18.019459 -2012-05-27 07:00:00,17.590864 -2012-05-27 08:00:00,17.974194 -2012-05-27 09:00:00,18.604134 -2012-05-27 10:00:00,20.311155 -2012-05-27 11:00:00,26.230433 -2012-05-27 12:00:00,25.086613 -2012-05-27 13:00:00,26.176207 -2012-05-27 14:00:00,26.576317 -2012-05-27 15:00:00,25.603008 -2012-05-27 16:00:00,25.603008 -2012-05-27 17:00:00,25.534315 -2012-05-27 18:00:00,25.959414 -2012-05-27 19:00:00,26.163403 -2012-05-27 20:00:00,28.266035 -2012-05-27 21:00:00,19.336172 -2012-05-27 22:00:00,19.00823 -2012-05-27 23:00:00,18.357506 -2012-05-28 00:00:00,16.219141 -2012-05-28 01:00:00,15.683201 -2012-05-28 02:00:00,16.22111 -2012-05-28 03:00:00,16.240992 -2012-05-28 04:00:00,16.146702 -2012-05-28 05:00:00,16.146702 -2012-05-28 06:00:00,16.314947 -2012-05-28 07:00:00,16.82857 -2012-05-28 08:00:00,18.005556 -2012-05-28 09:00:00,23.174469 -2012-05-28 10:00:00,23.174469 -2012-05-28 11:00:00,22.953398 -2012-05-28 12:00:00,20.821606 -2012-05-28 13:00:00,24.112923 -2012-05-28 14:00:00,24.112923 -2012-05-28 15:00:00,26.211205 -2012-05-28 16:00:00,26.716616 -2012-05-28 17:00:00,25.776714 -2012-05-28 18:00:00,24.546267 -2012-05-28 19:00:00,25.785341 -2012-05-28 20:00:00,21.090754 -2012-05-28 21:00:00,19.722729 -2012-05-28 22:00:00,21.369196 -2012-05-28 23:00:00,18.73471 -2012-05-29 00:00:00,16.143978 -2012-05-29 01:00:00,16.111214 -2012-05-29 02:00:00,15.763025 -2012-05-29 03:00:00,15.615242 -2012-05-29 04:00:00,15.90091 -2012-05-29 05:00:00,15.90091 -2012-05-29 06:00:00,15.961 -2012-05-29 07:00:00,15.979912 -2012-05-29 08:00:00,19.116201 -2012-05-29 09:00:00,19.614456 -2012-05-29 10:00:00,18.598515 -2012-05-29 11:00:00,21.338734 -2012-05-29 12:00:00,20.032465 -2012-05-29 13:00:00,23.524996 -2012-05-29 14:00:00,23.275017 -2012-05-29 15:00:00,25.126686 -2012-05-29 16:00:00,25.57399 -2012-05-29 17:00:00,28.848928 -2012-05-29 18:00:00,24.001753 -2012-05-29 19:00:00,23.252178 -2012-05-29 20:00:00,24.159977 -2012-05-29 21:00:00,17.453812 -2012-05-29 22:00:00,12.33259 -2012-05-29 23:00:00,17.152348 -2012-05-30 00:00:00,15.933177 -2012-05-30 01:00:00,15.852003 -2012-05-30 02:00:00,16.790318 -2012-05-30 03:00:00,16.535324 -2012-05-30 04:00:00,15.674095 -2012-05-30 05:00:00,16.760292 -2012-05-30 06:00:00,15.867359 -2012-05-30 07:00:00,16.051561 -2012-05-30 08:00:00,17.001255 -2012-05-30 09:00:00,17.452518 -2012-05-30 10:00:00,16.738945 -2012-05-30 11:00:00,17.458052 -2012-05-30 12:00:00,26.049072 -2012-05-30 13:00:00,26.835941 -2012-05-30 14:00:00,28.151875 -2012-05-30 15:00:00,25.43742 -2012-05-30 16:00:00,24.852074 -2012-05-30 17:00:00,24.653847 -2012-05-30 18:00:00,24.231531 -2012-05-30 19:00:00,24.485577 -2012-05-30 20:00:00,17.741133 -2012-05-30 21:00:00,23.786158 -2012-05-30 22:00:00,17.846052 -2012-05-30 23:00:00,20.179731 -2012-05-31 00:00:00,19.530582 -2012-05-31 01:00:00,19.702637 -2012-05-31 02:00:00,19.854313 -2012-05-31 03:00:00,19.044376 -2012-05-31 04:00:00,20.380072 -2012-05-31 05:00:00,20.981094 -2012-05-31 06:00:00,19.263754 -2012-05-31 07:00:00,20.825804 -2012-05-31 08:00:00,22.95625 -2012-05-31 09:00:00,27.928492 -2012-05-31 10:00:00,24.282885 -2012-05-31 11:00:00,27.666172 -2012-05-31 12:00:00,31.098583 -2012-05-31 13:00:00,31.91666 -2012-05-31 14:00:00,32.56493 -2012-05-31 15:00:00,31.712786 -2012-05-31 16:00:00,31.849 -2012-05-31 17:00:00,32.483036 -2012-05-31 18:00:00,32.68131 -2012-05-31 19:00:00,33.559322 -2012-05-31 20:00:00,35.834557 -2012-05-31 21:00:00,37.552982 -2012-05-31 22:00:00,61.61421 -2012-05-31 23:00:00,72.85437 -2012-06-20 00:00:00,179.17166 -2012-06-20 01:00:00,193.0449 -2012-06-20 02:00:00,185.58563 -2012-06-20 03:00:00,191.64499 -2012-06-20 04:00:00,200.21844 -2012-06-20 05:00:00,201.6554 -2012-06-20 06:00:00,206.93765 -2012-06-20 07:00:00,208.60844 -2012-06-20 08:00:00,215.36966 -2012-06-20 09:00:00,226.35834 -2012-06-20 10:00:00,283.16577 -2012-06-20 11:00:00,283.53723 -2012-06-20 12:00:00,278.7499 -2012-06-20 13:00:00,262.61694 -2012-06-20 14:00:00,290.12756 -2012-06-20 15:00:00,285.37195 -2012-06-20 16:00:00,279.26538 -2012-06-20 17:00:00,277.6515 -2012-06-20 18:00:00,280.47488 -2012-06-20 19:00:00,293.27817 -2012-06-20 20:00:00,297.92786 -2012-06-20 21:00:00,276.16656 -2012-06-20 22:00:00,278.88412 -2012-06-20 23:00:00,285.94272 -2012-06-21 00:00:00,250.81023 -2012-06-21 01:00:00,249.73361 -2012-06-21 02:00:00,250.04504 -2012-06-21 03:00:00,252.98091 -2012-06-21 04:00:00,251.39966 -2012-06-21 05:00:00,250.9326 -2012-06-21 06:00:00,248.39516 -2012-06-21 07:00:00,248.88622 -2012-06-21 08:00:00,256.3529 -2012-06-21 09:00:00,293.72043 -2012-06-21 10:00:00,266.75482 -2012-06-21 11:00:00,301.5839 -2012-06-21 12:00:00,305.11163 -2012-06-21 13:00:00,303.4694 -2012-06-21 14:00:00,300.0025 -2012-06-21 15:00:00,292.5468 -2012-06-21 16:00:00,309.7308 -2012-06-21 17:00:00,302.38376 -2012-06-21 18:00:00,302.73166 -2012-06-21 19:00:00,302.3187 -2012-06-21 20:00:00,308.24246 -2012-06-21 21:00:00,298.71182 -2012-06-21 22:00:00,279.65213 -2012-06-21 23:00:00,271.29462 -2012-06-22 00:00:00,272.21246 -2012-06-22 01:00:00,272.59857 -2012-06-22 02:00:00,268.0107 -2012-06-22 03:00:00,267.91824 -2012-06-22 04:00:00,279.85165 -2012-06-22 05:00:00,273.49454 -2012-06-22 06:00:00,277.86432 -2012-06-22 07:00:00,278.5005 -2012-06-22 08:00:00,291.50882 -2012-06-22 09:00:00,305.4118 -2012-06-22 10:00:00,323.17303 -2012-06-22 11:00:00,323.46234 -2012-06-22 12:00:00,318.95465 -2012-06-22 13:00:00,320.82712 -2012-06-22 14:00:00,320.82712 -2012-06-22 15:00:00,329.83752 -2012-06-22 16:00:00,322.70297 -2012-06-22 17:00:00,320.87372 -2012-06-22 18:00:00,319.34732 -2012-06-22 19:00:00,329.32074 -2012-06-22 20:00:00,329.59738 -2012-06-22 21:00:00,279.26605 -2012-06-22 22:00:00,276.03134 -2012-06-22 23:00:00,275.91452 -2012-06-23 00:00:00,312.20258 -2012-06-23 01:00:00,309.84924 -2012-06-23 02:00:00,300.06232 -2012-06-23 03:00:00,303.0782 -2012-06-23 04:00:00,298.9209 -2012-06-23 05:00:00,300.34985 -2012-06-23 06:00:00,310.9309 -2012-06-23 07:00:00,307.63965 -2012-06-23 08:00:00,320.99133 -2012-06-23 09:00:00,322.8361 -2012-06-23 10:00:00,341.50272 -2012-06-23 11:00:00,340.8257 -2012-06-23 12:00:00,342.83414 -2012-06-23 13:00:00,341.15805 -2012-06-23 14:00:00,341.00986 -2012-06-23 15:00:00,335.38504 -2012-06-23 16:00:00,336.54938 -2012-06-23 17:00:00,337.95013 -2012-06-23 18:00:00,336.83902 -2012-06-23 19:00:00,339.6147 -2012-06-23 20:00:00,342.26276 -2012-06-23 21:00:00,342.99808 -2012-06-23 22:00:00,349.259 -2012-06-23 23:00:00,355.0747 -2012-06-24 00:00:00,351.35248 -2012-06-24 01:00:00,326.71902 -2012-06-24 02:00:00,330.46106 -2012-06-24 03:00:00,325.28204 -2012-06-24 04:00:00,331.70035 -2012-06-24 05:00:00,315.99603 -2012-06-24 06:00:00,321.41537 -2012-06-24 07:00:00,321.21417 -2012-06-24 08:00:00,330.8325 -2012-06-24 09:00:00,350.76483 -2012-06-24 10:00:00,349.52875 -2012-06-24 11:00:00,342.849 -2012-06-24 12:00:00,338.50693 -2012-06-24 13:00:00,338.1324 -2012-06-24 14:00:00,336.52036 -2012-06-24 15:00:00,338.31985 -2012-06-24 16:00:00,337.685 -2012-06-24 17:00:00,338.2527 -2012-06-24 18:00:00,339.8271 -2012-06-24 19:00:00,338.14304 -2012-06-24 20:00:00,341.42126 -2012-06-24 21:00:00,340.0733 -2012-06-24 22:00:00,344.99432 -2012-06-24 23:00:00,329.62854 -2012-06-25 00:00:00,273.71753 -2012-06-25 01:00:00,280.68845 -2012-06-25 02:00:00,275.1687 -2012-06-25 03:00:00,279.15234 -2012-06-25 04:00:00,279.92932 -2012-06-25 05:00:00,274.30283 -2012-06-25 06:00:00,281.66974 -2012-06-25 07:00:00,276.48148 -2012-06-25 08:00:00,277.4067 -2012-06-25 09:00:00,277.20853 -2012-06-25 10:00:00,259.60257 -2012-06-25 11:00:00,191.585 -2012-06-25 12:00:00,142.39568 -2012-06-25 13:00:00,83.02317 -2012-06-25 14:00:00,60.4826 -2012-06-25 15:00:00,65.2944 -2012-06-25 16:00:00,61.113815 -2012-06-25 17:00:00,64.136116 -2012-06-25 18:00:00,61.550995 -2012-06-25 19:00:00,63.386566 -2012-06-25 20:00:00,64.09473 -2012-06-25 21:00:00,63.553295 -2012-06-25 22:00:00,61.76375 -2012-06-25 23:00:00,63.540977 -2012-06-26 00:00:00,61.53784 -2012-06-26 01:00:00,60.42997 -2012-06-26 02:00:00,56.18634 -2012-06-26 03:00:00,54.938744 -2012-06-26 04:00:00,54.790302 -2012-06-26 05:00:00,57.704395 -2012-06-26 06:00:00,52.80079 -2012-06-26 07:00:00,53.28363 -2012-06-26 08:00:00,57.37736 -2012-06-26 09:00:00,51.291676 -2012-06-26 10:00:00,59.708076 -2012-06-26 11:00:00,61.084 -2012-06-26 12:00:00,64.69064 -2012-06-26 13:00:00,64.590614 -2012-06-26 14:00:00,64.590614 -2012-06-26 15:00:00,63.473194 -2012-06-26 16:00:00,64.642944 -2012-06-26 17:00:00,63.4486 -2012-06-26 18:00:00,63.87654 -2012-06-26 19:00:00,66.605675 -2012-06-26 20:00:00,66.62048 -2012-06-26 21:00:00,65.30294 -2012-06-26 22:00:00,65.21021 -2012-06-26 23:00:00,60.024128 -2012-06-27 00:00:00,60.44323 -2012-06-27 01:00:00,58.514492 -2012-06-27 02:00:00,58.424515 -2012-06-27 03:00:00,53.270466 -2012-06-27 04:00:00,60.69116 -2012-06-27 05:00:00,59.55676 -2012-06-27 06:00:00,50.22776 -2012-06-27 07:00:00,59.07251 -2012-06-27 08:00:00,58.904644 -2012-06-27 09:00:00,60.092026 -2012-06-27 10:00:00,65.21013 -2012-06-27 11:00:00,66.02525 -2012-06-27 12:00:00,63.418804 -2012-06-27 13:00:00,66.04067 -2012-06-27 14:00:00,67.07911 -2012-06-27 15:00:00,63.30763 -2012-06-27 16:00:00,67.30845 -2012-06-27 17:00:00,67.78122 -2012-06-27 18:00:00,66.437 -2012-06-27 19:00:00,65.6299 -2012-06-27 20:00:00,61.793816 -2012-06-27 21:00:00,65.14538 -2012-06-27 22:00:00,60.14592 -2012-06-27 23:00:00,55.032837 -2012-06-28 00:00:00,54.62374 -2012-06-28 01:00:00,58.176865 -2012-06-28 02:00:00,54.960587 -2012-06-28 03:00:00,54.98832 -2012-06-28 04:00:00,56.65654 -2012-06-28 05:00:00,58.00819 -2012-06-28 06:00:00,58.00819 -2012-06-28 07:00:00,56.69208 -2012-06-28 08:00:00,54.37138 -2012-06-28 09:00:00,55.381752 -2012-06-28 10:00:00,56.93146 -2012-06-28 11:00:00,61.29844 -2012-06-28 12:00:00,58.794495 -2012-06-28 13:00:00,60.52855 -2012-06-28 14:00:00,63.11826 -2012-06-28 15:00:00,63.158863 -2012-06-28 16:00:00,61.616398 -2012-06-28 17:00:00,61.36519 -2012-06-28 18:00:00,63.690796 -2012-06-28 19:00:00,65.05493 -2012-06-28 20:00:00,64.11978 -2012-06-28 21:00:00,52.97664 -2012-06-28 22:00:00,53.1708 -2012-06-28 23:00:00,55.149265 -2012-06-29 00:00:00,56.894905 -2012-06-29 01:00:00,56.60087 -2012-06-29 02:00:00,57.718292 -2012-06-29 03:00:00,57.718292 -2012-06-29 04:00:00,56.947857 -2012-06-29 05:00:00,57.20316 -2012-06-29 06:00:00,58.14843 -2012-06-29 07:00:00,57.159245 -2012-06-29 08:00:00,58.68509 -2012-06-29 09:00:00,55.801197 -2012-06-29 10:00:00,66.032135 -2012-06-29 11:00:00,64.64974 -2012-06-29 12:00:00,66.676544 -2012-06-29 13:00:00,65.96364 -2012-06-29 14:00:00,66.87076 -2012-06-29 15:00:00,68.02985 -2012-06-29 16:00:00,68.4837 -2012-06-29 17:00:00,68.177376 -2012-06-29 18:00:00,67.7532 -2012-06-29 19:00:00,61.93013 -2012-06-29 20:00:00,66.46381 -2012-06-29 21:00:00,63.649117 -2012-06-29 22:00:00,67.61221 -2012-06-29 23:00:00,67.71918 -2012-06-30 00:00:00,69.24037 -2012-06-30 01:00:00,72.10286 -2012-06-30 02:00:00,68.671036 -2012-06-30 03:00:00,69.18745 -2012-06-30 04:00:00,67.19849 -2012-06-30 05:00:00,67.43821 -2012-06-30 06:00:00,67.39418 -2012-06-30 07:00:00,67.34071 -2012-06-30 08:00:00,67.50277 -2012-06-30 09:00:00,67.65097 -2012-06-30 10:00:00,75.23495 -2012-06-30 11:00:00,75.17709 -2012-06-30 12:00:00,75.249725 -2012-06-30 13:00:00,75.68772 -2012-06-30 14:00:00,76.5104 -2012-06-30 15:00:00,78.3635 -2012-06-30 16:00:00,81.11561 -2012-06-30 17:00:00,83.31506 -2012-06-30 18:00:00,92.24637 -2012-06-30 19:00:00,95.88796 -2012-06-30 20:00:00,104.99777 -2012-06-30 21:00:00,104.08949 -2012-06-30 22:00:00,131.85489 -2012-06-30 23:00:00,166.37607 -2012-07-20 00:00:00,50.2385 -2012-07-20 01:00:00,108.69251 -2012-07-20 02:00:00,171.84193 -2012-07-20 03:00:00,174.1229 -2012-07-20 04:00:00,177.99841 -2012-07-20 05:00:00,185.91441 -2012-07-20 06:00:00,188.45554 -2012-07-20 07:00:00,193.56276 -2012-07-20 08:00:00,192.41467 -2012-07-20 09:00:00,200.92139 -2012-07-20 10:00:00,204.13403 -2012-07-20 11:00:00,206.45227 -2012-07-20 12:00:00,184.7854 -2012-07-20 13:00:00,183.92403 -2012-07-20 14:00:00,182.62683 -2012-07-20 15:00:00,205.94083 -2012-07-20 16:00:00,207.93303 -2012-07-20 17:00:00,208.47649 -2012-07-20 18:00:00,216.56287 -2012-07-20 19:00:00,209.87198 -2012-07-20 20:00:00,177.11823 -2012-07-20 21:00:00,174.48447 -2012-07-20 22:00:00,219.05656 -2012-07-20 23:00:00,214.70724 -2012-07-21 00:00:00,230.93042 -2012-07-21 01:00:00,247.10498 -2012-07-21 02:00:00,239.56119 -2012-07-21 03:00:00,245.02087 -2012-07-21 04:00:00,245.41673 -2012-07-21 05:00:00,255.61674 -2012-07-21 06:00:00,256.7492 -2012-07-21 07:00:00,266.31946 -2012-07-21 08:00:00,263.088 -2012-07-21 09:00:00,262.20435 -2012-07-21 10:00:00,260.96326 -2012-07-21 11:00:00,266.48627 -2012-07-21 12:00:00,256.65356 -2012-07-21 13:00:00,257.38947 -2012-07-21 14:00:00,269.60117 -2012-07-21 15:00:00,263.26672 -2012-07-21 16:00:00,259.42404 -2012-07-21 17:00:00,258.8864 -2012-07-21 18:00:00,268.46982 -2012-07-21 19:00:00,268.7683 -2012-07-21 20:00:00,259.68323 -2012-07-21 21:00:00,268.98785 -2012-07-21 22:00:00,269.71594 -2012-07-21 23:00:00,266.74014 -2012-07-22 00:00:00,268.52893 -2012-07-22 01:00:00,267.9448 -2012-07-22 02:00:00,270.15213 -2012-07-22 03:00:00,270.15213 -2012-07-22 04:00:00,268.00595 -2012-07-22 05:00:00,268.23013 -2012-07-22 06:00:00,270.6895 -2012-07-22 07:00:00,271.34796 -2012-07-22 08:00:00,281.3143 -2012-07-22 09:00:00,289.24393 -2012-07-22 10:00:00,285.36697 -2012-07-22 11:00:00,285.57495 -2012-07-22 12:00:00,289.00336 -2012-07-22 13:00:00,287.31595 -2012-07-22 14:00:00,283.46204 -2012-07-22 15:00:00,284.88177 -2012-07-22 16:00:00,287.17038 -2012-07-22 17:00:00,281.65128 -2012-07-22 18:00:00,283.09192 -2012-07-22 19:00:00,282.2346 -2012-07-22 20:00:00,279.18774 -2012-07-22 21:00:00,272.6476 -2012-07-22 22:00:00,278.67465 -2012-07-22 23:00:00,275.56772 -2012-07-23 00:00:00,213.31174 -2012-07-23 01:00:00,209.3273 -2012-07-23 02:00:00,222.537 -2012-07-23 03:00:00,222.537 -2012-07-23 04:00:00,224.42264 -2012-07-23 05:00:00,224.42264 -2012-07-23 06:00:00,202.95857 -2012-07-23 07:00:00,195.055 -2012-07-23 08:00:00,200.12405 -2012-07-23 09:00:00,246.08913 -2012-07-23 10:00:00,265.25714 -2012-07-23 11:00:00,274.9576 -2012-07-23 12:00:00,275.01062 -2012-07-23 13:00:00,275.6551 -2012-07-23 14:00:00,264.01086 -2012-07-23 15:00:00,269.73224 -2012-07-23 16:00:00,273.0414 -2012-07-23 17:00:00,273.0414 -2012-07-23 18:00:00,273.46814 -2012-07-23 19:00:00,275.03217 -2012-07-23 20:00:00,268.86502 -2012-07-23 21:00:00,266.07562 -2012-07-23 22:00:00,260.14316 -2012-07-23 23:00:00,233.5805 -2012-07-24 00:00:00,204.49272 -2012-07-24 01:00:00,202.01273 -2012-07-24 02:00:00,207.20935 -2012-07-24 03:00:00,207.20935 -2012-07-24 04:00:00,199.35062 -2012-07-24 05:00:00,198.79945 -2012-07-24 06:00:00,196.12518 -2012-07-24 07:00:00,202.62296 -2012-07-24 08:00:00,240.87198 -2012-07-24 09:00:00,263.14783 -2012-07-24 10:00:00,267.09116 -2012-07-24 11:00:00,269.52985 -2012-07-24 12:00:00,258.42905 -2012-07-24 13:00:00,269.64612 -2012-07-24 14:00:00,271.01617 -2012-07-24 15:00:00,274.07462 -2012-07-24 16:00:00,276.6867 -2012-07-24 17:00:00,276.11337 -2012-07-24 18:00:00,264.4125 -2012-07-24 19:00:00,264.08725 -2012-07-24 20:00:00,258.0424 -2012-07-24 21:00:00,257.05698 -2012-07-24 22:00:00,258.34552 -2012-07-24 23:00:00,263.98798 -2012-07-25 00:00:00,266.16724 -2012-07-25 01:00:00,250.59264 -2012-07-25 02:00:00,252.76776 -2012-07-25 03:00:00,245.0408 -2012-07-25 04:00:00,246.76913 -2012-07-25 05:00:00,234.34851 -2012-07-25 06:00:00,236.22942 -2012-07-25 07:00:00,271.22562 -2012-07-25 08:00:00,273.73398 -2012-07-25 09:00:00,276.1424 -2012-07-25 10:00:00,268.43964 -2012-07-25 11:00:00,268.67303 -2012-07-25 12:00:00,268.9989 -2012-07-25 13:00:00,275.12527 -2012-07-25 14:00:00,274.84274 -2012-07-25 15:00:00,276.54037 -2012-07-25 16:00:00,277.3022 -2012-07-25 17:00:00,275.04202 -2012-07-25 18:00:00,278.0233 -2012-07-25 19:00:00,276.14792 -2012-07-25 20:00:00,273.72562 -2012-07-25 21:00:00,268.5145 -2012-07-25 22:00:00,197.07849 -2012-07-25 23:00:00,81.93628 -2012-07-26 00:00:00,28.924686 -2012-07-26 01:00:00,22.341782 -2012-07-26 02:00:00,12.280674 -2012-07-26 03:00:00,12.038969 -2012-07-26 04:00:00,12.008187 -2012-07-26 05:00:00,12.158409 -2012-07-26 06:00:00,12.618578 -2012-07-26 07:00:00,12.148666 -2012-07-26 08:00:00,13.283144 -2012-07-26 09:00:00,11.533876 -2012-07-26 10:00:00,14.002248 -2012-07-26 11:00:00,27.078585 -2012-07-26 12:00:00,27.972502 -2012-07-26 13:00:00,31.4528 -2012-07-26 14:00:00,27.10258 -2012-07-26 15:00:00,30.475504 -2012-07-26 16:00:00,33.34951 -2012-07-26 17:00:00,27.072771 -2012-07-26 18:00:00,32.606937 -2012-07-26 19:00:00,29.56185 -2012-07-26 20:00:00,30.10695 -2012-07-26 21:00:00,39.659775 -2012-07-26 22:00:00,39.659775 -2012-07-26 23:00:00,12.91239 -2012-07-27 00:00:00,13.063732 -2012-07-27 01:00:00,12.947849 -2012-07-27 02:00:00,12.660705 -2012-07-27 03:00:00,12.557646 -2012-07-27 04:00:00,13.410744 -2012-07-27 05:00:00,13.54295 -2012-07-27 06:00:00,13.410744 -2012-07-27 07:00:00,12.161381 -2012-07-27 08:00:00,15.711824 -2012-07-27 09:00:00,32.53401 -2012-07-27 10:00:00,34.51661 -2012-07-27 11:00:00,38.09613 -2012-07-27 12:00:00,36.625477 -2012-07-27 13:00:00,38.15646 -2012-07-27 14:00:00,37.556046 -2012-07-27 15:00:00,32.723854 -2012-07-27 16:00:00,36.288464 -2012-07-27 17:00:00,32.486748 -2012-07-27 18:00:00,34.81541 -2012-07-27 19:00:00,36.39899 -2012-07-27 20:00:00,25.687153 -2012-07-27 21:00:00,25.687153 -2012-07-27 22:00:00,27.689926 -2012-07-27 23:00:00,17.483114 -2012-07-28 00:00:00,27.63908 -2012-07-28 01:00:00,17.523918 -2012-07-28 02:00:00,17.698734 -2012-07-28 03:00:00,17.698734 -2012-07-28 04:00:00,17.118496 -2012-07-28 05:00:00,16.911926 -2012-07-28 06:00:00,16.50249 -2012-07-28 07:00:00,16.859455 -2012-07-28 08:00:00,22.66209 -2012-07-28 09:00:00,34.21948 -2012-07-28 10:00:00,35.814117 -2012-07-28 11:00:00,35.256126 -2012-07-28 12:00:00,35.434494 -2012-07-28 13:00:00,35.478455 -2012-07-28 14:00:00,36.86537 -2012-07-28 15:00:00,34.82491 -2012-07-28 16:00:00,37.01701 -2012-07-28 17:00:00,35.161213 -2012-07-28 18:00:00,34.938187 -2012-07-28 19:00:00,17.657322 -2012-07-28 20:00:00,17.11021 -2012-07-28 21:00:00,17.048756 -2012-07-28 22:00:00,17.074177 -2012-07-28 23:00:00,16.622581 -2012-07-29 00:00:00,17.827236 -2012-07-29 01:00:00,17.110102 -2012-07-29 02:00:00,17.297966 -2012-07-29 03:00:00,17.820042 -2012-07-29 04:00:00,16.091032 -2012-07-29 05:00:00,15.946182 -2012-07-29 06:00:00,16.867805 -2012-07-29 07:00:00,18.12812 -2012-07-29 08:00:00,21.279097 -2012-07-29 09:00:00,31.13941 -2012-07-29 10:00:00,29.22366 -2012-07-29 11:00:00,38.07016 -2012-07-29 12:00:00,38.107132 -2012-07-29 13:00:00,38.29909 -2012-07-29 14:00:00,36.030052 -2012-07-29 15:00:00,38.089138 -2012-07-29 16:00:00,38.089138 -2012-07-29 17:00:00,39.94689 -2012-07-29 18:00:00,36.62449 -2012-07-29 19:00:00,39.40383 -2012-07-29 20:00:00,23.547218 -2012-07-29 21:00:00,19.58584 -2012-07-29 22:00:00,18.872252 -2012-07-29 23:00:00,20.097893 -2012-07-30 00:00:00,15.081511 -2012-07-30 01:00:00,15.765441 -2012-07-30 02:00:00,15.5849285 -2012-07-30 03:00:00,15.330267 -2012-07-30 04:00:00,15.3372 -2012-07-30 05:00:00,15.318362 -2012-07-30 06:00:00,14.871905 -2012-07-30 07:00:00,15.624896 -2012-07-30 08:00:00,16.152157 -2012-07-30 09:00:00,22.616833 -2012-07-30 10:00:00,21.100044 -2012-07-30 11:00:00,31.609102 -2012-07-30 12:00:00,27.118038 -2012-07-30 13:00:00,38.450764 -2012-07-30 14:00:00,38.17831 -2012-07-30 15:00:00,37.93917 -2012-07-30 16:00:00,38.05085 -2012-07-30 17:00:00,33.87929 -2012-07-30 18:00:00,31.94411 -2012-07-30 19:00:00,37.973026 -2012-07-30 20:00:00,15.364714 -2012-07-30 21:00:00,15.722024 -2012-07-30 22:00:00,15.018461 -2012-07-30 23:00:00,17.064564 -2012-07-31 00:00:00,17.613863 -2012-07-31 01:00:00,16.897757 -2012-07-31 02:00:00,16.897757 -2012-07-31 03:00:00,16.861294 -2012-07-31 04:00:00,16.861797 -2012-07-31 05:00:00,16.853369 -2012-07-31 06:00:00,15.718017 -2012-07-31 07:00:00,18.058594 -2012-07-31 08:00:00,17.860489 -2012-07-31 09:00:00,19.844337 -2012-07-31 10:00:00,21.168955 -2012-07-31 11:00:00,34.516537 -2012-07-31 12:00:00,43.478153 -2012-07-31 13:00:00,47.220654 -2012-07-31 14:00:00,47.45397 -2012-07-31 15:00:00,40.58534 -2012-07-31 16:00:00,42.833843 -2012-07-31 17:00:00,46.783897 -2012-07-31 18:00:00,45.2522 -2012-07-31 19:00:00,38.105698 -2012-07-31 20:00:00,30.250597 -2012-07-31 21:00:00,24.90775 -2012-07-31 22:00:00,24.312225 -2012-07-31 23:00:00,26.462996 -2012-08-20 00:00:00,41.80436 -2012-08-20 01:00:00,65.15126 -2012-08-20 02:00:00,80.88224 -2012-08-20 03:00:00,99.417786 -2012-08-20 04:00:00,124.09602 -2012-08-20 05:00:00,129.82272 -2012-08-20 06:00:00,137.19183 -2012-08-20 07:00:00,140.57002 -2012-08-20 08:00:00,143.94612 -2012-08-20 09:00:00,148.04218 -2012-08-20 10:00:00,149.36032 -2012-08-20 11:00:00,145.20305 -2012-08-20 12:00:00,151.40718 -2012-08-20 13:00:00,155.861 -2012-08-20 14:00:00,156.29651 -2012-08-20 15:00:00,151.28268 -2012-08-20 16:00:00,151.4984 -2012-08-20 17:00:00,155.59479 -2012-08-20 18:00:00,144.84117 -2012-08-20 19:00:00,148.38579 -2012-08-20 20:00:00,142.23633 -2012-08-20 21:00:00,141.41429 -2012-08-20 22:00:00,156.1755 -2012-08-20 23:00:00,156.68163 -2012-08-21 00:00:00,155.40881 -2012-08-21 01:00:00,156.57455 -2012-08-21 02:00:00,148.5568 -2012-08-21 03:00:00,147.27846 -2012-08-21 04:00:00,148.27417 -2012-08-21 05:00:00,151.25533 -2012-08-21 06:00:00,151.12201 -2012-08-21 07:00:00,156.64354 -2012-08-21 08:00:00,159.85544 -2012-08-21 09:00:00,157.832 -2012-08-21 10:00:00,167.89864 -2012-08-21 11:00:00,169.97386 -2012-08-21 12:00:00,168.67326 -2012-08-21 13:00:00,170.62955 -2012-08-21 14:00:00,172.78564 -2012-08-21 15:00:00,170.73373 -2012-08-21 16:00:00,170.79605 -2012-08-21 17:00:00,171.54913 -2012-08-21 18:00:00,169.7186 -2012-08-21 19:00:00,163.68555 -2012-08-21 20:00:00,164.68779 -2012-08-21 21:00:00,165.02342 -2012-08-21 22:00:00,168.97388 -2012-08-21 23:00:00,159.72733 -2012-08-22 00:00:00,152.69904 -2012-08-22 01:00:00,164.69872 -2012-08-22 02:00:00,165.65367 -2012-08-22 03:00:00,168.09444 -2012-08-22 04:00:00,158.40085 -2012-08-22 05:00:00,170.08311 -2012-08-22 06:00:00,170.91357 -2012-08-22 07:00:00,168.2096 -2012-08-22 08:00:00,170.844 -2012-08-22 09:00:00,170.6437 -2012-08-22 10:00:00,184.47021 -2012-08-22 11:00:00,182.7656 -2012-08-22 12:00:00,184.74513 -2012-08-22 13:00:00,182.4901 -2012-08-22 14:00:00,182.74709 -2012-08-22 15:00:00,183.5296 -2012-08-22 16:00:00,182.52074 -2012-08-22 17:00:00,182.44531 -2012-08-22 18:00:00,181.63791 -2012-08-22 19:00:00,181.3405 -2012-08-22 20:00:00,170.96378 -2012-08-22 21:00:00,171.79242 -2012-08-22 22:00:00,171.79242 -2012-08-22 23:00:00,163.8558 -2012-08-23 00:00:00,177.75838 -2012-08-23 01:00:00,166.24185 -2012-08-23 02:00:00,166.3505 -2012-08-23 03:00:00,157.37805 -2012-08-23 04:00:00,166.35248 -2012-08-23 05:00:00,166.38123 -2012-08-23 06:00:00,181.03636 -2012-08-23 07:00:00,179.2738 -2012-08-23 08:00:00,183.43687 -2012-08-23 09:00:00,185.13036 -2012-08-23 10:00:00,185.26022 -2012-08-23 11:00:00,185.00607 -2012-08-23 12:00:00,188.43576 -2012-08-23 13:00:00,185.59782 -2012-08-23 14:00:00,186.685 -2012-08-23 15:00:00,189.77792 -2012-08-23 16:00:00,189.76485 -2012-08-23 17:00:00,185.14197 -2012-08-23 18:00:00,185.54446 -2012-08-23 19:00:00,185.49588 -2012-08-23 20:00:00,185.55423 -2012-08-23 21:00:00,184.80534 -2012-08-23 22:00:00,188.65186 -2012-08-23 23:00:00,182.83899 -2012-08-24 00:00:00,186.74646 -2012-08-24 01:00:00,186.87318 -2012-08-24 02:00:00,183.29268 -2012-08-24 03:00:00,184.59888 -2012-08-24 04:00:00,187.38577 -2012-08-24 05:00:00,177.33887 -2012-08-24 06:00:00,186.57378 -2012-08-24 07:00:00,187.34447 -2012-08-24 08:00:00,188.98082 -2012-08-24 09:00:00,186.92299 -2012-08-24 10:00:00,187.93872 -2012-08-24 11:00:00,187.80974 -2012-08-24 12:00:00,187.36688 -2012-08-24 13:00:00,191.96814 -2012-08-24 14:00:00,191.26535 -2012-08-24 15:00:00,188.40579 -2012-08-24 16:00:00,188.40579 -2012-08-24 17:00:00,186.66084 -2012-08-24 18:00:00,187.92697 -2012-08-24 19:00:00,186.67783 -2012-08-24 20:00:00,185.75168 -2012-08-24 21:00:00,186.4804 -2012-08-24 22:00:00,188.43568 -2012-08-24 23:00:00,190.15193 -2012-08-25 00:00:00,188.95898 -2012-08-25 01:00:00,184.73004 -2012-08-25 02:00:00,184.9946 -2012-08-25 03:00:00,181.6106 -2012-08-25 04:00:00,186.55972 -2012-08-25 05:00:00,185.32234 -2012-08-25 06:00:00,186.83568 -2012-08-25 07:00:00,184.86728 -2012-08-25 08:00:00,184.50757 -2012-08-25 09:00:00,186.30388 -2012-08-25 10:00:00,186.6333 -2012-08-25 11:00:00,189.84297 -2012-08-25 12:00:00,191.93498 -2012-08-25 13:00:00,192.63593 -2012-08-25 14:00:00,185.61394 -2012-08-25 15:00:00,185.85979 -2012-08-25 16:00:00,185.50081 -2012-08-25 17:00:00,186.49811 -2012-08-25 18:00:00,191.30399 -2012-08-25 19:00:00,185.38397 -2012-08-25 20:00:00,176.4775 -2012-08-25 21:00:00,166.56235 -2012-08-25 22:00:00,123.96419 -2012-08-25 23:00:00,93.62938 -2012-08-26 00:00:00,70.49235 -2012-08-26 01:00:00,62.877 -2012-08-26 02:00:00,60.36005 -2012-08-26 03:00:00,60.672043 -2012-08-26 04:00:00,61.000004 -2012-08-26 05:00:00,56.75404 -2012-08-26 06:00:00,57.137383 -2012-08-26 07:00:00,56.75404 -2012-08-26 08:00:00,63.01065 -2012-08-26 09:00:00,62.89891 -2012-08-26 10:00:00,65.20564 -2012-08-26 11:00:00,65.31687 -2012-08-26 12:00:00,64.33452 -2012-08-26 13:00:00,62.764263 -2012-08-26 14:00:00,60.999397 -2012-08-26 15:00:00,60.559498 -2012-08-26 16:00:00,60.552567 -2012-08-26 17:00:00,56.939766 -2012-08-26 18:00:00,62.784557 -2012-08-26 19:00:00,61.354523 -2012-08-26 20:00:00,58.76676 -2012-08-26 21:00:00,60.530304 -2012-08-26 22:00:00,58.9997 -2012-08-26 23:00:00,58.872158 -2012-08-27 00:00:00,46.292416 -2012-08-27 01:00:00,49.327343 -2012-08-27 02:00:00,48.213875 -2012-08-27 03:00:00,49.327335 -2012-08-27 04:00:00,46.284904 -2012-08-27 05:00:00,45.335175 -2012-08-27 06:00:00,45.335175 -2012-08-27 07:00:00,50.64848 -2012-08-27 08:00:00,50.341812 -2012-08-27 09:00:00,50.111355 -2012-08-27 10:00:00,50.679054 -2012-08-27 11:00:00,49.5409 -2012-08-27 12:00:00,54.962757 -2012-08-27 13:00:00,52.07135 -2012-08-27 14:00:00,56.717804 -2012-08-27 15:00:00,54.5187 -2012-08-27 16:00:00,55.005478 -2012-08-27 17:00:00,54.881344 -2012-08-27 18:00:00,51.771446 -2012-08-27 19:00:00,50.38797 -2012-08-27 20:00:00,50.767548 -2012-08-27 21:00:00,49.499416 -2012-08-27 22:00:00,43.154686 -2012-08-27 23:00:00,46.380367 -2012-08-28 00:00:00,43.665653 -2012-08-28 01:00:00,42.830402 -2012-08-28 02:00:00,47.083378 -2012-08-28 03:00:00,51.375343 -2012-08-28 04:00:00,49.164867 -2012-08-28 05:00:00,50.75382 -2012-08-28 06:00:00,45.028618 -2012-08-28 07:00:00,50.795864 -2012-08-28 08:00:00,49.469765 -2012-08-28 09:00:00,50.797306 -2012-08-28 10:00:00,52.039238 -2012-08-28 11:00:00,55.452168 -2012-08-28 12:00:00,54.345028 -2012-08-28 13:00:00,59.114357 -2012-08-28 14:00:00,58.83536 -2012-08-28 15:00:00,57.75852 -2012-08-28 16:00:00,61.820244 -2012-08-28 17:00:00,60.526237 -2012-08-28 18:00:00,62.58043 -2012-08-28 19:00:00,54.387573 -2012-08-28 20:00:00,53.539062 -2012-08-28 21:00:00,53.487877 -2012-08-28 22:00:00,54.39485 -2012-08-28 23:00:00,54.83319 -2012-08-29 00:00:00,46.336143 -2012-08-29 01:00:00,51.574608 -2012-08-29 02:00:00,49.88795 -2012-08-29 03:00:00,49.118477 -2012-08-29 04:00:00,50.8203 -2012-08-29 05:00:00,50.543743 -2012-08-29 06:00:00,50.488274 -2012-08-29 07:00:00,51.334347 -2012-08-29 08:00:00,52.248123 -2012-08-29 09:00:00,54.216625 -2012-08-29 10:00:00,52.673744 -2012-08-29 11:00:00,54.732758 -2012-08-29 12:00:00,59.444256 -2012-08-29 13:00:00,59.373783 -2012-08-29 14:00:00,58.31974 -2012-08-29 15:00:00,61.94902 -2012-08-29 16:00:00,63.7504 -2012-08-29 17:00:00,61.761868 -2012-08-29 18:00:00,62.37519 -2012-08-29 19:00:00,55.172764 -2012-08-29 20:00:00,54.82759 -2012-08-29 21:00:00,55.006714 -2012-08-29 22:00:00,56.03979 -2012-08-29 23:00:00,54.949448 -2012-08-30 00:00:00,46.918484 -2012-08-30 01:00:00,52.021393 -2012-08-30 02:00:00,44.323677 -2012-08-30 03:00:00,44.323677 -2012-08-30 04:00:00,44.709633 -2012-08-30 05:00:00,45.659496 -2012-08-30 06:00:00,51.507713 -2012-08-30 07:00:00,51.237198 -2012-08-30 08:00:00,54.11237 -2012-08-30 09:00:00,57.531483 -2012-08-30 10:00:00,58.492085 -2012-08-30 11:00:00,65.94286 -2012-08-30 12:00:00,58.81139 -2012-08-30 13:00:00,57.682137 -2012-08-30 14:00:00,58.995003 -2012-08-30 15:00:00,61.893814 -2012-08-30 16:00:00,64.07547 -2012-08-30 17:00:00,58.670536 -2012-08-30 18:00:00,62.583855 -2012-08-30 19:00:00,59.998825 -2012-08-30 20:00:00,59.904312 -2012-08-30 21:00:00,58.410038 -2012-08-30 22:00:00,55.7947 -2012-08-30 23:00:00,56.51777 -2012-08-31 00:00:00,58.399635 -2012-08-31 01:00:00,58.69011 -2012-08-31 02:00:00,61.610237 -2012-08-31 03:00:00,60.14866 -2012-08-31 04:00:00,62.835884 -2012-08-31 05:00:00,64.34933 -2012-08-31 06:00:00,63.502155 -2012-08-31 07:00:00,64.65362 -2012-08-31 08:00:00,68.97809 -2012-08-31 09:00:00,68.591736 -2012-08-31 10:00:00,69.02356 -2012-08-31 11:00:00,70.03147 -2012-08-31 12:00:00,71.932236 -2012-08-31 13:00:00,71.11836 -2012-08-31 14:00:00,72.80592 -2012-08-31 15:00:00,72.346214 -2012-08-31 16:00:00,75.391235 -2012-08-31 17:00:00,82.53468 -2012-08-31 18:00:00,82.29324 -2012-08-31 19:00:00,102.33858 -2012-08-31 20:00:00,110.939896 -2012-08-31 21:00:00,111.112076 -2012-08-31 22:00:00,142.10887 -2012-08-31 23:00:00,173.34729 -2012-09-20 00:00:00,168.1117 -2012-09-20 01:00:00,179.91618 -2012-09-20 02:00:00,175.63264 -2012-09-20 03:00:00,180.62784 -2012-09-20 04:00:00,189.84076 -2012-09-20 05:00:00,196.51863 -2012-09-20 06:00:00,201.82643 -2012-09-20 07:00:00,209.57013 -2012-09-20 08:00:00,221.54126 -2012-09-20 09:00:00,256.77948 -2012-09-20 10:00:00,261.28018 -2012-09-20 11:00:00,263.53583 -2012-09-20 12:00:00,292.55832 -2012-09-20 13:00:00,296.42978 -2012-09-20 14:00:00,294.1109 -2012-09-20 15:00:00,295.43973 -2012-09-20 16:00:00,290.32153 -2012-09-20 17:00:00,295.95563 -2012-09-20 18:00:00,288.42072 -2012-09-20 19:00:00,288.28372 -2012-09-20 20:00:00,287.72098 -2012-09-20 21:00:00,285.0638 -2012-09-20 22:00:00,254.58447 -2012-09-20 23:00:00,256.58078 -2012-09-21 00:00:00,263.29218 -2012-09-21 01:00:00,263.6058 -2012-09-21 02:00:00,266.75357 -2012-09-21 03:00:00,253.91727 -2012-09-21 04:00:00,258.15726 -2012-09-21 05:00:00,264.26187 -2012-09-21 06:00:00,255.83875 -2012-09-21 07:00:00,266.54663 -2012-09-21 08:00:00,265.61856 -2012-09-21 09:00:00,276.56335 -2012-09-21 10:00:00,317.29968 -2012-09-21 11:00:00,314.7307 -2012-09-21 12:00:00,318.44275 -2012-09-21 13:00:00,323.59357 -2012-09-21 14:00:00,324.3432 -2012-09-21 15:00:00,323.5937 -2012-09-21 16:00:00,325.57404 -2012-09-21 17:00:00,322.9861 -2012-09-21 18:00:00,326.3118 -2012-09-21 19:00:00,315.01758 -2012-09-21 20:00:00,288.8059 -2012-09-21 21:00:00,282.8179 -2012-09-21 22:00:00,293.05823 -2012-09-21 23:00:00,283.202 -2012-09-22 00:00:00,326.5299 -2012-09-22 01:00:00,326.8865 -2012-09-22 02:00:00,337.4607 -2012-09-22 03:00:00,331.4857 -2012-09-22 04:00:00,331.4857 -2012-09-22 05:00:00,330.72742 -2012-09-22 06:00:00,334.74072 -2012-09-22 07:00:00,330.4094 -2012-09-22 08:00:00,329.04257 -2012-09-22 09:00:00,340.83282 -2012-09-22 10:00:00,351.33545 -2012-09-22 11:00:00,357.19397 -2012-09-22 12:00:00,356.94507 -2012-09-22 13:00:00,354.38983 -2012-09-22 14:00:00,359.23276 -2012-09-22 15:00:00,355.53412 -2012-09-22 16:00:00,356.07596 -2012-09-22 17:00:00,356.9149 -2012-09-22 18:00:00,358.3259 -2012-09-22 19:00:00,358.28915 -2012-09-22 20:00:00,359.22842 -2012-09-22 21:00:00,355.2704 -2012-09-22 22:00:00,355.48703 -2012-09-22 23:00:00,360.12677 -2012-09-23 00:00:00,362.50613 -2012-09-23 01:00:00,349.60248 -2012-09-23 02:00:00,352.83298 -2012-09-23 03:00:00,342.09308 -2012-09-23 04:00:00,338.46924 -2012-09-23 05:00:00,341.369 -2012-09-23 06:00:00,339.12524 -2012-09-23 07:00:00,348.10364 -2012-09-23 08:00:00,340.30475 -2012-09-23 09:00:00,348.28275 -2012-09-23 10:00:00,353.2935 -2012-09-23 11:00:00,356.38934 -2012-09-23 12:00:00,359.00638 -2012-09-23 13:00:00,363.2849 -2012-09-23 14:00:00,363.3146 -2012-09-23 15:00:00,363.4906 -2012-09-23 16:00:00,361.10385 -2012-09-23 17:00:00,364.14044 -2012-09-23 18:00:00,362.0239 -2012-09-23 19:00:00,359.25076 -2012-09-23 20:00:00,359.25076 -2012-09-23 21:00:00,348.36118 -2012-09-23 22:00:00,356.47992 -2012-09-23 23:00:00,342.68372 -2012-09-24 00:00:00,291.87585 -2012-09-24 01:00:00,278.52783 -2012-09-24 02:00:00,291.6073 -2012-09-24 03:00:00,292.25702 -2012-09-24 04:00:00,277.34467 -2012-09-24 05:00:00,290.9144 -2012-09-24 06:00:00,294.38422 -2012-09-24 07:00:00,278.59885 -2012-09-24 08:00:00,297.99316 -2012-09-24 09:00:00,301.52335 -2012-09-24 10:00:00,307.4466 -2012-09-24 11:00:00,315.85162 -2012-09-24 12:00:00,312.06506 -2012-09-24 13:00:00,313.41428 -2012-09-24 14:00:00,309.08417 -2012-09-24 15:00:00,309.6888 -2012-09-24 16:00:00,317.36914 -2012-09-24 17:00:00,313.44385 -2012-09-24 18:00:00,312.898 -2012-09-24 19:00:00,311.94067 -2012-09-24 20:00:00,298.3461 -2012-09-24 21:00:00,296.8032 -2012-09-24 22:00:00,301.30585 -2012-09-24 23:00:00,287.44507 -2012-09-25 00:00:00,281.51865 -2012-09-25 01:00:00,281.71948 -2012-09-25 02:00:00,279.61832 -2012-09-25 03:00:00,280.69257 -2012-09-25 04:00:00,283.2766 -2012-09-25 05:00:00,276.44675 -2012-09-25 06:00:00,274.51733 -2012-09-25 07:00:00,278.6985 -2012-09-25 08:00:00,278.9508 -2012-09-25 09:00:00,301.01907 -2012-09-25 10:00:00,251.43199 -2012-09-25 11:00:00,156.29456 -2012-09-25 12:00:00,71.032745 -2012-09-25 13:00:00,25.970352 -2012-09-25 14:00:00,30.562582 -2012-09-25 15:00:00,30.426346 -2012-09-25 16:00:00,31.117035 -2012-09-25 17:00:00,30.534084 -2012-09-25 18:00:00,28.383839 -2012-09-25 19:00:00,23.080757 -2012-09-25 20:00:00,25.114086 -2012-09-25 21:00:00,25.114086 -2012-09-25 22:00:00,24.346764 -2012-09-25 23:00:00,21.654507 -2012-09-26 00:00:00,19.989872 -2012-09-26 01:00:00,19.887398 -2012-09-26 02:00:00,14.501065 -2012-09-26 03:00:00,14.501065 -2012-09-26 04:00:00,12.17424 -2012-09-26 05:00:00,13.091305 -2012-09-26 06:00:00,11.875152 -2012-09-26 07:00:00,12.807287 -2012-09-26 08:00:00,12.099347 -2012-09-26 09:00:00,22.53773 -2012-09-26 10:00:00,13.704519 -2012-09-26 11:00:00,26.759315 -2012-09-26 12:00:00,26.320375 -2012-09-26 13:00:00,31.326557 -2012-09-26 14:00:00,27.86727 -2012-09-26 15:00:00,27.927189 -2012-09-26 16:00:00,28.291916 -2012-09-26 17:00:00,27.927189 -2012-09-26 18:00:00,26.537767 -2012-09-26 19:00:00,27.74601 -2012-09-26 20:00:00,18.98146 -2012-09-26 21:00:00,18.519579 -2012-09-26 22:00:00,16.456192 -2012-09-26 23:00:00,13.257747 -2012-09-27 00:00:00,16.360933 -2012-09-27 01:00:00,16.360933 -2012-09-27 02:00:00,16.360933 -2012-09-27 03:00:00,15.740677 -2012-09-27 04:00:00,12.212307 -2012-09-27 05:00:00,13.692558 -2012-09-27 06:00:00,11.953184 -2012-09-27 07:00:00,15.68513 -2012-09-27 08:00:00,17.785988 -2012-09-27 09:00:00,13.184006 -2012-09-27 10:00:00,24.171318 -2012-09-27 11:00:00,28.634842 -2012-09-27 12:00:00,20.79244 -2012-09-27 13:00:00,22.98401 -2012-09-27 14:00:00,22.71919 -2012-09-27 15:00:00,25.9132 -2012-09-27 16:00:00,30.813791 -2012-09-27 17:00:00,23.35988 -2012-09-27 18:00:00,18.346312 -2012-09-27 19:00:00,18.643417 -2012-09-27 20:00:00,22.98167 -2012-09-27 21:00:00,13.664983 -2012-09-27 22:00:00,13.664983 -2012-09-27 23:00:00,15.163282 -2012-09-28 00:00:00,14.160328 -2012-09-28 01:00:00,14.38685 -2012-09-28 02:00:00,13.894044 -2012-09-28 03:00:00,16.616919 -2012-09-28 04:00:00,14.086713 -2012-09-28 05:00:00,12.886488 -2012-09-28 06:00:00,13.199262 -2012-09-28 07:00:00,13.6026535 -2012-09-28 08:00:00,15.284355 -2012-09-28 09:00:00,16.933048 -2012-09-28 10:00:00,21.961952 -2012-09-28 11:00:00,16.178476 -2012-09-28 12:00:00,26.05218 -2012-09-28 13:00:00,25.537748 -2012-09-28 14:00:00,26.04987 -2012-09-28 15:00:00,26.667933 -2012-09-28 16:00:00,21.978958 -2012-09-28 17:00:00,27.262436 -2012-09-28 18:00:00,21.34716 -2012-09-28 19:00:00,27.095469 -2012-09-28 20:00:00,24.131662 -2012-09-28 21:00:00,22.618244 -2012-09-28 22:00:00,24.419697 -2012-09-28 23:00:00,15.916542 -2012-09-29 00:00:00,18.506985 -2012-09-29 01:00:00,18.506985 -2012-09-29 02:00:00,16.790712 -2012-09-29 03:00:00,14.925196 -2012-09-29 04:00:00,18.09974 -2012-09-29 05:00:00,14.930056 -2012-09-29 06:00:00,14.484084 -2012-09-29 07:00:00,11.195931 -2012-09-29 08:00:00,10.123623 -2012-09-29 09:00:00,14.9924555 -2012-09-29 10:00:00,16.45383 -2012-09-29 11:00:00,23.245363 -2012-09-29 12:00:00,30.824577 -2012-09-29 13:00:00,30.838444 -2012-09-29 14:00:00,31.820324 -2012-09-29 15:00:00,30.96977 -2012-09-29 16:00:00,31.121431 -2012-09-29 17:00:00,30.33139 -2012-09-29 18:00:00,25.45829 -2012-09-29 19:00:00,18.540531 -2012-09-29 20:00:00,17.297356 -2012-09-29 21:00:00,18.660433 -2012-09-29 22:00:00,14.2071705 -2012-09-29 23:00:00,16.138218 -2012-09-30 00:00:00,16.007866 -2012-09-30 01:00:00,15.984755 -2012-09-30 02:00:00,13.175344 -2012-09-30 03:00:00,12.307617 -2012-09-30 04:00:00,12.312241 -2012-09-30 05:00:00,12.485074 -2012-09-30 06:00:00,12.552645 -2012-09-30 07:00:00,13.054277 -2012-09-30 08:00:00,11.909426 -2012-09-30 09:00:00,17.688017 -2012-09-30 10:00:00,27.552094 -2012-09-30 11:00:00,32.38087 -2012-09-30 12:00:00,33.74486 -2012-09-30 13:00:00,33.994656 -2012-09-30 14:00:00,34.195568 -2012-09-30 15:00:00,37.30665 -2012-09-30 16:00:00,40.601837 -2012-09-30 17:00:00,39.694942 -2012-09-30 18:00:00,24.089071 -2012-09-30 19:00:00,19.411612 -2012-09-30 20:00:00,21.983095 -2012-09-30 21:00:00,25.185663 -2012-09-30 22:00:00,27.228855 -2012-09-30 23:00:00,27.407984 -2012-10-20 00:00:00,141.15324 -2012-10-20 01:00:00,151.5225 -2012-10-20 02:00:00,156.45453 -2012-10-20 03:00:00,161.45045 -2012-10-20 04:00:00,170.51953 -2012-10-20 05:00:00,162.65984 -2012-10-20 06:00:00,176.96364 -2012-10-20 07:00:00,168.71161 -2012-10-20 08:00:00,174.49095 -2012-10-20 09:00:00,190.17451 -2012-10-20 10:00:00,186.72482 -2012-10-20 11:00:00,188.843 -2012-10-20 12:00:00,196.99472 -2012-10-20 13:00:00,199.77382 -2012-10-20 14:00:00,202.23087 -2012-10-20 15:00:00,202.03458 -2012-10-20 16:00:00,199.79274 -2012-10-20 17:00:00,202.27536 -2012-10-20 18:00:00,202.4924 -2012-10-20 19:00:00,196.01996 -2012-10-20 20:00:00,200.33955 -2012-10-20 21:00:00,196.89807 -2012-10-20 22:00:00,196.57211 -2012-10-20 23:00:00,196.05464 -2012-10-21 00:00:00,198.84654 -2012-10-21 01:00:00,194.66284 -2012-10-21 02:00:00,192.10786 -2012-10-21 03:00:00,184.3188 -2012-10-21 04:00:00,184.83908 -2012-10-21 05:00:00,184.68208 -2012-10-21 06:00:00,193.09969 -2012-10-21 07:00:00,193.09969 -2012-10-21 08:00:00,189.45273 -2012-10-21 09:00:00,198.93346 -2012-10-21 10:00:00,198.96428 -2012-10-21 11:00:00,202.61096 -2012-10-21 12:00:00,204.47606 -2012-10-21 13:00:00,205.32483 -2012-10-21 14:00:00,206.33276 -2012-10-21 15:00:00,205.55562 -2012-10-21 16:00:00,204.2184 -2012-10-21 17:00:00,202.25717 -2012-10-21 18:00:00,204.84409 -2012-10-21 19:00:00,200.80136 -2012-10-21 20:00:00,196.94034 -2012-10-21 21:00:00,198.42273 -2012-10-21 22:00:00,197.29956 -2012-10-21 23:00:00,199.64316 -2012-10-22 00:00:00,189.49338 -2012-10-22 01:00:00,179.00931 -2012-10-22 02:00:00,179.87132 -2012-10-22 03:00:00,189.23685 -2012-10-22 04:00:00,177.37349 -2012-10-22 05:00:00,148.36826 -2012-10-22 06:00:00,153.11655 -2012-10-22 07:00:00,177.1373 -2012-10-22 08:00:00,189.90163 -2012-10-22 09:00:00,197.79013 -2012-10-22 10:00:00,198.37769 -2012-10-22 11:00:00,201.96255 -2012-10-22 12:00:00,199.63962 -2012-10-22 13:00:00,198.90236 -2012-10-22 14:00:00,197.8349 -2012-10-22 15:00:00,199.26976 -2012-10-22 16:00:00,199.54315 -2012-10-22 17:00:00,199.35141 -2012-10-22 18:00:00,192.4343 -2012-10-22 19:00:00,192.0674 -2012-10-22 20:00:00,197.01785 -2012-10-22 21:00:00,195.8261 -2012-10-22 22:00:00,186.1771 -2012-10-22 23:00:00,186.67561 -2012-10-23 00:00:00,188.32217 -2012-10-23 01:00:00,191.37688 -2012-10-23 02:00:00,182.67722 -2012-10-23 03:00:00,190.67218 -2012-10-23 04:00:00,191.94315 -2012-10-23 05:00:00,193.42862 -2012-10-23 06:00:00,177.63097 -2012-10-23 07:00:00,193.60579 -2012-10-23 08:00:00,196.28394 -2012-10-23 09:00:00,197.42667 -2012-10-23 10:00:00,200.71768 -2012-10-23 11:00:00,203.22757 -2012-10-23 12:00:00,197.80382 -2012-10-23 13:00:00,200.62364 -2012-10-23 14:00:00,200.49721 -2012-10-23 15:00:00,199.34422 -2012-10-23 16:00:00,201.88795 -2012-10-23 17:00:00,204.40167 -2012-10-23 18:00:00,201.67372 -2012-10-23 19:00:00,201.86195 -2012-10-23 20:00:00,201.32306 -2012-10-23 21:00:00,203.38188 -2012-10-23 22:00:00,202.20015 -2012-10-23 23:00:00,200.72516 -2012-10-24 00:00:00,200.28148 -2012-10-24 01:00:00,199.87033 -2012-10-24 02:00:00,199.87033 -2012-10-24 03:00:00,192.17076 -2012-10-24 04:00:00,192.17076 -2012-10-24 05:00:00,190.33794 -2012-10-24 06:00:00,185.89871 -2012-10-24 07:00:00,186.34128 -2012-10-24 08:00:00,189.21535 -2012-10-24 09:00:00,195.45746 -2012-10-24 10:00:00,196.7999 -2012-10-24 11:00:00,198.45012 -2012-10-24 12:00:00,204.24298 -2012-10-24 13:00:00,203.20457 -2012-10-24 14:00:00,199.7518 -2012-10-24 15:00:00,204.18272 -2012-10-24 16:00:00,201.78343 -2012-10-24 17:00:00,202.44925 -2012-10-24 18:00:00,201.96869 -2012-10-24 19:00:00,199.47093 -2012-10-24 20:00:00,204.82024 -2012-10-24 21:00:00,204.80405 -2012-10-24 22:00:00,201.31953 -2012-10-24 23:00:00,201.52275 -2012-10-25 00:00:00,202.3448 -2012-10-25 01:00:00,203.65898 -2012-10-25 02:00:00,199.16774 -2012-10-25 03:00:00,192.0897 -2012-10-25 04:00:00,189.53658 -2012-10-25 05:00:00,191.63077 -2012-10-25 06:00:00,191.21484 -2012-10-25 07:00:00,191.21484 -2012-10-25 08:00:00,193.99078 -2012-10-25 09:00:00,193.33998 -2012-10-25 10:00:00,194.91093 -2012-10-25 11:00:00,193.53665 -2012-10-25 12:00:00,194.02167 -2012-10-25 13:00:00,196.50938 -2012-10-25 14:00:00,206.89894 -2012-10-25 15:00:00,204.42967 -2012-10-25 16:00:00,204.95638 -2012-10-25 17:00:00,204.95638 -2012-10-25 18:00:00,194.25797 -2012-10-25 19:00:00,194.75691 -2012-10-25 20:00:00,192.09337 -2012-10-25 21:00:00,192.3083 -2012-10-25 22:00:00,146.06238 -2012-10-25 23:00:00,111.3685 -2012-10-26 00:00:00,78.31492 -2012-10-26 01:00:00,33.371338 -2012-10-26 02:00:00,16.038012 -2012-10-26 03:00:00,16.321667 -2012-10-26 04:00:00,16.321667 -2012-10-26 05:00:00,16.038012 -2012-10-26 06:00:00,15.887079 -2012-10-26 07:00:00,16.038012 -2012-10-26 08:00:00,16.68906 -2012-10-26 09:00:00,16.68906 -2012-10-26 10:00:00,16.392597 -2012-10-26 11:00:00,18.287058 -2012-10-26 12:00:00,18.840395 -2012-10-26 13:00:00,25.508068 -2012-10-26 14:00:00,30.486235 -2012-10-26 15:00:00,35.84517 -2012-10-26 16:00:00,21.856632 -2012-10-26 17:00:00,18.499191 -2012-10-26 18:00:00,18.566923 -2012-10-26 19:00:00,17.209385 -2012-10-26 20:00:00,17.209385 -2012-10-26 21:00:00,20.233612 -2012-10-26 22:00:00,16.98971 -2012-10-26 23:00:00,17.859911 -2012-10-27 00:00:00,18.154072 -2012-10-27 01:00:00,18.588097 -2012-10-27 02:00:00,18.521528 -2012-10-27 03:00:00,18.03992 -2012-10-27 04:00:00,18.515741 -2012-10-27 05:00:00,19.408714 -2012-10-27 06:00:00,19.408714 -2012-10-27 07:00:00,18.043556 -2012-10-27 08:00:00,19.809795 -2012-10-27 09:00:00,19.809795 -2012-10-27 10:00:00,22.256025 -2012-10-27 11:00:00,27.741709 -2012-10-27 12:00:00,33.211155 -2012-10-27 13:00:00,34.484684 -2012-10-27 14:00:00,30.939846 -2012-10-27 15:00:00,30.484058 -2012-10-27 16:00:00,27.550564 -2012-10-27 17:00:00,27.550564 -2012-10-27 18:00:00,27.550564 -2012-10-27 19:00:00,22.352943 -2012-10-27 20:00:00,22.352943 -2012-10-27 21:00:00,22.359848 -2012-10-27 22:00:00,22.873882 -2012-10-27 23:00:00,26.172964 -2012-10-28 00:00:00,24.394588 -2012-10-28 01:00:00,23.924557 -2012-10-28 02:00:00,24.69654 -2012-10-28 03:00:00,25.530281 -2012-10-28 04:00:00,26.500044 -2012-10-28 05:00:00,27.10545 -2012-10-28 06:00:00,27.47757 -2012-10-28 07:00:00,28.205208 -2012-10-28 08:00:00,31.483507 -2012-10-28 09:00:00,27.72861 -2012-10-28 10:00:00,27.432188 -2012-10-28 11:00:00,29.0699 -2012-10-28 12:00:00,27.341682 -2012-10-28 13:00:00,26.719818 -2012-10-28 14:00:00,28.245779 -2012-10-28 15:00:00,26.449226 -2012-10-28 16:00:00,23.911236 -2012-10-28 17:00:00,22.31144 -2012-10-28 18:00:00,20.775593 -2012-10-28 19:00:00,19.627401 -2012-10-28 20:00:00,19.607077 -2012-10-28 21:00:00,20.550894 -2012-10-28 22:00:00,19.5464 -2012-10-28 23:00:00,19.627401 -2012-10-29 00:00:00,15.493675 -2012-10-30 13:00:00,14.3706255 -2012-10-30 14:00:00,14.359071 -2012-10-30 15:00:00,14.579276 -2012-10-30 16:00:00,14.579276 -2012-10-30 17:00:00,16.005428 -2012-10-30 18:00:00,15.169706 -2012-10-30 19:00:00,18.94973 -2012-10-30 20:00:00,14.553937 -2012-10-30 21:00:00,13.949876 -2012-10-30 22:00:00,14.173351 -2012-10-30 23:00:00,14.173351 -2012-10-31 00:00:00,13.471332 -2012-10-31 01:00:00,14.326789 -2012-10-31 02:00:00,14.154161 -2012-10-31 03:00:00,13.909911 -2012-10-31 04:00:00,13.52655 -2012-10-31 05:00:00,14.467884 -2012-10-31 06:00:00,14.377255 -2012-10-31 07:00:00,14.534914 -2012-10-31 08:00:00,15.3018055 -2012-10-31 09:00:00,15.675004 -2012-10-31 10:00:00,16.125946 -2012-10-31 11:00:00,16.030529 -2012-10-31 12:00:00,24.500237 -2012-10-31 13:00:00,23.09261 -2012-10-31 14:00:00,23.658047 -2012-10-31 15:00:00,24.489088 -2012-10-31 16:00:00,23.419247 -2012-10-31 17:00:00,22.289093 -2012-10-31 18:00:00,22.357708 -2012-10-31 19:00:00,24.243761 -2012-10-31 20:00:00,25.96579 -2012-10-31 21:00:00,30.631226 -2012-10-31 22:00:00,30.04592 -2012-10-31 23:00:00,32.573933 -2012-11-20 00:00:00,69.65701 -2012-11-20 01:00:00,93.111465 -2012-11-20 02:00:00,121.69335 -2012-11-20 03:00:00,132.9486 -2012-11-20 04:00:00,138.22981 -2012-11-20 05:00:00,139.52946 -2012-11-20 06:00:00,145.315 -2012-11-20 07:00:00,133.18262 -2012-11-20 08:00:00,146.0 -2012-11-20 09:00:00,175.30406 -2012-11-20 10:00:00,190.40541 -2012-11-20 11:00:00,197.15265 -2012-11-20 12:00:00,203.04721 -2012-11-20 13:00:00,194.90117 -2012-11-20 14:00:00,197.6767 -2012-11-20 15:00:00,204.30235 -2012-11-20 16:00:00,202.72285 -2012-11-20 17:00:00,189.41544 -2012-11-20 18:00:00,194.59384 -2012-11-20 19:00:00,200.8735 -2012-11-20 20:00:00,184.48157 -2012-11-20 21:00:00,173.80489 -2012-11-20 22:00:00,174.95767 -2012-11-20 23:00:00,152.60324 -2012-11-21 00:00:00,154.81236 -2012-11-21 01:00:00,166.2401 -2012-11-21 02:00:00,156.04378 -2012-11-21 03:00:00,156.06157 -2012-11-21 04:00:00,155.95062 -2012-11-21 05:00:00,155.52982 -2012-11-21 06:00:00,147.35652 -2012-11-21 07:00:00,148.42332 -2012-11-21 08:00:00,150.02367 -2012-11-21 09:00:00,164.1871 -2012-11-21 10:00:00,212.41042 -2012-11-21 11:00:00,217.05988 -2012-11-21 12:00:00,216.94 -2012-11-21 13:00:00,217.90115 -2012-11-21 14:00:00,216.5111 -2012-11-21 15:00:00,212.42683 -2012-11-21 16:00:00,214.87344 -2012-11-21 17:00:00,219.2092 -2012-11-21 18:00:00,216.41057 -2012-11-21 19:00:00,216.61066 -2012-11-21 20:00:00,207.40872 -2012-11-21 21:00:00,215.79427 -2012-11-21 22:00:00,214.23448 -2012-11-21 23:00:00,206.56853 -2012-11-22 00:00:00,195.9921 -2012-11-22 01:00:00,183.95715 -2012-11-22 02:00:00,181.61375 -2012-11-22 03:00:00,179.43262 -2012-11-22 04:00:00,183.18256 -2012-11-22 05:00:00,179.43329 -2012-11-22 06:00:00,179.17232 -2012-11-22 07:00:00,187.26994 -2012-11-22 08:00:00,187.77333 -2012-11-22 09:00:00,193.06268 -2012-11-22 10:00:00,214.36478 -2012-11-22 11:00:00,219.84407 -2012-11-22 12:00:00,219.42265 -2012-11-22 13:00:00,223.0893 -2012-11-22 14:00:00,222.15622 -2012-11-22 15:00:00,221.41203 -2012-11-22 16:00:00,221.30864 -2012-11-22 17:00:00,218.68668 -2012-11-22 18:00:00,220.07887 -2012-11-22 19:00:00,207.77283 -2012-11-22 20:00:00,202.42175 -2012-11-22 21:00:00,215.94641 -2012-11-22 22:00:00,222.06747 -2012-11-22 23:00:00,196.09431 -2012-11-23 00:00:00,193.08871 -2012-11-23 01:00:00,194.17508 -2012-11-23 02:00:00,190.3194 -2012-11-23 03:00:00,188.83958 -2012-11-23 04:00:00,183.66783 -2012-11-23 05:00:00,192.8392 -2012-11-23 06:00:00,192.8392 -2012-11-23 07:00:00,192.8392 -2012-11-23 08:00:00,176.35323 -2012-11-23 09:00:00,190.63579 -2012-11-23 10:00:00,218.90863 -2012-11-23 11:00:00,220.71884 -2012-11-23 12:00:00,222.91792 -2012-11-23 13:00:00,226.0676 -2012-11-23 14:00:00,226.37872 -2012-11-23 15:00:00,222.6096 -2012-11-23 16:00:00,218.91928 -2012-11-23 17:00:00,218.47182 -2012-11-23 18:00:00,216.13696 -2012-11-23 19:00:00,219.77554 -2012-11-23 20:00:00,216.38045 -2012-11-23 21:00:00,221.32796 -2012-11-23 22:00:00,233.89658 -2012-11-23 23:00:00,226.37 -2012-11-24 00:00:00,222.78119 -2012-11-24 01:00:00,222.37257 -2012-11-24 02:00:00,230.72296 -2012-11-24 03:00:00,221.23727 -2012-11-24 04:00:00,219.64207 -2012-11-24 05:00:00,217.83234 -2012-11-24 06:00:00,228.72772 -2012-11-24 07:00:00,219.8574 -2012-11-24 08:00:00,219.93584 -2012-11-24 09:00:00,220.53287 -2012-11-24 10:00:00,221.94861 -2012-11-24 11:00:00,222.31935 -2012-11-24 12:00:00,232.66612 -2012-11-24 13:00:00,225.46297 -2012-11-24 14:00:00,226.82559 -2012-11-24 15:00:00,224.7887 -2012-11-24 16:00:00,223.52844 -2012-11-24 17:00:00,219.06293 -2012-11-24 18:00:00,222.03867 -2012-11-24 19:00:00,218.86539 -2012-11-24 20:00:00,231.61475 -2012-11-24 21:00:00,232.80658 -2012-11-24 22:00:00,229.9738 -2012-11-24 23:00:00,232.85425 -2012-11-25 00:00:00,229.17204 -2012-11-25 01:00:00,229.79274 -2012-11-25 02:00:00,220.29486 -2012-11-25 03:00:00,222.35242 -2012-11-25 04:00:00,222.35242 -2012-11-25 05:00:00,228.55151 -2012-11-25 06:00:00,221.20372 -2012-11-25 07:00:00,227.25 -2012-11-25 08:00:00,231.60922 -2012-11-25 09:00:00,223.51306 -2012-11-25 10:00:00,139.2809 -2012-11-25 11:00:00,106.97144 -2012-11-25 12:00:00,80.133385 -2012-11-25 13:00:00,57.52181 -2012-11-25 14:00:00,40.526104 -2012-11-25 15:00:00,43.14638 -2012-11-25 16:00:00,42.96071 -2012-11-25 17:00:00,43.994953 -2012-11-25 18:00:00,42.101875 -2012-11-25 19:00:00,45.38725 -2012-11-25 20:00:00,47.02512 -2012-11-25 21:00:00,45.27172 -2012-11-25 22:00:00,47.02512 -2012-11-25 23:00:00,44.516823 -2012-11-26 00:00:00,38.053066 -2012-11-26 01:00:00,39.64621 -2012-11-26 02:00:00,39.64621 -2012-11-26 03:00:00,39.64621 -2012-11-26 04:00:00,38.053066 -2012-11-26 05:00:00,33.56155 -2012-11-26 06:00:00,38.053066 -2012-11-26 07:00:00,37.78416 -2012-11-26 08:00:00,37.78416 -2012-11-26 09:00:00,37.135708 -2012-11-26 10:00:00,39.651253 -2012-11-26 11:00:00,40.686283 -2012-11-26 12:00:00,43.175453 -2012-11-26 13:00:00,43.175453 -2012-11-26 14:00:00,44.61023 -2012-11-26 15:00:00,42.84232 -2012-11-26 16:00:00,46.072544 -2012-11-26 17:00:00,43.090714 -2012-11-26 18:00:00,37.725876 -2012-11-26 19:00:00,41.075314 -2012-11-26 20:00:00,38.853622 -2012-11-26 21:00:00,38.853622 -2012-11-26 22:00:00,37.02504 -2012-11-26 23:00:00,35.031826 -2012-11-27 00:00:00,34.740055 -2012-11-27 01:00:00,33.437374 -2012-11-27 02:00:00,32.203487 -2012-11-27 03:00:00,35.905 -2012-11-27 04:00:00,37.58081 -2012-11-27 05:00:00,32.512726 -2012-11-27 06:00:00,33.307697 -2012-11-27 07:00:00,35.840973 -2012-11-27 08:00:00,35.09055 -2012-11-27 09:00:00,34.15884 -2012-11-27 10:00:00,36.33257 -2012-11-27 11:00:00,36.188686 -2012-11-27 12:00:00,35.861588 -2012-11-27 13:00:00,36.99191 -2012-11-27 14:00:00,37.1128 -2012-11-27 15:00:00,37.072132 -2012-11-27 16:00:00,37.77459 -2012-11-27 17:00:00,37.38889 -2012-11-27 18:00:00,35.84419 -2012-11-27 19:00:00,39.058205 -2012-11-27 20:00:00,38.674366 -2012-11-27 21:00:00,39.97074 -2012-11-27 22:00:00,39.894665 -2012-11-27 23:00:00,42.145874 -2012-11-28 00:00:00,41.92093 -2012-11-28 01:00:00,44.503014 -2012-11-28 02:00:00,47.149414 -2012-11-28 03:00:00,47.21885 -2012-11-28 04:00:00,47.057148 -2012-11-28 05:00:00,41.62764 -2012-11-28 06:00:00,39.089855 -2012-11-28 07:00:00,41.813602 -2012-11-28 08:00:00,41.568108 -2012-11-28 09:00:00,39.717194 -2012-11-28 10:00:00,45.20626 -2012-11-28 11:00:00,46.45953 -2012-11-28 12:00:00,45.918278 -2012-11-28 13:00:00,46.26234 -2012-11-28 14:00:00,49.305965 -2012-11-28 15:00:00,49.651344 -2012-11-28 16:00:00,47.394844 -2012-11-28 17:00:00,46.795662 -2012-11-28 18:00:00,47.151917 -2012-11-28 19:00:00,46.44064 -2012-11-28 20:00:00,47.066643 -2012-11-28 21:00:00,45.44427 -2012-11-28 22:00:00,43.96837 -2012-11-28 23:00:00,41.89366 -2012-11-29 00:00:00,41.624027 -2012-11-29 01:00:00,45.24391 -2012-11-29 02:00:00,49.661484 -2012-11-29 04:00:00,44.045593 -2012-11-29 05:00:00,48.448273 -2012-11-29 06:00:00,46.92291 -2012-11-29 07:00:00,47.435944 -2012-11-29 08:00:00,40.07375 -2012-11-29 09:00:00,44.05194 -2012-11-29 10:00:00,43.092796 -2012-11-29 11:00:00,49.01984 -2012-11-29 12:00:00,49.134365 -2012-11-29 13:00:00,49.082657 -2012-11-29 14:00:00,47.070568 -2012-11-29 15:00:00,47.518482 -2012-11-29 16:00:00,49.170433 -2012-11-29 17:00:00,48.551888 -2012-11-29 18:00:00,46.724052 -2012-11-29 19:00:00,41.467472 -2012-11-29 20:00:00,41.146923 -2012-11-29 21:00:00,40.749565 -2012-11-29 22:00:00,46.28218 -2012-11-29 23:00:00,42.50293 -2012-11-30 00:00:00,39.81075 -2012-11-30 01:00:00,48.156345 -2012-11-30 02:00:00,51.596024 -2012-11-30 03:00:00,51.824165 -2012-11-30 04:00:00,50.97306 -2012-11-30 05:00:00,55.925232 -2012-11-30 06:00:00,46.868446 -2012-11-30 07:00:00,56.494957 -2012-11-30 08:00:00,57.347435 -2012-11-30 09:00:00,57.01181 -2012-11-30 10:00:00,57.172825 -2012-11-30 11:00:00,49.77206 -2012-11-30 12:00:00,49.02069 -2012-11-30 13:00:00,59.105278 -2012-11-30 14:00:00,55.298454 -2012-11-30 15:00:00,62.02161 -2012-11-30 16:00:00,62.417747 -2012-11-30 17:00:00,55.145016 -2012-11-30 18:00:00,55.498943 -2012-11-30 19:00:00,61.936565 -2012-11-30 20:00:00,63.493355 -2012-11-30 21:00:00,68.63742 -2012-11-30 22:00:00,88.491356 -2012-11-30 23:00:00,92.0249 -2012-12-20 00:00:00,82.47243 -2012-12-20 01:00:00,124.16885 -2012-12-20 02:00:00,135.81023 -2012-12-20 03:00:00,137.24948 -2012-12-20 04:00:00,141.03535 -2012-12-20 05:00:00,131.98239 -2012-12-20 06:00:00,144.56815 -2012-12-20 07:00:00,142.99083 -2012-12-20 08:00:00,143.29678 -2012-12-20 09:00:00,143.41586 -2012-12-20 10:00:00,145.96121 -2012-12-20 11:00:00,167.2908 -2012-12-20 12:00:00,158.36769 -2012-12-20 13:00:00,167.7094 -2012-12-20 14:00:00,157.47588 -2012-12-20 15:00:00,168.29866 -2012-12-20 16:00:00,177.46362 -2012-12-20 17:00:00,146.3483 -2012-12-20 18:00:00,147.54965 -2012-12-20 19:00:00,138.57661 -2012-12-20 20:00:00,137.427 -2012-12-20 21:00:00,137.72333 -2012-12-20 22:00:00,143.49901 -2012-12-20 23:00:00,170.00261 -2012-12-21 00:00:00,160.2127 -2012-12-21 01:00:00,158.832 -2012-12-21 02:00:00,159.36034 -2012-12-21 03:00:00,159.54512 -2012-12-21 04:00:00,166.39247 -2012-12-21 05:00:00,172.24377 -2012-12-21 06:00:00,174.93137 -2012-12-21 07:00:00,170.43652 -2012-12-21 08:00:00,172.37733 -2012-12-21 09:00:00,175.70488 -2012-12-21 10:00:00,178.88777 -2012-12-21 11:00:00,176.58504 -2012-12-21 12:00:00,177.07616 -2012-12-21 13:00:00,178.2649 -2012-12-21 14:00:00,179.49956 -2012-12-21 15:00:00,171.70123 -2012-12-21 16:00:00,176.36412 -2012-12-21 17:00:00,163.8408 -2012-12-21 18:00:00,162.54378 -2012-12-21 19:00:00,173.22652 -2012-12-21 20:00:00,172.29314 -2012-12-21 21:00:00,175.90472 -2012-12-21 22:00:00,173.70079 -2012-12-21 23:00:00,163.90263 -2012-12-22 00:00:00,175.57397 -2012-12-22 01:00:00,176.82915 -2012-12-22 02:00:00,173.84273 -2012-12-22 03:00:00,172.38795 -2012-12-22 04:00:00,166.71399 -2012-12-22 05:00:00,174.54369 -2012-12-22 06:00:00,177.77527 -2012-12-22 07:00:00,177.77527 -2012-12-22 08:00:00,179.72794 -2012-12-22 09:00:00,175.21315 -2012-12-22 10:00:00,174.16016 -2012-12-22 11:00:00,177.09755 -2012-12-22 12:00:00,181.42958 -2012-12-22 13:00:00,179.85704 -2012-12-22 14:00:00,180.37764 -2012-12-22 15:00:00,182.51752 -2012-12-22 16:00:00,180.10645 -2012-12-22 17:00:00,177.15427 -2012-12-22 18:00:00,176.80339 -2012-12-22 19:00:00,171.60158 -2012-12-22 20:00:00,169.27878 -2012-12-22 21:00:00,161.0152 -2012-12-22 22:00:00,161.0152 -2012-12-22 23:00:00,160.86594 -2012-12-23 00:00:00,165.55232 -2012-12-23 01:00:00,162.7959 -2012-12-23 02:00:00,156.76605 -2012-12-23 03:00:00,158.71251 -2012-12-23 04:00:00,159.90533 -2012-12-23 05:00:00,169.42207 -2012-12-23 06:00:00,163.96011 -2012-12-23 07:00:00,163.96011 -2012-12-23 08:00:00,158.95743 -2012-12-23 09:00:00,169.05896 -2012-12-23 10:00:00,160.64435 -2012-12-23 11:00:00,165.68686 -2012-12-23 12:00:00,175.54837 -2012-12-23 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17:00:00,162.7074 -2011-01-20 18:00:00,148.04065 -2011-01-20 19:00:00,89.853485 -2011-01-20 20:00:00,69.34737 -2011-01-20 21:00:00,57.94253 -2011-01-20 22:00:00,43.89836 -2011-01-20 23:00:00,30.058102 -2011-01-21 00:00:00,18.472942 -2011-01-21 01:00:00,13.768049 -2011-01-21 02:00:00,11.580988 -2011-01-21 03:00:00,10.167067 -2011-01-21 04:00:00,9.244505 -2011-01-21 05:00:00,9.408722 -2011-01-21 06:00:00,30.57003 -2011-01-21 07:00:00,68.85716 -2011-01-21 08:00:00,183.96509 -2011-01-21 09:00:00,95.638504 -2011-01-21 10:00:00,47.228188 -2011-01-21 11:00:00,56.201515 -2011-01-21 12:00:00,62.27323 -2011-01-21 13:00:00,54.07486 -2011-01-21 14:00:00,55.47537 -2011-01-21 15:00:00,57.816284 -2011-01-21 16:00:00,73.39379 -2011-01-21 17:00:00,132.4003 -2011-01-21 18:00:00,114.35951 -2011-01-21 19:00:00,74.22578 -2011-01-21 20:00:00,54.50231 -2011-01-21 21:00:00,46.604534 -2011-01-21 22:00:00,41.632145 -2011-01-21 23:00:00,32.27066 -2011-01-22 00:00:00,30.371052 -2011-01-22 01:00:00,23.449753 -2011-01-22 02:00:00,18.784748 -2011-01-22 03:00:00,13.014555 -2011-01-22 04:00:00,10.095505 -2011-01-22 06:00:00,10.464856 -2011-01-22 07:00:00,17.794352 -2011-01-22 08:00:00,26.9888 -2011-01-22 09:00:00,33.92645 -2011-01-22 10:00:00,53.331154 -2011-01-22 11:00:00,61.93116 -2011-01-22 12:00:00,79.2272 -2011-01-22 13:00:00,80.73456 -2011-01-22 14:00:00,78.41316 -2011-01-22 15:00:00,79.88208 -2011-01-22 16:00:00,78.294754 -2011-01-22 17:00:00,73.60098 -2011-01-22 18:00:00,59.240562 -2011-01-22 19:00:00,49.832527 -2011-01-22 20:00:00,41.382313 -2011-01-22 21:00:00,36.8231 -2011-01-22 22:00:00,37.139473 -2011-01-22 23:00:00,31.348473 -2011-01-23 00:00:00,35.887337 -2011-01-23 01:00:00,27.98608 -2011-01-23 02:00:00,20.902103 -2011-01-23 03:00:00,15.7136 -2011-01-23 05:00:00,10.432574 -2011-01-23 06:00:00,10.645244 -2011-01-23 07:00:00,14.990036 -2011-01-23 08:00:00,21.986465 -2011-01-23 09:00:00,31.391975 -2011-01-23 10:00:00,53.968513 -2011-01-23 11:00:00,63.669598 -2011-01-23 12:00:00,74.742966 -2011-01-23 13:00:00,81.40414 -2011-01-23 14:00:00,74.86771 -2011-01-23 15:00:00,76.81935 -2011-01-23 16:00:00,72.851234 -2011-01-23 17:00:00,65.15021 -2011-01-23 18:00:00,57.160316 -2011-01-23 19:00:00,47.175377 -2011-01-23 20:00:00,37.03636 -2011-01-23 21:00:00,33.96259 -2011-01-23 22:00:00,29.77514 -2011-01-23 23:00:00,22.311668 -2011-01-24 00:00:00,16.29811 -2011-01-24 01:00:00,12.4001665 -2011-01-24 03:00:00,9.60778 -2011-01-24 04:00:00,8.138795 -2011-01-24 05:00:00,9.097704 -2011-01-24 06:00:00,24.597023 -2011-01-24 07:00:00,56.548943 -2011-01-24 08:00:00,156.50645 -2011-01-24 09:00:00,80.425606 -2011-01-24 10:00:00,35.94136 -2011-01-24 11:00:00,38.918068 -2011-01-24 12:00:00,53.682755 -2011-01-24 13:00:00,51.98957 -2011-01-24 14:00:00,42.771225 -2011-01-24 15:00:00,52.36586 -2011-01-24 16:00:00,64.41316 -2011-01-24 17:00:00,134.47386 -2011-01-24 18:00:00,127.89517 -2011-01-24 19:00:00,87.17912 -2011-01-24 20:00:00,62.696045 -2011-01-24 21:00:00,46.94149 -2011-01-24 22:00:00,32.753464 -2011-01-24 23:00:00,20.604717 -2011-01-25 00:00:00,15.758404 -2011-01-25 01:00:00,13.342283 -2011-01-25 02:00:00,11.786666 -2011-01-25 04:00:00,8.9487915 -2011-01-25 05:00:00,9.768927 -2011-01-25 06:00:00,26.647161 -2011-01-25 07:00:00,66.897026 -2011-01-25 08:00:00,171.05429 -2011-01-25 09:00:00,89.33525 -2011-01-25 10:00:00,45.836853 -2011-01-25 11:00:00,50.491806 -2011-01-25 12:00:00,65.84834 -2011-01-25 13:00:00,64.75728 -2011-01-25 14:00:00,57.41938 -2011-01-25 15:00:00,61.723824 -2011-01-25 16:00:00,77.43721 -2011-01-25 17:00:00,169.20013 -2011-01-25 18:00:00,160.98813 -2011-01-25 19:00:00,94.60878 -2011-01-25 20:00:00,70.361404 -2011-01-25 21:00:00,57.025955 -2011-01-25 22:00:00,38.17142 -2011-01-25 23:00:00,19.051678 -2011-01-26 00:00:00,8.490683 -2011-01-26 01:00:00,5.7556095 -2011-01-26 02:00:00,3.3530524 -2011-01-26 05:00:00,1.960539 -2011-01-26 06:00:00,10.939331 -2011-01-26 07:00:00,34.395683 -2011-01-26 08:00:00,84.58434 -2011-01-26 09:00:00,48.75608 -2011-01-26 10:00:00,23.391752 -2011-01-26 11:00:00,23.935682 -2011-01-26 12:00:00,26.752388 -2011-01-26 13:00:00,26.62492 -2011-01-26 14:00:00,22.746696 -2011-01-26 15:00:00,22.270874 -2011-01-26 16:00:00,33.136154 -2011-01-26 17:00:00,56.73957 -2011-01-27 16:00:00,58.16362 -2011-01-27 17:00:00,124.39944 -2011-01-27 18:00:00,111.36931 -2011-01-27 19:00:00,72.22198 -2011-01-27 20:00:00,56.543343 -2011-01-27 21:00:00,45.860226 -2011-01-27 22:00:00,36.932022 -2011-01-27 23:00:00,23.746643 -2011-01-28 00:00:00,10.055366 -2011-01-28 01:00:00,6.4001207 -2011-01-28 02:00:00,4.991176 -2011-01-28 03:00:00,3.8370376 -2011-01-28 05:00:00,4.386533 -2011-01-28 06:00:00,21.415684 -2011-01-28 07:00:00,55.973305 -2011-01-28 08:00:00,154.48148 -2011-01-28 09:00:00,59.739883 -2011-01-28 10:00:00,32.449635 -2011-01-28 11:00:00,33.465107 -2011-01-28 12:00:00,39.173912 -2011-01-28 13:00:00,38.452885 -2011-01-28 14:00:00,29.880245 -2011-01-28 15:00:00,42.99958 -2011-01-28 16:00:00,56.85384 -2011-01-28 17:00:00,123.362915 -2011-01-28 18:00:00,99.69805 -2011-01-28 19:00:00,70.709 -2011-01-28 20:00:00,50.719215 -2011-01-28 21:00:00,42.247 -2011-01-28 22:00:00,38.149643 -2011-01-28 23:00:00,29.677132 -2011-01-29 00:00:00,25.196434 -2011-01-29 01:00:00,18.433758 -2011-01-29 02:00:00,12.775078 -2011-01-29 03:00:00,7.934664 -2011-01-29 04:00:00,4.165337 -2011-01-29 06:00:00,4.281049 -2011-01-29 07:00:00,8.693666 -2011-01-29 08:00:00,16.688667 -2011-01-29 09:00:00,34.296585 -2011-01-29 10:00:00,48.042107 -2011-01-29 11:00:00,53.829185 -2011-01-29 12:00:00,70.36853 -2011-01-29 13:00:00,70.37253 -2011-01-29 14:00:00,65.34108 -2011-01-29 15:00:00,68.583115 -2011-01-29 16:00:00,68.13939 -2011-01-29 17:00:00,62.61653 -2011-01-29 18:00:00,53.30555 -2011-01-29 19:00:00,47.30667 -2011-01-29 20:00:00,39.311554 -2011-01-29 21:00:00,32.65779 -2011-01-29 22:00:00,30.402279 -2011-01-29 23:00:00,24.250143 -2011-01-30 00:00:00,27.658813 -2011-01-30 01:00:00,24.448685 -2011-01-30 02:00:00,16.375671 -2011-01-30 03:00:00,9.131787 -2011-01-30 04:00:00,4.0368743 -2011-01-30 05:00:00,4.1552186 -2011-01-30 07:00:00,7.9974747 -2011-01-30 08:00:00,14.952121 -2011-01-30 09:00:00,26.536945 -2011-01-30 10:00:00,48.15647 -2011-01-30 11:00:00,58.974922 -2011-01-30 12:00:00,76.35332 -2011-01-30 13:00:00,74.035446 -2011-01-30 14:00:00,72.62807 -2011-01-30 15:00:00,75.23547 -2011-01-30 16:00:00,73.51661 -2011-01-30 17:00:00,64.40556 -2011-01-30 18:00:00,52.193695 -2011-01-30 19:00:00,44.03772 -2011-01-30 20:00:00,34.458584 -2011-01-30 21:00:00,28.66432 -2011-01-30 22:00:00,25.592949 -2011-01-30 23:00:00,14.287928 -2011-01-31 00:00:00,8.311013 -2011-01-31 01:00:00,4.9824204 -2011-01-31 02:00:00,4.079796 -2011-01-31 03:00:00,3.0725427 -2011-01-31 04:00:00,2.4389937 -2011-01-31 05:00:00,2.4582934 -2011-01-31 06:00:00,15.541794 -2011-01-31 07:00:00,46.56984 -2011-01-31 08:00:00,127.13075 -2011-01-31 09:00:00,63.422672 -2011-01-31 10:00:00,28.570517 -2011-01-31 11:00:00,29.369751 -2011-01-31 12:00:00,44.08673 -2011-01-31 13:00:00,40.78231 -2011-01-31 14:00:00,36.721977 -2011-01-31 15:00:00,38.85241 -2011-01-31 16:00:00,52.36944 -2011-01-31 17:00:00,113.959946 -2011-01-31 18:00:00,104.26209 -2011-01-31 19:00:00,78.38367 -2011-01-31 20:00:00,40.606934 -2011-01-31 21:00:00,29.775192 -2011-01-31 22:00:00,26.906246 -2011-01-31 23:00:00,14.675903 -2011-02-20 00:00:00,29.093246 -2011-02-20 01:00:00,25.068798 -2011-02-20 02:00:00,18.850733 -2011-02-20 03:00:00,10.089422 -2011-02-20 04:00:00,6.640935 -2011-02-20 06:00:00,6.875334 -2011-02-20 07:00:00,14.922933 -2011-02-20 08:00:00,22.989468 -2011-02-20 09:00:00,38.83583 -2011-02-20 10:00:00,60.28135 -2011-02-20 11:00:00,71.36376 -2011-02-20 12:00:00,102.51067 -2011-02-20 13:00:00,109.422005 -2011-02-20 14:00:00,105.892365 -2011-02-20 15:00:00,113.905655 -2011-02-20 16:00:00,109.84878 -2011-02-20 17:00:00,79.81054 -2011-02-20 18:00:00,67.01523 -2011-02-20 19:00:00,54.96781 -2011-02-20 20:00:00,42.002586 -2011-02-20 21:00:00,40.30828 -2011-02-20 22:00:00,40.763992 -2011-02-20 23:00:00,25.421558 -2011-02-21 00:00:00,26.924217 -2011-02-21 01:00:00,17.503365 -2011-02-21 02:00:00,13.089329 -2011-02-21 03:00:00,6.779333 -2011-02-21 04:00:00,5.195878 -2011-02-21 05:00:00,6.298477 -2011-02-21 06:00:00,15.655504 -2011-02-21 07:00:00,49.34554 -2011-02-21 08:00:00,80.3277 -2011-02-21 09:00:00,64.00109 -2011-02-21 10:00:00,60.396484 -2011-02-21 11:00:00,68.81334 -2011-02-21 12:00:00,76.07469 -2011-02-21 13:00:00,54.454376 -2011-02-21 14:00:00,71.231 -2011-02-21 15:00:00,71.182915 -2011-02-21 16:00:00,55.154587 -2011-02-21 17:00:00,78.60553 -2011-02-21 18:00:00,64.81563 -2011-02-21 19:00:00,59.521126 -2011-02-21 20:00:00,40.877636 -2011-02-21 21:00:00,31.134476 -2011-02-21 22:00:00,26.96683 -2011-02-21 23:00:00,15.755804 -2011-02-22 06:00:00,24.371834 -2011-02-22 07:00:00,59.011883 -2011-02-22 08:00:00,151.1517 -2011-02-22 09:00:00,82.951225 -2011-02-22 10:00:00,43.549393 -2011-02-22 11:00:00,45.561485 -2011-02-22 12:00:00,59.834312 -2011-02-22 13:00:00,59.824657 -2011-02-22 14:00:00,53.295418 -2011-02-22 15:00:00,56.5137 -2011-02-22 16:00:00,63.961548 -2011-02-22 17:00:00,134.7266 -2011-02-22 18:00:00,130.21548 -2011-02-22 19:00:00,78.21754 -2011-02-22 20:00:00,60.531944 -2011-02-22 21:00:00,51.45479 -2011-02-22 22:00:00,37.55829 -2011-02-22 23:00:00,25.327332 -2011-02-23 00:00:00,13.662733 -2011-02-23 01:00:00,9.026539 -2011-02-23 02:00:00,7.5621367 -2011-02-23 03:00:00,6.3928747 -2011-02-23 05:00:00,6.707142 -2011-02-23 06:00:00,26.332941 -2011-02-23 07:00:00,68.65239 -2011-02-23 08:00:00,169.75507 -2011-02-23 09:00:00,88.51051 -2011-02-23 10:00:00,45.902184 -2011-02-23 11:00:00,51.32681 -2011-02-23 12:00:00,63.18169 -2011-02-23 13:00:00,65.50845 -2011-02-23 14:00:00,57.34134 -2011-02-23 15:00:00,62.338165 -2011-02-23 16:00:00,72.24835 -2011-02-23 17:00:00,173.52478 -2011-02-23 18:00:00,159.95557 -2011-02-23 19:00:00,87.03078 -2011-02-23 20:00:00,64.974464 -2011-02-23 21:00:00,52.91372 -2011-02-23 22:00:00,43.520416 -2011-02-23 23:00:00,33.45327 -2011-02-24 00:00:00,14.579414 -2011-02-24 01:00:00,9.357401 -2011-02-24 02:00:00,7.726256 -2011-02-24 03:00:00,6.5461216 -2011-02-24 05:00:00,6.825343 -2011-02-24 06:00:00,29.805693 -2011-02-24 07:00:00,73.69122 -2011-02-24 08:00:00,202.54941 -2011-02-24 09:00:00,88.429474 -2011-02-24 10:00:00,45.14275 -2011-02-24 11:00:00,51.808197 -2011-02-24 12:00:00,63.30652 -2011-02-24 13:00:00,61.856773 -2011-02-24 14:00:00,54.893303 -2011-02-24 15:00:00,32.962414 -2011-02-24 16:00:00,41.81208 -2011-02-24 17:00:00,112.49111 -2011-02-24 18:00:00,98.79771 -2011-02-24 19:00:00,50.70749 -2011-02-24 20:00:00,50.279305 -2011-02-24 21:00:00,49.07523 -2011-02-24 22:00:00,27.139343 -2011-02-24 23:00:00,25.421417 -2011-02-25 00:00:00,9.219578 -2011-02-25 01:00:00,7.3804307 -2011-02-25 02:00:00,5.626266 -2011-02-25 03:00:00,3.9012585 -2011-02-25 05:00:00,4.3065557 -2011-02-25 06:00:00,24.303673 -2011-02-25 07:00:00,47.365353 -2011-02-25 08:00:00,129.20505 -2011-02-25 09:00:00,53.753365 -2011-02-25 10:00:00,32.408554 -2011-02-25 11:00:00,75.78319 -2011-02-25 12:00:00,69.4928 -2011-02-25 13:00:00,67.06334 -2011-02-25 14:00:00,68.9787 -2011-02-25 15:00:00,78.919266 -2011-02-25 16:00:00,72.96718 -2011-02-25 17:00:00,131.47191 -2011-02-25 18:00:00,105.824615 -2011-02-25 19:00:00,71.71336 -2011-02-25 20:00:00,44.8828 -2011-02-25 21:00:00,46.798286 -2011-02-25 22:00:00,40.783127 -2011-02-25 23:00:00,30.402473 -2011-02-26 00:00:00,27.711987 -2011-02-26 01:00:00,18.856083 -2011-02-26 02:00:00,13.156586 -2011-02-26 03:00:00,7.80432 -2011-02-26 04:00:00,3.9326625 -2011-02-26 05:00:00,3.9052281 -2011-02-26 06:00:00,4.514556 -2011-02-26 07:00:00,13.244801 -2011-02-26 08:00:00,29.823639 -2011-02-26 09:00:00,45.80495 -2011-02-26 10:00:00,64.078224 -2011-02-26 11:00:00,80.963554 -2011-02-26 12:00:00,96.996445 -2011-02-26 13:00:00,102.26576 -2011-02-26 14:00:00,86.24057 -2011-02-26 15:00:00,102.25407 -2011-02-26 16:00:00,95.07774 -2011-02-26 17:00:00,81.00516 -2011-02-26 18:00:00,69.345665 -2011-02-26 19:00:00,51.762714 -2011-02-26 20:00:00,48.17427 -2011-02-26 21:00:00,41.107727 -2011-02-26 22:00:00,41.09959 -2011-02-26 23:00:00,31.10424 -2011-02-27 00:00:00,30.072672 -2011-02-27 01:00:00,26.96093 -2011-02-27 02:00:00,19.25521 -2011-02-27 03:00:00,11.252197 -2011-02-27 04:00:00,4.2118263 -2011-02-27 06:00:00,4.2573714 -2011-02-27 07:00:00,11.756264 -2011-02-27 08:00:00,29.099483 -2011-02-27 09:00:00,45.795704 -2011-02-27 10:00:00,64.21561 -2011-02-27 11:00:00,87.08326 -2011-02-27 12:00:00,122.30296 -2011-02-27 13:00:00,128.89824 -2011-02-27 14:00:00,133.1268 -2011-02-27 15:00:00,159.7236 -2011-02-27 16:00:00,164.27213 -2011-02-27 17:00:00,101.47429 -2011-02-27 18:00:00,73.18635 -2011-02-27 19:00:00,59.04033 -2011-02-27 20:00:00,48.032375 -2011-02-27 21:00:00,45.190865 -2011-02-27 22:00:00,39.090355 -2011-02-27 23:00:00,27.22201 -2011-02-28 00:00:00,11.139616 -2011-02-28 01:00:00,4.1103816 -2011-02-28 03:00:00,3.1208282 -2011-02-28 05:00:00,4.043849 -2011-02-28 06:00:00,24.879578 -2011-02-28 07:00:00,69.78325 -2011-02-28 08:00:00,149.51617 -2011-02-28 09:00:00,86.828445 -2011-02-28 10:00:00,54.287205 -2011-02-28 11:00:00,66.678314 -2011-02-28 12:00:00,81.38181 -2011-02-28 13:00:00,46.850315 -2011-02-28 14:00:00,30.646152 -2011-02-28 15:00:00,29.83976 -2011-02-28 16:00:00,50.31564 -2011-02-28 17:00:00,68.25245 -2011-02-28 18:00:00,76.69729 -2011-02-28 19:00:00,48.853577 -2011-02-28 20:00:00,37.682877 -2011-02-28 21:00:00,44.479076 -2011-02-28 22:00:00,19.876915 -2011-02-28 23:00:00,15.125626 -2011-03-20 00:00:00,41.38022 -2011-03-20 01:00:00,42.809544 -2011-03-20 02:00:00,31.417248 -2011-03-20 03:00:00,21.81599 -2011-03-20 04:00:00,12.663682 -2011-03-20 05:00:00,12.93783 -2011-03-20 06:00:00,13.837904 -2011-03-20 07:00:00,24.714802 -2011-03-20 08:00:00,46.303627 -2011-03-20 09:00:00,74.877686 -2011-03-20 10:00:00,105.55244 -2011-03-20 11:00:00,137.12637 -2011-03-20 12:00:00,173.19101 -2011-03-20 13:00:00,179.12366 -2011-03-20 14:00:00,175.26303 -2011-03-20 15:00:00,186.24411 -2011-03-20 16:00:00,190.38766 -2011-03-20 17:00:00,162.51811 -2011-03-20 18:00:00,130.87402 -2011-03-20 19:00:00,92.654175 -2011-03-20 20:00:00,80.7476 -2011-03-20 21:00:00,64.99114 -2011-03-20 22:00:00,55.933823 -2011-03-20 23:00:00,29.924515 -2011-03-21 00:00:00,25.573536 -2011-03-21 01:00:00,18.354609 -2011-03-21 02:00:00,17.962135 -2011-03-21 03:00:00,13.997429 -2011-03-21 05:00:00,12.627676 -2011-03-21 06:00:00,30.051971 -2011-03-21 07:00:00,62.685818 -2011-03-21 08:00:00,219.17319 -2011-03-21 09:00:00,107.176285 -2011-03-21 10:00:00,61.329613 -2011-03-21 11:00:00,73.884155 -2011-03-21 12:00:00,92.49565 -2011-03-21 13:00:00,113.58971 -2011-03-21 14:00:00,103.0076 -2011-03-21 15:00:00,112.946884 -2011-03-21 16:00:00,140.9293 -2011-03-21 17:00:00,293.14 -2011-03-21 18:00:00,268.21957 -2011-03-21 19:00:00,230.13214 -2011-03-21 20:00:00,148.81604 -2011-03-21 21:00:00,76.515625 -2011-03-21 22:00:00,66.9722 -2011-03-21 23:00:00,47.474655 -2011-03-22 00:00:00,33.692596 -2011-03-22 01:00:00,20.912807 -2011-03-22 02:00:00,20.200943 -2011-03-22 03:00:00,14.196962 -2011-03-22 04:00:00,10.982031 -2011-03-22 05:00:00,15.717386 -2011-03-22 06:00:00,54.371628 -2011-03-22 07:00:00,131.668 -2011-03-22 08:00:00,271.4202 -2011-03-22 09:00:00,121.1313 -2011-03-22 10:00:00,80.47323 -2011-03-22 11:00:00,87.988495 -2011-03-22 12:00:00,113.6398 -2011-03-22 13:00:00,115.81714 -2011-03-22 14:00:00,106.47174 -2011-03-22 15:00:00,110.77149 -2011-03-22 16:00:00,156.23267 -2011-03-22 17:00:00,291.2552 -2011-03-22 18:00:00,267.6067 -2011-03-22 19:00:00,176.46756 -2011-03-22 20:00:00,112.87724 -2011-03-22 21:00:00,88.87414 -2011-03-22 22:00:00,67.49154 -2011-03-22 23:00:00,45.234444 -2011-03-23 00:00:00,27.579052 -2011-03-23 01:00:00,21.650564 -2011-03-23 02:00:00,19.771885 -2011-03-23 03:00:00,14.521025 -2011-03-23 05:00:00,15.174205 -2011-03-23 06:00:00,42.130642 -2011-03-23 07:00:00,100.50404 -2011-03-23 08:00:00,253.89642 -2011-03-23 09:00:00,119.037 -2011-03-23 10:00:00,57.727577 -2011-03-23 11:00:00,62.667263 -2011-03-23 12:00:00,71.34684 -2011-03-23 13:00:00,72.04312 -2011-03-23 14:00:00,66.63632 -2011-03-23 15:00:00,72.81323 -2011-03-23 16:00:00,107.93196 -2011-03-23 17:00:00,230.48535 -2011-03-23 18:00:00,137.86452 -2011-03-23 19:00:00,99.89328 -2011-03-23 20:00:00,46.024155 -2011-03-23 21:00:00,40.492825 -2011-03-23 22:00:00,48.609745 -2011-03-23 23:00:00,33.85568 -2011-03-24 00:00:00,26.06826 -2011-03-24 01:00:00,20.355846 -2011-03-24 02:00:00,19.611511 -2011-03-24 03:00:00,14.848425 -2011-03-24 04:00:00,11.171307 -2011-03-24 05:00:00,13.041088 -2011-03-24 06:00:00,41.85734 -2011-03-24 07:00:00,75.32433 -2011-03-24 08:00:00,142.35652 -2011-03-24 09:00:00,112.611664 -2011-03-24 10:00:00,55.974678 -2011-03-24 11:00:00,62.197258 -2011-03-24 12:00:00,79.70928 -2011-03-24 13:00:00,87.59407 -2011-03-24 14:00:00,80.02983 -2011-03-24 15:00:00,77.8205 -2011-03-24 16:00:00,99.0869 -2011-03-24 17:00:00,201.9154 -2011-03-24 18:00:00,181.34225 -2011-03-24 19:00:00,126.70045 -2011-03-24 20:00:00,91.60123 -2011-03-24 21:00:00,78.83618 -2011-03-24 22:00:00,67.284294 -2011-03-24 23:00:00,45.813873 -2011-03-25 00:00:00,30.209587 -2011-03-25 01:00:00,21.387123 -2011-03-25 02:00:00,20.28973 -2011-03-25 03:00:00,15.345591 -2011-03-25 04:00:00,11.501461 -2011-03-25 05:00:00,14.645032 -2011-03-25 06:00:00,39.29164 -2011-03-25 07:00:00,103.82611 -2011-03-25 08:00:00,257.28857 -2011-03-25 09:00:00,124.30706 -2011-03-25 10:00:00,76.40477 -2011-03-25 11:00:00,84.70387 -2011-03-25 12:00:00,104.71009 -2011-03-25 13:00:00,105.445114 -2011-03-25 14:00:00,101.97598 -2011-03-25 15:00:00,98.57192 -2011-03-25 16:00:00,119.67228 -2011-03-25 17:00:00,215.4235 -2011-03-25 18:00:00,183.2743 -2011-03-25 19:00:00,113.54435 -2011-03-25 20:00:00,86.05534 -2011-03-25 21:00:00,69.62685 -2011-03-25 22:00:00,50.069977 -2011-03-25 23:00:00,33.118805 -2011-03-26 00:00:00,29.00255 -2011-03-26 01:00:00,20.530334 -2011-03-26 02:00:00,12.519688 -2011-03-26 03:00:00,7.414201 -2011-03-26 04:00:00,3.8773313 -2011-03-26 05:00:00,4.026262 -2011-03-26 06:00:00,8.126511 -2011-03-26 07:00:00,17.540447 -2011-03-26 08:00:00,35.767487 -2011-03-26 09:00:00,55.06346 -2011-03-26 10:00:00,75.29028 -2011-03-26 11:00:00,83.578094 -2011-03-26 12:00:00,119.949585 -2011-03-26 13:00:00,130.78549 -2011-03-26 14:00:00,133.19336 -2011-03-26 15:00:00,138.92302 -2011-03-26 16:00:00,127.204506 -2011-03-26 17:00:00,103.64917 -2011-03-26 18:00:00,84.84076 -2011-03-26 19:00:00,59.768936 -2011-03-26 20:00:00,47.157043 -2011-03-26 21:00:00,39.76221 -2011-03-26 22:00:00,39.431076 -2011-03-26 23:00:00,27.304287 -2011-03-27 00:00:00,29.366917 -2011-03-27 01:00:00,24.79638 -2011-03-27 02:00:00,14.164678 -2011-03-27 03:00:00,7.9774218 -2011-03-27 04:00:00,3.2070498 -2011-03-27 06:00:00,7.152179 -2011-03-27 07:00:00,17.153894 -2011-03-27 08:00:00,30.417757 -2011-03-27 09:00:00,48.792286 -2011-03-27 10:00:00,66.01053 -2011-03-27 11:00:00,77.11383 -2011-03-27 12:00:00,99.51062 -2011-03-27 13:00:00,117.60473 -2011-03-27 14:00:00,125.11071 -2011-03-27 15:00:00,123.65329 -2011-03-27 16:00:00,123.90291 -2011-03-27 17:00:00,104.09051 -2011-03-27 18:00:00,75.94298 -2011-03-27 19:00:00,61.02791 -2011-03-27 20:00:00,46.1697 -2011-03-27 21:00:00,37.929405 -2011-03-27 22:00:00,34.911522 -2011-03-27 23:00:00,21.317434 -2011-03-28 00:00:00,10.553578 -2011-03-28 01:00:00,5.267832 -2011-03-28 02:00:00,4.662196 -2011-03-28 03:00:00,3.21096 -2011-03-28 05:00:00,5.2554297 -2011-03-28 06:00:00,25.124966 -2011-03-28 07:00:00,71.37314 -2011-03-28 08:00:00,178.81577 -2011-03-28 09:00:00,80.26747 -2011-03-28 10:00:00,43.541073 -2011-03-28 11:00:00,45.874004 -2011-03-28 12:00:00,62.013412 -2011-03-28 13:00:00,62.172886 -2011-03-28 14:00:00,54.452835 -2011-03-28 15:00:00,55.259872 -2011-03-28 16:00:00,70.42986 -2011-03-28 17:00:00,178.27794 -2011-03-28 18:00:00,160.07104 -2011-03-28 19:00:00,104.953186 -2011-03-28 20:00:00,63.34719 -2011-03-28 21:00:00,52.123367 -2011-03-28 22:00:00,38.025566 -2011-03-28 23:00:00,19.874182 -2011-03-29 00:00:00,9.656746 -2011-03-29 01:00:00,4.259965 -2011-03-29 02:00:00,4.468357 -2011-03-29 03:00:00,2.908882 -2011-03-29 04:00:00,2.7979794 -2011-03-29 05:00:00,4.777178 -2011-03-29 06:00:00,31.543287 -2011-03-29 07:00:00,77.7881 -2011-03-29 08:00:00,213.57709 -2011-03-29 09:00:00,86.80328 -2011-03-29 10:00:00,46.997543 -2011-03-29 11:00:00,48.879944 -2011-03-29 12:00:00,68.0265 -2011-03-29 13:00:00,64.73163 -2011-03-29 14:00:00,58.66604 -2011-03-29 15:00:00,60.929688 -2011-03-29 16:00:00,80.14235 -2011-03-29 17:00:00,222.77696 -2011-03-29 18:00:00,200.41656 -2011-03-29 19:00:00,119.27635 -2011-03-29 20:00:00,68.05952 -2011-03-29 21:00:00,51.50259 -2011-03-29 22:00:00,43.559677 -2011-03-29 23:00:00,27.569546 -2011-03-30 00:00:00,11.51487 -2011-03-30 01:00:00,7.28821 -2011-03-30 02:00:00,5.3124466 -2011-03-30 03:00:00,3.4955387 -2011-03-30 04:00:00,2.963994 -2011-03-30 05:00:00,6.943521 -2011-03-30 06:00:00,35.982677 -2011-03-30 07:00:00,87.11922 -2011-03-30 08:00:00,222.05371 -2011-03-30 09:00:00,87.67246 -2011-03-30 10:00:00,47.56775 -2011-03-30 11:00:00,47.51758 -2011-03-30 12:00:00,65.447296 -2011-03-30 13:00:00,63.325325 -2011-03-30 14:00:00,49.963665 -2011-03-30 15:00:00,31.122496 -2011-03-30 16:00:00,40.28842 -2011-03-30 17:00:00,93.40219 -2011-03-30 18:00:00,84.74577 -2011-03-30 19:00:00,59.66375 -2011-03-30 20:00:00,36.39579 -2011-03-30 21:00:00,36.249214 -2011-03-30 22:00:00,26.757793 -2011-03-30 23:00:00,15.425125 -2011-03-31 00:00:00,9.102519 -2011-03-31 01:00:00,6.5895247 -2011-03-31 02:00:00,6.696207 -2011-03-31 03:00:00,3.5973053 -2011-03-31 04:00:00,2.616592 -2011-03-31 05:00:00,4.9892826 -2011-03-31 06:00:00,22.755531 -2011-03-31 07:00:00,49.85147 -2011-03-31 08:00:00,181.18286 -2011-03-31 09:00:00,59.877655 -2011-03-31 10:00:00,36.501156 -2011-03-31 11:00:00,43.806942 -2011-03-31 12:00:00,48.700333 -2011-03-31 13:00:00,52.75051 -2011-03-31 14:00:00,44.26388 -2011-03-31 15:00:00,34.525925 -2011-03-31 16:00:00,55.013054 -2011-03-31 17:00:00,125.15561 -2011-03-31 18:00:00,124.32475 -2011-03-31 19:00:00,82.91818 -2011-03-31 20:00:00,40.419884 -2011-03-31 21:00:00,44.42347 -2011-03-31 22:00:00,27.871708 -2011-03-31 23:00:00,22.26783 -2011-04-20 00:00:00,42.38424 -2011-04-20 01:00:00,28.39418 -2011-04-20 02:00:00,28.671562 -2011-04-20 03:00:00,19.448668 -2011-04-20 04:00:00,13.62351 -2011-04-20 05:00:00,19.39196 -2011-04-20 06:00:00,65.75873 -2011-04-20 07:00:00,163.29811 -2011-04-20 08:00:00,363.0396 -2011-04-20 09:00:00,166.09872 -2011-04-20 10:00:00,106.44284 -2011-04-20 11:00:00,120.299774 -2011-04-20 12:00:00,159.88211 -2011-04-20 13:00:00,155.77338 -2011-04-20 14:00:00,134.9723 -2011-04-20 15:00:00,138.27742 -2011-04-20 16:00:00,186.01588 -2011-04-20 17:00:00,355.4334 -2011-04-20 18:00:00,330.76154 -2011-04-20 19:00:00,250.18774 -2011-04-20 20:00:00,182.9681 -2011-04-20 21:00:00,158.216 -2011-04-20 22:00:00,119.42871 -2011-04-20 23:00:00,76.61299 -2011-04-21 00:00:00,58.95579 -2011-04-21 01:00:00,39.89667 -2011-04-21 02:00:00,37.140007 -2011-04-21 03:00:00,25.482586 -2011-04-21 04:00:00,16.821825 -2011-04-21 05:00:00,24.130852 -2011-04-21 06:00:00,59.90901 -2011-04-21 07:00:00,176.1559 -2011-04-21 08:00:00,313.91083 -2011-04-21 09:00:00,163.73666 -2011-04-21 10:00:00,102.7711 -2011-04-21 11:00:00,115.03971 -2011-04-21 12:00:00,151.9945 -2011-04-21 13:00:00,149.35223 -2011-04-21 14:00:00,138.4926 -2011-04-21 15:00:00,143.86256 -2011-04-21 16:00:00,177.73495 -2011-04-21 17:00:00,371.14157 -2011-04-21 18:00:00,332.57996 -2011-04-21 19:00:00,213.5918 -2011-04-21 20:00:00,171.4799 -2011-04-21 21:00:00,132.0354 -2011-04-21 22:00:00,104.89807 -2011-04-21 23:00:00,76.5547 -2011-04-22 00:00:00,59.827335 -2011-04-22 01:00:00,43.55239 -2011-04-22 02:00:00,38.03521 -2011-04-22 03:00:00,27.37593 -2011-04-22 04:00:00,16.765259 -2011-04-22 05:00:00,22.344349 -2011-04-22 06:00:00,64.3761 -2011-04-22 07:00:00,158.94696 -2011-04-22 08:00:00,304.64954 -2011-04-22 09:00:00,130.08911 -2011-04-22 10:00:00,107.32361 -2011-04-22 11:00:00,95.86272 -2011-04-22 12:00:00,110.21562 -2011-04-22 13:00:00,104.910706 -2011-04-22 14:00:00,84.17027 -2011-04-22 15:00:00,98.471664 -2011-04-22 16:00:00,138.91458 -2011-04-22 17:00:00,160.38583 -2011-04-22 18:00:00,142.98343 -2011-04-22 19:00:00,126.198425 -2011-04-22 20:00:00,102.20039 -2011-04-22 21:00:00,82.48555 -2011-04-22 22:00:00,70.22773 -2011-04-22 23:00:00,72.244736 -2011-04-23 00:00:00,62.312366 -2011-04-23 01:00:00,60.91021 -2011-04-23 02:00:00,61.343365 -2011-04-23 03:00:00,44.41358 -2011-04-23 04:00:00,27.139072 -2011-04-23 05:00:00,23.315693 -2011-04-23 06:00:00,24.544502 -2011-04-23 07:00:00,46.64541 -2011-04-23 08:00:00,67.164795 -2011-04-23 09:00:00,88.78464 -2011-04-23 10:00:00,150.24768 -2011-04-23 11:00:00,176.246 -2011-04-23 12:00:00,205.86575 -2011-04-23 13:00:00,210.45367 -2011-04-23 14:00:00,227.70712 -2011-04-23 15:00:00,256.77496 -2011-04-23 16:00:00,257.3174 -2011-04-23 17:00:00,254.71332 -2011-04-23 18:00:00,210.39969 -2011-04-23 19:00:00,156.57349 -2011-04-23 20:00:00,125.81587 -2011-04-23 21:00:00,113.49403 -2011-04-23 22:00:00,108.30272 -2011-04-23 23:00:00,81.82427 -2011-04-24 00:00:00,80.27912 -2011-04-24 01:00:00,67.995155 -2011-04-24 02:00:00,56.39209 -2011-04-24 03:00:00,37.977154 -2011-04-24 04:00:00,19.354332 -2011-04-24 05:00:00,20.610306 -2011-04-24 06:00:00,24.278564 -2011-04-24 07:00:00,41.621864 -2011-04-24 08:00:00,77.82384 -2011-04-24 09:00:00,128.43195 -2011-04-24 10:00:00,194.56737 -2011-04-24 11:00:00,267.18402 -2011-04-24 12:00:00,303.3734 -2011-04-24 13:00:00,305.43744 -2011-04-24 14:00:00,288.52783 -2011-04-24 15:00:00,289.91022 -2011-04-24 16:00:00,296.67273 -2011-04-24 17:00:00,271.30798 -2011-04-24 18:00:00,243.469 -2011-04-24 19:00:00,147.12914 -2011-04-24 20:00:00,125.69232 -2011-04-24 21:00:00,72.871506 -2011-04-24 22:00:00,58.392742 -2011-04-24 23:00:00,57.809746 -2011-04-25 00:00:00,53.970535 -2011-04-25 01:00:00,38.69716 -2011-04-25 02:00:00,35.770294 -2011-04-25 03:00:00,24.946726 -2011-04-25 04:00:00,16.508167 -2011-04-25 05:00:00,21.523079 -2011-04-25 06:00:00,62.080906 -2011-04-25 07:00:00,160.52707 -2011-04-25 08:00:00,298.12775 -2011-04-25 09:00:00,167.14671 -2011-04-25 10:00:00,98.001144 -2011-04-25 11:00:00,97.48641 -2011-04-25 12:00:00,112.20168 -2011-04-25 13:00:00,109.75844 -2011-04-25 14:00:00,88.835175 -2011-04-25 15:00:00,94.50554 -2011-04-25 16:00:00,152.01004 -2011-04-25 17:00:00,310.66592 -2011-04-25 18:00:00,300.3387 -2011-04-25 19:00:00,212.82693 -2011-04-25 20:00:00,148.22528 -2011-04-25 21:00:00,93.07645 -2011-04-25 22:00:00,68.89256 -2011-04-25 23:00:00,48.376053 -2011-04-26 00:00:00,28.5456 -2011-04-26 01:00:00,13.764219 -2011-04-26 02:00:00,10.937648 -2011-04-26 03:00:00,7.249264 -2011-04-26 04:00:00,6.519562 -2011-04-26 05:00:00,11.997832 -2011-04-26 06:00:00,57.582386 -2011-04-26 07:00:00,171.71376 -2011-04-26 08:00:00,290.36334 -2011-04-26 09:00:00,125.23545 -2011-04-26 10:00:00,69.87339 -2011-04-26 11:00:00,79.026215 -2011-04-26 12:00:00,111.51544 -2011-04-26 13:00:00,102.90923 -2011-04-26 14:00:00,85.02258 -2011-04-26 15:00:00,95.95625 -2011-04-26 16:00:00,154.97768 -2011-04-26 17:00:00,309.20123 -2011-04-26 18:00:00,304.08426 -2011-04-26 19:00:00,206.16095 -2011-04-26 20:00:00,143.19165 -2011-04-26 21:00:00,99.949844 -2011-04-26 22:00:00,71.99531 -2011-04-26 23:00:00,50.20072 -2011-04-27 00:00:00,29.004238 -2011-04-27 01:00:00,14.512339 -2011-04-27 02:00:00,11.3047085 -2011-04-27 03:00:00,7.646311 -2011-04-27 04:00:00,6.1682158 -2011-04-27 05:00:00,11.792962 -2011-04-27 06:00:00,51.59678 -2011-04-27 07:00:00,146.8978 -2011-04-27 08:00:00,263.1953 -2011-04-27 09:00:00,106.15245 -2011-04-27 10:00:00,62.631447 -2011-04-27 11:00:00,70.41864 -2011-04-27 12:00:00,86.081245 -2011-04-27 13:00:00,84.10014 -2011-04-27 14:00:00,81.4129 -2011-04-27 15:00:00,84.40755 -2011-04-27 16:00:00,129.81932 -2011-04-27 17:00:00,171.80121 -2011-04-27 18:00:00,169.37987 -2011-04-27 19:00:00,183.21274 -2011-04-27 20:00:00,107.428085 -2011-04-27 21:00:00,76.46152 -2011-04-27 22:00:00,60.698944 -2011-04-27 23:00:00,42.814137 -2011-04-28 00:00:00,33.646423 -2011-04-28 01:00:00,15.315985 -2011-04-28 02:00:00,10.753708 -2011-04-28 03:00:00,8.212299 -2011-04-28 04:00:00,7.037395 -2011-04-28 05:00:00,14.274937 -2011-04-28 06:00:00,57.812576 -2011-04-28 07:00:00,163.84445 -2011-04-28 08:00:00,291.1989 -2011-04-28 09:00:00,98.19465 -2011-04-28 10:00:00,64.70375 -2011-04-28 11:00:00,68.69632 -2011-04-28 12:00:00,88.32164 -2011-04-28 13:00:00,78.52908 -2011-04-28 14:00:00,70.49498 -2011-04-28 15:00:00,93.8927 -2011-04-28 16:00:00,126.30013 -2011-04-28 17:00:00,293.8994 -2011-04-28 18:00:00,281.26196 -2011-04-28 19:00:00,186.77516 -2011-04-28 20:00:00,151.96375 -2011-04-28 21:00:00,120.86952 -2011-04-28 22:00:00,79.87563 -2011-04-28 23:00:00,63.776627 -2011-04-29 00:00:00,38.93483 -2011-04-29 01:00:00,19.240986 -2011-04-29 02:00:00,16.049599 -2011-04-29 03:00:00,9.424538 -2011-04-29 04:00:00,7.8314133 -2011-04-29 05:00:00,16.445763 -2011-04-29 06:00:00,59.158005 -2011-04-29 07:00:00,154.57611 -2011-04-29 08:00:00,301.9929 -2011-04-29 09:00:00,148.68121 -2011-04-29 10:00:00,89.92521 -2011-04-29 11:00:00,118.27254 -2011-04-29 12:00:00,150.04028 -2011-04-29 13:00:00,148.81313 -2011-04-29 14:00:00,134.883 -2011-04-29 15:00:00,131.32198 -2011-04-29 16:00:00,179.43526 -2011-04-29 17:00:00,302.80746 -2011-04-29 18:00:00,265.36224 -2011-04-29 19:00:00,161.74112 -2011-04-29 20:00:00,120.09873 -2011-04-29 21:00:00,86.20848 -2011-04-29 22:00:00,78.106735 -2011-04-29 23:00:00,63.19366 -2011-04-30 00:00:00,52.911404 -2011-04-30 01:00:00,42.212452 -2011-04-30 02:00:00,34.540665 -2011-04-30 03:00:00,18.812471 -2011-04-30 04:00:00,9.174563 -2011-04-30 05:00:00,9.725748 -2011-04-30 06:00:00,16.826315 -2011-04-30 07:00:00,44.332863 -2011-04-30 08:00:00,66.09831 -2011-04-30 09:00:00,99.943726 -2011-04-30 10:00:00,163.5827 -2011-04-30 11:00:00,208.12888 -2011-04-30 12:00:00,242.96336 -2011-04-30 13:00:00,253.57367 -2011-04-30 14:00:00,235.30737 -2011-04-30 15:00:00,259.44308 -2011-04-30 16:00:00,252.93555 -2011-04-30 17:00:00,237.57806 -2011-04-30 18:00:00,196.9633 -2011-04-30 19:00:00,158.96497 -2011-04-30 20:00:00,109.79441 -2011-04-30 21:00:00,83.155846 -2011-04-30 22:00:00,77.74646 -2011-04-30 23:00:00,70.3359 -2011-05-20 00:00:00,59.864338 -2011-05-20 01:00:00,42.434914 -2011-05-20 02:00:00,38.78196 -2011-05-20 03:00:00,26.879715 -2011-05-20 04:00:00,18.378662 -2011-05-20 05:00:00,30.081455 -2011-05-20 06:00:00,107.01725 -2011-05-20 07:00:00,269.859 -2011-05-20 08:00:00,445.645 -2011-05-20 09:00:00,231.68057 -2011-05-20 10:00:00,159.51176 -2011-05-20 11:00:00,185.08575 -2011-05-20 12:00:00,246.5827 -2011-05-20 13:00:00,221.78764 -2011-05-20 14:00:00,232.03403 -2011-05-20 15:00:00,242.8853 -2011-05-20 16:00:00,321.937 -2011-05-20 17:00:00,442.979 -2011-05-20 18:00:00,436.03152 -2011-05-20 19:00:00,327.02197 -2011-05-20 20:00:00,248.52664 -2011-05-20 21:00:00,198.62341 -2011-05-20 22:00:00,158.68228 -2011-05-20 23:00:00,126.51773 -2011-05-21 00:00:00,112.37227 -2011-05-21 01:00:00,87.95721 -2011-05-21 02:00:00,76.92847 -2011-05-21 03:00:00,47.649956 -2011-05-21 04:00:00,25.41272 -2011-05-21 05:00:00,26.478086 -2011-05-21 06:00:00,38.02435 -2011-05-21 07:00:00,74.45325 -2011-05-21 08:00:00,138.30379 -2011-05-21 09:00:00,208.76431 -2011-05-21 10:00:00,290.79895 -2011-05-21 11:00:00,365.63797 -2011-05-21 12:00:00,384.7152 -2011-05-21 13:00:00,376.7495 -2011-05-21 14:00:00,369.61105 -2011-05-21 15:00:00,372.8667 -2011-05-21 16:00:00,371.52307 -2011-05-21 17:00:00,364.1861 -2011-05-21 18:00:00,341.39972 -2011-05-21 19:00:00,310.79626 -2011-05-21 20:00:00,231.06012 -2011-05-21 21:00:00,207.40334 -2011-05-21 22:00:00,170.97018 -2011-05-21 23:00:00,137.84378 -2011-05-22 00:00:00,115.90625 -2011-05-22 01:00:00,90.83998 -2011-05-22 02:00:00,78.71707 -2011-05-22 03:00:00,47.990486 -2011-05-22 04:00:00,27.000275 -2011-05-22 05:00:00,27.489405 -2011-05-22 06:00:00,31.301052 -2011-05-22 07:00:00,60.591454 -2011-05-22 08:00:00,106.81183 -2011-05-22 09:00:00,184.50049 -2011-05-22 10:00:00,292.34534 -2011-05-22 11:00:00,356.78546 -2011-05-22 12:00:00,379.44824 -2011-05-22 13:00:00,370.29306 -2011-05-22 14:00:00,313.1956 -2011-05-22 15:00:00,349.93265 -2011-05-22 16:00:00,367.78622 -2011-05-22 17:00:00,366.26495 -2011-05-22 18:00:00,341.0993 -2011-05-22 19:00:00,304.2446 -2011-05-22 20:00:00,238.16963 -2011-05-22 21:00:00,185.45212 -2011-05-22 22:00:00,128.40845 -2011-05-22 23:00:00,92.201645 -2011-05-23 00:00:00,62.548615 -2011-05-23 01:00:00,47.439224 -2011-05-23 02:00:00,55.38806 -2011-05-23 03:00:00,40.55005 -2011-05-23 04:00:00,21.78756 -2011-05-23 05:00:00,29.348484 -2011-05-23 06:00:00,94.95347 -2011-05-23 07:00:00,225.44757 -2011-05-23 08:00:00,402.51477 -2011-05-23 09:00:00,193.41043 -2011-05-23 10:00:00,119.406845 -2011-05-23 11:00:00,149.24057 -2011-05-23 12:00:00,191.02974 -2011-05-23 13:00:00,187.57297 -2011-05-23 14:00:00,175.2356 -2011-05-23 15:00:00,174.0046 -2011-05-23 16:00:00,264.08478 -2011-05-23 17:00:00,412.57574 -2011-05-23 18:00:00,440.45102 -2011-05-23 19:00:00,343.85376 -2011-05-23 20:00:00,217.19748 -2011-05-23 21:00:00,146.57019 -2011-05-23 22:00:00,106.8141 -2011-05-23 23:00:00,82.93675 -2011-05-24 00:00:00,53.358543 -2011-05-24 01:00:00,43.36953 -2011-05-24 02:00:00,40.469475 -2011-05-24 03:00:00,30.9181 -2011-05-24 04:00:00,22.894827 -2011-05-24 05:00:00,29.275269 -2011-05-24 06:00:00,101.464584 -2011-05-24 07:00:00,208.7351 -2011-05-24 08:00:00,327.76422 -2011-05-24 09:00:00,217.95898 -2011-05-24 10:00:00,127.32002 -2011-05-24 11:00:00,152.108 -2011-05-24 12:00:00,198.6423 -2011-05-24 13:00:00,183.72592 -2011-05-24 14:00:00,161.36414 -2011-05-24 15:00:00,170.37878 -2011-05-24 16:00:00,287.18213 -2011-05-24 17:00:00,481.3057 -2011-05-24 18:00:00,458.74823 -2011-05-24 19:00:00,359.92548 -2011-05-24 20:00:00,281.40277 -2011-05-24 21:00:00,205.01668 -2011-05-24 22:00:00,131.56276 -2011-05-24 23:00:00,118.54996 -2011-05-25 00:00:00,71.91701 -2011-05-25 01:00:00,60.6727 -2011-05-25 02:00:00,39.962296 -2011-05-25 03:00:00,30.139446 -2011-05-25 04:00:00,21.950039 -2011-05-25 05:00:00,38.08161 -2011-05-25 06:00:00,104.77968 -2011-05-25 07:00:00,321.59387 -2011-05-25 08:00:00,462.22943 -2011-05-25 09:00:00,213.32455 -2011-05-25 10:00:00,130.28561 -2011-05-25 11:00:00,153.18974 -2011-05-25 12:00:00,199.22783 -2011-05-25 13:00:00,190.07626 -2011-05-25 14:00:00,173.86957 -2011-05-25 15:00:00,171.49986 -2011-05-25 16:00:00,270.39636 -2011-05-25 17:00:00,487.8468 -2011-05-25 18:00:00,460.41147 -2011-05-25 19:00:00,379.50043 -2011-05-25 20:00:00,299.94824 -2011-05-25 21:00:00,223.60303 -2011-05-25 22:00:00,157.76279 -2011-05-25 23:00:00,96.133934 -2011-05-26 00:00:00,40.948845 -2011-05-26 01:00:00,19.074444 -2011-05-26 02:00:00,10.192781 -2011-05-26 03:00:00,5.6522794 -2011-05-26 04:00:00,4.6991396 -2011-05-26 05:00:00,20.362896 -2011-05-26 06:00:00,59.409203 -2011-05-26 07:00:00,170.81099 -2011-05-26 08:00:00,312.69348 -2011-05-26 09:00:00,152.96498 -2011-05-26 10:00:00,69.22308 -2011-05-26 11:00:00,91.29281 -2011-05-26 12:00:00,123.3939 -2011-05-26 13:00:00,118.73271 -2011-05-26 14:00:00,102.95596 -2011-05-26 15:00:00,103.112434 -2011-05-26 16:00:00,178.83832 -2011-05-26 17:00:00,346.34198 -2011-05-26 18:00:00,326.0725 -2011-05-26 19:00:00,253.71742 -2011-05-26 20:00:00,200.25902 -2011-05-26 21:00:00,159.10677 -2011-05-26 22:00:00,117.42227 -2011-05-26 23:00:00,74.18043 -2011-05-27 00:00:00,49.91075 -2011-05-27 01:00:00,25.281033 -2011-05-27 02:00:00,16.987963 -2011-05-27 03:00:00,7.162096 -2011-05-27 04:00:00,6.1322565 -2011-05-27 05:00:00,24.47681 -2011-05-27 06:00:00,68.95557 -2011-05-27 07:00:00,204.83733 -2011-05-27 08:00:00,325.38434 -2011-05-27 09:00:00,172.07027 -2011-05-27 10:00:00,106.95686 -2011-05-27 11:00:00,115.96931 -2011-05-27 12:00:00,148.79031 -2011-05-27 13:00:00,164.75598 -2011-05-27 14:00:00,134.15366 -2011-05-27 15:00:00,148.24298 -2011-05-27 16:00:00,210.97821 -2011-05-27 17:00:00,341.93686 -2011-05-27 18:00:00,280.63232 -2011-05-27 19:00:00,189.09378 -2011-05-27 20:00:00,167.09882 -2011-05-27 21:00:00,108.0441 -2011-05-27 22:00:00,107.88667 -2011-05-27 23:00:00,71.44281 -2011-05-28 00:00:00,72.5903 -2011-05-28 01:00:00,58.6476 -2011-05-28 02:00:00,44.71779 -2011-05-28 03:00:00,21.899614 -2011-05-28 04:00:00,8.266358 -2011-05-28 05:00:00,9.459036 -2011-05-28 06:00:00,22.907764 -2011-05-28 07:00:00,46.106224 -2011-05-28 08:00:00,69.1547 -2011-05-28 09:00:00,135.53786 -2011-05-28 10:00:00,192.76276 -2011-05-28 11:00:00,255.53748 -2011-05-28 12:00:00,267.00806 -2011-05-28 13:00:00,272.56308 -2011-05-28 14:00:00,260.4209 -2011-05-28 15:00:00,265.21268 -2011-05-28 16:00:00,264.2641 -2011-05-28 17:00:00,266.97238 -2011-05-28 18:00:00,246.25269 -2011-05-28 19:00:00,203.26288 -2011-05-28 20:00:00,165.91791 -2011-05-28 21:00:00,121.91417 -2011-05-28 22:00:00,112.973366 -2011-05-28 23:00:00,76.94885 -2011-05-29 00:00:00,73.692154 -2011-05-29 01:00:00,65.07619 -2011-05-29 02:00:00,51.730453 -2011-05-29 03:00:00,27.917072 -2011-05-29 04:00:00,9.421398 -2011-05-29 05:00:00,9.195028 -2011-05-29 06:00:00,17.968414 -2011-05-29 07:00:00,35.027866 -2011-05-29 08:00:00,54.95516 -2011-05-29 09:00:00,73.99031 -2011-05-29 10:00:00,160.39291 -2011-05-29 11:00:00,179.82225 -2011-05-29 12:00:00,249.09738 -2011-05-29 13:00:00,262.76898 -2011-05-29 14:00:00,229.29878 -2011-05-29 15:00:00,229.43869 -2011-05-29 16:00:00,230.05925 -2011-05-29 17:00:00,217.91487 -2011-05-29 18:00:00,192.08679 -2011-05-29 19:00:00,171.84517 -2011-05-29 20:00:00,128.02559 -2011-05-29 21:00:00,99.651596 -2011-05-29 22:00:00,66.61752 -2011-05-29 23:00:00,58.590614 -2011-05-30 00:00:00,67.73921 -2011-05-30 01:00:00,58.490562 -2011-05-30 02:00:00,39.43246 -2011-05-30 03:00:00,23.03763 -2011-05-30 04:00:00,16.890924 -2011-05-30 05:00:00,29.175774 -2011-05-30 06:00:00,43.088394 -2011-05-30 07:00:00,68.081436 -2011-05-30 08:00:00,122.46637 -2011-05-30 09:00:00,131.78677 -2011-05-30 10:00:00,140.6267 -2011-05-30 11:00:00,192.35187 -2011-05-30 12:00:00,196.5185 -2011-05-30 13:00:00,201.13692 -2011-05-30 14:00:00,190.78403 -2011-05-30 15:00:00,171.76746 -2011-05-30 16:00:00,203.807 -2011-05-30 17:00:00,280.55603 -2011-05-30 18:00:00,277.53055 -2011-05-30 19:00:00,213.91843 -2011-05-30 20:00:00,219.97382 -2011-05-30 21:00:00,175.77774 -2011-05-30 22:00:00,112.26875 -2011-05-30 23:00:00,55.946198 -2011-05-31 00:00:00,30.517578 -2011-05-31 01:00:00,16.828293 -2011-05-31 02:00:00,8.123019 -2011-05-31 03:00:00,4.306236 -2011-05-31 04:00:00,4.370689 -2011-05-31 05:00:00,19.218542 -2011-05-31 06:00:00,65.003624 -2011-05-31 07:00:00,221.23868 -2011-05-31 08:00:00,323.03928 -2011-05-31 09:00:00,136.00623 -2011-05-31 10:00:00,67.58196 -2011-05-31 11:00:00,73.61116 -2011-05-31 12:00:00,106.55403 -2011-05-31 13:00:00,102.79953 -2011-05-31 14:00:00,77.59784 -2011-05-31 15:00:00,88.50665 -2011-05-31 16:00:00,178.00931 -2011-05-31 17:00:00,353.9289 -2011-05-31 18:00:00,332.81592 -2011-05-31 19:00:00,279.40976 -2011-05-31 20:00:00,200.4794 -2011-05-31 21:00:00,148.28807 -2011-05-31 22:00:00,99.07499 -2011-05-31 23:00:00,62.4527 -2011-06-20 00:00:00,59.87902 -2011-06-20 01:00:00,41.867363 -2011-06-20 02:00:00,36.00277 -2011-06-20 03:00:00,31.03719 -2011-06-20 04:00:00,29.309383 -2011-06-20 05:00:00,39.8573 -2011-06-20 06:00:00,93.72091 -2011-06-20 07:00:00,168.92772 -2011-06-20 08:00:00,284.62732 -2011-06-20 09:00:00,201.46472 -2011-06-20 10:00:00,116.0914 -2011-06-20 11:00:00,127.84099 -2011-06-20 12:00:00,176.65103 -2011-06-20 13:00:00,179.27368 -2011-06-20 14:00:00,170.4405 -2011-06-20 15:00:00,183.12836 -2011-06-20 16:00:00,269.98892 -2011-06-20 17:00:00,447.21204 -2011-06-20 18:00:00,446.75897 -2011-06-20 19:00:00,353.6225 -2011-06-20 20:00:00,260.3944 -2011-06-20 21:00:00,202.54378 -2011-06-20 22:00:00,144.9302 -2011-06-20 23:00:00,92.43132 -2011-06-21 00:00:00,60.086876 -2011-06-21 01:00:00,49.62832 -2011-06-21 02:00:00,43.75836 -2011-06-21 03:00:00,33.75799 -2011-06-21 04:00:00,20.473112 -2011-06-21 05:00:00,32.30555 -2011-06-21 06:00:00,109.18329 -2011-06-21 07:00:00,239.5711 -2011-06-21 08:00:00,406.1084 -2011-06-21 09:00:00,195.9324 -2011-06-21 10:00:00,112.80915 -2011-06-21 11:00:00,124.21686 -2011-06-21 12:00:00,172.26785 -2011-06-21 13:00:00,172.27759 -2011-06-21 14:00:00,161.34457 -2011-06-21 15:00:00,167.75766 -2011-06-21 16:00:00,254.61435 -2011-06-21 17:00:00,473.06232 -2011-06-21 18:00:00,410.58752 -2011-06-21 19:00:00,323.63068 -2011-06-21 20:00:00,203.69656 -2011-06-21 21:00:00,214.695 -2011-06-21 22:00:00,162.31204 -2011-06-21 23:00:00,102.75114 -2011-06-22 00:00:00,60.71249 -2011-06-22 01:00:00,45.375435 -2011-06-22 02:00:00,37.575623 -2011-06-22 03:00:00,28.323292 -2011-06-22 04:00:00,20.37835 -2011-06-22 05:00:00,33.244736 -2011-06-22 06:00:00,111.370926 -2011-06-22 07:00:00,313.40216 -2011-06-22 08:00:00,440.34576 -2011-06-22 09:00:00,206.62817 -2011-06-22 10:00:00,111.645294 -2011-06-22 11:00:00,137.38367 -2011-06-22 12:00:00,177.4882 -2011-06-22 13:00:00,162.34352 -2011-06-22 14:00:00,155.3532 -2011-06-22 15:00:00,147.36543 -2011-06-22 16:00:00,232.6152 -2011-06-22 17:00:00,460.19543 -2011-06-22 18:00:00,419.88235 -2011-06-22 19:00:00,344.17972 -2011-06-22 20:00:00,262.38837 -2011-06-22 21:00:00,210.23755 -2011-06-22 22:00:00,154.6791 -2011-06-22 23:00:00,105.617935 -2011-06-23 00:00:00,67.8877 -2011-06-23 01:00:00,46.37992 -2011-06-23 02:00:00,38.22721 -2011-06-23 03:00:00,29.197289 -2011-06-23 04:00:00,20.99246 -2011-06-23 05:00:00,36.16526 -2011-06-23 06:00:00,121.171646 -2011-06-23 07:00:00,314.00372 -2011-06-23 08:00:00,430.39136 -2011-06-23 09:00:00,207.28679 -2011-06-23 10:00:00,127.956055 -2011-06-23 11:00:00,127.89839 -2011-06-23 12:00:00,175.01859 -2011-06-23 13:00:00,172.13126 -2011-06-23 14:00:00,144.49503 -2011-06-23 15:00:00,167.58763 -2011-06-23 16:00:00,235.82492 -2011-06-23 17:00:00,387.7248 -2011-06-23 18:00:00,406.3197 -2011-06-23 19:00:00,302.8219 -2011-06-23 20:00:00,255.4189 -2011-06-23 21:00:00,216.19064 -2011-06-23 22:00:00,162.07819 -2011-06-23 23:00:00,119.5428 -2011-06-24 00:00:00,81.04027 -2011-06-24 01:00:00,54.85614 -2011-06-24 02:00:00,44.959198 -2011-06-24 03:00:00,29.879385 -2011-06-24 04:00:00,21.02174 -2011-06-24 05:00:00,33.21846 -2011-06-24 06:00:00,109.08974 -2011-06-24 07:00:00,269.02603 -2011-06-24 08:00:00,439.44104 -2011-06-24 09:00:00,226.36043 -2011-06-24 10:00:00,149.52283 -2011-06-24 11:00:00,181.04793 -2011-06-24 12:00:00,228.88748 -2011-06-24 13:00:00,237.23909 -2011-06-24 14:00:00,207.5557 -2011-06-24 15:00:00,221.16992 -2011-06-24 16:00:00,303.32816 -2011-06-24 17:00:00,463.65695 -2011-06-24 18:00:00,427.28778 -2011-06-24 19:00:00,340.6222 -2011-06-24 20:00:00,262.02957 -2011-06-24 21:00:00,232.12675 -2011-06-24 22:00:00,200.03372 -2011-06-24 23:00:00,173.43126 -2011-06-25 00:00:00,132.99178 -2011-06-25 01:00:00,101.63182 -2011-06-25 02:00:00,85.265686 -2011-06-25 03:00:00,52.729336 -2011-06-25 04:00:00,29.465336 -2011-06-25 05:00:00,28.438496 -2011-06-25 06:00:00,48.312756 -2011-06-25 07:00:00,85.329605 -2011-06-25 08:00:00,152.20688 -2011-06-25 09:00:00,212.05896 -2011-06-25 10:00:00,245.1268 -2011-06-25 11:00:00,291.60812 -2011-06-25 12:00:00,281.95474 -2011-06-25 13:00:00,267.21927 -2011-06-25 14:00:00,254.7977 -2011-06-25 15:00:00,242.35431 -2011-06-25 16:00:00,259.0318 -2011-06-25 17:00:00,269.9157 -2011-06-25 18:00:00,249.5185 -2011-06-25 19:00:00,211.14043 -2011-06-25 20:00:00,175.79619 -2011-06-25 21:00:00,161.78108 -2011-06-25 22:00:00,131.25096 -2011-06-25 23:00:00,93.33557 -2011-06-26 00:00:00,79.88486 -2011-06-26 01:00:00,73.1752 -2011-06-26 02:00:00,59.325302 -2011-06-26 03:00:00,30.800995 -2011-06-26 04:00:00,11.883367 -2011-06-26 05:00:00,10.910999 -2011-06-26 06:00:00,18.643187 -2011-06-26 07:00:00,41.53151 -2011-06-26 08:00:00,63.979744 -2011-06-26 09:00:00,123.752495 -2011-06-26 10:00:00,189.40884 -2011-06-26 11:00:00,255.70609 -2011-06-26 12:00:00,264.6139 -2011-06-26 13:00:00,254.9625 -2011-06-26 14:00:00,255.70267 -2011-06-26 15:00:00,246.84402 -2011-06-26 16:00:00,253.88419 -2011-06-26 17:00:00,257.60098 -2011-06-26 18:00:00,226.20572 -2011-06-26 19:00:00,200.61327 -2011-06-26 20:00:00,164.59471 -2011-06-26 21:00:00,121.57605 -2011-06-26 22:00:00,111.814835 -2011-06-26 23:00:00,69.85358 -2011-06-27 00:00:00,26.476969 -2011-06-27 01:00:00,13.018436 -2011-06-27 02:00:00,9.322299 -2011-06-27 03:00:00,5.7850084 -2011-06-27 04:00:00,4.7350187 -2011-06-27 05:00:00,17.58515 -2011-06-27 06:00:00,62.173233 -2011-06-27 07:00:00,195.78145 -2011-06-27 08:00:00,279.80176 -2011-06-27 09:00:00,133.62619 -2011-06-27 10:00:00,69.44033 -2011-06-27 11:00:00,90.001724 -2011-06-27 12:00:00,120.86833 -2011-06-27 13:00:00,117.123886 -2011-06-27 14:00:00,103.47196 -2011-06-27 15:00:00,105.22267 -2011-06-27 16:00:00,176.71906 -2011-06-27 17:00:00,343.8376 -2011-06-27 18:00:00,322.1736 -2011-06-27 19:00:00,255.04303 -2011-06-27 20:00:00,180.78088 -2011-06-27 21:00:00,127.69642 -2011-06-27 22:00:00,83.53929 -2011-06-27 23:00:00,53.483307 -2011-06-28 00:00:00,28.739725 -2011-06-28 01:00:00,13.4477005 -2011-06-28 02:00:00,8.634466 -2011-06-28 03:00:00,5.5759144 -2011-06-28 04:00:00,4.354588 -2011-06-28 05:00:00,16.823484 -2011-06-28 06:00:00,63.538105 -2011-06-28 07:00:00,209.43059 -2011-06-28 08:00:00,307.70203 -2011-06-28 09:00:00,128.98393 -2011-06-28 10:00:00,70.40834 -2011-06-28 11:00:00,83.75099 -2011-06-28 12:00:00,117.15698 -2011-06-28 13:00:00,112.12519 -2011-06-28 14:00:00,86.062485 -2011-06-28 15:00:00,87.42923 -2011-06-28 16:00:00,167.9216 -2011-06-28 17:00:00,264.05408 -2011-06-28 18:00:00,258.86972 -2011-06-28 19:00:00,247.80554 -2011-06-28 20:00:00,186.55719 -2011-06-28 21:00:00,125.38171 -2011-06-28 22:00:00,82.23888 -2011-06-28 23:00:00,53.35222 -2011-06-29 00:00:00,30.058258 -2011-06-29 01:00:00,13.92342 -2011-06-29 02:00:00,8.680726 -2011-06-29 03:00:00,5.587119 -2011-06-29 04:00:00,4.5399427 -2011-06-29 05:00:00,19.970684 -2011-06-29 06:00:00,66.53592 -2011-06-29 07:00:00,222.23773 -2011-06-29 08:00:00,324.22205 -2011-06-29 09:00:00,141.21492 -2011-06-29 10:00:00,69.217804 -2011-06-29 11:00:00,100.50751 -2011-06-29 12:00:00,132.98625 -2011-06-29 13:00:00,117.52892 -2011-06-29 14:00:00,106.67859 -2011-06-29 15:00:00,117.617615 -2011-06-29 16:00:00,178.84647 -2011-06-29 17:00:00,366.2542 -2011-06-29 18:00:00,335.96228 -2011-06-29 19:00:00,262.42807 -2011-06-29 20:00:00,196.21506 -2011-06-29 21:00:00,167.88274 -2011-06-29 22:00:00,121.30647 -2011-06-29 23:00:00,67.118965 -2011-06-30 00:00:00,38.191086 -2011-06-30 01:00:00,16.811443 -2011-06-30 02:00:00,9.634413 -2011-06-30 03:00:00,6.6079717 -2011-06-30 04:00:00,5.566206 -2011-06-30 05:00:00,23.272728 -2011-06-30 06:00:00,68.78502 -2011-06-30 07:00:00,221.64046 -2011-06-30 08:00:00,323.11884 -2011-06-30 09:00:00,140.13988 -2011-06-30 10:00:00,71.381294 -2011-06-30 11:00:00,104.10791 -2011-06-30 12:00:00,133.51434 -2011-06-30 13:00:00,128.96313 -2011-06-30 14:00:00,111.729 -2011-06-30 15:00:00,117.54221 -2011-06-30 16:00:00,184.49533 -2011-06-30 17:00:00,351.2311 -2011-06-30 18:00:00,335.35184 -2011-06-30 19:00:00,255.55035 -2011-06-30 20:00:00,202.39664 -2011-06-30 21:00:00,168.6909 -2011-06-30 22:00:00,125.0016 -2011-06-30 23:00:00,79.15036 -2011-07-20 00:00:00,56.071095 -2011-07-20 01:00:00,42.75863 -2011-07-20 02:00:00,34.80005 -2011-07-20 03:00:00,26.870539 -2011-07-20 04:00:00,20.071999 -2011-07-20 05:00:00,34.10314 -2011-07-20 06:00:00,119.07201 -2011-07-20 07:00:00,295.54272 -2011-07-20 08:00:00,437.25223 -2011-07-20 09:00:00,202.0827 -2011-07-20 10:00:00,121.62816 -2011-07-20 11:00:00,134.69604 -2011-07-20 12:00:00,165.70245 -2011-07-20 13:00:00,165.69604 -2011-07-20 14:00:00,155.13686 -2011-07-20 15:00:00,156.96439 -2011-07-20 16:00:00,233.014 -2011-07-20 17:00:00,454.63242 -2011-07-20 18:00:00,434.01788 -2011-07-20 19:00:00,337.54984 -2011-07-20 20:00:00,264.32086 -2011-07-20 21:00:00,232.21269 -2011-07-20 22:00:00,171.39926 -2011-07-20 23:00:00,108.87574 -2011-07-21 00:00:00,75.05712 -2011-07-21 01:00:00,50.233612 -2011-07-21 02:00:00,41.990692 -2011-07-21 03:00:00,31.992676 -2011-07-21 04:00:00,24.529366 -2011-07-21 05:00:00,39.188446 -2011-07-21 06:00:00,125.466385 -2011-07-21 07:00:00,314.6447 -2011-07-21 08:00:00,429.15054 -2011-07-21 09:00:00,189.98004 -2011-07-21 10:00:00,120.74041 -2011-07-21 11:00:00,142.31012 -2011-07-21 12:00:00,174.918 -2011-07-21 13:00:00,169.49265 -2011-07-21 14:00:00,159.20822 -2011-07-21 15:00:00,160.53401 -2011-07-21 16:00:00,239.11499 -2011-07-21 17:00:00,447.0338 -2011-07-21 18:00:00,414.67316 -2011-07-21 19:00:00,303.8321 -2011-07-21 20:00:00,263.99155 -2011-07-21 21:00:00,221.12137 -2011-07-21 22:00:00,178.47868 -2011-07-21 23:00:00,123.03232 -2011-07-22 00:00:00,85.509705 -2011-07-22 01:00:00,51.35878 -2011-07-22 02:00:00,49.59964 -2011-07-22 03:00:00,33.595985 -2011-07-22 04:00:00,27.533089 -2011-07-22 05:00:00,39.074917 -2011-07-22 06:00:00,118.909164 -2011-07-22 07:00:00,276.90112 -2011-07-22 08:00:00,433.55615 -2011-07-22 09:00:00,201.73698 -2011-07-22 10:00:00,142.0332 -2011-07-22 11:00:00,161.59055 -2011-07-22 12:00:00,193.58633 -2011-07-22 13:00:00,193.15564 -2011-07-22 14:00:00,173.92387 -2011-07-22 15:00:00,185.52393 -2011-07-22 16:00:00,220.87067 -2011-07-22 17:00:00,424.43903 -2011-07-22 18:00:00,395.0086 -2011-07-22 19:00:00,307.87125 -2011-07-22 20:00:00,250.0733 -2011-07-22 21:00:00,228.1846 -2011-07-22 22:00:00,195.58524 -2011-07-22 23:00:00,150.05424 -2011-07-23 00:00:00,125.75545 -2011-07-23 01:00:00,107.43261 -2011-07-23 02:00:00,88.371506 -2011-07-23 03:00:00,59.846016 -2011-07-23 04:00:00,34.5542 -2011-07-23 05:00:00,38.31018 -2011-07-23 06:00:00,56.545868 -2011-07-23 07:00:00,91.66911 -2011-07-23 08:00:00,142.68486 -2011-07-23 09:00:00,206.86365 -2011-07-23 10:00:00,267.6846 -2011-07-23 11:00:00,311.41925 -2011-07-23 12:00:00,320.00574 -2011-07-23 13:00:00,310.26086 -2011-07-23 14:00:00,284.1183 -2011-07-23 15:00:00,269.82883 -2011-07-23 16:00:00,285.19232 -2011-07-23 17:00:00,295.16995 -2011-07-23 18:00:00,294.5328 -2011-07-23 19:00:00,293.89514 -2011-07-23 20:00:00,265.68414 -2011-07-23 21:00:00,232.89885 -2011-07-23 22:00:00,206.9079 -2011-07-23 23:00:00,161.84583 -2011-07-24 00:00:00,139.14944 -2011-07-24 01:00:00,113.08833 -2011-07-24 02:00:00,100.9026 -2011-07-24 03:00:00,62.053764 -2011-07-24 04:00:00,39.277584 -2011-07-24 05:00:00,41.126724 -2011-07-24 06:00:00,50.309883 -2011-07-24 07:00:00,84.11731 -2011-07-24 08:00:00,119.28432 -2011-07-24 09:00:00,184.82874 -2011-07-24 10:00:00,269.96384 -2011-07-24 11:00:00,320.4281 -2011-07-24 12:00:00,322.40265 -2011-07-24 13:00:00,342.73837 -2011-07-24 14:00:00,321.8312 -2011-07-24 15:00:00,306.53894 -2011-07-24 16:00:00,301.01242 -2011-07-24 17:00:00,309.60782 -2011-07-24 18:00:00,301.7907 -2011-07-24 19:00:00,295.9542 -2011-07-24 20:00:00,272.96255 -2011-07-24 21:00:00,200.27582 -2011-07-24 22:00:00,150.37756 -2011-07-24 23:00:00,106.31231 -2011-07-25 00:00:00,68.04131 -2011-07-25 01:00:00,55.93634 -2011-07-25 02:00:00,45.34082 -2011-07-25 03:00:00,33.09012 -2011-07-25 04:00:00,26.26498 -2011-07-25 05:00:00,39.8656 -2011-07-25 06:00:00,119.919464 -2011-07-25 07:00:00,303.45398 -2011-07-25 08:00:00,403.2671 -2011-07-25 09:00:00,179.10822 -2011-07-25 10:00:00,110.25287 -2011-07-25 11:00:00,141.5959 -2011-07-25 12:00:00,177.0506 -2011-07-25 13:00:00,157.99289 -2011-07-25 14:00:00,136.35 -2011-07-25 15:00:00,129.09773 -2011-07-25 16:00:00,194.24564 -2011-07-25 17:00:00,416.9223 -2011-07-25 18:00:00,427.24103 -2011-07-25 19:00:00,344.2978 -2011-07-25 20:00:00,265.37714 -2011-07-25 21:00:00,176.35315 -2011-07-25 22:00:00,130.59319 -2011-07-25 23:00:00,80.689156 -2011-07-26 00:00:00,37.989456 -2011-07-26 01:00:00,14.707229 -2011-07-26 02:00:00,9.12742 -2011-07-26 03:00:00,5.6256533 -2011-07-26 04:00:00,4.6721253 -2011-07-26 05:00:00,18.483418 -2011-07-26 06:00:00,64.85707 -2011-07-26 07:00:00,218.89188 -2011-07-26 08:00:00,314.4545 -2011-07-26 09:00:00,136.99274 -2011-07-26 10:00:00,69.01076 -2011-07-26 11:00:00,86.001114 -2011-07-26 12:00:00,120.69304 -2011-07-26 13:00:00,118.17303 -2011-07-26 14:00:00,102.465675 -2011-07-26 15:00:00,104.41608 -2011-07-26 16:00:00,177.18875 -2011-07-26 17:00:00,366.27563 -2011-07-26 18:00:00,341.6146 -2011-07-26 19:00:00,258.78 -2011-07-26 20:00:00,198.436 -2011-07-26 21:00:00,162.23824 -2011-07-26 22:00:00,117.94092 -2011-07-26 23:00:00,61.988922 -2011-07-27 00:00:00,35.658104 -2011-07-27 01:00:00,14.859159 -2011-07-27 02:00:00,8.206358 -2011-07-27 03:00:00,4.9095488 -2011-07-27 04:00:00,5.194653 -2011-07-27 05:00:00,20.706291 -2011-07-27 06:00:00,69.034065 -2011-07-27 07:00:00,219.12639 -2011-07-27 08:00:00,320.00583 -2011-07-27 09:00:00,135.85461 -2011-07-27 10:00:00,66.53905 -2011-07-27 11:00:00,86.9017 -2011-07-27 12:00:00,129.05217 -2011-07-27 13:00:00,121.68802 -2011-07-27 14:00:00,109.942795 -2011-07-27 15:00:00,110.292206 -2011-07-27 16:00:00,188.55008 -2011-07-27 17:00:00,362.15353 -2011-07-27 18:00:00,350.5259 -2011-07-27 19:00:00,264.1123 -2011-07-27 20:00:00,202.36539 -2011-07-27 21:00:00,163.16753 -2011-07-27 22:00:00,113.00195 -2011-07-27 23:00:00,65.79431 -2011-07-28 00:00:00,40.326553 -2011-07-28 01:00:00,16.077644 -2011-07-28 02:00:00,9.286868 -2011-07-28 03:00:00,5.06046 -2011-07-28 04:00:00,4.789812 -2011-07-28 05:00:00,19.453545 -2011-07-28 06:00:00,67.0098 -2011-07-28 07:00:00,217.64578 -2011-07-28 08:00:00,316.6703 -2011-07-28 09:00:00,133.85268 -2011-07-28 10:00:00,68.73111 -2011-07-28 11:00:00,80.36946 -2011-07-28 12:00:00,117.02351 -2011-07-28 13:00:00,107.91324 -2011-07-28 14:00:00,93.75452 -2011-07-28 15:00:00,95.5347 -2011-07-28 16:00:00,171.10101 -2011-07-28 17:00:00,329.14676 -2011-07-28 18:00:00,306.04633 -2011-07-28 19:00:00,249.21579 -2011-07-28 20:00:00,175.991 -2011-07-28 21:00:00,134.35304 -2011-07-28 22:00:00,90.73124 -2011-07-28 23:00:00,78.14114 -2011-07-29 00:00:00,50.06728 -2011-07-29 01:00:00,26.050247 -2011-07-29 02:00:00,17.953056 -2011-07-29 03:00:00,7.651487 -2011-07-29 04:00:00,7.0951285 -2011-07-29 05:00:00,20.845524 -2011-07-29 06:00:00,66.96186 -2011-07-29 07:00:00,190.48065 -2011-07-29 08:00:00,304.1919 -2011-07-29 09:00:00,136.20943 -2011-07-29 10:00:00,86.202515 -2011-07-29 11:00:00,104.11784 -2011-07-29 12:00:00,119.242966 -2011-07-29 13:00:00,106.55443 -2011-07-29 14:00:00,100.346275 -2011-07-29 15:00:00,108.33565 -2011-07-29 16:00:00,162.48396 -2011-07-29 17:00:00,310.87543 -2011-07-29 18:00:00,274.48386 -2011-07-29 19:00:00,204.23236 -2011-07-29 20:00:00,169.44205 -2011-07-29 21:00:00,156.06123 -2011-07-29 22:00:00,133.46426 -2011-07-29 23:00:00,104.11493 -2011-07-30 00:00:00,82.00358 -2011-07-30 01:00:00,64.69678 -2011-07-30 02:00:00,56.563732 -2011-07-30 03:00:00,32.046913 -2011-07-30 04:00:00,12.514386 -2011-07-30 05:00:00,12.712006 -2011-07-30 06:00:00,23.148226 -2011-07-30 07:00:00,53.449074 -2011-07-30 08:00:00,87.81566 -2011-07-30 09:00:00,130.32341 -2011-07-30 10:00:00,189.67139 -2011-07-30 11:00:00,239.77138 -2011-07-30 12:00:00,255.96255 -2011-07-30 13:00:00,242.4439 -2011-07-30 14:00:00,218.54492 -2011-07-30 15:00:00,225.0682 -2011-07-30 16:00:00,229.82756 -2011-07-30 17:00:00,236.73566 -2011-07-30 18:00:00,235.54517 -2011-07-30 19:00:00,238.8533 -2011-07-30 20:00:00,174.6472 -2011-07-30 21:00:00,155.51764 -2011-07-30 22:00:00,128.74588 -2011-07-30 23:00:00,112.67003 -2011-07-31 00:00:00,82.48866 -2011-07-31 01:00:00,70.02042 -2011-07-31 02:00:00,59.996143 -2011-07-31 03:00:00,28.568302 -2011-07-31 04:00:00,9.92701 -2011-07-31 05:00:00,11.390875 -2011-07-31 06:00:00,18.401588 -2011-07-31 07:00:00,50.217453 -2011-07-31 08:00:00,65.20142 -2011-07-31 09:00:00,120.45058 -2011-07-31 10:00:00,181.1466 -2011-07-31 11:00:00,211.20703 -2011-07-31 12:00:00,222.16815 -2011-07-31 13:00:00,233.11053 -2011-07-31 14:00:00,215.73996 -2011-07-31 15:00:00,202.672 -2011-07-31 16:00:00,209.27939 -2011-07-31 17:00:00,208.52274 -2011-07-31 18:00:00,214.40286 -2011-07-31 19:00:00,197.86366 -2011-07-31 20:00:00,167.36032 -2011-07-31 21:00:00,125.30751 -2011-07-31 22:00:00,74.81012 -2011-07-31 23:00:00,61.47545 -2011-08-20 00:00:00,105.15141 -2011-08-20 01:00:00,86.594925 -2011-08-20 02:00:00,67.77995 -2011-08-20 03:00:00,35.570793 -2011-08-20 04:00:00,18.03467 -2011-08-20 05:00:00,19.478107 -2011-08-20 06:00:00,26.630157 -2011-08-20 07:00:00,51.339584 -2011-08-20 08:00:00,103.75984 -2011-08-20 09:00:00,159.82791 -2011-08-20 10:00:00,220.54482 -2011-08-20 11:00:00,276.8055 -2011-08-20 12:00:00,282.33273 -2011-08-20 13:00:00,282.34424 -2011-08-20 14:00:00,277.14325 -2011-08-20 15:00:00,278.4064 -2011-08-20 16:00:00,274.92526 -2011-08-20 17:00:00,280.45505 -2011-08-20 18:00:00,256.03418 -2011-08-20 19:00:00,235.36842 -2011-08-20 20:00:00,199.24837 -2011-08-20 21:00:00,145.13791 -2011-08-20 22:00:00,128.02757 -2011-08-20 23:00:00,114.26865 -2011-08-21 00:00:00,113.45723 -2011-08-21 01:00:00,91.59491 -2011-08-21 02:00:00,80.38184 -2011-08-21 03:00:00,42.854057 -2011-08-21 04:00:00,18.81451 -2011-08-21 05:00:00,19.747898 -2011-08-21 06:00:00,23.575773 -2011-08-21 07:00:00,48.42415 -2011-08-21 08:00:00,82.58807 -2011-08-21 09:00:00,136.66216 -2011-08-21 10:00:00,188.14606 -2011-08-21 11:00:00,243.89645 -2011-08-21 12:00:00,272.99615 -2011-08-21 13:00:00,271.31207 -2011-08-21 14:00:00,178.2464 -2011-08-21 15:00:00,188.70485 -2011-08-21 16:00:00,202.26285 -2011-08-21 17:00:00,192.47302 -2011-08-21 18:00:00,181.86505 -2011-08-21 19:00:00,202.7392 -2011-08-21 20:00:00,140.81033 -2011-08-21 21:00:00,121.5327 -2011-08-21 22:00:00,106.01381 -2011-08-21 23:00:00,83.469025 -2011-08-22 00:00:00,50.89103 -2011-08-22 01:00:00,32.933712 -2011-08-22 02:00:00,26.80064 -2011-08-22 03:00:00,20.809624 -2011-08-22 04:00:00,14.371843 -2011-08-22 05:00:00,28.205765 -2011-08-22 06:00:00,91.709366 -2011-08-22 07:00:00,239.08557 -2011-08-22 08:00:00,317.60364 -2011-08-22 09:00:00,161.84532 -2011-08-22 10:00:00,108.83356 -2011-08-22 11:00:00,127.27898 -2011-08-22 12:00:00,165.78416 -2011-08-22 13:00:00,155.1844 -2011-08-22 14:00:00,144.47723 -2011-08-22 15:00:00,142.42157 -2011-08-22 16:00:00,220.29132 -2011-08-22 17:00:00,411.22076 -2011-08-22 18:00:00,385.66583 -2011-08-22 19:00:00,288.64417 -2011-08-22 20:00:00,220.21945 -2011-08-22 21:00:00,167.6814 -2011-08-22 22:00:00,121.483665 -2011-08-22 23:00:00,84.313095 -2011-08-23 00:00:00,51.295303 -2011-08-23 01:00:00,31.142847 -2011-08-23 02:00:00,25.34555 -2011-08-23 03:00:00,18.083866 -2011-08-23 04:00:00,14.527359 -2011-08-23 05:00:00,30.684582 -2011-08-23 06:00:00,100.96063 -2011-08-23 07:00:00,266.15598 -2011-08-23 08:00:00,352.87024 -2011-08-23 09:00:00,171.97015 -2011-08-23 10:00:00,112.467926 -2011-08-23 11:00:00,132.64708 -2011-08-23 12:00:00,171.62915 -2011-08-23 13:00:00,169.45384 -2011-08-23 14:00:00,150.19316 -2011-08-23 15:00:00,156.5774 -2011-08-23 16:00:00,235.54309 -2011-08-23 17:00:00,419.72107 -2011-08-23 18:00:00,389.89587 -2011-08-23 19:00:00,287.67856 -2011-08-23 20:00:00,211.10617 -2011-08-23 21:00:00,160.0362 -2011-08-23 22:00:00,142.39537 -2011-08-23 23:00:00,89.243256 -2011-08-24 00:00:00,52.29467 -2011-08-24 01:00:00,31.389187 -2011-08-24 02:00:00,25.381634 -2011-08-24 03:00:00,18.49971 -2011-08-24 04:00:00,14.329401 -2011-08-24 05:00:00,28.54113 -2011-08-24 06:00:00,98.60642 -2011-08-24 07:00:00,263.5352 -2011-08-24 08:00:00,356.86664 -2011-08-24 09:00:00,170.44868 -2011-08-24 10:00:00,109.67824 -2011-08-24 11:00:00,127.38342 -2011-08-24 12:00:00,151.44365 -2011-08-24 13:00:00,152.93323 -2011-08-24 14:00:00,141.37427 -2011-08-24 15:00:00,137.75215 -2011-08-24 16:00:00,204.65717 -2011-08-24 17:00:00,379.4217 -2011-08-24 18:00:00,362.7766 -2011-08-24 19:00:00,278.93555 -2011-08-24 20:00:00,203.46954 -2011-08-24 21:00:00,161.27515 -2011-08-24 22:00:00,127.478 -2011-08-24 23:00:00,83.3051 -2011-08-25 00:00:00,55.6897 -2011-08-25 01:00:00,32.643944 -2011-08-25 02:00:00,25.46537 -2011-08-25 03:00:00,18.450825 -2011-08-25 04:00:00,15.275719 -2011-08-25 05:00:00,26.749 -2011-08-25 06:00:00,94.64914 -2011-08-25 07:00:00,231.8805 -2011-08-25 08:00:00,336.5772 -2011-08-25 09:00:00,165.74844 -2011-08-25 10:00:00,104.844406 -2011-08-25 11:00:00,102.75611 -2011-08-25 12:00:00,107.79778 -2011-08-25 13:00:00,111.1064 -2011-08-25 14:00:00,105.23073 -2011-08-25 15:00:00,107.55376 -2011-08-25 16:00:00,124.50418 -2011-08-25 17:00:00,263.86795 -2011-08-25 18:00:00,237.21368 -2011-08-25 19:00:00,194.70197 -2011-08-25 20:00:00,161.1909 -2011-08-25 21:00:00,149.93015 -2011-08-25 22:00:00,100.09898 -2011-08-25 23:00:00,77.789024 -2011-08-26 00:00:00,53.953094 -2011-08-26 01:00:00,20.56282 -2011-08-26 02:00:00,12.486223 -2011-08-26 03:00:00,6.2320213 -2011-08-26 04:00:00,4.9249477 -2011-08-26 05:00:00,14.8517685 -2011-08-26 06:00:00,59.809937 -2011-08-26 07:00:00,177.53589 -2011-08-26 08:00:00,276.29965 -2011-08-26 09:00:00,138.96454 -2011-08-26 10:00:00,90.190765 -2011-08-26 11:00:00,108.50128 -2011-08-26 12:00:00,133.11899 -2011-08-26 13:00:00,138.89143 -2011-08-26 14:00:00,108.00296 -2011-08-26 15:00:00,128.74103 -2011-08-26 16:00:00,188.12329 -2011-08-26 17:00:00,269.8404 -2011-08-26 18:00:00,241.15958 -2011-08-26 19:00:00,153.25507 -2011-08-26 20:00:00,120.26884 -2011-08-26 21:00:00,103.037575 -2011-08-26 22:00:00,92.32597 -2011-08-26 23:00:00,73.08003 -2011-08-27 00:00:00,75.497635 -2011-08-27 01:00:00,63.526924 -2011-08-27 02:00:00,51.516136 -2011-08-27 03:00:00,26.657383 -2011-08-27 04:00:00,8.416019 -2011-08-27 05:00:00,9.071272 -2011-08-27 06:00:00,16.914242 -2011-08-27 07:00:00,36.19045 -2011-08-27 08:00:00,60.52875 -2011-08-27 09:00:00,95.093506 -2011-08-27 10:00:00,136.22958 -2011-08-27 11:00:00,116.36548 -2011-08-27 12:00:00,132.58563 -2011-08-27 13:00:00,130.43065 -2011-08-27 14:00:00,104.541855 -2011-08-27 15:00:00,106.79718 -2011-08-27 16:00:00,109.00902 -2011-08-27 17:00:00,80.283676 -2011-08-28 07:00:00,28.571064 -2011-08-28 08:00:00,50.28429 -2011-08-28 09:00:00,98.941956 -2011-08-28 10:00:00,164.79837 -2011-08-28 11:00:00,212.2062 -2011-08-28 12:00:00,244.60529 -2011-08-28 13:00:00,254.89737 -2011-08-28 14:00:00,237.24994 -2011-08-28 15:00:00,239.25012 -2011-08-28 16:00:00,238.65332 -2011-08-28 17:00:00,255.96912 -2011-08-28 18:00:00,235.97829 -2011-08-28 19:00:00,193.53821 -2011-08-28 20:00:00,158.80069 -2011-08-28 21:00:00,113.31044 -2011-08-28 22:00:00,77.89563 -2011-08-28 23:00:00,51.592384 -2011-08-29 00:00:00,29.282394 -2011-08-29 01:00:00,11.541178 -2011-08-29 02:00:00,7.311219 -2011-08-29 03:00:00,5.345413 -2011-08-29 04:00:00,4.358404 -2011-08-29 05:00:00,17.42627 -2011-08-29 06:00:00,65.50511 -2011-08-29 07:00:00,197.82571 -2011-08-29 08:00:00,279.55072 -2011-08-29 09:00:00,123.826706 -2011-08-29 10:00:00,68.9709 -2011-08-29 11:00:00,85.59984 -2011-08-29 12:00:00,129.82236 -2011-08-29 13:00:00,123.084885 -2011-08-29 14:00:00,105.80711 -2011-08-29 15:00:00,112.74163 -2011-08-29 16:00:00,180.71051 -2011-08-29 17:00:00,343.14313 -2011-08-29 18:00:00,326.03876 -2011-08-29 19:00:00,248.05896 -2011-08-29 20:00:00,178.07971 -2011-08-29 21:00:00,126.61401 -2011-08-29 22:00:00,89.62126 -2011-08-29 23:00:00,51.64096 -2011-08-30 00:00:00,29.008984 -2011-08-30 01:00:00,11.149586 -2011-08-30 02:00:00,7.6086826 -2011-08-30 03:00:00,5.260155 -2011-08-30 04:00:00,4.4572277 -2011-08-30 05:00:00,18.545723 -2011-08-30 06:00:00,66.14436 -2011-08-30 07:00:00,216.54085 -2011-08-30 08:00:00,308.98035 -2011-08-30 09:00:00,130.46921 -2011-08-30 10:00:00,69.558586 -2011-08-30 11:00:00,97.14731 -2011-08-30 12:00:00,129.204 -2011-08-30 13:00:00,126.57331 -2011-08-30 14:00:00,110.96669 -2011-08-30 15:00:00,117.50488 -2011-08-30 16:00:00,189.59476 -2011-08-30 17:00:00,355.4335 -2011-08-30 18:00:00,326.25873 -2011-08-30 19:00:00,243.74054 -2011-08-30 20:00:00,172.15866 -2011-08-30 21:00:00,114.04155 -2011-08-30 22:00:00,85.3127 -2011-08-30 23:00:00,54.33061 -2011-08-31 00:00:00,28.107346 -2011-08-31 01:00:00,11.215271 -2011-08-31 02:00:00,6.9641294 -2011-08-31 03:00:00,5.360203 -2011-08-31 04:00:00,4.3645973 -2011-08-31 05:00:00,17.519753 -2011-08-31 06:00:00,64.605415 -2011-08-31 07:00:00,212.86662 -2011-08-31 08:00:00,302.87805 -2011-08-31 09:00:00,126.13403 -2011-08-31 10:00:00,68.79829 -2011-08-31 11:00:00,91.7343 -2011-08-31 12:00:00,123.22026 -2011-08-31 13:00:00,123.647995 -2011-08-31 14:00:00,106.4816 -2011-08-31 15:00:00,110.27989 -2011-08-31 16:00:00,176.16669 -2011-08-31 17:00:00,338.15555 -2011-08-31 18:00:00,322.3076 -2011-08-31 19:00:00,248.17203 -2011-08-31 20:00:00,173.13055 -2011-08-31 21:00:00,128.04929 -2011-08-31 22:00:00,76.89018 -2011-08-31 23:00:00,52.814125 -2011-09-20 00:00:00,53.862556 -2011-09-20 01:00:00,36.255806 -2011-09-20 02:00:00,33.049213 -2011-09-20 03:00:00,24.943638 -2011-09-20 04:00:00,17.896486 -2011-09-20 05:00:00,31.321999 -2011-09-20 06:00:00,107.373535 -2011-09-20 07:00:00,276.18353 -2011-09-20 08:00:00,234.13077 -2011-09-20 09:00:00,138.74171 -2011-09-20 10:00:00,107.155945 -2011-09-20 11:00:00,110.12744 -2011-09-20 12:00:00,107.15776 -2011-09-20 13:00:00,101.59892 -2011-09-20 14:00:00,108.48198 -2011-09-20 15:00:00,141.33823 -2011-09-20 16:00:00,184.94037 -2011-09-20 17:00:00,341.39417 -2011-09-20 18:00:00,324.81516 -2011-09-20 19:00:00,246.5527 -2011-09-20 20:00:00,174.176 -2011-09-20 21:00:00,141.07837 -2011-09-20 22:00:00,121.337456 -2011-09-20 23:00:00,85.64368 -2011-09-21 00:00:00,58.39419 -2011-09-21 01:00:00,44.584663 -2011-09-21 02:00:00,36.714867 -2011-09-21 03:00:00,27.697592 -2011-09-21 04:00:00,20.242252 -2011-09-21 05:00:00,27.849974 -2011-09-21 06:00:00,97.92913 -2011-09-21 07:00:00,251.96872 -2011-09-21 08:00:00,370.44342 -2011-09-21 09:00:00,152.56366 -2011-09-21 10:00:00,99.19241 -2011-09-21 11:00:00,114.05646 -2011-09-21 12:00:00,151.46555 -2011-09-21 13:00:00,160.55634 -2011-09-21 14:00:00,141.43599 -2011-09-21 15:00:00,145.46864 -2011-09-21 16:00:00,227.86826 -2011-09-21 17:00:00,346.65762 -2011-09-21 18:00:00,252.74742 -2011-09-21 19:00:00,160.34761 -2011-09-21 20:00:00,128.98817 -2011-09-21 21:00:00,115.48703 -2011-09-21 22:00:00,104.92972 -2011-09-21 23:00:00,86.34632 -2011-09-22 00:00:00,62.99888 -2011-09-22 01:00:00,42.730072 -2011-09-22 02:00:00,37.77102 -2011-09-22 03:00:00,29.716549 -2011-09-22 04:00:00,21.4905 -2011-09-22 05:00:00,29.86597 -2011-09-22 06:00:00,97.798454 -2011-09-22 07:00:00,258.19904 -2011-09-22 08:00:00,364.7129 -2011-09-22 09:00:00,169.253 -2011-09-22 10:00:00,110.349594 -2011-09-22 11:00:00,113.23074 -2011-09-22 12:00:00,140.48767 -2011-09-22 13:00:00,130.23553 -2011-09-22 14:00:00,116.51559 -2011-09-22 15:00:00,141.61395 -2011-09-22 16:00:00,235.7861 -2011-09-22 17:00:00,362.20923 -2011-09-22 18:00:00,287.0823 -2011-09-22 19:00:00,205.35486 -2011-09-22 20:00:00,133.14717 -2011-09-22 21:00:00,132.22354 -2011-09-22 22:00:00,106.273926 -2011-09-22 23:00:00,83.59292 -2011-09-23 00:00:00,63.447433 -2011-09-23 01:00:00,44.921516 -2011-09-23 02:00:00,39.056553 -2011-09-23 03:00:00,29.984657 -2011-09-23 04:00:00,29.532005 -2011-09-23 05:00:00,28.372093 -2011-09-23 06:00:00,91.81871 -2011-09-23 07:00:00,155.6366 -2011-09-23 08:00:00,274.22455 -2011-09-23 09:00:00,143.53969 -2011-09-23 10:00:00,118.25369 -2011-09-23 11:00:00,122.42653 -2011-09-23 12:00:00,137.92792 -2011-09-23 13:00:00,124.452286 -2011-09-23 14:00:00,118.725555 -2011-09-23 15:00:00,130.95392 -2011-09-23 16:00:00,156.84964 -2011-09-23 17:00:00,245.12253 -2011-09-23 18:00:00,235.51205 -2011-09-23 19:00:00,192.96478 -2011-09-23 20:00:00,154.12634 -2011-09-23 21:00:00,121.857956 -2011-09-23 22:00:00,126.56322 -2011-09-23 23:00:00,96.87061 -2011-09-24 00:00:00,114.477684 -2011-09-24 01:00:00,95.02865 -2011-09-24 02:00:00,80.21861 -2011-09-24 03:00:00,51.540234 -2011-09-24 04:00:00,28.89553 -2011-09-24 05:00:00,30.146507 -2011-09-24 06:00:00,31.412876 -2011-09-24 07:00:00,64.361046 -2011-09-24 08:00:00,97.310715 -2011-09-24 09:00:00,171.58244 -2011-09-24 10:00:00,239.2504 -2011-09-24 11:00:00,276.2646 -2011-09-24 12:00:00,316.02786 -2011-09-24 13:00:00,323.07007 -2011-09-24 14:00:00,314.28067 -2011-09-24 15:00:00,324.5487 -2011-09-24 16:00:00,311.5266 -2011-09-24 17:00:00,315.6988 -2011-09-24 18:00:00,279.3569 -2011-09-24 19:00:00,203.94305 -2011-09-24 20:00:00,173.07161 -2011-09-24 21:00:00,156.37321 -2011-09-24 22:00:00,132.50069 -2011-09-24 23:00:00,124.00809 -2011-09-25 00:00:00,112.829094 -2011-09-25 01:00:00,99.8393 -2011-09-25 02:00:00,86.79788 -2011-09-25 03:00:00,55.956562 -2011-09-25 04:00:00,37.967094 -2011-09-25 05:00:00,33.23371 -2011-09-25 06:00:00,31.657478 -2011-09-25 07:00:00,48.52975 -2011-09-25 08:00:00,96.47475 -2011-09-25 09:00:00,155.67203 -2011-09-25 10:00:00,200.24869 -2011-09-25 11:00:00,237.45834 -2011-09-25 12:00:00,237.06131 -2011-09-25 13:00:00,235.73962 -2011-09-25 14:00:00,190.92458 -2011-09-25 15:00:00,194.31326 -2011-09-25 16:00:00,242.6495 -2011-09-25 17:00:00,212.02402 -2011-09-25 18:00:00,193.23517 -2011-09-25 19:00:00,124.21546 -2011-09-25 20:00:00,108.188065 -2011-09-25 21:00:00,81.779144 -2011-09-25 22:00:00,79.11719 -2011-09-25 23:00:00,60.357624 -2011-09-26 00:00:00,25.430294 -2011-09-26 01:00:00,14.295787 -2011-09-26 02:00:00,11.494003 -2011-09-26 03:00:00,8.506272 -2011-09-26 04:00:00,7.78586 -2011-09-26 05:00:00,19.431906 -2011-09-26 06:00:00,68.685326 -2011-09-26 07:00:00,176.15652 -2011-09-26 08:00:00,261.73868 -2011-09-26 09:00:00,135.46724 -2011-09-26 10:00:00,72.6028 -2011-09-26 11:00:00,86.85697 -2011-09-26 12:00:00,111.90848 -2011-09-26 13:00:00,124.05687 -2011-09-26 14:00:00,121.197464 -2011-09-26 15:00:00,135.9744 -2011-09-26 16:00:00,203.10312 -2011-09-26 17:00:00,367.45508 -2011-09-26 18:00:00,244.48715 -2011-09-26 19:00:00,199.08984 -2011-09-26 20:00:00,122.60684 -2011-09-26 21:00:00,93.18825 -2011-09-26 22:00:00,70.20966 -2011-09-26 23:00:00,49.075386 -2011-09-27 00:00:00,30.858772 -2011-09-27 01:00:00,15.149641 -2011-09-27 02:00:00,11.305528 -2011-09-27 03:00:00,8.630943 -2011-09-27 04:00:00,10.961967 -2011-09-27 05:00:00,20.979042 -2011-09-27 06:00:00,71.85005 -2011-09-27 07:00:00,190.32779 -2011-09-27 08:00:00,301.90356 -2011-09-27 09:00:00,114.22575 -2011-09-27 10:00:00,75.35061 -2011-09-27 11:00:00,77.82486 -2011-09-27 12:00:00,95.988594 -2011-09-27 13:00:00,115.923096 -2011-09-27 14:00:00,91.545044 -2011-09-27 15:00:00,89.088104 -2011-09-27 16:00:00,125.023964 -2011-09-27 17:00:00,218.46191 -2011-09-27 18:00:00,202.87517 -2011-09-27 19:00:00,171.56544 -2011-09-27 20:00:00,165.44043 -2011-09-27 21:00:00,112.40604 -2011-09-27 22:00:00,83.82774 -2011-09-27 23:00:00,62.403282 -2011-09-28 00:00:00,32.127113 -2011-09-28 01:00:00,14.638481 -2011-09-28 02:00:00,11.360655 -2011-09-28 03:00:00,8.811056 -2011-09-28 04:00:00,7.99851 -2011-09-28 05:00:00,16.983105 -2011-09-28 06:00:00,55.79524 -2011-09-28 07:00:00,95.86548 -2011-09-28 08:00:00,192.30905 -2011-09-28 09:00:00,108.5047 -2011-09-28 10:00:00,61.1364 -2011-09-28 11:00:00,77.911896 -2011-09-28 12:00:00,103.82339 -2011-09-28 13:00:00,117.12497 -2011-09-28 14:00:00,124.1723 -2011-09-28 15:00:00,122.13383 -2011-09-28 16:00:00,178.12302 -2011-09-28 17:00:00,350.07172 -2011-09-28 18:00:00,182.17688 -2011-09-28 19:00:00,136.28973 -2011-09-28 20:00:00,85.786575 -2011-09-28 21:00:00,75.68796 -2011-09-28 22:00:00,82.654724 -2011-09-28 23:00:00,55.96186 -2011-09-29 00:00:00,33.86645 -2011-09-29 01:00:00,15.688427 -2011-09-29 02:00:00,11.834019 -2011-09-29 03:00:00,9.996683 -2011-09-29 04:00:00,8.700308 -2011-09-29 05:00:00,19.486141 -2011-09-29 06:00:00,74.06611 -2011-09-29 07:00:00,219.07224 -2011-09-29 08:00:00,315.59857 -2011-09-29 09:00:00,158.96042 -2011-09-29 10:00:00,91.09461 -2011-09-29 11:00:00,120.856575 -2011-09-29 12:00:00,138.4057 -2011-09-29 13:00:00,137.43613 -2011-09-29 14:00:00,120.2288 -2011-09-29 15:00:00,121.17897 -2011-09-29 16:00:00,189.41885 -2011-09-29 17:00:00,358.5416 -2011-09-29 18:00:00,339.32233 -2011-09-29 19:00:00,250.69345 -2011-09-29 20:00:00,181.97798 -2011-09-29 21:00:00,135.66133 -2011-09-29 22:00:00,101.97526 -2011-09-29 23:00:00,74.21896 -2011-09-30 00:00:00,47.25786 -2011-09-30 01:00:00,26.952778 -2011-09-30 02:00:00,16.063995 -2011-09-30 03:00:00,10.791071 -2011-09-30 04:00:00,9.120531 -2011-09-30 05:00:00,23.182337 -2011-09-30 06:00:00,72.02901 -2011-09-30 07:00:00,194.68912 -2011-09-30 08:00:00,319.3789 -2011-09-30 09:00:00,166.6052 -2011-09-30 10:00:00,118.92038 -2011-09-30 11:00:00,138.43036 -2011-09-30 12:00:00,165.87344 -2011-09-30 13:00:00,159.332 -2011-09-30 14:00:00,144.89655 -2011-09-30 15:00:00,160.68832 -2011-09-30 16:00:00,223.9237 -2011-09-30 17:00:00,334.2189 -2011-09-30 18:00:00,325.0653 -2011-09-30 19:00:00,189.0452 -2011-09-30 20:00:00,145.58105 -2011-09-30 21:00:00,128.16742 -2011-09-30 22:00:00,110.02596 -2011-09-30 23:00:00,92.789894 -2011-10-20 00:00:00,44.655342 -2011-10-20 01:00:00,30.081131 -2011-10-20 02:00:00,24.508652 -2011-10-20 03:00:00,16.84377 -2011-10-20 04:00:00,13.964823 -2011-10-20 05:00:00,32.190586 -2011-10-20 06:00:00,100.19215 -2011-10-20 07:00:00,244.4038 -2011-10-20 08:00:00,366.32285 -2011-10-20 09:00:00,164.28061 -2011-10-20 10:00:00,120.34941 -2011-10-20 11:00:00,135.52917 -2011-10-20 12:00:00,160.75006 -2011-10-20 13:00:00,147.65997 -2011-10-20 14:00:00,134.42546 -2011-10-20 15:00:00,137.9667 -2011-10-20 16:00:00,191.19601 -2011-10-20 17:00:00,366.88776 -2011-10-20 18:00:00,315.85486 -2011-10-20 19:00:00,228.45862 -2011-10-20 20:00:00,161.32971 -2011-10-20 21:00:00,143.49152 -2011-10-20 22:00:00,116.21969 -2011-10-20 23:00:00,88.695175 -2011-10-21 00:00:00,59.769547 -2011-10-21 01:00:00,42.278877 -2011-10-21 02:00:00,31.48924 -2011-10-21 03:00:00,21.515747 -2011-10-21 04:00:00,15.3211155 -2011-10-21 05:00:00,26.382484 -2011-10-21 06:00:00,87.75958 -2011-10-21 07:00:00,218.41585 -2011-10-21 08:00:00,362.8636 -2011-10-21 09:00:00,188.92838 -2011-10-21 10:00:00,138.1314 -2011-10-21 11:00:00,155.22525 -2011-10-21 12:00:00,187.01437 -2011-10-21 13:00:00,169.39459 -2011-10-21 14:00:00,171.46666 -2011-10-21 15:00:00,174.33893 -2011-10-21 16:00:00,242.02081 -2011-10-21 17:00:00,350.61752 -2011-10-21 18:00:00,313.6499 -2011-10-21 19:00:00,199.8414 -2011-10-21 20:00:00,149.54733 -2011-10-21 21:00:00,140.01605 -2011-10-21 22:00:00,125.115715 -2011-10-21 23:00:00,97.23285 -2011-10-22 00:00:00,94.54414 -2011-10-22 01:00:00,76.04352 -2011-10-22 02:00:00,64.4746 -2011-10-22 03:00:00,38.05951 -2011-10-22 04:00:00,17.606087 -2011-10-22 05:00:00,17.412819 -2011-10-22 06:00:00,24.355076 -2011-10-22 07:00:00,58.302025 -2011-10-22 08:00:00,98.790726 -2011-10-22 09:00:00,153.53922 -2011-10-22 10:00:00,193.33716 -2011-10-22 11:00:00,223.4117 -2011-10-22 12:00:00,292.70947 -2011-10-22 13:00:00,306.9387 -2011-10-22 14:00:00,271.85385 -2011-10-22 15:00:00,279.2793 -2011-10-22 16:00:00,288.4544 -2011-10-22 17:00:00,241.23087 -2011-10-22 18:00:00,204.04178 -2011-10-22 19:00:00,149.32698 -2011-10-22 20:00:00,138.92621 -2011-10-22 21:00:00,119.72027 -2011-10-22 22:00:00,109.109695 -2011-10-22 23:00:00,88.60192 -2011-10-23 00:00:00,92.99548 -2011-10-23 01:00:00,81.053604 -2011-10-23 02:00:00,70.78482 -2011-10-23 03:00:00,40.38928 -2011-10-23 04:00:00,18.677378 -2011-10-23 05:00:00,18.657274 -2011-10-23 06:00:00,23.51775 -2011-10-23 07:00:00,50.06427 -2011-10-23 08:00:00,81.608086 -2011-10-23 09:00:00,135.84013 -2011-10-23 10:00:00,186.41939 -2011-10-23 11:00:00,222.90152 -2011-10-23 12:00:00,294.63165 -2011-10-23 13:00:00,290.05188 -2011-10-23 14:00:00,280.18134 -2011-10-23 15:00:00,278.84747 -2011-10-23 16:00:00,283.86026 -2011-10-23 17:00:00,245.40286 -2011-10-23 18:00:00,211.33743 -2011-10-23 19:00:00,142.81982 -2011-10-23 20:00:00,133.31482 -2011-10-23 21:00:00,110.86342 -2011-10-23 22:00:00,95.30487 -2011-10-23 23:00:00,71.74245 -2011-10-24 00:00:00,51.176216 -2011-10-24 01:00:00,33.903362 -2011-10-24 02:00:00,29.137672 -2011-10-24 03:00:00,21.060987 -2011-10-24 04:00:00,14.728561 -2011-10-24 05:00:00,27.274538 -2011-10-24 06:00:00,95.14641 -2011-10-24 07:00:00,210.8135 -2011-10-24 08:00:00,349.67294 -2011-10-24 09:00:00,173.47372 -2011-10-24 10:00:00,111.17502 -2011-10-24 11:00:00,125.60481 -2011-10-24 12:00:00,158.40616 -2011-10-24 13:00:00,157.22437 -2011-10-24 14:00:00,145.52386 -2011-10-24 15:00:00,152.75287 -2011-10-24 16:00:00,228.07042 -2011-10-24 17:00:00,410.05768 -2011-10-24 18:00:00,387.25262 -2011-10-24 19:00:00,159.59937 -2011-10-24 20:00:00,158.08368 -2011-10-24 21:00:00,126.73059 -2011-10-24 22:00:00,113.11287 -2011-10-24 23:00:00,74.26385 -2011-10-25 00:00:00,55.0272 -2011-10-25 01:00:00,35.65432 -2011-10-25 02:00:00,29.500877 -2011-10-25 03:00:00,19.95981 -2011-10-25 04:00:00,15.229713 -2011-10-25 05:00:00,31.25542 -2011-10-25 06:00:00,100.62363 -2011-10-25 07:00:00,248.93695 -2011-10-25 08:00:00,383.78952 -2011-10-25 09:00:00,187.16837 -2011-10-25 10:00:00,120.147705 -2011-10-25 11:00:00,137.01657 -2011-10-25 12:00:00,163.4798 -2011-10-25 13:00:00,161.72281 -2011-10-25 14:00:00,148.25903 -2011-10-25 15:00:00,156.24826 -2011-10-25 16:00:00,234.16098 -2011-10-25 17:00:00,436.73914 -2011-10-25 18:00:00,393.84686 -2011-10-25 19:00:00,245.08034 -2011-10-25 20:00:00,182.87715 -2011-10-25 21:00:00,150.05244 -2011-10-25 22:00:00,101.76436 -2011-10-25 23:00:00,64.135475 -2011-10-26 00:00:00,31.98399 -2011-10-26 01:00:00,11.083011 -2011-10-26 02:00:00,6.6677732 -2011-10-26 03:00:00,3.8714955 -2011-10-26 04:00:00,3.2062695 -2011-10-26 05:00:00,17.37386 -2011-10-26 06:00:00,65.21213 -2011-10-26 07:00:00,203.42854 -2011-10-26 08:00:00,309.39923 -2011-10-26 09:00:00,137.78217 -2011-10-26 10:00:00,68.60112 -2011-10-26 11:00:00,89.564354 -2011-10-26 12:00:00,103.30406 -2011-10-26 13:00:00,83.32202 -2011-10-26 14:00:00,74.59915 -2011-10-26 15:00:00,80.86109 -2011-10-26 16:00:00,131.92503 -2011-10-26 17:00:00,287.2968 -2011-10-26 18:00:00,291.377 -2011-10-26 19:00:00,161.401 -2011-10-26 20:00:00,103.87619 -2011-10-26 21:00:00,97.26907 -2011-10-26 22:00:00,62.592392 -2011-10-26 23:00:00,49.793922 -2011-10-27 00:00:00,26.893108 -2011-10-27 01:00:00,10.793968 -2011-10-27 02:00:00,6.046025 -2011-10-27 03:00:00,4.0452747 -2011-10-27 04:00:00,3.2675557 -2011-10-27 05:00:00,13.18535 -2011-10-27 06:00:00,41.52237 -2011-10-27 07:00:00,175.33563 -2011-10-27 08:00:00,171.01875 -2011-10-27 09:00:00,133.77722 -2011-10-27 10:00:00,58.916527 -2011-10-27 11:00:00,61.470627 -2011-10-27 12:00:00,66.06773 -2011-10-27 13:00:00,73.12346 -2011-10-27 14:00:00,67.78811 -2011-10-27 15:00:00,67.99581 -2011-10-27 16:00:00,151.43729 -2011-10-27 17:00:00,282.44626 -2011-10-27 18:00:00,270.28748 -2011-10-27 19:00:00,161.74506 -2011-10-27 20:00:00,106.040726 -2011-10-27 21:00:00,84.21344 -2011-10-27 22:00:00,63.30934 -2011-10-27 23:00:00,50.132313 -2011-10-28 00:00:00,31.641268 -2011-10-28 01:00:00,13.455646 -2011-10-28 02:00:00,8.520889 -2011-10-28 03:00:00,4.3347063 -2011-10-28 04:00:00,3.9052355 -2011-10-28 05:00:00,14.298399 -2011-10-28 06:00:00,54.95001 -2011-10-28 07:00:00,149.94371 -2011-10-28 08:00:00,313.06012 -2011-10-28 09:00:00,136.66359 -2011-10-28 10:00:00,77.3018 -2011-10-28 11:00:00,92.561226 -2011-10-28 12:00:00,120.65609 -2011-10-28 13:00:00,114.36987 -2011-10-28 14:00:00,99.37399 -2011-10-28 15:00:00,110.25571 -2011-10-28 16:00:00,158.16452 -2011-10-28 17:00:00,275.43216 -2011-10-28 18:00:00,234.43849 -2011-10-28 19:00:00,144.08307 -2011-10-28 20:00:00,70.131836 -2011-10-28 21:00:00,48.29136 -2011-10-28 22:00:00,38.084198 -2011-10-28 23:00:00,31.89433 -2011-10-29 00:00:00,42.60388 -2011-10-29 01:00:00,33.473106 -2011-10-29 02:00:00,29.824333 -2011-10-29 03:00:00,9.436933 -2011-10-29 04:00:00,3.8288414 -2011-10-29 05:00:00,5.4106655 -2011-10-29 06:00:00,9.096047 -2011-10-29 07:00:00,24.563452 -2011-10-29 08:00:00,50.136215 -2011-10-29 09:00:00,63.749893 -2011-10-29 10:00:00,73.29037 -2011-10-29 11:00:00,92.53243 -2011-10-29 12:00:00,93.53507 -2011-10-29 13:00:00,80.05502 -2011-10-29 14:00:00,98.42189 -2011-10-29 15:00:00,94.70266 -2011-10-29 16:00:00,92.92523 -2011-10-29 17:00:00,68.1326 -2011-10-29 18:00:00,64.08507 -2011-10-29 19:00:00,69.13486 -2011-10-29 20:00:00,58.6092 -2011-10-29 21:00:00,53.925816 -2011-10-29 22:00:00,49.947266 -2011-10-29 23:00:00,44.552193 -2011-10-30 00:00:00,55.199127 -2011-10-30 01:00:00,47.61331 -2011-10-30 02:00:00,35.900517 -2011-10-30 03:00:00,13.569522 -2011-10-30 04:00:00,4.668749 -2011-10-30 05:00:00,4.560746 -2011-10-30 06:00:00,7.9120483 -2011-10-30 07:00:00,22.464554 -2011-10-30 08:00:00,43.496292 -2011-10-30 09:00:00,74.627075 -2011-10-30 10:00:00,126.999825 -2011-10-30 11:00:00,161.86047 -2011-10-30 12:00:00,200.97159 -2011-10-30 13:00:00,206.11053 -2011-10-30 14:00:00,211.91878 -2011-10-30 15:00:00,212.12228 -2011-10-30 16:00:00,207.43573 -2011-10-30 17:00:00,173.11063 -2011-10-30 18:00:00,132.69154 -2011-10-30 19:00:00,152.44193 -2011-10-30 20:00:00,79.52507 -2011-10-30 21:00:00,56.585236 -2011-10-30 22:00:00,52.122658 -2011-10-30 23:00:00,36.90381 -2011-10-31 00:00:00,15.86148 -2011-10-31 01:00:00,7.7513986 -2011-10-31 02:00:00,4.715041 -2011-10-31 03:00:00,3.9411929 -2011-10-31 04:00:00,3.321124 -2011-10-31 05:00:00,14.900516 -2011-10-31 06:00:00,55.924225 -2011-10-31 07:00:00,182.72202 -2011-10-31 08:00:00,298.89264 -2011-10-31 09:00:00,122.66354 -2011-10-31 10:00:00,66.62161 -2011-10-31 11:00:00,76.253784 -2011-10-31 12:00:00,111.81733 -2011-10-31 13:00:00,108.807236 -2011-10-31 14:00:00,89.61244 -2011-10-31 15:00:00,110.46393 -2011-10-31 16:00:00,171.01901 -2011-10-31 17:00:00,364.28442 -2011-10-31 18:00:00,298.58395 -2011-10-31 19:00:00,183.78064 -2011-10-31 20:00:00,118.287 -2011-10-31 21:00:00,74.190155 -2011-10-31 22:00:00,61.32367 -2011-10-31 23:00:00,41.45895 -2011-11-20 00:00:00,91.32812 -2011-11-20 01:00:00,76.13368 -2011-11-20 02:00:00,67.68965 -2011-11-20 03:00:00,37.7799 -2011-11-20 04:00:00,16.736078 -2011-11-20 05:00:00,17.029959 -2011-11-20 06:00:00,23.617609 -2011-11-20 07:00:00,49.535934 -2011-11-20 08:00:00,77.983536 -2011-11-20 09:00:00,140.9151 -2011-11-20 10:00:00,175.00885 -2011-11-20 11:00:00,243.33496 -2011-11-20 12:00:00,281.38287 -2011-11-20 13:00:00,273.77368 -2011-11-20 14:00:00,270.6431 -2011-11-20 15:00:00,231.85776 -2011-11-20 16:00:00,241.37299 -2011-11-20 17:00:00,207.5264 -2011-11-20 18:00:00,196.10712 -2011-11-20 19:00:00,155.22797 -2011-11-20 20:00:00,146.08069 -2011-11-20 21:00:00,116.64129 -2011-11-20 22:00:00,72.74751 -2011-11-20 23:00:00,59.565628 -2011-11-21 00:00:00,51.74029 -2011-11-21 01:00:00,41.141006 -2011-11-21 02:00:00,38.87662 -2011-11-21 03:00:00,28.378958 -2011-11-21 04:00:00,19.104427 -2011-11-21 05:00:00,24.410427 -2011-11-21 06:00:00,83.16693 -2011-11-21 07:00:00,219.0947 -2011-11-21 08:00:00,344.10443 -2011-11-21 09:00:00,154.58482 -2011-11-21 10:00:00,108.517624 -2011-11-21 11:00:00,115.06857 -2011-11-21 12:00:00,148.74722 -2011-11-21 13:00:00,144.79767 -2011-11-21 14:00:00,121.42914 -2011-11-21 15:00:00,85.97092 -2011-11-21 16:00:00,117.70921 -2011-11-21 17:00:00,159.98409 -2011-11-21 18:00:00,170.6508 -2011-11-21 19:00:00,139.60193 -2011-11-21 20:00:00,116.152176 -2011-11-21 21:00:00,94.286026 -2011-11-21 22:00:00,76.608734 -2011-11-21 23:00:00,54.74639 -2011-11-22 00:00:00,45.86244 -2011-11-22 01:00:00,37.866356 -2011-11-22 02:00:00,36.3484 -2011-11-22 03:00:00,27.466162 -2011-11-22 04:00:00,17.636797 -2011-11-22 05:00:00,25.740746 -2011-11-22 06:00:00,85.30207 -2011-11-22 07:00:00,114.019844 -2011-11-22 08:00:00,215.38623 -2011-11-22 09:00:00,113.20151 -2011-11-22 10:00:00,77.520065 -2011-11-22 11:00:00,88.1131 -2011-11-22 12:00:00,95.831924 -2011-11-22 13:00:00,92.62129 -2011-11-22 14:00:00,83.47331 -2011-11-22 15:00:00,72.68425 -2011-11-22 16:00:00,108.17049 -2011-11-22 17:00:00,166.66994 -2011-11-22 18:00:00,149.6026 -2011-11-22 19:00:00,149.64865 -2011-11-22 20:00:00,136.23904 -2011-11-22 21:00:00,112.86832 -2011-11-22 22:00:00,100.95235 -2011-11-22 23:00:00,71.40654 -2011-11-23 00:00:00,50.10411 -2011-11-23 01:00:00,34.383724 -2011-11-23 02:00:00,36.814438 -2011-11-23 03:00:00,24.438353 -2011-11-23 04:00:00,18.834145 -2011-11-23 05:00:00,25.627008 -2011-11-23 06:00:00,84.006615 -2011-11-23 07:00:00,219.7626 -2011-11-23 08:00:00,348.47723 -2011-11-23 09:00:00,156.65433 -2011-11-23 10:00:00,92.70364 -2011-11-23 11:00:00,119.3707 -2011-11-23 12:00:00,157.48462 -2011-11-23 13:00:00,136.7686 -2011-11-23 14:00:00,126.88259 -2011-11-23 15:00:00,129.43121 -2011-11-23 16:00:00,157.70291 -2011-11-23 17:00:00,213.86649 -2011-11-23 18:00:00,318.71027 -2011-11-23 19:00:00,204.55298 -2011-11-23 20:00:00,153.01807 -2011-11-23 21:00:00,127.79266 -2011-11-23 22:00:00,98.79396 -2011-11-23 23:00:00,66.78722 -2011-11-24 00:00:00,65.44469 -2011-11-24 01:00:00,52.92486 -2011-11-24 02:00:00,43.234184 -2011-11-24 03:00:00,29.123852 -2011-11-24 04:00:00,19.35239 -2011-11-24 05:00:00,24.931152 -2011-11-24 06:00:00,46.846413 -2011-11-24 07:00:00,102.73137 -2011-11-24 08:00:00,197.29448 -2011-11-24 09:00:00,166.26924 -2011-11-24 10:00:00,154.21855 -2011-11-24 11:00:00,167.88683 -2011-11-24 12:00:00,209.66803 -2011-11-24 13:00:00,209.88469 -2011-11-24 14:00:00,208.5653 -2011-11-24 15:00:00,192.87422 -2011-11-24 16:00:00,214.99149 -2011-11-24 17:00:00,279.71042 -2011-11-24 18:00:00,218.20859 -2011-11-24 19:00:00,177.02554 -2011-11-24 20:00:00,145.29713 -2011-11-24 21:00:00,120.181435 -2011-11-24 22:00:00,101.87677 -2011-11-24 23:00:00,78.65321 -2011-11-25 00:00:00,57.635162 -2011-11-25 01:00:00,39.8521 -2011-11-25 02:00:00,35.482243 -2011-11-25 03:00:00,22.643507 -2011-11-25 04:00:00,15.483041 -2011-11-25 05:00:00,25.186447 -2011-11-25 06:00:00,80.24754 -2011-11-25 07:00:00,200.18277 -2011-11-25 08:00:00,351.44214 -2011-11-25 09:00:00,180.04515 -2011-11-25 10:00:00,112.150345 -2011-11-25 11:00:00,117.38809 -2011-11-25 12:00:00,126.41278 -2011-11-25 13:00:00,133.35242 -2011-11-25 14:00:00,115.12113 -2011-11-25 15:00:00,129.2007 -2011-11-25 16:00:00,179.96667 -2011-11-25 17:00:00,305.34125 -2011-11-25 18:00:00,256.0693 -2011-11-25 19:00:00,140.45457 -2011-11-25 20:00:00,107.24309 -2011-11-25 21:00:00,73.775116 -2011-11-25 22:00:00,68.17645 -2011-11-25 23:00:00,56.37933 -2011-11-26 00:00:00,61.887188 -2011-11-26 01:00:00,51.672756 -2011-11-26 02:00:00,39.9014 -2011-11-26 03:00:00,16.650291 -2011-11-26 04:00:00,5.8133326 -2011-11-26 05:00:00,5.611868 -2011-11-26 06:00:00,12.030117 -2011-11-26 07:00:00,31.573463 -2011-11-26 08:00:00,58.35078 -2011-11-26 09:00:00,102.67659 -2011-11-26 10:00:00,125.657135 -2011-11-26 11:00:00,173.841 -2011-11-26 12:00:00,218.86163 -2011-11-26 13:00:00,244.20554 -2011-11-26 14:00:00,222.93863 -2011-11-26 15:00:00,234.21515 -2011-11-26 16:00:00,193.17896 -2011-11-26 17:00:00,163.94055 -2011-11-26 18:00:00,139.49323 -2011-11-26 19:00:00,115.34668 -2011-11-26 20:00:00,89.32564 -2011-11-26 21:00:00,63.300198 -2011-11-26 22:00:00,64.52626 -2011-11-26 23:00:00,50.70314 -2011-11-27 00:00:00,63.57756 -2011-11-27 01:00:00,56.206528 -2011-11-27 02:00:00,45.39322 -2011-11-27 03:00:00,23.059357 -2011-11-27 04:00:00,6.4086194 -2011-11-27 05:00:00,6.341133 -2011-11-27 06:00:00,12.380955 -2011-11-27 07:00:00,29.532795 -2011-11-27 08:00:00,54.606766 -2011-11-27 09:00:00,97.82875 -2011-11-27 10:00:00,141.37627 -2011-11-27 11:00:00,197.6647 -2011-11-27 12:00:00,245.80608 -2011-11-27 13:00:00,241.7977 -2011-11-27 14:00:00,250.15027 -2011-11-27 15:00:00,236.98108 -2011-11-27 16:00:00,239.34651 -2011-11-27 17:00:00,184.03119 -2011-11-27 18:00:00,151.82199 -2011-11-27 19:00:00,110.08036 -2011-11-27 20:00:00,103.92003 -2011-11-27 21:00:00,62.17569 -2011-11-27 22:00:00,61.946007 -2011-11-27 23:00:00,46.014515 -2011-11-28 00:00:00,26.988508 -2011-11-28 01:00:00,10.605161 -2011-11-28 03:00:00,3.8632731 -2011-11-28 04:00:00,4.1653385 -2011-11-28 05:00:00,15.851978 -2011-11-28 06:00:00,60.072815 -2011-11-28 07:00:00,185.25275 -2011-11-28 08:00:00,290.8592 -2011-11-28 09:00:00,121.75424 -2011-11-28 10:00:00,65.91929 -2011-11-28 11:00:00,78.285805 -2011-11-28 12:00:00,118.75215 -2011-11-28 13:00:00,108.655174 -2011-11-28 14:00:00,103.31798 -2011-11-28 15:00:00,116.094284 -2011-11-28 16:00:00,168.55386 -2011-11-28 17:00:00,353.1916 -2011-11-28 18:00:00,327.98575 -2011-11-28 19:00:00,185.58255 -2011-11-28 20:00:00,126.6317 -2011-11-28 21:00:00,96.77514 -2011-11-28 22:00:00,63.38415 -2011-11-28 23:00:00,45.92884 -2011-11-29 00:00:00,23.127113 -2011-11-29 01:00:00,9.539694 -2011-11-29 02:00:00,6.052352 -2011-11-29 03:00:00,4.065461 -2011-11-29 04:00:00,3.3911679 -2011-11-29 05:00:00,19.6902 -2011-11-29 06:00:00,64.87806 -2011-11-29 07:00:00,204.75436 -2011-11-29 08:00:00,314.1478 -2011-11-29 09:00:00,94.07711 -2011-11-29 10:00:00,63.497528 -2011-11-29 11:00:00,58.291145 -2011-11-29 12:00:00,60.85666 -2011-11-29 13:00:00,54.949608 -2011-11-29 14:00:00,51.598907 -2011-11-29 15:00:00,50.716686 -2011-11-29 16:00:00,67.41368 -2011-11-29 17:00:00,173.41722 -2011-11-29 18:00:00,190.71487 -2011-11-29 19:00:00,127.588104 -2011-11-29 20:00:00,87.42885 -2011-11-29 21:00:00,67.80315 -2011-11-29 22:00:00,61.604126 -2011-11-29 23:00:00,40.21415 -2011-11-30 00:00:00,24.560902 -2011-11-30 01:00:00,8.850039 -2011-11-30 02:00:00,5.9356713 -2011-11-30 03:00:00,3.9691606 -2011-11-30 04:00:00,3.3251593 -2011-11-30 05:00:00,15.06441 -2011-11-30 06:00:00,57.899296 -2011-11-30 07:00:00,176.2103 -2011-11-30 08:00:00,316.86768 -2011-11-30 09:00:00,122.99513 -2011-11-30 10:00:00,65.34776 -2011-11-30 11:00:00,71.47761 -2011-11-30 12:00:00,88.97235 -2011-11-30 13:00:00,88.24669 -2011-11-30 14:00:00,72.017136 -2011-11-30 15:00:00,82.80207 -2011-11-30 16:00:00,115.16907 -2011-11-30 17:00:00,240.73163 -2011-11-30 18:00:00,231.27751 -2011-11-30 19:00:00,138.52238 -2011-11-30 20:00:00,96.27579 -2011-11-30 21:00:00,71.816315 -2011-11-30 22:00:00,58.45272 -2011-11-30 23:00:00,39.427486 -2011-12-20 00:00:00,44.06694 -2011-12-20 01:00:00,34.01648 -2011-12-20 02:00:00,28.88927 -2011-12-20 03:00:00,19.587631 -2011-12-20 04:00:00,13.982384 -2011-12-20 05:00:00,26.986214 -2011-12-20 06:00:00,88.41731 -2011-12-20 07:00:00,237.35117 -2011-12-20 08:00:00,388.31302 -2011-12-20 09:00:00,175.90845 -2011-12-20 10:00:00,118.18262 -2011-12-20 11:00:00,125.302704 -2011-12-20 12:00:00,159.81494 -2011-12-20 13:00:00,155.89124 -2011-12-20 14:00:00,137.03885 -2011-12-20 15:00:00,137.96121 -2011-12-20 16:00:00,186.87593 -2011-12-20 17:00:00,353.42798 -2011-12-20 18:00:00,326.1182 -2011-12-20 19:00:00,211.66312 -2011-12-20 20:00:00,161.44705 -2011-12-20 21:00:00,140.85017 -2011-12-20 22:00:00,102.16164 -2011-12-20 23:00:00,80.344505 -2011-12-21 00:00:00,59.40644 -2011-12-21 01:00:00,43.1082 -2011-12-21 02:00:00,36.85148 -2011-12-21 03:00:00,25.665272 -2011-12-21 04:00:00,15.819858 -2011-12-21 05:00:00,28.363071 -2011-12-21 06:00:00,86.60541 -2011-12-21 07:00:00,205.7531 -2011-12-21 08:00:00,205.9139 -2011-12-21 09:00:00,170.15848 -2011-12-21 10:00:00,110.7215 -2011-12-21 11:00:00,118.33415 -2011-12-21 12:00:00,101.41311 -2011-12-21 13:00:00,88.07205 -2011-12-21 14:00:00,109.78288 -2011-12-21 15:00:00,113.822754 -2011-12-21 16:00:00,100.544495 -2011-12-21 17:00:00,133.13513 -2011-12-21 18:00:00,173.47076 -2011-12-21 19:00:00,146.80789 -2011-12-21 20:00:00,136.05972 -2011-12-21 21:00:00,135.02547 -2011-12-21 22:00:00,113.720184 -2011-12-21 23:00:00,77.85967 -2011-12-22 00:00:00,59.206505 -2011-12-22 01:00:00,47.542946 -2011-12-22 02:00:00,37.038864 -2011-12-22 03:00:00,25.592716 -2011-12-22 04:00:00,17.211075 -2011-12-22 05:00:00,28.546228 -2011-12-22 06:00:00,90.39395 -2011-12-22 07:00:00,215.93152 -2011-12-22 08:00:00,377.2811 -2011-12-22 09:00:00,181.35486 -2011-12-22 10:00:00,112.23825 -2011-12-22 11:00:00,120.03807 -2011-12-22 12:00:00,160.85896 -2011-12-22 13:00:00,149.66896 -2011-12-22 14:00:00,132.17346 -2011-12-22 15:00:00,140.37036 -2011-12-22 16:00:00,171.79468 -2011-12-22 17:00:00,317.61194 -2011-12-22 18:00:00,312.66818 -2011-12-22 19:00:00,199.1614 -2011-12-22 20:00:00,120.55513 -2011-12-22 21:00:00,94.67825 -2011-12-22 22:00:00,77.81464 -2011-12-22 23:00:00,67.56073 -2011-12-23 00:00:00,60.456787 -2011-12-23 01:00:00,52.182777 -2011-12-23 02:00:00,47.1701 -2011-12-23 03:00:00,35.43669 -2011-12-23 04:00:00,22.459234 -2011-12-23 05:00:00,27.71186 -2011-12-23 06:00:00,84.212395 -2011-12-23 07:00:00,201.70784 -2011-12-23 08:00:00,371.3346 -2011-12-23 09:00:00,186.71722 -2011-12-23 10:00:00,133.33441 -2011-12-23 11:00:00,146.90189 -2011-12-23 12:00:00,170.2728 -2011-12-23 13:00:00,164.60681 -2011-12-23 14:00:00,157.33376 -2011-12-23 15:00:00,163.43085 -2011-12-23 16:00:00,181.1791 -2011-12-23 17:00:00,303.1199 -2011-12-23 18:00:00,239.18039 -2011-12-23 19:00:00,182.00423 -2011-12-23 20:00:00,140.45744 -2011-12-23 21:00:00,119.29078 -2011-12-23 22:00:00,108.108315 -2011-12-23 23:00:00,91.43266 -2011-12-24 00:00:00,86.231445 -2011-12-24 01:00:00,74.99586 -2011-12-24 02:00:00,68.46255 -2011-12-24 03:00:00,41.92501 -2011-12-24 04:00:00,19.518568 -2011-12-24 05:00:00,19.604359 -2011-12-24 06:00:00,24.259071 -2011-12-24 07:00:00,42.77047 -2011-12-24 08:00:00,79.755325 -2011-12-24 09:00:00,132.1297 -2011-12-24 10:00:00,160.5922 -2011-12-24 11:00:00,185.20425 -2011-12-24 12:00:00,220.9917 -2011-12-24 13:00:00,212.19904 -2011-12-24 14:00:00,204.53447 -2011-12-24 15:00:00,195.76663 -2011-12-24 16:00:00,193.30887 -2011-12-24 17:00:00,160.31187 -2011-12-24 18:00:00,163.64197 -2011-12-24 19:00:00,151.90878 -2011-12-24 20:00:00,113.923935 -2011-12-24 21:00:00,95.01789 -2011-12-24 22:00:00,90.77683 -2011-12-24 23:00:00,76.43614 -2011-12-25 00:00:00,84.997925 -2011-12-25 01:00:00,78.773865 -2011-12-25 02:00:00,71.23598 -2011-12-25 03:00:00,41.153824 -2011-12-25 05:00:00,19.749838 -2011-12-25 06:00:00,20.006292 -2011-12-25 07:00:00,30.21405 -2011-12-25 08:00:00,58.24578 -2011-12-25 09:00:00,106.41112 -2011-12-25 10:00:00,152.03899 -2011-12-25 11:00:00,182.37741 -2011-12-25 12:00:00,193.55219 -2011-12-25 13:00:00,201.23459 -2011-12-25 14:00:00,192.89665 -2011-12-25 15:00:00,193.14688 -2011-12-25 16:00:00,195.53198 -2011-12-25 17:00:00,168.39064 -2011-12-25 18:00:00,157.23743 -2011-12-25 19:00:00,143.11777 -2011-12-25 20:00:00,111.22837 -2011-12-25 21:00:00,89.8898 -2011-12-25 22:00:00,76.32351 -2011-12-25 23:00:00,52.437065 -2011-12-26 00:00:00,43.32131 -2011-12-26 01:00:00,28.28886 -2011-12-26 02:00:00,17.11425 -2011-12-26 04:00:00,9.008819 -2011-12-26 05:00:00,13.788073 -2011-12-26 06:00:00,25.097752 -2011-12-26 07:00:00,70.53605 -2011-12-26 08:00:00,126.60587 -2011-12-26 09:00:00,121.660736 -2011-12-26 10:00:00,121.337074 -2011-12-26 11:00:00,121.52965 -2011-12-26 12:00:00,141.10187 -2011-12-26 13:00:00,141.89182 -2011-12-26 14:00:00,132.49341 -2011-12-26 15:00:00,127.663 -2011-12-26 16:00:00,135.69916 -2011-12-26 17:00:00,151.67928 -2011-12-26 18:00:00,149.92094 -2011-12-26 19:00:00,124.175865 -2011-12-26 20:00:00,97.28281 -2011-12-26 21:00:00,75.26834 -2011-12-26 22:00:00,58.20864 -2011-12-26 23:00:00,41.334496 -2011-12-27 00:00:00,21.930885 -2011-12-27 01:00:00,13.409969 -2011-12-27 02:00:00,10.812049 -2011-12-27 03:00:00,8.557966 -2011-12-27 04:00:00,7.538729 -2011-12-27 05:00:00,18.392544 -2011-12-27 06:00:00,65.415695 -2011-12-27 07:00:00,170.42215 -2011-12-27 08:00:00,315.18427 -2011-12-27 09:00:00,84.48521 -2011-12-27 10:00:00,78.190186 -2011-12-27 11:00:00,61.102615 -2011-12-27 12:00:00,68.42874 -2011-12-27 13:00:00,67.87657 -2011-12-27 14:00:00,58.99949 -2011-12-27 15:00:00,62.927063 -2011-12-27 16:00:00,78.17917 -2011-12-27 17:00:00,136.59195 -2011-12-27 18:00:00,165.19518 -2011-12-27 19:00:00,121.07449 -2011-12-27 20:00:00,110.55765 -2011-12-27 21:00:00,85.382355 -2011-12-27 22:00:00,74.46454 -2011-12-27 23:00:00,49.455162 -2011-12-28 00:00:00,26.786114 -2011-12-28 01:00:00,14.475533 -2011-12-28 02:00:00,10.778085 -2011-12-28 03:00:00,8.359393 -2011-12-28 05:00:00,20.744167 -2011-12-28 06:00:00,67.12341 -2011-12-28 07:00:00,174.62598 -2011-12-28 08:00:00,314.3011 -2011-12-28 09:00:00,151.04987 -2011-12-28 10:00:00,77.61304 -2011-12-28 11:00:00,84.56619 -2011-12-28 12:00:00,106.2905 -2011-12-28 13:00:00,95.724075 -2011-12-28 14:00:00,87.40689 -2011-12-28 15:00:00,94.23686 -2011-12-28 16:00:00,121.971146 -2011-12-28 17:00:00,238.86325 -2011-12-28 18:00:00,208.79852 -2011-12-28 19:00:00,144.71251 -2011-12-28 20:00:00,118.75362 -2011-12-28 21:00:00,80.31139 -2011-12-28 22:00:00,69.408264 -2011-12-28 23:00:00,46.311913 -2011-12-29 00:00:00,23.51501 -2011-12-29 01:00:00,14.602999 -2011-12-29 02:00:00,11.012433 -2011-12-29 03:00:00,8.621297 -2011-12-29 04:00:00,7.5885153 -2011-12-29 05:00:00,16.771961 -2011-12-29 06:00:00,60.06579 -2011-12-29 07:00:00,156.75662 -2011-12-29 08:00:00,311.12436 -2011-12-29 09:00:00,138.63849 -2011-12-29 10:00:00,77.35037 -2011-12-29 11:00:00,79.39689 -2011-12-29 12:00:00,94.7178 -2011-12-29 13:00:00,95.61616 -2011-12-29 14:00:00,84.587524 -2011-12-29 15:00:00,95.19211 -2011-12-29 16:00:00,120.52203 -2011-12-29 17:00:00,244.7062 -2011-12-29 18:00:00,223.59738 -2011-12-29 19:00:00,152.32416 -2011-12-29 20:00:00,122.90173 -2011-12-29 21:00:00,86.60425 -2011-12-29 22:00:00,80.229065 -2011-12-29 23:00:00,62.05712 -2011-12-30 00:00:00,34.745724 -2011-12-30 01:00:00,17.827713 -2011-12-30 02:00:00,13.785686 -2011-12-30 03:00:00,9.298302 -2011-12-30 04:00:00,7.900611 -2011-12-30 05:00:00,16.238977 -2011-12-30 06:00:00,59.114807 -2011-12-30 07:00:00,147.02313 -2011-12-30 08:00:00,297.76086 -2011-12-30 09:00:00,137.69559 -2011-12-30 10:00:00,82.600174 -2011-12-30 11:00:00,100.657074 -2011-12-30 12:00:00,129.2673 -2011-12-30 13:00:00,126.466934 -2011-12-30 14:00:00,119.36197 -2011-12-30 15:00:00,115.203285 -2011-12-30 16:00:00,159.25552 -2011-12-30 17:00:00,262.9837 -2011-12-30 18:00:00,220.29366 -2011-12-30 19:00:00,124.91412 -2011-12-30 20:00:00,115.24983 -2011-12-30 21:00:00,87.565414 -2011-12-30 22:00:00,82.211426 -2011-12-30 23:00:00,64.38625 -2011-12-31 00:00:00,65.57612 -2011-12-31 01:00:00,57.795326 -2011-12-31 02:00:00,48.30307 -2011-12-31 03:00:00,23.007587 -2011-12-31 04:00:00,9.637588 -2011-12-31 05:00:00,10.075351 -2011-12-31 06:00:00,16.406769 -2011-12-31 07:00:00,31.118145 -2011-12-31 08:00:00,71.036026 -2011-12-31 09:00:00,120.63699 -2011-12-31 10:00:00,144.6297 -2011-12-31 11:00:00,169.6763 -2011-12-31 12:00:00,263.9895 -2011-12-31 13:00:00,257.91016 -2011-12-31 14:00:00,198.0708 -2011-12-31 15:00:00,196.30716 -2011-12-31 16:00:00,181.88562 -2011-12-31 17:00:00,151.38028 -2011-12-31 18:00:00,156.36351 -2011-12-31 19:00:00,128.1569 -2011-12-31 20:00:00,116.62109 -2011-12-31 21:00:00,86.195786 -2011-12-31 22:00:00,83.00699 -2011-12-31 23:00:00,67.27629 -2012-01-20 00:00:00,42.14496 -2012-01-20 01:00:00,32.80584 -2012-01-20 02:00:00,30.687897 -2012-01-20 03:00:00,20.090425 -2012-01-20 04:00:00,13.592741 -2012-01-20 05:00:00,23.36864 -2012-01-20 06:00:00,78.821106 -2012-01-20 07:00:00,172.52405 -2012-01-20 08:00:00,390.45215 -2012-01-20 09:00:00,175.04187 -2012-01-20 10:00:00,110.65894 -2012-01-20 11:00:00,117.41142 -2012-01-20 12:00:00,144.9118 -2012-01-20 13:00:00,148.1219 -2012-01-20 14:00:00,130.24359 -2012-01-20 15:00:00,139.7883 -2012-01-20 16:00:00,162.16397 -2012-01-20 17:00:00,277.62863 -2012-01-20 18:00:00,252.583 -2012-01-20 19:00:00,164.99365 -2012-01-20 20:00:00,135.343 -2012-01-20 21:00:00,105.191864 -2012-01-20 22:00:00,89.8705 -2012-01-20 23:00:00,63.764084 -2012-01-21 00:00:00,62.7107 -2012-01-21 01:00:00,61.329765 -2012-01-21 02:00:00,56.058907 -2012-01-21 03:00:00,42.675194 -2012-01-21 04:00:00,22.62085 -2012-01-21 05:00:00,21.778105 -2012-01-21 06:00:00,24.154762 -2012-01-21 07:00:00,41.070442 -2012-01-21 08:00:00,78.79097 -2012-01-21 09:00:00,111.91655 -2012-01-21 10:00:00,122.99416 -2012-01-21 11:00:00,166.14093 -2012-01-21 12:00:00,207.3229 -2012-01-21 13:00:00,184.27097 -2012-01-21 14:00:00,140.95128 -2012-01-21 15:00:00,141.3769 -2012-01-21 16:00:00,160.43922 -2012-01-21 17:00:00,142.11185 -2012-01-21 18:00:00,138.6759 -2012-01-21 19:00:00,111.27292 -2012-01-21 20:00:00,95.89244 -2012-01-21 21:00:00,78.37062 -2012-01-21 22:00:00,74.263596 -2012-01-21 23:00:00,64.90215 -2012-01-22 00:00:00,77.76639 -2012-01-22 01:00:00,67.0866 -2012-01-22 02:00:00,60.559265 -2012-01-22 03:00:00,37.482594 -2012-01-22 04:00:00,22.279705 -2012-01-22 05:00:00,20.679174 -2012-01-22 06:00:00,19.435076 -2012-01-22 07:00:00,28.315947 -2012-01-22 08:00:00,59.025284 -2012-01-22 09:00:00,94.64665 -2012-01-22 10:00:00,136.75244 -2012-01-22 11:00:00,127.63789 -2012-01-22 12:00:00,172.89339 -2012-01-22 13:00:00,184.15218 -2012-01-22 14:00:00,160.17577 -2012-01-22 15:00:00,158.74933 -2012-01-22 16:00:00,158.73935 -2012-01-22 17:00:00,135.2351 -2012-01-22 18:00:00,119.98537 -2012-01-22 19:00:00,105.26728 -2012-01-22 20:00:00,88.1611 -2012-01-22 21:00:00,79.51607 -2012-01-22 22:00:00,76.154495 -2012-01-22 23:00:00,54.847374 -2012-01-23 00:00:00,42.94256 -2012-01-23 01:00:00,35.270775 -2012-01-23 02:00:00,33.529297 -2012-01-23 03:00:00,23.51976 -2012-01-23 04:00:00,15.228453 -2012-01-23 05:00:00,23.866241 -2012-01-23 06:00:00,73.556015 -2012-01-23 07:00:00,118.092896 -2012-01-23 08:00:00,213.47998 -2012-01-23 09:00:00,152.24155 -2012-01-23 10:00:00,87.6638 -2012-01-23 11:00:00,88.76808 -2012-01-23 12:00:00,107.79634 -2012-01-23 13:00:00,86.12428 -2012-01-23 14:00:00,72.69356 -2012-01-23 15:00:00,93.227646 -2012-01-23 16:00:00,127.34506 -2012-01-23 17:00:00,183.29425 -2012-01-23 18:00:00,185.3836 -2012-01-23 19:00:00,154.12538 -2012-01-23 20:00:00,132.67754 -2012-01-23 21:00:00,99.14211 -2012-01-23 22:00:00,73.32461 -2012-01-23 23:00:00,45.496414 -2012-01-24 00:00:00,43.796303 -2012-01-24 01:00:00,34.40503 -2012-01-24 02:00:00,33.272076 -2012-01-24 03:00:00,23.265865 -2012-01-24 04:00:00,16.034689 -2012-01-24 05:00:00,24.327621 -2012-01-24 06:00:00,77.697174 -2012-01-24 07:00:00,193.17908 -2012-01-24 08:00:00,393.4452 -2012-01-24 09:00:00,174.34169 -2012-01-24 10:00:00,102.93017 -2012-01-24 11:00:00,106.20839 -2012-01-24 12:00:00,121.9353 -2012-01-24 13:00:00,116.814064 -2012-01-24 14:00:00,107.46953 -2012-01-24 15:00:00,131.08609 -2012-01-24 16:00:00,169.41103 -2012-01-24 17:00:00,367.7928 -2012-01-24 18:00:00,352.22992 -2012-01-24 19:00:00,256.02557 -2012-01-24 20:00:00,155.93684 -2012-01-24 21:00:00,136.18655 -2012-01-24 22:00:00,96.49286 -2012-01-24 23:00:00,63.429073 -2012-01-25 00:00:00,46.51908 -2012-01-25 01:00:00,37.2464 -2012-01-25 02:00:00,35.135452 -2012-01-25 03:00:00,23.888006 -2012-01-25 04:00:00,15.993113 -2012-01-25 05:00:00,25.32192 -2012-01-25 06:00:00,83.47206 -2012-01-25 07:00:00,218.98259 -2012-01-25 08:00:00,414.216 -2012-01-25 09:00:00,177.20123 -2012-01-25 10:00:00,94.90045 -2012-01-25 11:00:00,100.0744 -2012-01-25 12:00:00,145.08615 -2012-01-25 13:00:00,139.12527 -2012-01-25 14:00:00,120.10659 -2012-01-25 15:00:00,133.86287 -2012-01-25 16:00:00,161.63669 -2012-01-25 17:00:00,341.15332 -2012-01-25 18:00:00,320.50665 -2012-01-25 19:00:00,217.69867 -2012-01-25 20:00:00,157.05011 -2012-01-25 21:00:00,133.82466 -2012-01-25 22:00:00,97.80879 -2012-01-25 23:00:00,50.31488 -2012-01-26 00:00:00,18.64662 -2012-01-26 01:00:00,6.9404435 -2012-01-26 02:00:00,5.926252 -2012-01-26 03:00:00,3.8043008 -2012-01-26 04:00:00,2.9260147 -2012-01-26 05:00:00,13.041552 -2012-01-26 06:00:00,56.62848 -2012-01-26 07:00:00,162.45338 -2012-01-26 08:00:00,344.58167 -2012-01-26 09:00:00,129.74217 -2012-01-26 10:00:00,61.3781 -2012-01-26 11:00:00,62.192467 -2012-01-26 12:00:00,83.48406 -2012-01-26 13:00:00,84.3929 -2012-01-26 14:00:00,72.72632 -2012-01-26 15:00:00,90.81425 -2012-01-26 16:00:00,116.50413 -2012-01-26 17:00:00,278.71716 -2012-01-26 18:00:00,283.51367 -2012-01-26 19:00:00,173.49594 -2012-01-26 20:00:00,110.642685 -2012-01-26 21:00:00,96.6129 -2012-01-26 22:00:00,69.61386 -2012-01-26 23:00:00,52.29612 -2012-01-27 00:00:00,28.889217 -2012-01-27 01:00:00,13.231274 -2012-01-27 02:00:00,9.495121 -2012-01-27 03:00:00,3.6696086 -2012-01-27 04:00:00,2.6992853 -2012-01-27 05:00:00,12.502525 -2012-01-27 06:00:00,56.837685 -2012-01-27 07:00:00,142.54123 -2012-01-27 08:00:00,186.27931 -2012-01-27 09:00:00,82.364075 -2012-01-27 10:00:00,59.129143 -2012-01-27 11:00:00,77.98102 -2012-01-27 12:00:00,104.02223 -2012-01-27 13:00:00,148.42502 -2012-01-27 14:00:00,119.21003 -2012-01-27 15:00:00,129.79143 -2012-01-27 16:00:00,166.93427 -2012-01-27 17:00:00,278.86493 -2012-01-27 18:00:00,261.4043 -2012-01-27 19:00:00,138.46643 -2012-01-27 20:00:00,100.16497 -2012-01-27 21:00:00,71.57262 -2012-01-27 22:00:00,69.88489 -2012-01-27 23:00:00,54.735886 -2012-01-28 00:00:00,50.659454 -2012-01-28 01:00:00,44.76111 -2012-01-28 02:00:00,31.683296 -2012-01-28 03:00:00,15.025239 -2012-01-28 04:00:00,5.00574 -2012-01-28 05:00:00,4.4984713 -2012-01-28 06:00:00,6.0265207 -2012-01-28 07:00:00,23.277704 -2012-01-28 08:00:00,56.656258 -2012-01-28 09:00:00,76.52321 -2012-01-28 10:00:00,109.558205 -2012-01-28 11:00:00,152.56332 -2012-01-28 12:00:00,164.12294 -2012-01-28 13:00:00,192.98358 -2012-01-28 14:00:00,205.23665 -2012-01-28 15:00:00,212.72992 -2012-01-28 16:00:00,227.3501 -2012-01-28 17:00:00,187.21442 -2012-01-28 18:00:00,149.96236 -2012-01-28 19:00:00,111.8954 -2012-01-28 20:00:00,89.005325 -2012-01-28 21:00:00,67.14632 -2012-01-28 22:00:00,63.251568 -2012-01-28 23:00:00,53.112274 -2012-01-29 00:00:00,53.177242 -2012-01-29 01:00:00,43.593933 -2012-01-29 02:00:00,34.099487 -2012-01-29 03:00:00,18.590225 -2012-01-29 04:00:00,5.881324 -2012-01-29 05:00:00,4.4475555 -2012-01-29 06:00:00,6.271925 -2012-01-29 07:00:00,19.923923 -2012-01-29 08:00:00,40.217564 -2012-01-29 09:00:00,59.19378 -2012-01-29 10:00:00,107.7338 -2012-01-29 11:00:00,111.95895 -2012-01-29 12:00:00,165.26926 -2012-01-29 13:00:00,160.4861 -2012-01-29 14:00:00,162.4826 -2012-01-29 15:00:00,174.7081 -2012-01-29 16:00:00,158.3192 -2012-01-29 17:00:00,118.79646 -2012-01-29 18:00:00,82.67674 -2012-01-29 19:00:00,71.90098 -2012-01-29 20:00:00,60.42486 -2012-01-29 21:00:00,50.18672 -2012-01-29 22:00:00,43.894524 -2012-01-29 23:00:00,33.55455 -2012-01-30 00:00:00,18.252728 -2012-01-30 01:00:00,5.3373895 -2012-01-30 02:00:00,5.410057 -2012-01-30 03:00:00,3.1977 -2012-01-30 04:00:00,2.6406024 -2012-01-30 05:00:00,12.143203 -2012-01-30 06:00:00,52.77949 -2012-01-30 07:00:00,135.28835 -2012-01-30 08:00:00,305.09042 -2012-01-30 09:00:00,121.48382 -2012-01-30 10:00:00,59.59089 -2012-01-30 11:00:00,62.47347 -2012-01-30 12:00:00,84.520065 -2012-01-30 13:00:00,76.57971 -2012-01-30 14:00:00,68.47453 -2012-01-30 15:00:00,78.53497 -2012-01-30 16:00:00,113.485916 -2012-01-30 17:00:00,289.17047 -2012-01-30 18:00:00,280.49133 -2012-01-30 19:00:00,163.99448 -2012-01-30 20:00:00,113.22082 -2012-01-30 21:00:00,74.382324 -2012-01-30 22:00:00,52.503395 -2012-01-30 23:00:00,33.524223 -2012-01-31 00:00:00,14.058664 -2012-01-31 01:00:00,5.572528 -2012-01-31 02:00:00,5.240329 -2012-01-31 03:00:00,3.3716488 -2012-01-31 04:00:00,2.757359 -2012-01-31 05:00:00,13.282909 -2012-01-31 06:00:00,56.99978 -2012-01-31 07:00:00,168.2749 -2012-01-31 08:00:00,347.16296 -2012-01-31 09:00:00,129.48062 -2012-01-31 10:00:00,60.3564 -2012-01-31 11:00:00,67.02104 -2012-01-31 12:00:00,100.59446 -2012-01-31 13:00:00,106.86488 -2012-01-31 14:00:00,91.46661 -2012-01-31 15:00:00,104.52381 -2012-01-31 16:00:00,167.08078 -2012-01-31 17:00:00,367.94394 -2012-01-31 18:00:00,348.84067 -2012-01-31 19:00:00,223.15517 -2012-01-31 20:00:00,123.36493 -2012-01-31 21:00:00,99.52104 -2012-01-31 22:00:00,69.21023 -2012-01-31 23:00:00,49.57677 -2012-02-20 00:00:00,47.195778 -2012-02-20 01:00:00,42.897438 -2012-02-20 02:00:00,34.02639 -2012-02-20 03:00:00,22.73167 -2012-02-20 05:00:00,15.926959 -2012-02-20 06:00:00,23.897285 -2012-02-20 07:00:00,70.07997 -2012-02-20 08:00:00,131.16725 -2012-02-20 09:00:00,119.74573 -2012-02-20 10:00:00,116.59017 -2012-02-20 11:00:00,131.11526 -2012-02-20 12:00:00,133.01462 -2012-02-20 13:00:00,137.499 -2012-02-20 14:00:00,125.76703 -2012-02-20 15:00:00,127.006714 -2012-02-20 16:00:00,162.0293 -2012-02-20 17:00:00,210.09515 -2012-02-20 18:00:00,174.86365 -2012-02-20 19:00:00,127.21482 -2012-02-20 20:00:00,107.05968 -2012-02-20 21:00:00,79.16217 -2012-02-20 22:00:00,69.84613 -2012-02-20 23:00:00,43.361923 -2012-02-21 00:00:00,20.529823 -2012-02-21 01:00:00,13.188183 -2012-02-21 02:00:00,12.10412 -2012-02-21 04:00:00,8.328159 -2012-02-21 05:00:00,18.460644 -2012-02-21 06:00:00,70.55307 -2012-02-21 07:00:00,197.56328 -2012-02-21 08:00:00,388.69305 -2012-02-21 09:00:00,169.00092 -2012-02-21 10:00:00,81.77481 -2012-02-21 11:00:00,82.01553 -2012-02-21 12:00:00,106.9407 -2012-02-21 13:00:00,112.88512 -2012-02-21 14:00:00,92.51186 -2012-02-21 15:00:00,105.87463 -2012-02-21 16:00:00,143.16605 -2012-02-21 17:00:00,328.6715 -2012-02-21 18:00:00,325.30457 -2012-02-21 19:00:00,199.97627 -2012-02-21 20:00:00,135.43427 -2012-02-21 21:00:00,119.150696 -2012-02-21 22:00:00,80.26021 -2012-02-21 23:00:00,53.479557 -2012-02-22 00:00:00,25.471771 -2012-02-22 01:00:00,14.268194 -2012-02-22 02:00:00,12.598867 -2012-02-22 03:00:00,10.015569 -2012-02-22 04:00:00,8.353178 -2012-02-22 05:00:00,21.115805 -2012-02-22 06:00:00,74.5108 -2012-02-22 07:00:00,212.81189 -2012-02-22 08:00:00,411.75232 -2012-02-22 09:00:00,185.08958 -2012-02-22 10:00:00,84.865265 -2012-02-22 11:00:00,93.0518 -2012-02-22 12:00:00,124.9203 -2012-02-22 13:00:00,122.200226 -2012-02-22 14:00:00,110.99246 -2012-02-22 15:00:00,121.14917 -2012-02-22 16:00:00,187.28406 -2012-02-22 17:00:00,382.18677 -2012-02-22 18:00:00,348.52557 -2012-02-22 19:00:00,223.2207 -2012-02-22 20:00:00,154.0552 -2012-02-22 21:00:00,120.53648 -2012-02-22 22:00:00,86.44352 -2012-02-22 23:00:00,64.56251 -2012-02-23 00:00:00,31.503922 -2012-02-23 01:00:00,17.563698 -2012-02-23 02:00:00,13.583583 -2012-02-23 03:00:00,9.195089 -2012-02-23 04:00:00,8.533765 -2012-02-23 05:00:00,24.190144 -2012-02-23 06:00:00,77.92081 -2012-02-23 07:00:00,211.4154 -2012-02-23 08:00:00,424.3872 -2012-02-23 09:00:00,184.97604 -2012-02-23 10:00:00,92.29019 -2012-02-23 11:00:00,114.430016 -2012-02-23 12:00:00,138.2208 -2012-02-23 13:00:00,136.96036 -2012-02-23 14:00:00,115.90697 -2012-02-23 15:00:00,134.17809 -2012-02-23 16:00:00,206.54575 -2012-02-23 17:00:00,391.50516 -2012-02-23 18:00:00,372.58685 -2012-02-23 19:00:00,259.93652 -2012-02-23 20:00:00,181.66042 -2012-02-23 21:00:00,130.70541 -2012-02-23 22:00:00,98.85011 -2012-02-23 23:00:00,77.22216 -2012-02-24 00:00:00,41.93708 -2012-02-24 01:00:00,27.227715 -2012-02-24 02:00:00,12.647812 -2012-02-24 03:00:00,11.733936 -2012-02-24 04:00:00,9.256847 -2012-02-24 05:00:00,21.30765 -2012-02-24 06:00:00,76.434 -2012-02-24 07:00:00,192.20752 -2012-02-24 08:00:00,379.5772 -2012-02-24 09:00:00,93.95788 -2012-02-24 10:00:00,67.41097 -2012-02-24 11:00:00,108.16876 -2012-02-24 12:00:00,134.38171 -2012-02-24 13:00:00,124.73807 -2012-02-24 14:00:00,110.63414 -2012-02-24 15:00:00,75.734825 -2012-02-24 16:00:00,87.38779 -2012-02-24 17:00:00,150.14697 -2012-02-24 18:00:00,178.05716 -2012-02-24 19:00:00,151.07544 -2012-02-24 20:00:00,126.37766 -2012-02-24 21:00:00,99.37706 -2012-02-24 22:00:00,75.821686 -2012-02-24 23:00:00,51.333023 -2012-02-25 00:00:00,60.433445 -2012-02-25 01:00:00,46.948677 -2012-02-25 02:00:00,34.157063 -2012-02-25 03:00:00,12.406666 -2012-02-25 04:00:00,4.39402 -2012-02-25 05:00:00,3.8443737 -2012-02-25 06:00:00,8.129324 -2012-02-25 07:00:00,31.430168 -2012-02-25 08:00:00,53.092514 -2012-02-25 09:00:00,52.390007 -2012-02-25 10:00:00,111.813705 -2012-02-25 11:00:00,127.06395 -2012-02-25 12:00:00,156.665 -2012-02-25 13:00:00,172.66629 -2012-02-25 14:00:00,167.8529 -2012-02-25 15:00:00,171.72278 -2012-02-25 16:00:00,140.14424 -2012-02-25 17:00:00,128.52492 -2012-02-25 18:00:00,101.22794 -2012-02-25 19:00:00,74.66669 -2012-02-25 20:00:00,62.567165 -2012-02-25 21:00:00,56.61729 -2012-02-25 22:00:00,52.7906 -2012-02-25 23:00:00,43.44791 -2012-02-26 00:00:00,51.659252 -2012-02-26 01:00:00,45.765556 -2012-02-26 02:00:00,36.413143 -2012-02-26 03:00:00,20.020569 -2012-02-26 04:00:00,4.7763977 -2012-02-26 05:00:00,4.075134 -2012-02-26 06:00:00,5.55285 -2012-02-26 07:00:00,15.262861 -2012-02-26 08:00:00,38.160347 -2012-02-26 09:00:00,62.415344 -2012-02-26 10:00:00,110.50251 -2012-02-26 11:00:00,130.2843 -2012-02-26 12:00:00,178.3306 -2012-02-26 13:00:00,187.40158 -2012-02-26 14:00:00,195.07611 -2012-02-26 15:00:00,197.2833 -2012-02-26 16:00:00,179.89456 -2012-02-26 17:00:00,142.81326 -2012-02-26 18:00:00,107.29538 -2012-02-26 19:00:00,82.57852 -2012-02-26 20:00:00,65.07237 -2012-02-26 21:00:00,50.226925 -2012-02-26 22:00:00,49.47914 -2012-02-26 23:00:00,32.872818 -2012-02-27 00:00:00,12.322585 -2012-02-27 01:00:00,5.2662773 -2012-02-27 02:00:00,4.881542 -2012-02-27 03:00:00,3.1648786 -2012-02-27 04:00:00,2.5498996 -2012-02-27 05:00:00,11.447341 -2012-02-27 06:00:00,52.91471 -2012-02-27 07:00:00,172.47314 -2012-02-27 08:00:00,355.32788 -2012-02-27 09:00:00,142.25964 -2012-02-27 10:00:00,65.980225 -2012-02-27 11:00:00,73.06988 -2012-02-27 12:00:00,107.378235 -2012-02-27 13:00:00,105.24436 -2012-02-27 14:00:00,99.902 -2012-02-27 15:00:00,109.16244 -2012-02-27 16:00:00,172.21616 -2012-02-27 17:00:00,379.85638 -2012-02-27 18:00:00,359.92838 -2012-02-27 19:00:00,235.06398 -2012-02-27 20:00:00,135.30284 -2012-02-27 21:00:00,103.0235 -2012-02-27 22:00:00,69.27356 -2012-02-27 23:00:00,44.042625 -2012-02-28 00:00:00,21.2836 -2012-02-28 01:00:00,7.436524 -2012-02-28 02:00:00,5.7908387 -2012-02-28 03:00:00,2.8698068 -2012-02-28 04:00:00,2.673986 -2012-02-28 05:00:00,18.324 -2012-02-28 06:00:00,59.838173 -2012-02-28 07:00:00,184.38547 -2012-02-28 08:00:00,351.3847 -2012-02-28 09:00:00,146.82742 -2012-02-28 10:00:00,69.36008 -2012-02-28 11:00:00,70.327286 -2012-02-28 12:00:00,106.80408 -2012-02-28 13:00:00,104.9837 -2012-02-28 14:00:00,97.36034 -2012-02-28 15:00:00,108.31052 -2012-02-28 16:00:00,161.94485 -2012-02-28 17:00:00,361.05658 -2012-02-28 18:00:00,350.4762 -2012-02-28 19:00:00,208.16019 -2012-02-28 20:00:00,124.28433 -2012-02-28 21:00:00,91.29408 -2012-02-28 22:00:00,68.04819 -2012-02-28 23:00:00,47.445683 -2012-02-29 00:00:00,18.799232 -2012-02-29 01:00:00,6.4545116 -2012-02-29 02:00:00,5.346696 -2012-02-29 03:00:00,3.4756413 -2012-02-29 05:00:00,15.047707 -2012-02-29 06:00:00,58.535355 -2012-02-29 07:00:00,179.6482 -2012-02-29 08:00:00,385.50345 -2012-02-29 09:00:00,79.05034 -2012-02-29 10:00:00,40.441216 -2012-02-29 11:00:00,49.233612 -2012-02-29 12:00:00,49.687386 -2012-02-29 13:00:00,65.303925 -2012-02-29 14:00:00,63.077415 -2012-02-29 15:00:00,72.055466 -2012-02-29 16:00:00,66.09086 -2012-02-29 17:00:00,192.26602 -2012-02-29 18:00:00,166.7558 -2012-02-29 19:00:00,153.74413 -2012-02-29 20:00:00,74.57093 -2012-02-29 21:00:00,65.768936 -2012-02-29 22:00:00,48.8862 -2012-02-29 23:00:00,34.316433 -2012-03-20 00:00:00,49.130333 -2012-03-20 01:00:00,39.76905 -2012-03-20 02:00:00,34.5641 -2012-03-20 03:00:00,25.862345 -2012-03-20 04:00:00,20.223953 -2012-03-20 05:00:00,33.062927 -2012-03-20 06:00:00,110.5419 -2012-03-20 07:00:00,176.75366 -2012-03-20 08:00:00,544.45807 -2012-03-20 09:00:00,303.86798 -2012-03-20 10:00:00,176.9583 -2012-03-20 11:00:00,189.06436 -2012-03-20 12:00:00,243.17627 -2012-03-20 13:00:00,237.69315 -2012-03-20 14:00:00,210.58084 -2012-03-20 15:00:00,231.03943 -2012-03-20 16:00:00,320.48364 -2012-03-20 17:00:00,588.71814 -2012-03-20 18:00:00,568.7135 -2012-03-20 19:00:00,424.04428 -2012-03-20 20:00:00,305.29996 -2012-03-20 21:00:00,223.93344 -2012-03-20 22:00:00,159.30621 -2012-03-20 23:00:00,93.59488 -2012-03-21 00:00:00,66.439926 -2012-03-21 01:00:00,51.774086 -2012-03-21 02:00:00,44.328793 -2012-03-21 03:00:00,34.450737 -2012-03-21 04:00:00,27.074898 -2012-03-21 05:00:00,43.117016 -2012-03-21 06:00:00,112.7298 -2012-03-21 07:00:00,211.47322 -2012-03-21 08:00:00,411.94144 -2012-03-21 09:00:00,315.5646 -2012-03-21 10:00:00,179.45311 -2012-03-21 11:00:00,183.36307 -2012-03-21 12:00:00,227.01096 -2012-03-21 13:00:00,190.03793 -2012-03-21 14:00:00,185.21832 -2012-03-21 15:00:00,196.94 -2012-03-21 16:00:00,308.04785 -2012-03-21 17:00:00,594.82935 -2012-03-21 18:00:00,583.15344 -2012-03-21 19:00:00,435.59998 -2012-03-21 20:00:00,313.50043 -2012-03-21 21:00:00,223.17325 -2012-03-21 22:00:00,172.35986 -2012-03-21 23:00:00,111.5836 -2012-03-22 00:00:00,72.1355 -2012-03-22 01:00:00,54.095627 -2012-03-22 02:00:00,45.60733 -2012-03-22 03:00:00,35.554745 -2012-03-22 04:00:00,26.778307 -2012-03-22 05:00:00,38.757187 -2012-03-22 06:00:00,116.906876 -2012-03-22 07:00:00,331.137 -2012-03-22 08:00:00,595.4795 -2012-03-22 09:00:00,306.60712 -2012-03-22 10:00:00,177.90117 -2012-03-22 11:00:00,178.75665 -2012-03-22 12:00:00,226.87347 -2012-03-22 13:00:00,249.83026 -2012-03-22 14:00:00,231.1232 -2012-03-22 15:00:00,251.1842 -2012-03-22 16:00:00,326.55524 -2012-03-22 17:00:00,623.9289 -2012-03-22 18:00:00,619.91565 -2012-03-22 19:00:00,438.7796 -2012-03-22 20:00:00,331.91812 -2012-03-22 21:00:00,264.4193 -2012-03-22 22:00:00,192.14888 -2012-03-22 23:00:00,141.20447 -2012-03-23 00:00:00,83.8345 -2012-03-23 01:00:00,62.72119 -2012-03-23 02:00:00,48.565567 -2012-03-23 03:00:00,38.19857 -2012-03-23 04:00:00,28.254597 -2012-03-23 05:00:00,37.181847 -2012-03-23 06:00:00,117.62459 -2012-03-23 07:00:00,311.75204 -2012-03-23 08:00:00,574.47504 -2012-03-23 09:00:00,305.1391 -2012-03-23 10:00:00,215.81702 -2012-03-23 11:00:00,258.67834 -2012-03-23 12:00:00,331.25342 -2012-03-23 13:00:00,330.29697 -2012-03-23 14:00:00,315.73364 -2012-03-23 15:00:00,334.24307 -2012-03-23 16:00:00,428.57037 -2012-03-23 17:00:00,620.354 -2012-03-23 18:00:00,579.4307 -2012-03-23 19:00:00,387.75836 -2012-03-23 20:00:00,318.52512 -2012-03-23 21:00:00,262.58026 -2012-03-23 22:00:00,236.59415 -2012-03-23 23:00:00,166.52446 -2012-03-24 00:00:00,128.6903 -2012-03-24 01:00:00,113.73195 -2012-03-24 02:00:00,91.121735 -2012-03-24 03:00:00,59.02086 -2012-03-24 04:00:00,41.012253 -2012-03-24 05:00:00,47.167854 -2012-03-24 06:00:00,66.64297 -2012-03-24 07:00:00,111.7787 -2012-03-24 08:00:00,184.09067 -2012-03-24 09:00:00,283.62408 -2012-03-24 10:00:00,356.55292 -2012-03-24 11:00:00,407.0978 -2012-03-24 12:00:00,335.8344 -2012-03-24 13:00:00,317.8312 -2012-03-24 14:00:00,305.74048 -2012-03-24 15:00:00,269.06326 -2012-03-24 16:00:00,260.66058 -2012-03-24 17:00:00,247.67899 -2012-03-24 18:00:00,222.73157 -2012-03-24 19:00:00,223.31958 -2012-03-24 20:00:00,166.09343 -2012-03-24 21:00:00,149.24976 -2012-03-24 22:00:00,126.41298 -2012-03-24 23:00:00,124.83544 -2012-03-25 00:00:00,111.698845 -2012-03-25 01:00:00,101.441986 -2012-03-25 02:00:00,92.90732 -2012-03-25 03:00:00,67.90166 -2012-03-25 04:00:00,38.18775 -2012-03-25 05:00:00,38.31688 -2012-03-25 06:00:00,47.29901 -2012-03-25 07:00:00,73.25441 -2012-03-25 08:00:00,119.123825 -2012-03-25 09:00:00,201.69205 -2012-03-25 10:00:00,306.0611 -2012-03-25 11:00:00,317.2111 -2012-03-25 12:00:00,387.9217 -2012-03-25 13:00:00,415.81696 -2012-03-25 14:00:00,391.8923 -2012-03-25 15:00:00,385.63196 -2012-03-25 16:00:00,401.4239 -2012-03-25 17:00:00,412.9507 -2012-03-25 18:00:00,358.09393 -2012-03-25 19:00:00,281.79297 -2012-03-25 20:00:00,208.34088 -2012-03-25 21:00:00,162.08434 -2012-03-25 22:00:00,118.24811 -2012-03-25 23:00:00,76.8349 -2012-03-26 00:00:00,34.78589 -2012-03-26 01:00:00,15.843103 -2012-03-26 02:00:00,9.379531 -2012-03-26 03:00:00,7.3287716 -2012-03-26 04:00:00,5.976237 -2012-03-26 05:00:00,21.570381 -2012-03-26 06:00:00,73.3821 -2012-03-26 07:00:00,259.16632 -2012-03-26 08:00:00,440.17682 -2012-03-26 09:00:00,198.33244 -2012-03-26 10:00:00,112.95665 -2012-03-26 11:00:00,121.38075 -2012-03-26 12:00:00,160.48709 -2012-03-26 13:00:00,141.39122 -2012-03-26 14:00:00,125.25891 -2012-03-26 15:00:00,135.51591 -2012-03-26 16:00:00,223.81421 -2012-03-26 17:00:00,414.03345 -2012-03-26 18:00:00,388.06372 -2012-03-26 19:00:00,265.57574 -2012-03-26 20:00:00,159.02776 -2012-03-26 21:00:00,106.62451 -2012-03-26 22:00:00,72.75627 -2012-03-26 23:00:00,54.781403 -2012-03-27 00:00:00,27.585968 -2012-03-27 01:00:00,10.9732895 -2012-03-27 02:00:00,8.848095 -2012-03-27 03:00:00,6.429908 -2012-03-27 04:00:00,5.9113207 -2012-03-27 05:00:00,20.941593 -2012-03-27 06:00:00,68.71593 -2012-03-27 07:00:00,215.14987 -2012-03-27 08:00:00,411.89157 -2012-03-27 09:00:00,202.18915 -2012-03-27 10:00:00,101.28775 -2012-03-27 11:00:00,109.54591 -2012-03-27 12:00:00,133.32489 -2012-03-27 13:00:00,135.26556 -2012-03-27 14:00:00,129.54544 -2012-03-27 15:00:00,139.85223 -2012-03-27 16:00:00,225.03467 -2012-03-27 17:00:00,412.1339 -2012-03-27 18:00:00,405.50638 -2012-03-27 19:00:00,290.9429 -2012-03-27 20:00:00,196.85767 -2012-03-27 21:00:00,114.904434 -2012-03-27 22:00:00,90.55505 -2012-03-27 23:00:00,60.604958 -2012-03-28 00:00:00,28.580261 -2012-03-28 01:00:00,12.123508 -2012-03-28 02:00:00,9.182856 -2012-03-28 03:00:00,7.0617 -2012-03-28 04:00:00,6.0303316 -2012-03-28 05:00:00,21.496374 -2012-03-28 06:00:00,75.3465 -2012-03-28 07:00:00,234.59929 -2012-03-28 08:00:00,443.092 -2012-03-28 09:00:00,210.49893 -2012-03-28 10:00:00,107.443405 -2012-03-28 11:00:00,131.28322 -2012-03-28 12:00:00,167.02328 -2012-03-28 13:00:00,161.70029 -2012-03-28 14:00:00,135.06998 -2012-03-28 15:00:00,150.19374 -2012-03-28 16:00:00,200.1525 -2012-03-28 17:00:00,460.654 -2012-03-28 18:00:00,459.3388 -2012-03-28 19:00:00,319.497 -2012-03-28 20:00:00,242.9613 -2012-03-28 21:00:00,163.04655 -2012-03-28 22:00:00,114.12305 -2012-03-28 23:00:00,72.6454 -2012-03-29 00:00:00,41.367943 -2012-03-29 01:00:00,20.548298 -2012-03-29 02:00:00,14.197727 -2012-03-29 03:00:00,10.760574 -2012-03-29 04:00:00,8.962538 -2012-03-29 05:00:00,26.677174 -2012-03-29 06:00:00,77.56768 -2012-03-29 07:00:00,263.52338 -2012-03-29 08:00:00,447.7425 -2012-03-29 09:00:00,214.17828 -2012-03-29 10:00:00,103.8798 -2012-03-29 11:00:00,132.09042 -2012-03-29 12:00:00,170.93672 -2012-03-29 13:00:00,152.92635 -2012-03-29 14:00:00,142.97359 -2012-03-29 15:00:00,165.01855 -2012-03-29 16:00:00,246.37881 -2012-03-29 17:00:00,443.85236 -2012-03-29 18:00:00,434.55597 -2012-03-29 19:00:00,293.26465 -2012-03-29 20:00:00,192.07977 -2012-03-29 21:00:00,129.25397 -2012-03-29 22:00:00,111.73045 -2012-03-29 23:00:00,72.76802 -2012-03-30 00:00:00,43.923965 -2012-03-30 01:00:00,23.495388 -2012-03-30 02:00:00,12.659166 -2012-03-30 03:00:00,8.973458 -2012-03-30 04:00:00,6.8139753 -2012-03-30 05:00:00,20.019512 -2012-03-30 06:00:00,69.39198 -2012-03-30 07:00:00,208.70306 -2012-03-30 08:00:00,427.79993 -2012-03-30 09:00:00,213.84238 -2012-03-30 10:00:00,118.02638 -2012-03-30 11:00:00,128.61543 -2012-03-30 12:00:00,164.18808 -2012-03-30 13:00:00,98.694695 -2012-03-30 14:00:00,83.83497 -2012-03-30 15:00:00,89.30382 -2012-03-30 16:00:00,128.87782 -2012-03-30 17:00:00,365.3691 -2012-03-30 18:00:00,359.8069 -2012-03-30 19:00:00,245.35876 -2012-03-30 20:00:00,157.38893 -2012-03-30 21:00:00,119.08163 -2012-03-30 22:00:00,105.1037 -2012-03-30 23:00:00,84.53311 -2012-03-31 00:00:00,75.56868 -2012-03-31 01:00:00,63.89731 -2012-03-31 02:00:00,48.172745 -2012-03-31 03:00:00,25.363926 -2012-03-31 04:00:00,10.280722 -2012-03-31 05:00:00,13.392617 -2012-03-31 06:00:00,30.535658 -2012-03-31 07:00:00,60.110214 -2012-03-31 08:00:00,90.51662 -2012-03-31 09:00:00,154.12622 -2012-03-31 10:00:00,234.95316 -2012-03-31 11:00:00,327.58734 -2012-03-31 12:00:00,342.24255 -2012-03-31 13:00:00,362.7869 -2012-03-31 14:00:00,322.0716 -2012-03-31 15:00:00,336.8322 -2012-03-31 16:00:00,327.78085 -2012-03-31 17:00:00,315.19196 -2012-03-31 18:00:00,214.06543 -2012-03-31 19:00:00,151.38521 -2012-03-31 20:00:00,123.1205 -2012-03-31 21:00:00,110.41828 -2012-03-31 22:00:00,101.040115 -2012-03-31 23:00:00,74.2496 -2012-04-20 00:00:00,76.0993 -2012-04-20 01:00:00,62.204998 -2012-04-20 02:00:00,47.685677 -2012-04-20 03:00:00,41.698517 -2012-04-20 04:00:00,38.98072 -2012-04-20 05:00:00,57.37436 -2012-04-20 06:00:00,134.41205 -2012-04-20 07:00:00,355.89273 -2012-04-20 08:00:00,635.25024 -2012-04-20 09:00:00,345.95404 -2012-04-20 10:00:00,222.76418 -2012-04-20 11:00:00,266.7967 -2012-04-20 12:00:00,340.67307 -2012-04-20 13:00:00,355.07977 -2012-04-20 14:00:00,324.53058 -2012-04-20 15:00:00,342.64862 -2012-04-20 16:00:00,460.59256 -2012-04-20 17:00:00,638.5029 -2012-04-20 18:00:00,586.52405 -2012-04-20 19:00:00,445.60773 -2012-04-20 20:00:00,329.56744 -2012-04-20 21:00:00,261.6047 -2012-04-20 22:00:00,228.20688 -2012-04-20 23:00:00,178.34998 -2012-04-21 00:00:00,142.8085 -2012-04-21 01:00:00,134.91965 -2012-04-21 02:00:00,111.56197 -2012-04-21 03:00:00,78.02478 -2012-04-21 04:00:00,58.096863 -2012-04-21 05:00:00,60.062813 -2012-04-21 06:00:00,78.97156 -2012-04-21 07:00:00,129.14206 -2012-04-21 08:00:00,211.27878 -2012-04-21 09:00:00,295.76266 -2012-04-21 10:00:00,408.25195 -2012-04-21 11:00:00,488.50015 -2012-04-21 12:00:00,559.3669 -2012-04-21 13:00:00,564.3581 -2012-04-21 14:00:00,548.3364 -2012-04-21 15:00:00,560.9336 -2012-04-21 16:00:00,553.74646 -2012-04-21 17:00:00,551.46075 -2012-04-21 18:00:00,454.45288 -2012-04-21 19:00:00,259.2154 -2012-04-21 20:00:00,167.53906 -2012-04-21 21:00:00,158.41599 -2012-04-21 22:00:00,189.65762 -2012-04-21 23:00:00,145.70337 -2012-04-22 00:00:00,151.38138 -2012-04-22 01:00:00,135.84229 -2012-04-22 02:00:00,107.52046 -2012-04-22 03:00:00,82.52946 -2012-04-22 04:00:00,58.610725 -2012-04-22 05:00:00,57.144497 -2012-04-22 06:00:00,63.851433 -2012-04-22 07:00:00,106.42958 -2012-04-22 08:00:00,155.62329 -2012-04-22 09:00:00,171.67676 -2012-04-22 10:00:00,250.4627 -2012-04-22 11:00:00,283.85736 -2012-04-22 12:00:00,301.20282 -2012-04-22 13:00:00,300.55115 -2012-04-22 14:00:00,275.7465 -2012-04-22 15:00:00,280.31738 -2012-04-22 16:00:00,277.84863 -2012-04-22 17:00:00,218.0766 -2012-04-22 18:00:00,194.02054 -2012-04-22 19:00:00,177.89189 -2012-04-22 20:00:00,158.50607 -2012-04-22 21:00:00,171.716 -2012-04-22 22:00:00,142.57605 -2012-04-22 23:00:00,112.66675 -2012-04-23 00:00:00,86.74561 -2012-04-23 01:00:00,78.23452 -2012-04-23 02:00:00,61.374016 -2012-04-23 03:00:00,50.319443 -2012-04-23 04:00:00,55.94879 -2012-04-23 05:00:00,66.06207 -2012-04-23 06:00:00,120.77284 -2012-04-23 07:00:00,190.84698 -2012-04-23 08:00:00,578.05994 -2012-04-23 09:00:00,271.44977 -2012-04-23 10:00:00,148.30597 -2012-04-23 11:00:00,148.90193 -2012-04-23 12:00:00,163.27142 -2012-04-23 13:00:00,149.39221 -2012-04-23 14:00:00,165.64754 -2012-04-23 15:00:00,178.75223 -2012-04-23 16:00:00,171.38849 -2012-04-23 17:00:00,294.26648 -2012-04-23 18:00:00,369.6491 -2012-04-23 19:00:00,320.80627 -2012-04-23 20:00:00,236.54953 -2012-04-23 21:00:00,164.78552 -2012-04-23 22:00:00,139.24945 -2012-04-23 23:00:00,109.545044 -2012-04-24 00:00:00,77.708084 -2012-04-24 01:00:00,65.14804 -2012-04-24 02:00:00,59.34332 -2012-04-24 03:00:00,51.439846 -2012-04-24 04:00:00,40.099144 -2012-04-24 05:00:00,51.636185 -2012-04-24 06:00:00,131.10849 -2012-04-24 07:00:00,353.26755 -2012-04-24 08:00:00,637.3711 -2012-04-24 09:00:00,317.37653 -2012-04-24 10:00:00,175.05789 -2012-04-24 11:00:00,214.29443 -2012-04-24 12:00:00,258.1118 -2012-04-24 13:00:00,255.71649 -2012-04-24 14:00:00,247.27838 -2012-04-24 15:00:00,256.06714 -2012-04-24 16:00:00,364.2788 -2012-04-24 17:00:00,667.34326 -2012-04-24 18:00:00,650.1976 -2012-04-24 19:00:00,480.80786 -2012-04-24 20:00:00,312.33057 -2012-04-24 21:00:00,236.76047 -2012-04-24 22:00:00,177.83368 -2012-04-24 23:00:00,136.48695 -2012-04-25 00:00:00,82.489204 -2012-04-25 01:00:00,66.72296 -2012-04-25 02:00:00,58.6232 -2012-04-25 03:00:00,49.154625 -2012-04-25 04:00:00,43.074783 -2012-04-25 05:00:00,53.230915 -2012-04-25 06:00:00,129.52893 -2012-04-25 07:00:00,383.85657 -2012-04-25 08:00:00,664.15686 -2012-04-25 09:00:00,323.25195 -2012-04-25 10:00:00,194.96811 -2012-04-25 11:00:00,175.01082 -2012-04-25 12:00:00,189.67444 -2012-04-25 13:00:00,160.45016 -2012-04-25 14:00:00,130.97736 -2012-04-25 15:00:00,157.36906 -2012-04-25 16:00:00,222.70837 -2012-04-25 17:00:00,463.7708 -2012-04-25 18:00:00,451.1194 -2012-04-25 19:00:00,310.04132 -2012-04-25 20:00:00,231.07182 -2012-04-25 21:00:00,156.69237 -2012-04-25 22:00:00,101.94507 -2012-04-25 23:00:00,62.81749 -2012-04-26 00:00:00,28.400562 -2012-04-26 01:00:00,12.34186 -2012-04-26 02:00:00,7.6956387 -2012-04-26 03:00:00,4.7031713 -2012-04-26 04:00:00,4.2073116 -2012-04-26 05:00:00,21.195366 -2012-04-26 06:00:00,69.5737 -2012-04-26 07:00:00,146.49336 -2012-04-26 08:00:00,264.25052 -2012-04-26 09:00:00,129.09796 -2012-04-26 10:00:00,98.53674 -2012-04-26 11:00:00,95.3905 -2012-04-26 12:00:00,122.63836 -2012-04-26 13:00:00,114.24722 -2012-04-26 14:00:00,94.648315 -2012-04-26 15:00:00,82.88965 -2012-04-26 16:00:00,130.69171 -2012-04-26 17:00:00,344.21884 -2012-04-26 18:00:00,310.5374 -2012-04-26 19:00:00,254.64105 -2012-04-26 20:00:00,201.47775 -2012-04-26 21:00:00,120.32478 -2012-04-26 22:00:00,104.38278 -2012-04-26 23:00:00,71.411896 -2012-04-27 00:00:00,48.433197 -2012-04-27 01:00:00,22.262306 -2012-04-27 02:00:00,11.821671 -2012-04-27 03:00:00,5.5944586 -2012-04-27 04:00:00,5.485219 -2012-04-27 05:00:00,20.34459 -2012-04-27 06:00:00,66.3289 -2012-04-27 07:00:00,218.50851 -2012-04-27 08:00:00,415.9096 -2012-04-27 09:00:00,205.97595 -2012-04-27 10:00:00,125.913216 -2012-04-27 11:00:00,156.6061 -2012-04-27 12:00:00,192.91214 -2012-04-27 13:00:00,194.58005 -2012-04-27 14:00:00,183.49481 -2012-04-27 15:00:00,222.71698 -2012-04-27 16:00:00,300.35187 -2012-04-27 17:00:00,427.3277 -2012-04-27 18:00:00,359.68573 -2012-04-27 19:00:00,250.09406 -2012-04-27 20:00:00,140.55087 -2012-04-27 21:00:00,95.85304 -2012-04-27 22:00:00,105.447655 -2012-04-27 23:00:00,67.83175 -2012-04-28 00:00:00,76.59898 -2012-04-28 01:00:00,51.57567 -2012-04-28 02:00:00,42.89447 -2012-04-28 03:00:00,15.466678 -2012-04-28 04:00:00,7.5016975 -2012-04-28 05:00:00,8.296183 -2012-04-28 06:00:00,18.06124 -2012-04-28 07:00:00,43.883102 -2012-04-28 08:00:00,97.91263 -2012-04-28 09:00:00,132.42172 -2012-04-28 10:00:00,208.82248 -2012-04-28 11:00:00,268.7489 -2012-04-28 12:00:00,275.2755 -2012-04-28 13:00:00,285.0484 -2012-04-28 14:00:00,317.39655 -2012-04-28 15:00:00,313.176 -2012-04-28 16:00:00,309.87714 -2012-04-28 17:00:00,283.4803 -2012-04-28 18:00:00,153.73734 -2012-04-28 19:00:00,101.386635 -2012-04-28 20:00:00,105.24165 -2012-04-28 21:00:00,67.56174 -2012-04-28 22:00:00,89.25452 -2012-04-28 23:00:00,81.198326 -2012-04-29 00:00:00,59.836895 -2012-04-29 01:00:00,64.89026 -2012-04-29 02:00:00,50.423695 -2012-04-29 03:00:00,24.642937 -2012-04-29 04:00:00,10.704027 -2012-04-29 05:00:00,8.429302 -2012-04-29 06:00:00,18.37539 -2012-04-29 07:00:00,40.439156 -2012-04-29 08:00:00,68.532974 -2012-04-29 09:00:00,131.01259 -2012-04-29 10:00:00,202.22348 -2012-04-29 11:00:00,290.1852 -2012-04-29 12:00:00,329.46686 -2012-04-29 13:00:00,332.13162 -2012-04-29 14:00:00,343.9278 -2012-04-29 15:00:00,337.22418 -2012-04-29 16:00:00,332.27997 -2012-04-29 17:00:00,331.11227 -2012-04-29 18:00:00,266.82758 -2012-04-29 19:00:00,240.437 -2012-04-29 20:00:00,157.23969 -2012-04-29 21:00:00,107.24539 -2012-04-29 22:00:00,71.84379 -2012-04-29 23:00:00,55.852467 -2012-04-30 00:00:00,27.944073 -2012-04-30 01:00:00,10.6402025 -2012-04-30 02:00:00,6.524274 -2012-04-30 03:00:00,4.2564287 -2012-04-30 04:00:00,3.3526351 -2012-04-30 05:00:00,15.893467 -2012-04-30 06:00:00,66.14748 -2012-04-30 07:00:00,253.62576 -2012-04-30 08:00:00,421.47943 -2012-04-30 09:00:00,190.0253 -2012-04-30 10:00:00,102.68287 -2012-04-30 11:00:00,100.21939 -2012-04-30 12:00:00,131.95079 -2012-04-30 13:00:00,118.70166 -2012-04-30 14:00:00,106.83309 -2012-04-30 15:00:00,120.81933 -2012-04-30 16:00:00,212.52766 -2012-04-30 17:00:00,439.01782 -2012-04-30 18:00:00,413.21622 -2012-04-30 19:00:00,284.3916 -2012-04-30 20:00:00,185.6907 -2012-04-30 21:00:00,118.23129 -2012-04-30 22:00:00,100.893906 -2012-04-30 23:00:00,54.170624 -2012-05-20 00:00:00,168.76312 -2012-05-20 01:00:00,131.95497 -2012-05-20 02:00:00,111.879745 -2012-05-20 03:00:00,76.48515 -2012-05-20 04:00:00,52.426994 -2012-05-20 05:00:00,52.87996 -2012-05-20 06:00:00,60.507954 -2012-05-20 07:00:00,98.46952 -2012-05-20 08:00:00,175.82048 -2012-05-20 09:00:00,315.70483 -2012-05-20 10:00:00,443.20508 -2012-05-20 11:00:00,530.0686 -2012-05-20 12:00:00,587.3607 -2012-05-20 13:00:00,590.07605 -2012-05-20 14:00:00,563.099 -2012-05-20 15:00:00,541.7212 -2012-05-20 16:00:00,545.7025 -2012-05-20 17:00:00,529.27704 -2012-05-20 18:00:00,452.1495 -2012-05-20 19:00:00,362.65387 -2012-05-20 20:00:00,294.52734 -2012-05-20 21:00:00,239.21002 -2012-05-20 22:00:00,180.79462 -2012-05-20 23:00:00,123.39505 -2012-05-21 00:00:00,91.35841 -2012-05-21 01:00:00,83.60396 -2012-05-21 02:00:00,76.51875 -2012-05-21 03:00:00,54.503662 -2012-05-21 04:00:00,60.29257 -2012-05-21 05:00:00,69.098885 -2012-05-21 06:00:00,111.55646 -2012-05-21 07:00:00,202.47217 -2012-05-21 08:00:00,301.273 -2012-05-21 09:00:00,161.73149 -2012-05-21 10:00:00,129.71213 -2012-05-21 11:00:00,153.88736 -2012-05-21 12:00:00,186.95895 -2012-05-21 13:00:00,145.46844 -2012-05-21 14:00:00,136.60945 -2012-05-21 15:00:00,227.38425 -2012-05-21 16:00:00,321.67813 -2012-05-21 17:00:00,631.81866 -2012-05-21 18:00:00,639.9281 -2012-05-21 19:00:00,491.42896 -2012-05-21 20:00:00,359.62885 -2012-05-21 21:00:00,272.5229 -2012-05-21 22:00:00,179.5188 -2012-05-21 23:00:00,131.90993 -2012-05-22 00:00:00,85.98378 -2012-05-22 01:00:00,69.29385 -2012-05-22 02:00:00,61.05224 -2012-05-22 03:00:00,52.907356 -2012-05-22 04:00:00,48.68051 -2012-05-22 05:00:00,72.738754 -2012-05-22 06:00:00,119.50738 -2012-05-22 07:00:00,215.70618 -2012-05-22 08:00:00,594.79504 -2012-05-22 09:00:00,317.58203 -2012-05-22 10:00:00,182.87747 -2012-05-22 11:00:00,200.15875 -2012-05-22 12:00:00,233.8186 -2012-05-22 13:00:00,224.00566 -2012-05-22 14:00:00,208.28195 -2012-05-22 15:00:00,271.52045 -2012-05-22 16:00:00,358.30103 -2012-05-22 17:00:00,755.5903 -2012-05-22 18:00:00,697.6216 -2012-05-22 19:00:00,484.40384 -2012-05-22 20:00:00,364.3015 -2012-05-22 21:00:00,273.1615 -2012-05-22 22:00:00,224.1105 -2012-05-22 23:00:00,140.95218 -2012-05-23 00:00:00,99.44664 -2012-05-23 01:00:00,79.054535 -2012-05-23 02:00:00,63.520164 -2012-05-23 03:00:00,53.061485 -2012-05-23 04:00:00,58.87181 -2012-05-23 05:00:00,74.87957 -2012-05-23 06:00:00,168.12674 -2012-05-23 07:00:00,452.05548 -2012-05-23 08:00:00,675.4656 -2012-05-23 09:00:00,329.08295 -2012-05-23 10:00:00,199.84018 -2012-05-23 11:00:00,228.14223 -2012-05-23 12:00:00,274.92328 -2012-05-23 13:00:00,257.0431 -2012-05-23 14:00:00,246.23537 -2012-05-23 15:00:00,256.62433 -2012-05-23 16:00:00,323.75012 -2012-05-23 17:00:00,532.1672 -2012-05-23 18:00:00,546.8364 -2012-05-23 19:00:00,351.18878 -2012-05-23 20:00:00,282.33548 -2012-05-23 21:00:00,222.31535 -2012-05-23 22:00:00,183.29227 -2012-05-23 23:00:00,139.45547 -2012-05-24 00:00:00,108.471466 -2012-05-24 01:00:00,79.22672 -2012-05-24 02:00:00,67.41609 -2012-05-24 03:00:00,56.66885 -2012-05-24 04:00:00,51.664246 -2012-05-24 05:00:00,71.61322 -2012-05-24 06:00:00,162.8657 -2012-05-24 07:00:00,465.69348 -2012-05-24 08:00:00,690.5223 -2012-05-24 09:00:00,348.67532 -2012-05-24 10:00:00,205.05626 -2012-05-24 11:00:00,251.16812 -2012-05-24 12:00:00,317.22296 -2012-05-24 13:00:00,312.53192 -2012-05-24 14:00:00,263.05518 -2012-05-24 15:00:00,277.26428 -2012-05-24 16:00:00,367.5878 -2012-05-24 17:00:00,729.26416 -2012-05-24 18:00:00,737.9206 -2012-05-24 19:00:00,513.4244 -2012-05-24 20:00:00,351.4276 -2012-05-24 21:00:00,220.82828 -2012-05-24 22:00:00,222.1659 -2012-05-24 23:00:00,163.49152 -2012-05-25 00:00:00,122.938705 -2012-05-25 01:00:00,88.57097 -2012-05-25 02:00:00,66.82376 -2012-05-25 03:00:00,59.788124 -2012-05-25 04:00:00,51.521034 -2012-05-25 05:00:00,70.99455 -2012-05-25 06:00:00,159.54399 -2012-05-25 07:00:00,405.20688 -2012-05-25 08:00:00,645.6177 -2012-05-25 09:00:00,324.2025 -2012-05-25 10:00:00,251.78868 -2012-05-25 11:00:00,281.42883 -2012-05-25 12:00:00,342.98038 -2012-05-25 13:00:00,337.2982 -2012-05-25 14:00:00,321.61853 -2012-05-25 15:00:00,325.9795 -2012-05-25 16:00:00,433.05487 -2012-05-25 17:00:00,617.4314 -2012-05-25 18:00:00,603.51166 -2012-05-25 19:00:00,435.2797 -2012-05-25 20:00:00,349.68594 -2012-05-25 21:00:00,292.82822 -2012-05-25 22:00:00,261.38452 -2012-05-25 23:00:00,207.88953 -2012-05-26 00:00:00,156.62436 -2012-05-26 01:00:00,96.14134 -2012-05-26 02:00:00,63.180305 -2012-05-26 03:00:00,32.404537 -2012-05-26 04:00:00,16.82277 -2012-05-26 05:00:00,19.22077 -2012-05-26 06:00:00,35.220467 -2012-05-26 07:00:00,55.48926 -2012-05-26 08:00:00,104.87227 -2012-05-26 09:00:00,154.54443 -2012-05-26 10:00:00,253.6666 -2012-05-26 11:00:00,292.77942 -2012-05-26 12:00:00,296.15234 -2012-05-26 13:00:00,307.22668 -2012-05-26 14:00:00,278.60275 -2012-05-26 15:00:00,276.33694 -2012-05-26 16:00:00,285.64246 -2012-05-26 17:00:00,292.49097 -2012-05-26 18:00:00,283.7595 -2012-05-26 19:00:00,208.96555 -2012-05-26 20:00:00,193.79971 -2012-05-26 21:00:00,135.66058 -2012-05-26 22:00:00,119.63865 -2012-05-26 23:00:00,104.71823 -2012-05-27 00:00:00,105.73605 -2012-05-27 01:00:00,79.07988 -2012-05-27 02:00:00,66.41901 -2012-05-27 03:00:00,37.759525 -2012-05-27 04:00:00,16.291943 -2012-05-27 05:00:00,16.106531 -2012-05-27 06:00:00,26.992065 -2012-05-27 07:00:00,48.30612 -2012-05-27 08:00:00,76.235245 -2012-05-27 09:00:00,150.49898 -2012-05-27 10:00:00,251.70087 -2012-05-27 11:00:00,291.39252 -2012-05-27 12:00:00,279.10455 -2012-05-27 13:00:00,316.66098 -2012-05-27 14:00:00,293.36676 -2012-05-27 15:00:00,293.89117 -2012-05-27 16:00:00,285.56168 -2012-05-27 17:00:00,306.98038 -2012-05-27 18:00:00,257.26855 -2012-05-27 19:00:00,223.99673 -2012-05-27 20:00:00,179.7089 -2012-05-27 21:00:00,58.202324 -2012-05-27 22:00:00,57.722534 -2012-05-27 23:00:00,49.083664 -2012-05-28 00:00:00,78.39665 -2012-05-28 01:00:00,54.921196 -2012-05-28 02:00:00,46.548332 -2012-05-28 03:00:00,16.874763 -2012-05-28 04:00:00,20.100903 -2012-05-28 05:00:00,31.24268 -2012-05-28 06:00:00,48.4384 -2012-05-28 07:00:00,145.99883 -2012-05-28 08:00:00,193.53528 -2012-05-28 09:00:00,147.89261 -2012-05-28 10:00:00,148.08289 -2012-05-28 11:00:00,184.41417 -2012-05-28 12:00:00,223.10135 -2012-05-28 13:00:00,209.57687 -2012-05-28 14:00:00,203.50748 -2012-05-28 15:00:00,209.91574 -2012-05-28 16:00:00,226.32451 -2012-05-28 17:00:00,361.72278 -2012-05-28 18:00:00,338.73938 -2012-05-28 19:00:00,278.38132 -2012-05-28 20:00:00,242.32516 -2012-05-28 21:00:00,185.25034 -2012-05-28 22:00:00,125.009094 -2012-05-28 23:00:00,75.19454 -2012-05-29 00:00:00,42.160835 -2012-05-29 01:00:00,18.64352 -2012-05-29 02:00:00,11.653761 -2012-05-29 03:00:00,6.5116754 -2012-05-29 04:00:00,6.1622734 -2012-05-29 05:00:00,27.57817 -2012-05-29 06:00:00,101.74046 -2012-05-29 07:00:00,305.2377 -2012-05-29 08:00:00,436.14673 -2012-05-29 09:00:00,179.58298 -2012-05-29 10:00:00,81.84189 -2012-05-29 11:00:00,105.63936 -2012-05-29 12:00:00,150.84523 -2012-05-29 13:00:00,144.55511 -2012-05-29 14:00:00,118.57427 -2012-05-29 15:00:00,142.02455 -2012-05-29 16:00:00,223.20451 -2012-05-29 17:00:00,509.935 -2012-05-29 18:00:00,492.58118 -2012-05-29 19:00:00,317.9272 -2012-05-29 20:00:00,138.36856 -2012-05-29 21:00:00,61.523193 -2012-05-29 22:00:00,87.600235 -2012-05-29 23:00:00,45.04106 -2012-05-30 00:00:00,31.90427 -2012-05-30 01:00:00,18.245525 -2012-05-30 02:00:00,10.763838 -2012-05-30 03:00:00,8.511971 -2012-05-30 04:00:00,6.303752 -2012-05-30 05:00:00,28.515406 -2012-05-30 06:00:00,95.93145 -2012-05-30 07:00:00,158.43956 -2012-05-30 08:00:00,441.4566 -2012-05-30 09:00:00,195.93503 -2012-05-30 10:00:00,94.75347 -2012-05-30 11:00:00,116.94475 -2012-05-30 12:00:00,183.00195 -2012-05-30 13:00:00,167.9938 -2012-05-30 14:00:00,152.17755 -2012-05-30 15:00:00,155.69856 -2012-05-30 16:00:00,234.12465 -2012-05-30 17:00:00,517.4889 -2012-05-30 18:00:00,514.0766 -2012-05-30 19:00:00,332.03537 -2012-05-30 20:00:00,215.36963 -2012-05-30 21:00:00,189.49792 -2012-05-30 22:00:00,143.75989 -2012-05-30 23:00:00,102.39903 -2012-05-31 00:00:00,51.141838 -2012-05-31 01:00:00,24.735077 -2012-05-31 02:00:00,12.574293 -2012-05-31 03:00:00,7.4930034 -2012-05-31 04:00:00,6.401095 -2012-05-31 05:00:00,26.912766 -2012-05-31 06:00:00,104.196655 -2012-05-31 07:00:00,318.27167 -2012-05-31 08:00:00,445.86377 -2012-05-31 09:00:00,207.18219 -2012-05-31 10:00:00,122.005844 -2012-05-31 11:00:00,147.29631 -2012-05-31 12:00:00,190.99646 -2012-05-31 13:00:00,185.31723 -2012-05-31 14:00:00,157.44412 -2012-05-31 15:00:00,158.56604 -2012-05-31 16:00:00,247.21451 -2012-05-31 17:00:00,537.57874 -2012-05-31 18:00:00,531.72186 -2012-05-31 19:00:00,338.57047 -2012-05-31 20:00:00,253.29736 -2012-05-31 21:00:00,196.55301 -2012-05-31 22:00:00,161.2768 -2012-05-31 23:00:00,143.17969 -2012-06-20 00:00:00,75.38347 -2012-06-20 01:00:00,55.469162 -2012-06-20 02:00:00,47.17153 -2012-06-20 03:00:00,42.689842 -2012-06-20 04:00:00,41.317852 -2012-06-20 05:00:00,64.01552 -2012-06-20 06:00:00,154.66922 -2012-06-20 07:00:00,422.6595 -2012-06-20 08:00:00,665.3647 -2012-06-20 09:00:00,327.10034 -2012-06-20 10:00:00,186.99095 -2012-06-20 11:00:00,212.071 -2012-06-20 12:00:00,263.78436 -2012-06-20 13:00:00,251.06633 -2012-06-20 14:00:00,227.30956 -2012-06-20 15:00:00,240.73146 -2012-06-20 16:00:00,349.1266 -2012-06-20 17:00:00,653.9791 -2012-06-20 18:00:00,647.7015 -2012-06-20 19:00:00,493.20447 -2012-06-20 20:00:00,406.0534 -2012-06-20 21:00:00,335.82092 -2012-06-20 22:00:00,293.59344 -2012-06-20 23:00:00,174.12492 -2012-06-21 00:00:00,105.988846 -2012-06-21 01:00:00,75.5181 -2012-06-21 02:00:00,62.089706 -2012-06-21 03:00:00,52.0625 -2012-06-21 04:00:00,49.94629 -2012-06-21 05:00:00,70.74165 -2012-06-21 06:00:00,168.3627 -2012-06-21 07:00:00,433.8166 -2012-06-21 08:00:00,658.79407 -2012-06-21 09:00:00,314.33182 -2012-06-21 10:00:00,182.28877 -2012-06-21 11:00:00,217.4657 -2012-06-21 12:00:00,271.50125 -2012-06-21 13:00:00,253.33759 -2012-06-21 14:00:00,227.67906 -2012-06-21 15:00:00,235.25426 -2012-06-21 16:00:00,351.66034 -2012-06-21 17:00:00,669.55273 -2012-06-21 18:00:00,679.1304 -2012-06-21 19:00:00,479.55966 -2012-06-21 20:00:00,394.7505 -2012-06-21 21:00:00,350.1538 -2012-06-21 22:00:00,263.74942 -2012-06-21 23:00:00,187.16055 -2012-06-22 00:00:00,117.322556 -2012-06-22 01:00:00,86.85234 -2012-06-22 02:00:00,70.68306 -2012-06-22 03:00:00,56.401657 -2012-06-22 04:00:00,49.63589 -2012-06-22 05:00:00,72.12134 -2012-06-22 06:00:00,153.397 -2012-06-22 07:00:00,424.78876 -2012-06-22 08:00:00,642.65515 -2012-06-22 09:00:00,329.9107 -2012-06-22 10:00:00,231.08505 -2012-06-22 11:00:00,278.17783 -2012-06-22 12:00:00,326.18738 -2012-06-22 13:00:00,315.75208 -2012-06-22 14:00:00,281.04977 -2012-06-22 15:00:00,291.14288 -2012-06-22 16:00:00,387.98288 -2012-06-22 17:00:00,690.2585 -2012-06-22 18:00:00,591.29407 -2012-06-22 19:00:00,432.58978 -2012-06-22 20:00:00,347.97632 -2012-06-22 21:00:00,233.43509 -2012-06-22 22:00:00,259.29657 -2012-06-22 23:00:00,195.12698 -2012-06-23 00:00:00,179.53192 -2012-06-23 01:00:00,154.30716 -2012-06-23 02:00:00,126.57108 -2012-06-23 03:00:00,83.07369 -2012-06-23 04:00:00,62.05912 -2012-06-23 05:00:00,61.917595 -2012-06-23 06:00:00,80.16786 -2012-06-23 07:00:00,116.55023 -2012-06-23 08:00:00,198.62779 -2012-06-23 09:00:00,294.05267 -2012-06-23 10:00:00,412.64404 -2012-06-23 11:00:00,485.91315 -2012-06-23 12:00:00,513.40045 -2012-06-23 13:00:00,534.2584 -2012-06-23 14:00:00,547.0337 -2012-06-23 15:00:00,486.9779 -2012-06-23 16:00:00,486.38104 -2012-06-23 17:00:00,521.01074 -2012-06-23 18:00:00,491.96613 -2012-06-23 19:00:00,401.54083 -2012-06-23 20:00:00,355.38684 -2012-06-23 21:00:00,322.55084 -2012-06-23 22:00:00,309.6745 -2012-06-23 23:00:00,246.53357 -2012-06-24 00:00:00,197.34518 -2012-06-24 01:00:00,151.72725 -2012-06-24 02:00:00,141.03233 -2012-06-24 03:00:00,88.56882 -2012-06-24 04:00:00,60.458107 -2012-06-24 05:00:00,59.551044 -2012-06-24 06:00:00,65.67493 -2012-06-24 07:00:00,101.037285 -2012-06-24 08:00:00,172.8513 -2012-06-24 09:00:00,292.65448 -2012-06-24 10:00:00,417.8497 -2012-06-24 11:00:00,479.26752 -2012-06-24 12:00:00,515.81104 -2012-06-24 13:00:00,520.5613 -2012-06-24 14:00:00,459.8225 -2012-06-24 15:00:00,433.98645 -2012-06-24 16:00:00,438.65558 -2012-06-24 17:00:00,485.08847 -2012-06-24 18:00:00,450.9441 -2012-06-24 19:00:00,388.0247 -2012-06-24 20:00:00,304.42175 -2012-06-24 21:00:00,275.09875 -2012-06-24 22:00:00,224.87148 -2012-06-24 23:00:00,149.47182 -2012-06-25 00:00:00,86.34656 -2012-06-25 01:00:00,69.23797 -2012-06-25 02:00:00,59.87603 -2012-06-25 03:00:00,51.404327 -2012-06-25 04:00:00,47.424828 -2012-06-25 05:00:00,66.28632 -2012-06-25 06:00:00,152.25864 -2012-06-25 07:00:00,442.58917 -2012-06-25 08:00:00,620.9828 -2012-06-25 09:00:00,309.2286 -2012-06-25 10:00:00,178.41927 -2012-06-25 11:00:00,201.95828 -2012-06-25 12:00:00,208.76097 -2012-06-25 13:00:00,178.73346 -2012-06-25 14:00:00,128.5329 -2012-06-25 15:00:00,155.78802 -2012-06-25 16:00:00,228.88818 -2012-06-25 17:00:00,533.52936 -2012-06-25 18:00:00,521.4701 -2012-06-25 19:00:00,352.58682 -2012-06-25 20:00:00,262.52423 -2012-06-25 21:00:00,193.88501 -2012-06-25 22:00:00,158.00659 -2012-06-25 23:00:00,93.14995 -2012-06-26 00:00:00,48.969494 -2012-06-26 01:00:00,26.933273 -2012-06-26 02:00:00,18.24936 -2012-06-26 03:00:00,13.380754 -2012-06-26 04:00:00,14.247002 -2012-06-26 05:00:00,39.274357 -2012-06-26 06:00:00,113.48554 -2012-06-26 07:00:00,320.38824 -2012-06-26 08:00:00,473.25818 -2012-06-26 09:00:00,223.98047 -2012-06-26 10:00:00,118.747986 -2012-06-26 11:00:00,149.92662 -2012-06-26 12:00:00,181.64285 -2012-06-26 13:00:00,169.01907 -2012-06-26 14:00:00,149.03992 -2012-06-26 15:00:00,162.69472 -2012-06-26 16:00:00,251.03888 -2012-06-26 17:00:00,546.6554 -2012-06-26 18:00:00,526.4303 -2012-06-26 19:00:00,346.18222 -2012-06-26 20:00:00,262.4222 -2012-06-26 21:00:00,205.28026 -2012-06-26 22:00:00,153.0534 -2012-06-26 23:00:00,116.42642 -2012-06-27 00:00:00,53.250465 -2012-06-27 01:00:00,24.870487 -2012-06-27 02:00:00,16.124058 -2012-06-27 03:00:00,13.994905 -2012-06-27 04:00:00,15.465077 -2012-06-27 05:00:00,41.35543 -2012-06-27 06:00:00,117.72839 -2012-06-27 07:00:00,316.35394 -2012-06-27 08:00:00,469.9261 -2012-06-27 09:00:00,211.51102 -2012-06-27 10:00:00,120.60196 -2012-06-27 11:00:00,139.43127 -2012-06-27 12:00:00,176.23279 -2012-06-27 13:00:00,157.24014 -2012-06-27 14:00:00,143.2629 -2012-06-27 15:00:00,147.25809 -2012-06-27 16:00:00,227.98792 -2012-06-27 17:00:00,529.5297 -2012-06-27 18:00:00,506.00812 -2012-06-27 19:00:00,336.76007 -2012-06-27 20:00:00,257.5561 -2012-06-27 21:00:00,223.73694 -2012-06-27 22:00:00,176.76923 -2012-06-27 23:00:00,123.637344 -2012-06-28 00:00:00,64.222626 -2012-06-28 01:00:00,29.055824 -2012-06-28 02:00:00,19.06009 -2012-06-28 03:00:00,13.90571 -2012-06-28 04:00:00,11.962262 -2012-06-28 05:00:00,36.74242 -2012-06-28 06:00:00,122.75093 -2012-06-28 07:00:00,328.0681 -2012-06-28 08:00:00,462.13208 -2012-06-28 09:00:00,220.15514 -2012-06-28 10:00:00,122.281265 -2012-06-28 11:00:00,131.55264 -2012-06-28 12:00:00,176.0121 -2012-06-28 13:00:00,175.78851 -2012-06-28 14:00:00,158.55252 -2012-06-28 15:00:00,168.23187 -2012-06-28 16:00:00,237.71255 -2012-06-28 17:00:00,505.44354 -2012-06-28 18:00:00,478.74097 -2012-06-28 19:00:00,326.1347 -2012-06-28 20:00:00,269.57632 -2012-06-28 21:00:00,205.90805 -2012-06-28 22:00:00,163.49997 -2012-06-28 23:00:00,139.78387 -2012-06-29 00:00:00,78.773605 -2012-06-29 01:00:00,45.935684 -2012-06-29 02:00:00,27.219984 -2012-06-29 03:00:00,16.76313 -2012-06-29 04:00:00,13.473993 -2012-06-29 05:00:00,37.790005 -2012-06-29 06:00:00,115.103485 -2012-06-29 07:00:00,294.9446 -2012-06-29 08:00:00,434.05307 -2012-06-29 09:00:00,209.844 -2012-06-29 10:00:00,127.1961 -2012-06-29 11:00:00,153.32608 -2012-06-29 12:00:00,181.41641 -2012-06-29 13:00:00,171.32794 -2012-06-29 14:00:00,142.17566 -2012-06-29 15:00:00,161.49147 -2012-06-29 16:00:00,210.94 -2012-06-29 17:00:00,366.62567 -2012-06-29 18:00:00,338.3824 -2012-06-29 19:00:00,261.9285 -2012-06-29 20:00:00,183.25339 -2012-06-29 21:00:00,166.81107 -2012-06-29 22:00:00,108.66562 -2012-06-29 23:00:00,96.74653 -2012-06-30 00:00:00,92.30751 -2012-06-30 01:00:00,79.98706 -2012-06-30 02:00:00,72.91411 -2012-06-30 03:00:00,33.48567 -2012-06-30 04:00:00,17.039276 -2012-06-30 05:00:00,18.011341 -2012-06-30 06:00:00,33.862644 -2012-06-30 07:00:00,64.660126 -2012-06-30 08:00:00,110.60922 -2012-06-30 09:00:00,146.86224 -2012-06-30 10:00:00,239.12766 -2012-06-30 11:00:00,281.43634 -2012-06-30 12:00:00,301.91403 -2012-06-30 13:00:00,302.81635 -2012-06-30 14:00:00,305.03333 -2012-06-30 15:00:00,296.09134 -2012-06-30 16:00:00,273.1556 -2012-06-30 17:00:00,307.01733 -2012-06-30 18:00:00,266.43835 -2012-06-30 19:00:00,258.05075 -2012-06-30 20:00:00,228.38379 -2012-06-30 21:00:00,198.01123 -2012-06-30 22:00:00,155.19502 -2012-06-30 23:00:00,162.15497 -2012-07-20 00:00:00,63.64343 -2012-07-20 01:00:00,63.53315 -2012-07-20 02:00:00,45.472527 -2012-07-20 03:00:00,32.879326 -2012-07-20 04:00:00,27.242928 -2012-07-20 05:00:00,46.494896 -2012-07-20 06:00:00,150.81865 -2012-07-20 07:00:00,354.3971 -2012-07-20 08:00:00,587.1744 -2012-07-20 09:00:00,320.0658 -2012-07-20 10:00:00,225.56883 -2012-07-20 11:00:00,208.55325 -2012-07-20 12:00:00,179.29143 -2012-07-20 13:00:00,160.41818 -2012-07-20 14:00:00,159.15164 -2012-07-20 15:00:00,223.64804 -2012-07-20 16:00:00,266.18207 -2012-07-20 17:00:00,350.60254 -2012-07-20 18:00:00,363.02655 -2012-07-20 19:00:00,296.2145 -2012-07-20 20:00:00,152.68507 -2012-07-20 21:00:00,149.03235 -2012-07-20 22:00:00,178.14355 -2012-07-20 23:00:00,144.71088 -2012-07-21 00:00:00,140.82297 -2012-07-21 01:00:00,126.9508 -2012-07-21 02:00:00,101.0773 -2012-07-21 03:00:00,63.296432 -2012-07-21 04:00:00,47.857746 -2012-07-21 05:00:00,47.52432 -2012-07-21 06:00:00,56.023624 -2012-07-21 07:00:00,85.83078 -2012-07-21 08:00:00,164.81259 -2012-07-21 09:00:00,253.50027 -2012-07-21 10:00:00,257.4424 -2012-07-21 11:00:00,362.70074 -2012-07-21 12:00:00,254.50525 -2012-07-21 13:00:00,247.25925 -2012-07-21 14:00:00,339.53378 -2012-07-21 15:00:00,240.85562 -2012-07-21 16:00:00,251.506 -2012-07-21 17:00:00,204.31155 -2012-07-21 18:00:00,279.15613 -2012-07-21 19:00:00,255.94925 -2012-07-21 20:00:00,166.37488 -2012-07-21 21:00:00,196.1568 -2012-07-21 22:00:00,167.41113 -2012-07-21 23:00:00,144.42911 -2012-07-22 00:00:00,157.1798 -2012-07-22 01:00:00,141.96483 -2012-07-22 02:00:00,118.35777 -2012-07-22 03:00:00,72.0362 -2012-07-22 04:00:00,44.43508 -2012-07-22 05:00:00,43.38066 -2012-07-22 06:00:00,45.891304 -2012-07-22 07:00:00,63.939735 -2012-07-22 08:00:00,139.59978 -2012-07-22 09:00:00,262.7531 -2012-07-22 10:00:00,358.16498 -2012-07-22 11:00:00,376.94882 -2012-07-22 12:00:00,404.53238 -2012-07-22 13:00:00,399.87372 -2012-07-22 14:00:00,385.3322 -2012-07-22 15:00:00,372.7439 -2012-07-22 16:00:00,363.86322 -2012-07-22 17:00:00,370.6474 -2012-07-22 18:00:00,337.6405 -2012-07-22 19:00:00,315.22046 -2012-07-22 20:00:00,265.9608 -2012-07-22 21:00:00,215.2976 -2012-07-22 22:00:00,158.33913 -2012-07-22 23:00:00,119.16735 -2012-07-23 00:00:00,80.84922 -2012-07-23 01:00:00,62.725975 -2012-07-23 02:00:00,51.321953 -2012-07-23 03:00:00,42.92221 -2012-07-23 04:00:00,36.004333 -2012-07-23 05:00:00,50.032196 -2012-07-23 06:00:00,140.15833 -2012-07-23 07:00:00,401.28674 -2012-07-23 08:00:00,613.9729 -2012-07-23 09:00:00,312.08047 -2012-07-23 10:00:00,190.47346 -2012-07-23 11:00:00,219.13281 -2012-07-23 12:00:00,271.87634 -2012-07-23 13:00:00,265.25815 -2012-07-23 14:00:00,230.34154 -2012-07-23 15:00:00,251.25952 -2012-07-23 16:00:00,341.05255 -2012-07-23 17:00:00,725.7222 -2012-07-23 18:00:00,725.6448 -2012-07-23 19:00:00,481.1712 -2012-07-23 20:00:00,356.5849 -2012-07-23 21:00:00,303.24728 -2012-07-23 22:00:00,223.01155 -2012-07-23 23:00:00,136.84802 -2012-07-24 00:00:00,83.80336 -2012-07-24 01:00:00,61.04374 -2012-07-24 02:00:00,51.037376 -2012-07-24 03:00:00,42.439148 -2012-07-24 04:00:00,34.672073 -2012-07-24 05:00:00,51.89023 -2012-07-24 06:00:00,153.15512 -2012-07-24 07:00:00,463.0702 -2012-07-24 08:00:00,624.49115 -2012-07-24 09:00:00,295.0791 -2012-07-24 10:00:00,173.82835 -2012-07-24 11:00:00,199.9307 -2012-07-24 12:00:00,249.35654 -2012-07-24 13:00:00,237.65955 -2012-07-24 14:00:00,218.06866 -2012-07-24 15:00:00,246.03856 -2012-07-24 16:00:00,334.64862 -2012-07-24 17:00:00,713.1465 -2012-07-24 18:00:00,627.0044 -2012-07-24 19:00:00,458.08606 -2012-07-24 20:00:00,342.01086 -2012-07-24 21:00:00,260.34778 -2012-07-24 22:00:00,199.83327 -2012-07-24 23:00:00,138.80847 -2012-07-25 00:00:00,86.13014 -2012-07-25 01:00:00,61.075436 -2012-07-25 02:00:00,49.248455 -2012-07-25 03:00:00,40.79949 -2012-07-25 04:00:00,33.604645 -2012-07-25 05:00:00,57.19545 -2012-07-25 06:00:00,159.54169 -2012-07-25 07:00:00,437.04468 -2012-07-25 08:00:00,661.23804 -2012-07-25 09:00:00,323.06055 -2012-07-25 10:00:00,208.77068 -2012-07-25 11:00:00,235.5614 -2012-07-25 12:00:00,293.886 -2012-07-25 13:00:00,269.42285 -2012-07-25 14:00:00,234.6063 -2012-07-25 15:00:00,262.37646 -2012-07-25 16:00:00,340.14496 -2012-07-25 17:00:00,731.5022 -2012-07-25 18:00:00,726.1745 -2012-07-25 19:00:00,525.95544 -2012-07-25 20:00:00,385.22604 -2012-07-25 21:00:00,321.69403 -2012-07-25 22:00:00,241.59033 -2012-07-25 23:00:00,123.47922 -2012-07-26 00:00:00,54.275635 -2012-07-26 01:00:00,20.229607 -2012-07-26 02:00:00,8.620948 -2012-07-26 03:00:00,5.5213118 -2012-07-26 04:00:00,5.6551166 -2012-07-26 05:00:00,29.130772 -2012-07-26 06:00:00,98.20906 -2012-07-26 07:00:00,295.34918 -2012-07-26 08:00:00,419.18182 -2012-07-26 09:00:00,183.67438 -2012-07-26 10:00:00,87.72859 -2012-07-26 11:00:00,97.11618 -2012-07-26 12:00:00,141.79579 -2012-07-26 13:00:00,144.47168 -2012-07-26 14:00:00,105.648476 -2012-07-26 15:00:00,119.06447 -2012-07-26 16:00:00,177.7038 -2012-07-26 17:00:00,383.21014 -2012-07-26 18:00:00,390.79327 -2012-07-26 19:00:00,277.87607 -2012-07-26 20:00:00,241.57153 -2012-07-26 21:00:00,186.93768 -2012-07-26 22:00:00,146.32199 -2012-07-26 23:00:00,94.722404 -2012-07-27 00:00:00,62.24199 -2012-07-27 01:00:00,35.188698 -2012-07-27 02:00:00,19.076145 -2012-07-27 03:00:00,7.9663763 -2012-07-27 04:00:00,6.694727 -2012-07-27 05:00:00,26.267776 -2012-07-27 06:00:00,97.301254 -2012-07-27 07:00:00,269.74283 -2012-07-27 08:00:00,413.021 -2012-07-27 09:00:00,188.83939 -2012-07-27 10:00:00,118.16322 -2012-07-27 11:00:00,147.71724 -2012-07-27 12:00:00,183.13602 -2012-07-27 13:00:00,180.84311 -2012-07-27 14:00:00,150.99939 -2012-07-27 15:00:00,171.98117 -2012-07-27 16:00:00,231.18326 -2012-07-27 17:00:00,384.31012 -2012-07-27 18:00:00,379.1485 -2012-07-27 19:00:00,263.18015 -2012-07-27 20:00:00,202.59451 -2012-07-27 21:00:00,158.73999 -2012-07-27 22:00:00,137.75748 -2012-07-27 23:00:00,106.50995 -2012-07-28 00:00:00,123.161545 -2012-07-28 01:00:00,79.288025 -2012-07-28 02:00:00,58.974163 -2012-07-28 03:00:00,30.061407 -2012-07-28 04:00:00,11.846861 -2012-07-28 05:00:00,14.656927 -2012-07-28 06:00:00,28.34974 -2012-07-28 07:00:00,55.085533 -2012-07-28 08:00:00,100.47499 -2012-07-28 09:00:00,166.87376 -2012-07-28 10:00:00,244.25177 -2012-07-28 11:00:00,286.21048 -2012-07-28 12:00:00,282.49014 -2012-07-28 13:00:00,282.47763 -2012-07-28 14:00:00,286.2224 -2012-07-28 15:00:00,279.6067 -2012-07-28 16:00:00,271.2713 -2012-07-28 17:00:00,276.43466 -2012-07-28 18:00:00,260.69717 -2012-07-28 19:00:00,157.28552 -2012-07-28 20:00:00,117.40733 -2012-07-28 21:00:00,136.6821 -2012-07-28 22:00:00,110.0914 -2012-07-28 23:00:00,111.23607 -2012-07-29 00:00:00,115.04086 -2012-07-29 01:00:00,82.77688 -2012-07-29 02:00:00,68.51735 -2012-07-29 03:00:00,34.838478 -2012-07-29 04:00:00,12.546923 -2012-07-29 05:00:00,9.592972 -2012-07-29 06:00:00,14.398705 -2012-07-29 07:00:00,39.49088 -2012-07-29 08:00:00,68.79503 -2012-07-29 09:00:00,152.0856 -2012-07-29 10:00:00,245.04996 -2012-07-29 11:00:00,276.96036 -2012-07-29 12:00:00,291.5737 -2012-07-29 13:00:00,286.17056 -2012-07-29 14:00:00,281.2738 -2012-07-29 15:00:00,271.43832 -2012-07-29 16:00:00,260.79062 -2012-07-29 17:00:00,271.392 -2012-07-29 18:00:00,253.11261 -2012-07-29 19:00:00,221.16254 -2012-07-29 20:00:00,144.17825 -2012-07-29 21:00:00,103.348595 -2012-07-29 22:00:00,88.45245 -2012-07-29 23:00:00,63.09348 -2012-07-30 00:00:00,38.657707 -2012-07-30 01:00:00,14.024602 -2012-07-30 02:00:00,9.056586 -2012-07-30 03:00:00,5.107048 -2012-07-30 04:00:00,5.348509 -2012-07-30 05:00:00,19.691183 -2012-07-30 06:00:00,78.09867 -2012-07-30 07:00:00,269.62384 -2012-07-30 08:00:00,388.46515 -2012-07-30 09:00:00,181.08833 -2012-07-30 10:00:00,94.03326 -2012-07-30 11:00:00,110.50404 -2012-07-30 12:00:00,149.2998 -2012-07-30 13:00:00,143.71577 -2012-07-30 14:00:00,113.7225 -2012-07-30 15:00:00,125.00386 -2012-07-30 16:00:00,211.32993 -2012-07-30 17:00:00,456.07593 -2012-07-30 18:00:00,443.28613 -2012-07-30 19:00:00,316.45462 -2012-07-30 20:00:00,191.17351 -2012-07-30 21:00:00,125.19208 -2012-07-30 22:00:00,91.39888 -2012-07-30 23:00:00,62.940414 -2012-07-31 00:00:00,40.079895 -2012-07-31 01:00:00,13.550067 -2012-07-31 02:00:00,8.210636 -2012-07-31 03:00:00,5.506866 -2012-07-31 04:00:00,4.541024 -2012-07-31 05:00:00,21.837631 -2012-07-31 06:00:00,86.83797 -2012-07-31 07:00:00,262.34637 -2012-07-31 08:00:00,408.85263 -2012-07-31 09:00:00,178.67142 -2012-07-31 10:00:00,96.8675 -2012-07-31 11:00:00,108.514885 -2012-07-31 12:00:00,155.66832 -2012-07-31 13:00:00,134.51877 -2012-07-31 14:00:00,107.20834 -2012-07-31 15:00:00,116.58803 -2012-07-31 16:00:00,197.19946 -2012-07-31 17:00:00,500.12024 -2012-07-31 18:00:00,432.00146 -2012-07-31 19:00:00,252.57654 -2012-07-31 20:00:00,112.35063 -2012-07-31 21:00:00,121.67013 -2012-07-31 22:00:00,94.61344 -2012-07-31 23:00:00,61.558712 -2012-08-20 00:00:00,41.837067 -2012-08-20 01:00:00,41.22207 -2012-08-20 02:00:00,34.301094 -2012-08-20 03:00:00,24.500101 -2012-08-20 04:00:00,16.888802 -2012-08-20 05:00:00,27.852158 -2012-08-20 06:00:00,138.78015 -2012-08-20 07:00:00,355.4515 -2012-08-20 08:00:00,533.4156 -2012-08-20 09:00:00,255.55664 -2012-08-20 10:00:00,172.3825 -2012-08-20 11:00:00,196.90619 -2012-08-20 12:00:00,234.15543 -2012-08-20 13:00:00,223.08276 -2012-08-20 14:00:00,208.47238 -2012-08-20 15:00:00,212.28497 -2012-08-20 16:00:00,304.70398 -2012-08-20 17:00:00,651.68036 -2012-08-20 18:00:00,424.24323 -2012-08-20 19:00:00,325.1728 -2012-08-20 20:00:00,206.62578 -2012-08-20 21:00:00,181.99088 -2012-08-20 22:00:00,114.862434 -2012-08-20 23:00:00,71.82762 -2012-08-21 00:00:00,57.38453 -2012-08-21 01:00:00,44.76052 -2012-08-21 02:00:00,37.049217 -2012-08-21 03:00:00,27.805779 -2012-08-21 04:00:00,19.172417 -2012-08-21 05:00:00,38.932194 -2012-08-21 06:00:00,149.2257 -2012-08-21 07:00:00,414.7409 -2012-08-21 08:00:00,582.0625 -2012-08-21 09:00:00,278.17584 -2012-08-21 10:00:00,194.57355 -2012-08-21 11:00:00,209.542 -2012-08-21 12:00:00,254.1535 -2012-08-21 13:00:00,241.50916 -2012-08-21 14:00:00,217.4072 -2012-08-21 15:00:00,232.48087 -2012-08-21 16:00:00,353.62607 -2012-08-21 17:00:00,676.3237 -2012-08-21 18:00:00,663.5459 -2012-08-21 19:00:00,300.3495 -2012-08-21 20:00:00,297.27875 -2012-08-21 21:00:00,219.43738 -2012-08-21 22:00:00,174.2551 -2012-08-21 23:00:00,104.81018 -2012-08-22 00:00:00,69.75381 -2012-08-22 01:00:00,49.910942 -2012-08-22 02:00:00,38.551155 -2012-08-22 03:00:00,27.822842 -2012-08-22 04:00:00,19.906712 -2012-08-22 05:00:00,42.78051 -2012-08-22 06:00:00,159.63681 -2012-08-22 07:00:00,408.06174 -2012-08-22 08:00:00,583.6719 -2012-08-22 09:00:00,285.70187 -2012-08-22 10:00:00,197.76413 -2012-08-22 11:00:00,207.33313 -2012-08-22 12:00:00,249.29703 -2012-08-22 13:00:00,229.76367 -2012-08-22 14:00:00,205.19357 -2012-08-22 15:00:00,214.77304 -2012-08-22 16:00:00,271.60153 -2012-08-22 17:00:00,557.39355 -2012-08-22 18:00:00,543.19916 -2012-08-22 19:00:00,373.07773 -2012-08-22 20:00:00,304.15704 -2012-08-22 21:00:00,229.40158 -2012-08-22 22:00:00,208.62381 -2012-08-22 23:00:00,123.02292 -2012-08-23 00:00:00,83.62622 -2012-08-23 01:00:00,48.723946 -2012-08-23 02:00:00,40.713478 -2012-08-23 03:00:00,30.031822 -2012-08-23 04:00:00,21.375998 -2012-08-23 05:00:00,40.447655 -2012-08-23 06:00:00,142.86194 -2012-08-23 07:00:00,365.91418 -2012-08-23 08:00:00,574.4121 -2012-08-23 09:00:00,298.0917 -2012-08-23 10:00:00,198.3558 -2012-08-23 11:00:00,217.04474 -2012-08-23 12:00:00,272.01434 -2012-08-23 13:00:00,255.94138 -2012-08-23 14:00:00,208.51096 -2012-08-23 15:00:00,218.58316 -2012-08-23 16:00:00,324.87784 -2012-08-23 17:00:00,686.3682 -2012-08-23 18:00:00,674.4204 -2012-08-23 19:00:00,461.68427 -2012-08-23 20:00:00,345.41888 -2012-08-23 21:00:00,277.20154 -2012-08-23 22:00:00,224.32788 -2012-08-23 23:00:00,161.9824 -2012-08-24 00:00:00,97.89491 -2012-08-24 01:00:00,58.510216 -2012-08-24 02:00:00,50.08805 -2012-08-24 03:00:00,30.4563 -2012-08-24 04:00:00,21.638458 -2012-08-24 05:00:00,41.0943 -2012-08-24 06:00:00,137.58835 -2012-08-24 07:00:00,364.06146 -2012-08-24 08:00:00,547.9744 -2012-08-24 09:00:00,320.3058 -2012-08-24 10:00:00,233.21935 -2012-08-24 11:00:00,249.17374 -2012-08-24 12:00:00,314.16333 -2012-08-24 13:00:00,285.00128 -2012-08-24 14:00:00,262.45966 -2012-08-24 15:00:00,274.08896 -2012-08-24 16:00:00,364.86874 -2012-08-24 17:00:00,581.61584 -2012-08-24 18:00:00,489.56958 -2012-08-24 19:00:00,375.33954 -2012-08-24 20:00:00,291.25696 -2012-08-24 21:00:00,243.57835 -2012-08-24 22:00:00,224.56401 -2012-08-24 23:00:00,192.48843 -2012-08-25 00:00:00,165.92001 -2012-08-25 01:00:00,128.72963 -2012-08-25 02:00:00,106.27759 -2012-08-25 03:00:00,61.41108 -2012-08-25 04:00:00,33.76296 -2012-08-25 05:00:00,27.253052 -2012-08-25 06:00:00,41.6019 -2012-08-25 07:00:00,80.93841 -2012-08-25 08:00:00,175.5169 -2012-08-25 09:00:00,232.07422 -2012-08-25 10:00:00,325.52588 -2012-08-25 11:00:00,383.92896 -2012-08-25 12:00:00,338.42554 -2012-08-25 13:00:00,414.21875 -2012-08-25 14:00:00,295.06006 -2012-08-25 15:00:00,338.95966 -2012-08-25 16:00:00,318.80933 -2012-08-25 17:00:00,331.65567 -2012-08-25 18:00:00,313.70544 -2012-08-25 19:00:00,260.20325 -2012-08-25 20:00:00,156.44476 -2012-08-25 21:00:00,192.11731 -2012-08-25 22:00:00,153.74417 -2012-08-25 23:00:00,114.13893 -2012-08-26 00:00:00,129.75894 -2012-08-26 01:00:00,98.88884 -2012-08-26 02:00:00,77.92157 -2012-08-26 03:00:00,39.743637 -2012-08-26 04:00:00,17.107746 -2012-08-26 05:00:00,15.530375 -2012-08-26 06:00:00,17.867245 -2012-08-26 07:00:00,39.100266 -2012-08-26 08:00:00,88.08322 -2012-08-26 09:00:00,164.50897 -2012-08-26 10:00:00,234.04718 -2012-08-26 11:00:00,266.37454 -2012-08-26 12:00:00,206.00986 -2012-08-26 13:00:00,166.16736 -2012-08-26 14:00:00,195.75612 -2012-08-26 15:00:00,135.78831 -2012-08-26 16:00:00,112.79892 -2012-08-26 17:00:00,164.29532 -2012-08-26 18:00:00,132.66887 -2012-08-26 19:00:00,126.76161 -2012-08-26 20:00:00,110.8978 -2012-08-26 21:00:00,91.22563 -2012-08-26 22:00:00,83.49875 -2012-08-26 23:00:00,72.58205 -2012-08-27 00:00:00,36.127064 -2012-08-27 01:00:00,18.673845 -2012-08-27 02:00:00,14.24523 -2012-08-27 03:00:00,11.591087 -2012-08-27 04:00:00,10.572773 -2012-08-27 05:00:00,23.559856 -2012-08-27 06:00:00,91.4132 -2012-08-27 07:00:00,247.75186 -2012-08-27 08:00:00,376.81897 -2012-08-27 09:00:00,168.74707 -2012-08-27 10:00:00,108.492676 -2012-08-27 11:00:00,119.86447 -2012-08-27 12:00:00,172.29535 -2012-08-27 13:00:00,161.71658 -2012-08-27 14:00:00,148.85814 -2012-08-27 15:00:00,152.43762 -2012-08-27 16:00:00,226.62708 -2012-08-27 17:00:00,561.5528 -2012-08-27 18:00:00,544.1927 -2012-08-27 19:00:00,293.62 -2012-08-27 20:00:00,217.73734 -2012-08-27 21:00:00,136.69754 -2012-08-27 22:00:00,98.397514 -2012-08-27 23:00:00,72.21546 -2012-08-28 00:00:00,43.247635 -2012-08-28 01:00:00,24.486649 -2012-08-28 02:00:00,14.407717 -2012-08-28 03:00:00,12.972948 -2012-08-28 04:00:00,9.998697 -2012-08-28 05:00:00,22.47324 -2012-08-28 06:00:00,102.6945 -2012-08-28 07:00:00,245.05325 -2012-08-28 08:00:00,366.2986 -2012-08-28 09:00:00,187.88799 -2012-08-28 10:00:00,114.1478 -2012-08-28 11:00:00,130.86984 -2012-08-28 12:00:00,164.64236 -2012-08-28 13:00:00,163.88571 -2012-08-28 14:00:00,148.47829 -2012-08-28 15:00:00,162.27783 -2012-08-28 16:00:00,249.11093 -2012-08-28 17:00:00,564.2704 -2012-08-28 18:00:00,564.6334 -2012-08-28 19:00:00,342.05777 -2012-08-28 20:00:00,265.26135 -2012-08-28 21:00:00,203.36737 -2012-08-28 22:00:00,154.07045 -2012-08-28 23:00:00,119.16298 -2012-08-29 00:00:00,55.294655 -2012-08-29 01:00:00,24.521805 -2012-08-29 02:00:00,15.792998 -2012-08-29 03:00:00,12.287496 -2012-08-29 04:00:00,10.228668 -2012-08-29 05:00:00,35.655025 -2012-08-29 06:00:00,122.38118 -2012-08-29 07:00:00,312.27527 -2012-08-29 08:00:00,477.31708 -2012-08-29 09:00:00,211.5538 -2012-08-29 10:00:00,118.13956 -2012-08-29 11:00:00,141.16908 -2012-08-29 12:00:00,180.06168 -2012-08-29 13:00:00,168.29465 -2012-08-29 14:00:00,144.03267 -2012-08-29 15:00:00,157.19391 -2012-08-29 16:00:00,258.5638 -2012-08-29 17:00:00,568.1815 -2012-08-29 18:00:00,569.05505 -2012-08-29 19:00:00,344.95126 -2012-08-29 20:00:00,254.68779 -2012-08-29 21:00:00,207.10356 -2012-08-29 22:00:00,160.38086 -2012-08-29 23:00:00,128.88002 -2012-08-30 00:00:00,59.901062 -2012-08-30 01:00:00,24.979034 -2012-08-30 02:00:00,16.591204 -2012-08-30 03:00:00,12.346809 -2012-08-30 04:00:00,10.416393 -2012-08-30 05:00:00,33.720634 -2012-08-30 06:00:00,114.0646 -2012-08-30 07:00:00,302.1363 -2012-08-30 08:00:00,467.62726 -2012-08-30 09:00:00,222.07779 -2012-08-30 10:00:00,125.720825 -2012-08-30 11:00:00,158.1908 -2012-08-30 12:00:00,183.31546 -2012-08-30 13:00:00,174.77185 -2012-08-30 14:00:00,144.82692 -2012-08-30 15:00:00,155.03638 -2012-08-30 16:00:00,244.51349 -2012-08-30 17:00:00,568.96814 -2012-08-30 18:00:00,568.3217 -2012-08-30 19:00:00,364.73282 -2012-08-30 20:00:00,260.04636 -2012-08-30 21:00:00,180.1115 -2012-08-30 22:00:00,137.37405 -2012-08-30 23:00:00,121.22677 -2012-08-31 00:00:00,76.014175 -2012-08-31 01:00:00,43.24874 -2012-08-31 02:00:00,24.43226 -2012-08-31 03:00:00,14.886965 -2012-08-31 04:00:00,11.857237 -2012-08-31 05:00:00,32.06002 -2012-08-31 06:00:00,100.999306 -2012-08-31 07:00:00,225.11818 -2012-08-31 08:00:00,438.13812 -2012-08-31 09:00:00,216.41939 -2012-08-31 10:00:00,148.77048 -2012-08-31 11:00:00,175.99614 -2012-08-31 12:00:00,208.14119 -2012-08-31 13:00:00,202.16702 -2012-08-31 14:00:00,192.52141 -2012-08-31 15:00:00,196.37222 -2012-08-31 16:00:00,272.5652 -2012-08-31 17:00:00,498.42203 -2012-08-31 18:00:00,428.8473 -2012-08-31 19:00:00,299.27576 -2012-08-31 20:00:00,240.2109 -2012-08-31 21:00:00,197.51717 -2012-08-31 22:00:00,170.83023 -2012-08-31 23:00:00,154.10493 -2012-09-20 00:00:00,74.73923 -2012-09-20 01:00:00,50.81617 -2012-09-20 02:00:00,47.532185 -2012-09-20 03:00:00,45.365456 -2012-09-20 04:00:00,41.365604 -2012-09-20 05:00:00,73.953354 -2012-09-20 06:00:00,176.4711 -2012-09-20 07:00:00,509.505 -2012-09-20 08:00:00,765.4276 -2012-09-20 09:00:00,349.03015 -2012-09-20 10:00:00,214.03119 -2012-09-20 11:00:00,249.45708 -2012-09-20 12:00:00,316.89877 -2012-09-20 13:00:00,307.38168 -2012-09-20 14:00:00,279.5355 -2012-09-20 15:00:00,301.78662 -2012-09-20 16:00:00,418.80573 -2012-09-20 17:00:00,799.6681 -2012-09-20 18:00:00,786.7587 -2012-09-20 19:00:00,562.30786 -2012-09-20 20:00:00,391.58423 -2012-09-20 21:00:00,316.09564 -2012-09-20 22:00:00,235.76978 -2012-09-20 23:00:00,170.08038 -2012-09-21 00:00:00,117.60942 -2012-09-21 01:00:00,84.43521 -2012-09-21 02:00:00,70.63655 -2012-09-21 03:00:00,56.53266 -2012-09-21 04:00:00,50.69034 -2012-09-21 05:00:00,81.517715 -2012-09-21 06:00:00,177.57812 -2012-09-21 07:00:00,454.07614 -2012-09-21 08:00:00,703.65076 -2012-09-21 09:00:00,351.7612 -2012-09-21 10:00:00,261.864 -2012-09-21 11:00:00,307.96823 -2012-09-21 12:00:00,365.98575 -2012-09-21 13:00:00,367.5205 -2012-09-21 14:00:00,342.49182 -2012-09-21 15:00:00,361.06525 -2012-09-21 16:00:00,496.99573 -2012-09-21 17:00:00,756.27814 -2012-09-21 18:00:00,661.22 -2012-09-21 19:00:00,474.1056 -2012-09-21 20:00:00,337.68927 -2012-09-21 21:00:00,274.68442 -2012-09-21 22:00:00,251.71097 -2012-09-21 23:00:00,191.49356 -2012-09-22 00:00:00,185.61035 -2012-09-22 01:00:00,161.80687 -2012-09-22 02:00:00,143.74533 -2012-09-22 03:00:00,95.156204 -2012-09-22 04:00:00,71.64935 -2012-09-22 05:00:00,73.312096 -2012-09-22 06:00:00,85.293526 -2012-09-22 07:00:00,139.90224 -2012-09-22 08:00:00,221.06909 -2012-09-22 09:00:00,323.3706 -2012-09-22 10:00:00,435.6485 -2012-09-22 11:00:00,523.7366 -2012-09-22 12:00:00,580.51624 -2012-09-22 13:00:00,578.0254 -2012-09-22 14:00:00,559.6353 -2012-09-22 15:00:00,550.195 -2012-09-22 16:00:00,556.8822 -2012-09-22 17:00:00,559.67487 -2012-09-22 18:00:00,493.95056 -2012-09-22 19:00:00,420.10815 -2012-09-22 20:00:00,359.30786 -2012-09-22 21:00:00,317.43533 -2012-09-22 22:00:00,283.13983 -2012-09-22 23:00:00,235.55661 -2012-09-23 00:00:00,216.26184 -2012-09-23 01:00:00,158.39398 -2012-09-23 02:00:00,138.1081 -2012-09-23 03:00:00,92.06132 -2012-09-23 04:00:00,71.80532 -2012-09-23 05:00:00,70.34775 -2012-09-23 06:00:00,73.93335 -2012-09-23 07:00:00,117.76575 -2012-09-23 08:00:00,169.09256 -2012-09-23 09:00:00,288.8692 -2012-09-23 10:00:00,415.7959 -2012-09-23 11:00:00,493.65735 -2012-09-23 12:00:00,567.2197 -2012-09-23 13:00:00,592.5137 -2012-09-23 14:00:00,573.0311 -2012-09-23 15:00:00,579.3088 -2012-09-23 16:00:00,573.92786 -2012-09-23 17:00:00,557.5443 -2012-09-23 18:00:00,478.285 -2012-09-23 19:00:00,356.8669 -2012-09-23 20:00:00,286.8474 -2012-09-23 21:00:00,208.44406 -2012-09-23 22:00:00,180.79494 -2012-09-23 23:00:00,142.99191 -2012-09-24 00:00:00,88.24569 -2012-09-24 01:00:00,69.20575 -2012-09-24 02:00:00,61.989815 -2012-09-24 03:00:00,53.85767 -2012-09-24 04:00:00,48.106262 -2012-09-24 05:00:00,77.963585 -2012-09-24 06:00:00,165.5896 -2012-09-24 07:00:00,490.1043 -2012-09-24 08:00:00,751.39795 -2012-09-24 09:00:00,338.97083 -2012-09-24 10:00:00,202.5462 -2012-09-24 11:00:00,258.60132 -2012-09-24 12:00:00,321.31854 -2012-09-24 13:00:00,309.17374 -2012-09-24 14:00:00,284.7517 -2012-09-24 15:00:00,302.65457 -2012-09-24 16:00:00,458.37823 -2012-09-24 17:00:00,823.26685 -2012-09-24 18:00:00,789.9092 -2012-09-24 19:00:00,543.9734 -2012-09-24 20:00:00,365.2414 -2012-09-24 21:00:00,271.93948 -2012-09-24 22:00:00,182.07405 -2012-09-24 23:00:00,139.00586 -2012-09-25 00:00:00,87.28583 -2012-09-25 01:00:00,70.46858 -2012-09-25 02:00:00,63.237362 -2012-09-25 03:00:00,54.67646 -2012-09-25 04:00:00,49.05699 -2012-09-25 05:00:00,80.94798 -2012-09-25 06:00:00,175.38422 -2012-09-25 07:00:00,513.0076 -2012-09-25 08:00:00,755.01843 -2012-09-25 09:00:00,358.92596 -2012-09-25 10:00:00,207.49321 -2012-09-25 11:00:00,208.7993 -2012-09-25 12:00:00,211.54227 -2012-09-25 13:00:00,178.3735 -2012-09-25 14:00:00,154.78992 -2012-09-25 15:00:00,180.05836 -2012-09-25 16:00:00,282.0176 -2012-09-25 17:00:00,560.6979 -2012-09-25 18:00:00,553.7744 -2012-09-25 19:00:00,323.59888 -2012-09-25 20:00:00,239.38583 -2012-09-25 21:00:00,170.92117 -2012-09-25 22:00:00,133.94058 -2012-09-25 23:00:00,85.62581 -2012-09-26 00:00:00,40.641155 -2012-09-26 01:00:00,20.21592 -2012-09-26 02:00:00,10.744607 -2012-09-26 03:00:00,8.996515 -2012-09-26 04:00:00,5.220442 -2012-09-26 05:00:00,32.63173 -2012-09-26 06:00:00,106.14325 -2012-09-26 07:00:00,340.03833 -2012-09-26 08:00:00,505.99323 -2012-09-26 09:00:00,225.62033 -2012-09-26 10:00:00,106.07846 -2012-09-26 11:00:00,147.14943 -2012-09-26 12:00:00,180.48871 -2012-09-26 13:00:00,176.01843 -2012-09-26 14:00:00,140.19174 -2012-09-26 15:00:00,154.48254 -2012-09-26 16:00:00,249.23515 -2012-09-26 17:00:00,553.66876 -2012-09-26 18:00:00,552.8018 -2012-09-26 19:00:00,347.86862 -2012-09-26 20:00:00,215.44908 -2012-09-26 21:00:00,183.14877 -2012-09-26 22:00:00,93.823166 -2012-09-26 23:00:00,67.74615 -2012-09-27 00:00:00,48.84237 -2012-09-27 01:00:00,22.887753 -2012-09-27 02:00:00,11.697481 -2012-09-27 03:00:00,6.7697344 -2012-09-27 04:00:00,5.5370116 -2012-09-27 05:00:00,29.54612 -2012-09-27 06:00:00,96.756195 -2012-09-27 07:00:00,327.1718 -2012-09-27 08:00:00,492.76904 -2012-09-27 09:00:00,211.6553 -2012-09-27 10:00:00,118.76937 -2012-09-27 11:00:00,141.06424 -2012-09-27 12:00:00,181.6119 -2012-09-27 13:00:00,166.40654 -2012-09-27 14:00:00,147.9911 -2012-09-27 15:00:00,164.29141 -2012-09-27 16:00:00,255.98831 -2012-09-27 17:00:00,441.52356 -2012-09-27 18:00:00,439.24582 -2012-09-27 19:00:00,313.5124 -2012-09-27 20:00:00,225.57004 -2012-09-27 21:00:00,95.28845 -2012-09-27 22:00:00,73.19263 -2012-09-27 23:00:00,67.933685 -2012-09-28 00:00:00,43.310337 -2012-09-28 01:00:00,18.812984 -2012-09-28 02:00:00,15.031193 -2012-09-28 03:00:00,7.0840454 -2012-09-28 04:00:00,5.4001207 -2012-09-28 05:00:00,24.999447 -2012-09-28 06:00:00,73.05806 -2012-09-28 07:00:00,216.50577 -2012-09-28 08:00:00,440.1926 -2012-09-28 09:00:00,179.9815 -2012-09-28 10:00:00,120.55668 -2012-09-28 11:00:00,151.2911 -2012-09-28 12:00:00,222.86914 -2012-09-28 13:00:00,213.0617 -2012-09-28 14:00:00,195.11057 -2012-09-28 15:00:00,210.62878 -2012-09-28 16:00:00,295.74298 -2012-09-28 17:00:00,505.72345 -2012-09-28 18:00:00,432.86298 -2012-09-28 19:00:00,240.86444 -2012-09-28 20:00:00,156.03403 -2012-09-28 21:00:00,141.92154 -2012-09-28 22:00:00,148.27765 -2012-09-28 23:00:00,117.810486 -2012-09-29 00:00:00,112.42349 -2012-09-29 01:00:00,79.42578 -2012-09-29 02:00:00,61.58808 -2012-09-29 03:00:00,33.15104 -2012-09-29 04:00:00,18.73994 -2012-09-29 05:00:00,19.648224 -2012-09-29 06:00:00,32.405735 -2012-09-29 07:00:00,58.236053 -2012-09-29 08:00:00,103.521515 -2012-09-29 09:00:00,163.58333 -2012-09-29 10:00:00,255.16524 -2012-09-29 11:00:00,312.4479 -2012-09-29 12:00:00,388.75113 -2012-09-29 13:00:00,379.54703 -2012-09-29 14:00:00,358.74966 -2012-09-29 15:00:00,343.77676 -2012-09-29 16:00:00,355.57642 -2012-09-29 17:00:00,354.453 -2012-09-29 18:00:00,270.5185 -2012-09-29 19:00:00,210.1875 -2012-09-29 20:00:00,140.80809 -2012-09-29 21:00:00,126.9132 -2012-09-29 22:00:00,107.36856 -2012-09-29 23:00:00,114.97658 -2012-09-30 00:00:00,107.29682 -2012-09-30 01:00:00,79.46065 -2012-09-30 02:00:00,60.439514 -2012-09-30 03:00:00,33.094723 -2012-09-30 04:00:00,12.754581 -2012-09-30 05:00:00,10.228066 -2012-09-30 06:00:00,18.006695 -2012-09-30 07:00:00,42.354218 -2012-09-30 08:00:00,73.352875 -2012-09-30 09:00:00,160.3506 -2012-09-30 10:00:00,263.4147 -2012-09-30 11:00:00,329.3034 -2012-09-30 12:00:00,361.58542 -2012-09-30 13:00:00,355.03406 -2012-09-30 14:00:00,325.2633 -2012-09-30 15:00:00,357.9661 -2012-09-30 16:00:00,357.02295 -2012-09-30 17:00:00,325.6491 -2012-09-30 18:00:00,241.34277 -2012-09-30 19:00:00,88.38258 -2012-09-30 20:00:00,68.39737 -2012-09-30 21:00:00,81.14514 -2012-09-30 22:00:00,70.908356 -2012-09-30 23:00:00,57.136955 -2012-10-20 00:00:00,153.97531 -2012-10-20 01:00:00,116.41784 -2012-10-20 02:00:00,86.45168 -2012-10-20 03:00:00,50.69709 -2012-10-20 04:00:00,24.723991 -2012-10-20 05:00:00,26.753729 -2012-10-20 06:00:00,42.142555 -2012-10-20 07:00:00,89.5598 -2012-10-20 08:00:00,191.54791 -2012-10-20 09:00:00,295.70026 -2012-10-20 10:00:00,380.0727 -2012-10-20 11:00:00,438.13202 -2012-10-20 12:00:00,490.8024 -2012-10-20 13:00:00,488.7835 -2012-10-20 14:00:00,473.61584 -2012-10-20 15:00:00,458.4955 -2012-10-20 16:00:00,464.02557 -2012-10-20 17:00:00,465.2945 -2012-10-20 18:00:00,407.56964 -2012-10-20 19:00:00,295.65677 -2012-10-20 20:00:00,257.4513 -2012-10-20 21:00:00,209.50803 -2012-10-20 22:00:00,183.75012 -2012-10-20 23:00:00,161.55127 -2012-10-21 00:00:00,155.33035 -2012-10-21 01:00:00,124.88266 -2012-10-21 02:00:00,92.410835 -2012-10-21 03:00:00,56.03977 -2012-10-21 04:00:00,27.290718 -2012-10-21 05:00:00,28.580475 -2012-10-21 06:00:00,36.76399 -2012-10-21 07:00:00,70.09774 -2012-10-21 08:00:00,132.52094 -2012-10-21 09:00:00,248.9968 -2012-10-21 10:00:00,358.8222 -2012-10-21 11:00:00,436.22424 -2012-10-21 12:00:00,492.0776 -2012-10-21 13:00:00,520.83435 -2012-10-21 14:00:00,499.7471 -2012-10-21 15:00:00,492.17072 -2012-10-21 16:00:00,474.464 -2012-10-21 17:00:00,439.93005 -2012-10-21 18:00:00,383.32452 -2012-10-21 19:00:00,289.80212 -2012-10-21 20:00:00,206.72345 -2012-10-21 21:00:00,145.43085 -2012-10-21 22:00:00,124.72357 -2012-10-21 23:00:00,102.17064 -2012-10-22 00:00:00,66.80551 -2012-10-22 01:00:00,50.454338 -2012-10-22 02:00:00,40.82951 -2012-10-22 03:00:00,30.409897 -2012-10-22 04:00:00,21.132458 -2012-10-22 05:00:00,41.29129 -2012-10-22 06:00:00,137.61317 -2012-10-22 07:00:00,411.32318 -2012-10-22 08:00:00,681.11426 -2012-10-22 09:00:00,330.4582 -2012-10-22 10:00:00,204.61432 -2012-10-22 11:00:00,245.88287 -2012-10-22 12:00:00,304.77777 -2012-10-22 13:00:00,294.99298 -2012-10-22 14:00:00,286.81296 -2012-10-22 15:00:00,292.54565 -2012-10-22 16:00:00,399.53534 -2012-10-22 17:00:00,713.54254 -2012-10-22 18:00:00,577.4403 -2012-10-22 19:00:00,432.554 -2012-10-22 20:00:00,300.5696 -2012-10-22 21:00:00,216.00174 -2012-10-22 22:00:00,140.53964 -2012-10-22 23:00:00,100.553116 -2012-10-23 00:00:00,64.47929 -2012-10-23 01:00:00,49.41798 -2012-10-23 02:00:00,40.10685 -2012-10-23 03:00:00,29.620832 -2012-10-23 04:00:00,21.460121 -2012-10-23 05:00:00,50.706196 -2012-10-23 06:00:00,161.53107 -2012-10-23 07:00:00,440.20557 -2012-10-23 08:00:00,655.1344 -2012-10-23 09:00:00,335.58063 -2012-10-23 10:00:00,222.7959 -2012-10-23 11:00:00,253.293 -2012-10-23 12:00:00,301.42035 -2012-10-23 13:00:00,281.0597 -2012-10-23 14:00:00,261.2444 -2012-10-23 15:00:00,293.29578 -2012-10-23 16:00:00,391.53558 -2012-10-23 17:00:00,717.2974 -2012-10-23 18:00:00,668.22473 -2012-10-23 19:00:00,446.1736 -2012-10-23 20:00:00,331.32782 -2012-10-23 21:00:00,240.93593 -2012-10-23 22:00:00,183.54056 -2012-10-23 23:00:00,122.85175 -2012-10-24 00:00:00,74.35933 -2012-10-24 01:00:00,50.30452 -2012-10-24 02:00:00,41.45241 -2012-10-24 03:00:00,30.392834 -2012-10-24 04:00:00,23.09839 -2012-10-24 05:00:00,53.93953 -2012-10-24 06:00:00,172.90977 -2012-10-24 07:00:00,458.5479 -2012-10-24 08:00:00,615.0456 -2012-10-24 09:00:00,342.2859 -2012-10-24 10:00:00,198.28178 -2012-10-24 11:00:00,255.72647 -2012-10-24 12:00:00,309.80728 -2012-10-24 13:00:00,297.14447 -2012-10-24 14:00:00,268.5358 -2012-10-24 15:00:00,292.51733 -2012-10-24 16:00:00,410.69434 -2012-10-24 17:00:00,694.04144 -2012-10-24 18:00:00,691.001 -2012-10-24 19:00:00,445.99445 -2012-10-24 20:00:00,346.2343 -2012-10-24 21:00:00,281.6326 -2012-10-24 22:00:00,225.96432 -2012-10-24 23:00:00,133.972 -2012-10-25 00:00:00,85.65839 -2012-10-25 01:00:00,55.062115 -2012-10-25 02:00:00,43.120514 -2012-10-25 03:00:00,29.56876 -2012-10-25 04:00:00,21.439672 -2012-10-25 05:00:00,46.70778 -2012-10-25 06:00:00,156.29015 -2012-10-25 07:00:00,417.4239 -2012-10-25 08:00:00,606.2821 -2012-10-25 09:00:00,309.67767 -2012-10-25 10:00:00,172.57458 -2012-10-25 11:00:00,173.62924 -2012-10-25 12:00:00,249.124 -2012-10-25 13:00:00,215.51524 -2012-10-25 14:00:00,243.7537 -2012-10-25 15:00:00,289.05334 -2012-10-25 16:00:00,363.46686 -2012-10-25 17:00:00,599.4348 -2012-10-25 18:00:00,351.167 -2012-10-25 19:00:00,292.69095 -2012-10-25 20:00:00,249.54395 -2012-10-25 21:00:00,211.10922 -2012-10-25 22:00:00,158.49292 -2012-10-25 23:00:00,110.54843 -2012-10-26 00:00:00,70.39469 -2012-10-26 01:00:00,27.724081 -2012-10-26 02:00:00,10.335196 -2012-10-26 03:00:00,6.7934036 -2012-10-26 04:00:00,5.672675 -2012-10-26 05:00:00,23.944645 -2012-10-26 06:00:00,81.00047 -2012-10-26 07:00:00,230.896 -2012-10-26 08:00:00,383.5442 -2012-10-26 09:00:00,174.45216 -2012-10-26 10:00:00,96.189224 -2012-10-26 11:00:00,137.30862 -2012-10-26 12:00:00,185.12253 -2012-10-26 13:00:00,180.53159 -2012-10-26 14:00:00,175.26855 -2012-10-26 15:00:00,202.09195 -2012-10-26 16:00:00,234.89972 -2012-10-26 17:00:00,270.24084 -2012-10-26 18:00:00,233.72179 -2012-10-26 19:00:00,141.37772 -2012-10-26 20:00:00,90.41907 -2012-10-26 21:00:00,94.64166 -2012-10-26 22:00:00,80.862 -2012-10-26 23:00:00,73.08024 -2012-10-27 00:00:00,96.77536 -2012-10-27 01:00:00,72.93216 -2012-10-27 02:00:00,55.349297 -2012-10-27 03:00:00,29.938852 -2012-10-27 04:00:00,11.216526 -2012-10-27 05:00:00,17.001286 -2012-10-27 06:00:00,25.751411 -2012-10-27 07:00:00,56.791035 -2012-10-27 08:00:00,103.61623 -2012-10-27 09:00:00,153.36975 -2012-10-27 10:00:00,231.18446 -2012-10-27 11:00:00,294.27847 -2012-10-27 12:00:00,361.9425 -2012-10-27 13:00:00,372.65747 -2012-10-27 14:00:00,331.33987 -2012-10-27 15:00:00,268.08517 -2012-10-27 16:00:00,265.1464 -2012-10-27 17:00:00,266.15335 -2012-10-27 18:00:00,212.16452 -2012-10-27 19:00:00,135.14574 -2012-10-27 20:00:00,98.6944 -2012-10-27 21:00:00,91.728836 -2012-10-27 22:00:00,94.89667 -2012-10-27 23:00:00,72.77031 -2012-10-28 00:00:00,77.97473 -2012-10-28 01:00:00,76.58563 -2012-10-28 02:00:00,56.606926 -2012-10-28 03:00:00,34.97764 -2012-10-28 04:00:00,15.516279 -2012-10-28 05:00:00,14.885026 -2012-10-28 06:00:00,25.050068 -2012-10-28 07:00:00,46.969078 -2012-10-28 08:00:00,90.48595 -2012-10-28 09:00:00,135.48114 -2012-10-28 10:00:00,206.24556 -2012-10-28 11:00:00,256.3544 -2012-10-28 12:00:00,279.41003 -2012-10-28 13:00:00,275.56857 -2012-10-28 14:00:00,274.45236 -2012-10-28 15:00:00,247.71364 -2012-10-28 16:00:00,162.67805 -2012-10-28 17:00:00,109.95912 -2012-10-28 18:00:00,60.65568 -2012-10-28 19:00:00,60.266556 -2012-10-28 20:00:00,62.101875 -2012-10-28 21:00:00,60.30758 -2012-10-28 22:00:00,47.708652 -2012-10-28 23:00:00,32.412346 -2012-10-29 00:00:00,28.633976 -2012-10-30 13:00:00,65.39497 -2012-10-30 14:00:00,60.534668 -2012-10-30 15:00:00,58.187172 -2012-10-30 16:00:00,90.17114 -2012-10-30 17:00:00,192.97856 -2012-10-30 18:00:00,190.58075 -2012-10-30 19:00:00,291.5788 -2012-10-30 20:00:00,109.50938 -2012-10-30 21:00:00,85.77095 -2012-10-30 22:00:00,79.75854 -2012-10-30 23:00:00,60.80244 -2012-10-31 00:00:00,38.344913 -2012-10-31 01:00:00,18.99628 -2012-10-31 02:00:00,10.388764 -2012-10-31 03:00:00,6.2986355 -2012-10-31 04:00:00,5.224407 -2012-10-31 05:00:00,25.106794 -2012-10-31 06:00:00,84.38596 -2012-10-31 07:00:00,240.35437 -2012-10-31 08:00:00,497.94635 -2012-10-31 09:00:00,212.90784 -2012-10-31 10:00:00,100.48907 -2012-10-31 11:00:00,101.54744 -2012-10-31 12:00:00,164.2986 -2012-10-31 13:00:00,162.21823 -2012-10-31 14:00:00,123.234314 -2012-10-31 15:00:00,157.18108 -2012-10-31 16:00:00,220.13156 -2012-10-31 17:00:00,401.9024 -2012-10-31 18:00:00,375.82025 -2012-10-31 19:00:00,270.14758 -2012-10-31 20:00:00,176.42764 -2012-10-31 21:00:00,146.36511 -2012-10-31 22:00:00,107.41347 -2012-10-31 23:00:00,71.69345 -2012-11-20 00:00:00,61.9801 -2012-11-20 01:00:00,44.215233 -2012-11-20 02:00:00,36.73661 -2012-11-20 03:00:00,25.622704 -2012-11-20 04:00:00,19.695848 -2012-11-20 05:00:00,39.348225 -2012-11-20 06:00:00,130.1184 -2012-11-20 07:00:00,381.81683 -2012-11-20 08:00:00,616.87756 -2012-11-20 09:00:00,308.17105 -2012-11-20 10:00:00,165.22516 -2012-11-20 11:00:00,191.71484 -2012-11-20 12:00:00,231.87439 -2012-11-20 13:00:00,234.56718 -2012-11-20 14:00:00,211.94382 -2012-11-20 15:00:00,246.03708 -2012-11-20 16:00:00,308.25647 -2012-11-20 17:00:00,491.72595 -2012-11-20 18:00:00,462.80505 -2012-11-20 19:00:00,340.08453 -2012-11-20 20:00:00,246.80862 -2012-11-20 21:00:00,198.48152 -2012-11-20 22:00:00,154.4544 -2012-11-20 23:00:00,102.524536 -2012-11-21 00:00:00,66.33511 -2012-11-21 01:00:00,48.956345 -2012-11-21 02:00:00,43.341774 -2012-11-21 03:00:00,31.950474 -2012-11-21 04:00:00,21.767815 -2012-11-21 05:00:00,39.83194 -2012-11-21 06:00:00,134.35979 -2012-11-21 07:00:00,373.06433 -2012-11-21 08:00:00,625.9939 -2012-11-21 09:00:00,315.55957 -2012-11-21 10:00:00,173.46771 -2012-11-21 11:00:00,187.5445 -2012-11-21 12:00:00,245.78012 -2012-11-21 13:00:00,240.27892 -2012-11-21 14:00:00,231.06052 -2012-11-21 15:00:00,245.42703 -2012-11-21 16:00:00,313.31653 -2012-11-21 17:00:00,528.5442 -2012-11-21 18:00:00,498.27643 -2012-11-21 19:00:00,339.26373 -2012-11-21 20:00:00,251.4148 -2012-11-21 21:00:00,201.03317 -2012-11-21 22:00:00,153.33676 -2012-11-21 23:00:00,114.854385 -2012-11-22 00:00:00,99.268295 -2012-11-22 01:00:00,78.55621 -2012-11-22 02:00:00,68.05583 -2012-11-22 03:00:00,40.597256 -2012-11-22 04:00:00,33.39281 -2012-11-22 05:00:00,36.579594 -2012-11-22 06:00:00,66.40641 -2012-11-22 07:00:00,187.10495 -2012-11-22 08:00:00,385.25156 -2012-11-22 09:00:00,283.27673 -2012-11-22 10:00:00,284.90186 -2012-11-22 11:00:00,328.35687 -2012-11-22 12:00:00,385.16388 -2012-11-22 13:00:00,379.81424 -2012-11-22 14:00:00,361.79095 -2012-11-22 15:00:00,361.7198 -2012-11-22 16:00:00,370.8645 -2012-11-22 17:00:00,420.70068 -2012-11-22 18:00:00,349.78644 -2012-11-22 19:00:00,285.48 -2012-11-22 20:00:00,231.45526 -2012-11-22 21:00:00,198.67465 -2012-11-22 22:00:00,160.33197 -2012-11-22 23:00:00,131.71526 -2012-11-23 00:00:00,75.543144 -2012-11-23 01:00:00,59.972923 -2012-11-23 02:00:00,44.451218 -2012-11-23 03:00:00,32.08458 -2012-11-23 04:00:00,22.051144 -2012-11-23 05:00:00,39.800457 -2012-11-23 06:00:00,129.46495 -2012-11-23 07:00:00,346.1817 -2012-11-23 08:00:00,599.72125 -2012-11-23 09:00:00,312.46616 -2012-11-23 10:00:00,195.60414 -2012-11-23 11:00:00,224.40283 -2012-11-23 12:00:00,291.99304 -2012-11-23 13:00:00,296.86572 -2012-11-23 14:00:00,299.27255 -2012-11-23 15:00:00,302.5681 -2012-11-23 16:00:00,368.61108 -2012-11-23 17:00:00,533.6973 -2012-11-23 18:00:00,452.23187 -2012-11-23 19:00:00,327.5454 -2012-11-23 20:00:00,241.71082 -2012-11-23 21:00:00,213.84346 -2012-11-23 22:00:00,174.1724 -2012-11-23 23:00:00,129.6987 -2012-11-24 00:00:00,136.51517 -2012-11-24 01:00:00,105.27753 -2012-11-24 02:00:00,73.95334 -2012-11-24 03:00:00,48.30307 -2012-11-24 04:00:00,28.66074 -2012-11-24 05:00:00,29.777138 -2012-11-24 06:00:00,38.155777 -2012-11-24 07:00:00,73.37103 -2012-11-24 08:00:00,146.66025 -2012-11-24 09:00:00,208.83324 -2012-11-24 10:00:00,260.98724 -2012-11-24 11:00:00,326.62604 -2012-11-24 12:00:00,367.2599 -2012-11-24 13:00:00,389.85767 -2012-11-24 14:00:00,378.04352 -2012-11-24 15:00:00,355.20334 -2012-11-24 16:00:00,351.55838 -2012-11-24 17:00:00,306.99664 -2012-11-24 18:00:00,269.27658 -2012-11-24 19:00:00,217.97223 -2012-11-24 20:00:00,171.31592 -2012-11-24 21:00:00,147.74658 -2012-11-24 22:00:00,135.73712 -2012-11-24 23:00:00,112.738914 -2012-11-25 00:00:00,127.26277 -2012-11-25 01:00:00,111.57161 -2012-11-25 02:00:00,82.13301 -2012-11-25 03:00:00,49.670563 -2012-11-25 04:00:00,27.604197 -2012-11-25 05:00:00,28.077696 -2012-11-25 06:00:00,32.237835 -2012-11-25 07:00:00,53.202766 -2012-11-25 08:00:00,118.896194 -2012-11-25 09:00:00,183.41576 -2012-11-25 10:00:00,217.20111 -2012-11-25 11:00:00,222.05066 -2012-11-25 12:00:00,265.37073 -2012-11-25 13:00:00,243.4359 -2012-11-25 14:00:00,224.18988 -2012-11-25 15:00:00,232.08057 -2012-11-25 16:00:00,238.482 -2012-11-25 17:00:00,174.52338 -2012-11-25 18:00:00,121.94437 -2012-11-25 19:00:00,106.286194 -2012-11-25 20:00:00,85.061966 -2012-11-25 21:00:00,74.261345 -2012-11-25 22:00:00,72.73256 -2012-11-25 23:00:00,59.906715 -2012-11-26 00:00:00,24.24526 -2012-11-26 01:00:00,14.157776 -2012-11-26 02:00:00,9.217837 -2012-11-26 03:00:00,7.7181206 -2012-11-26 04:00:00,7.5637627 -2012-11-26 05:00:00,22.784302 -2012-11-26 06:00:00,80.48239 -2012-11-26 07:00:00,260.33392 -2012-11-26 08:00:00,457.07953 -2012-11-26 09:00:00,190.98582 -2012-11-26 10:00:00,104.70163 -2012-11-26 11:00:00,106.95533 -2012-11-26 12:00:00,156.16214 -2012-11-26 13:00:00,144.14215 -2012-11-26 14:00:00,112.61682 -2012-11-26 15:00:00,139.84497 -2012-11-26 16:00:00,214.57013 -2012-11-26 17:00:00,406.56784 -2012-11-26 18:00:00,335.97717 -2012-11-26 19:00:00,239.23245 -2012-11-26 20:00:00,155.12727 -2012-11-26 21:00:00,112.79649 -2012-11-26 22:00:00,78.514565 -2012-11-26 23:00:00,58.780117 -2012-11-27 00:00:00,32.178024 -2012-11-27 01:00:00,16.485615 -2012-11-27 02:00:00,10.07041 -2012-11-27 03:00:00,6.9709187 -2012-11-27 04:00:00,7.2514663 -2012-11-27 05:00:00,22.796753 -2012-11-27 06:00:00,78.15466 -2012-11-27 07:00:00,103.228165 -2012-11-27 08:00:00,222.08578 -2012-11-27 09:00:00,170.94806 -2012-11-27 10:00:00,64.13248 -2012-11-27 11:00:00,66.19295 -2012-11-27 12:00:00,72.538605 -2012-11-27 13:00:00,69.17525 -2012-11-27 14:00:00,66.7383 -2012-11-27 15:00:00,99.05614 -2012-11-27 16:00:00,157.1568 -2012-11-27 17:00:00,338.88107 -2012-11-27 18:00:00,266.41095 -2012-11-27 19:00:00,187.4866 -2012-11-27 20:00:00,125.88458 -2012-11-27 21:00:00,100.68062 -2012-11-27 22:00:00,80.662 -2012-11-27 23:00:00,58.449173 -2012-11-28 00:00:00,38.24248 -2012-11-28 01:00:00,21.484802 -2012-11-28 02:00:00,11.511554 -2012-11-28 03:00:00,7.4976606 -2012-11-28 04:00:00,7.3975773 -2012-11-28 05:00:00,27.977894 -2012-11-28 06:00:00,83.116455 -2012-11-28 07:00:00,254.81447 -2012-11-28 08:00:00,465.91412 -2012-11-28 09:00:00,195.19661 -2012-11-28 10:00:00,106.26629 -2012-11-28 11:00:00,105.21748 -2012-11-28 12:00:00,130.6877 -2012-11-28 13:00:00,128.63275 -2012-11-28 14:00:00,109.18495 -2012-11-28 15:00:00,125.69458 -2012-11-28 16:00:00,187.70114 -2012-11-28 17:00:00,377.8938 -2012-11-28 18:00:00,334.5472 -2012-11-28 19:00:00,245.09302 -2012-11-28 20:00:00,159.68321 -2012-11-28 21:00:00,121.57739 -2012-11-28 22:00:00,83.93461 -2012-11-28 23:00:00,65.30292 -2012-11-29 00:00:00,37.527477 -2012-11-29 01:00:00,17.772686 -2012-11-29 02:00:00,10.226206 -2012-11-29 04:00:00,7.4058504 -2012-11-29 05:00:00,29.065737 -2012-11-29 06:00:00,85.69188 -2012-11-29 07:00:00,267.3316 -2012-11-29 08:00:00,459.86053 -2012-11-29 09:00:00,204.55685 -2012-11-29 10:00:00,108.74313 -2012-11-29 11:00:00,115.155334 -2012-11-29 12:00:00,141.28838 -2012-11-29 13:00:00,136.0622 -2012-11-29 14:00:00,111.86553 -2012-11-29 15:00:00,130.93938 -2012-11-29 16:00:00,196.81021 -2012-11-29 17:00:00,373.562 -2012-11-29 18:00:00,330.70422 -2012-11-29 19:00:00,235.96698 -2012-11-29 20:00:00,157.8696 -2012-11-29 21:00:00,116.63614 -2012-11-29 22:00:00,102.89804 -2012-11-29 23:00:00,83.82347 -2012-11-30 00:00:00,44.293472 -2012-11-30 01:00:00,24.583225 -2012-11-30 02:00:00,12.769895 -2012-11-30 03:00:00,9.465494 -2012-11-30 04:00:00,8.380858 -2012-11-30 05:00:00,25.470379 -2012-11-30 06:00:00,81.63522 -2012-11-30 07:00:00,244.42505 -2012-11-30 08:00:00,410.47784 -2012-11-30 09:00:00,201.18765 -2012-11-30 10:00:00,118.35956 -2012-11-30 11:00:00,134.57109 -2012-11-30 12:00:00,172.60083 -2012-11-30 13:00:00,170.15944 -2012-11-30 14:00:00,154.20818 -2012-11-30 15:00:00,164.72305 -2012-11-30 16:00:00,238.31932 -2012-11-30 17:00:00,336.95056 -2012-11-30 18:00:00,294.07025 -2012-11-30 19:00:00,172.62497 -2012-11-30 20:00:00,124.99225 -2012-11-30 21:00:00,120.608406 -2012-11-30 22:00:00,118.30243 -2012-11-30 23:00:00,96.604996 -2012-12-20 00:00:00,63.32997 -2012-12-20 01:00:00,44.640053 -2012-12-20 02:00:00,37.30504 -2012-12-20 03:00:00,26.184856 -2012-12-20 04:00:00,17.440159 -2012-12-20 05:00:00,33.35919 -2012-12-20 06:00:00,120.8899 -2012-12-20 07:00:00,355.19788 -2012-12-20 08:00:00,597.59424 -2012-12-20 09:00:00,281.13507 -2012-12-20 10:00:00,156.50299 -2012-12-20 11:00:00,184.24048 -2012-12-20 12:00:00,223.75122 -2012-12-20 13:00:00,217.61374 -2012-12-20 14:00:00,194.16223 -2012-12-20 15:00:00,211.24927 -2012-12-20 16:00:00,281.90894 -2012-12-20 17:00:00,452.79584 -2012-12-20 18:00:00,440.31003 -2012-12-20 19:00:00,258.103 -2012-12-20 20:00:00,203.47769 -2012-12-20 21:00:00,153.04605 -2012-12-20 22:00:00,117.50719 -2012-12-20 23:00:00,99.645966 -2012-12-21 00:00:00,85.61444 -2012-12-21 01:00:00,73.67223 -2012-12-21 02:00:00,62.776634 -2012-12-21 03:00:00,49.563667 -2012-12-21 04:00:00,19.580013 -2012-12-21 05:00:00,32.35355 -2012-12-21 06:00:00,110.668884 -2012-12-21 07:00:00,320.95752 -2012-12-21 08:00:00,558.8943 -2012-12-21 09:00:00,285.9603 -2012-12-21 10:00:00,175.22891 -2012-12-21 11:00:00,198.40808 -2012-12-21 12:00:00,244.21149 -2012-12-21 13:00:00,235.57538 -2012-12-21 14:00:00,219.45355 -2012-12-21 15:00:00,231.40643 -2012-12-21 16:00:00,312.4676 -2012-12-21 17:00:00,440.30493 -2012-12-21 18:00:00,383.7718 -2012-12-21 19:00:00,245.23505 -2012-12-21 20:00:00,194.17953 -2012-12-21 21:00:00,153.93399 -2012-12-21 22:00:00,131.89062 -2012-12-21 23:00:00,106.87317 -2012-12-22 00:00:00,108.65048 -2012-12-22 01:00:00,94.22101 -2012-12-22 02:00:00,70.89816 -2012-12-22 03:00:00,41.86037 -2012-12-22 04:00:00,24.597872 -2012-12-22 05:00:00,25.377209 -2012-12-22 06:00:00,30.666677 -2012-12-22 07:00:00,61.971832 -2012-12-22 08:00:00,132.27878 -2012-12-22 09:00:00,196.26015 -2012-12-22 10:00:00,238.52744 -2012-12-22 11:00:00,310.42786 -2012-12-22 12:00:00,348.23297 -2012-12-22 13:00:00,352.94348 -2012-12-22 14:00:00,335.55447 -2012-12-22 15:00:00,334.05234 -2012-12-22 16:00:00,332.161 -2012-12-22 17:00:00,272.12134 -2012-12-22 18:00:00,220.03589 -2012-12-22 19:00:00,189.88155 -2012-12-22 20:00:00,149.41782 -2012-12-22 21:00:00,133.79114 -2012-12-22 22:00:00,122.435555 -2012-12-22 23:00:00,107.1897 -2012-12-23 00:00:00,119.36375 -2012-12-23 01:00:00,102.417206 -2012-12-23 02:00:00,77.420456 -2012-12-23 03:00:00,49.178017 -2012-12-23 04:00:00,26.243576 -2012-12-23 05:00:00,24.93798 -2012-12-23 06:00:00,28.636745 -2012-12-23 07:00:00,51.62472 -2012-12-23 08:00:00,106.340195 -2012-12-23 09:00:00,175.02823 -2012-12-23 10:00:00,234.76562 -2012-12-23 11:00:00,273.2904 -2012-12-23 12:00:00,335.78278 -2012-12-23 13:00:00,344.9834 -2012-12-23 14:00:00,354.6853 -2012-12-23 15:00:00,350.4774 -2012-12-23 16:00:00,338.5843 -2012-12-23 17:00:00,244.71043 -2012-12-23 18:00:00,202.85315 -2012-12-23 19:00:00,162.97379 -2012-12-23 20:00:00,129.175 -2012-12-23 21:00:00,111.67522 -2012-12-23 22:00:00,100.17146 -2012-12-23 23:00:00,83.809296 -2012-12-24 00:00:00,62.480515 -2012-12-24 01:00:00,54.881413 -2012-12-24 02:00:00,42.88575 -2012-12-24 03:00:00,31.350012 -2012-12-24 05:00:00,33.133705 -2012-12-24 06:00:00,109.300354 -2012-12-24 07:00:00,334.8111 -2012-12-24 08:00:00,562.69885 -2012-12-24 09:00:00,258.45605 -2012-12-24 10:00:00,142.10616 -2012-12-24 11:00:00,165.63354 -2012-12-24 12:00:00,211.29791 -2012-12-24 13:00:00,157.36671 -2012-12-24 14:00:00,136.07266 -2012-12-24 15:00:00,143.0952 -2012-12-24 16:00:00,208.31665 -2012-12-24 17:00:00,314.8908 -2012-12-24 18:00:00,328.25806 -2012-12-24 19:00:00,238.41989 -2012-12-24 20:00:00,180.7511 -2012-12-24 21:00:00,146.26779 -2012-12-24 22:00:00,107.72837 -2012-12-24 23:00:00,90.31035 -2012-12-25 00:00:00,98.50802 -2012-12-25 01:00:00,86.22621 -2012-12-25 02:00:00,79.86653 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datetime,count -2011-01-20 00:00:00,12.198404 -2011-01-20 01:00:00,5.368295 -2011-01-20 02:00:00,3.6486647 -2011-01-20 03:00:00,3.6278555 -2011-01-20 04:00:00,3.6009479 -2011-01-20 05:00:00,4.818694 -2011-01-20 06:00:00,29.082457 -2011-01-20 07:00:00,88.724045 -2011-01-20 08:00:00,212.0853 -2011-01-20 09:00:00,115.905914 -2011-01-20 10:00:00,54.588707 -2011-01-20 11:00:00,54.94909 -2011-01-20 12:00:00,70.32405 -2011-01-20 13:00:00,68.857994 -2011-01-20 14:00:00,63.671818 -2011-01-20 15:00:00,70.42906 -2011-01-20 16:00:00,82.8797 -2011-01-20 17:00:00,180.54657 -2011-01-20 18:00:00,165.54018 -2011-01-20 19:00:00,112.24435 -2011-01-20 20:00:00,76.850365 -2011-01-20 21:00:00,56.43936 -2011-01-20 22:00:00,42.788513 -2011-01-20 23:00:00,29.17856 -2011-01-21 00:00:00,12.39398 -2011-01-21 01:00:00,5.6755843 -2011-01-21 02:00:00,5.0620933 -2011-01-21 03:00:00,3.8594658 -2011-01-21 04:00:00,3.9048245 -2011-01-21 05:00:00,4.805971 -2011-01-21 06:00:00,25.843334 -2011-01-21 07:00:00,77.48559 -2011-01-21 08:00:00,192.13298 -2011-01-21 09:00:00,114.69853 -2011-01-21 10:00:00,46.484814 -2011-01-21 11:00:00,55.924904 -2011-01-21 12:00:00,58.950554 -2011-01-21 13:00:00,52.755928 -2011-01-21 14:00:00,57.419014 -2011-01-21 15:00:00,60.335304 -2011-01-21 16:00:00,80.33415 -2011-01-21 17:00:00,151.59586 -2011-01-21 18:00:00,130.76367 -2011-01-21 19:00:00,86.16352 -2011-01-21 20:00:00,52.84654 -2011-01-21 21:00:00,39.821087 -2011-01-21 22:00:00,37.264614 -2011-01-21 23:00:00,32.49438 -2011-01-22 00:00:00,26.064125 -2011-01-22 01:00:00,19.4258 -2011-01-22 02:00:00,15.468098 -2011-01-22 03:00:00,8.187675 -2011-01-22 04:00:00,5.037679 -2011-01-22 06:00:00,5.420989 -2011-01-22 07:00:00,12.3166485 -2011-01-22 08:00:00,31.989689 -2011-01-22 09:00:00,27.912779 -2011-01-22 10:00:00,54.766254 -2011-01-22 11:00:00,66.4154 -2011-01-22 12:00:00,87.73536 -2011-01-22 13:00:00,90.61552 -2011-01-22 14:00:00,90.43876 -2011-01-22 15:00:00,93.31405 -2011-01-22 16:00:00,87.43613 -2011-01-22 17:00:00,84.65808 -2011-01-22 18:00:00,61.072598 -2011-01-22 19:00:00,51.231544 -2011-01-22 20:00:00,39.188503 -2011-01-22 21:00:00,34.66808 -2011-01-22 22:00:00,34.132122 -2011-01-22 23:00:00,35.848232 -2011-01-23 00:00:00,27.88587 -2011-01-23 01:00:00,24.043615 -2011-01-23 02:00:00,16.558296 -2011-01-23 03:00:00,8.737469 -2011-01-23 05:00:00,5.3964734 -2011-01-23 06:00:00,5.5131435 -2011-01-23 07:00:00,8.379621 -2011-01-23 08:00:00,13.29259 -2011-01-23 09:00:00,19.450968 -2011-01-23 10:00:00,52.92007 -2011-01-23 11:00:00,65.54346 -2011-01-23 12:00:00,79.289345 -2011-01-23 13:00:00,85.35358 -2011-01-23 14:00:00,80.03547 -2011-01-23 15:00:00,82.86805 -2011-01-23 16:00:00,76.628044 -2011-01-23 17:00:00,59.489635 -2011-01-23 18:00:00,53.694775 -2011-01-23 19:00:00,46.007366 -2011-01-23 20:00:00,33.656887 -2011-01-23 21:00:00,28.047989 -2011-01-23 22:00:00,23.349136 -2011-01-23 23:00:00,16.728739 -2011-01-24 00:00:00,11.700745 -2011-01-24 01:00:00,6.825606 -2011-01-24 03:00:00,5.654785 -2011-01-24 04:00:00,5.4690447 -2011-01-24 05:00:00,6.008206 -2011-01-24 06:00:00,21.016464 -2011-01-24 07:00:00,59.935863 -2011-01-24 08:00:00,165.79558 -2011-01-24 09:00:00,90.55702 -2011-01-24 10:00:00,36.076912 -2011-01-24 11:00:00,37.47732 -2011-01-24 12:00:00,53.66483 -2011-01-24 13:00:00,54.100555 -2011-01-24 14:00:00,45.23293 -2011-01-24 15:00:00,56.6192 -2011-01-24 16:00:00,68.762665 -2011-01-24 17:00:00,151.29549 -2011-01-24 18:00:00,148.30939 -2011-01-24 19:00:00,103.72017 -2011-01-24 20:00:00,63.185383 -2011-01-24 21:00:00,45.98007 -2011-01-24 22:00:00,28.64234 -2011-01-24 23:00:00,18.737213 -2011-01-25 00:00:00,8.127978 -2011-01-25 01:00:00,4.757098 -2011-01-25 02:00:00,3.423252 -2011-01-25 04:00:00,3.668297 -2011-01-25 05:00:00,4.4985623 -2011-01-25 06:00:00,25.672253 -2011-01-25 07:00:00,75.47146 -2011-01-25 08:00:00,192.52942 -2011-01-25 09:00:00,110.01149 -2011-01-25 10:00:00,45.16972 -2011-01-25 11:00:00,47.688828 -2011-01-25 12:00:00,67.42904 -2011-01-25 13:00:00,64.57954 -2011-01-25 14:00:00,57.466267 -2011-01-25 15:00:00,61.68458 -2011-01-25 16:00:00,81.30721 -2011-01-25 17:00:00,193.46523 -2011-01-25 18:00:00,177.33054 -2011-01-25 19:00:00,112.13151 -2011-01-25 20:00:00,77.10028 -2011-01-25 21:00:00,57.65977 -2011-01-25 22:00:00,40.533333 -2011-01-25 23:00:00,20.673403 -2011-01-26 00:00:00,9.514984 -2011-01-26 01:00:00,5.0223665 -2011-01-26 02:00:00,3.198279 -2011-01-26 05:00:00,4.454582 -2011-01-26 06:00:00,18.050133 -2011-01-26 07:00:00,45.128807 -2011-01-26 08:00:00,115.226425 -2011-01-26 09:00:00,69.13121 -2011-01-26 10:00:00,25.675642 -2011-01-26 11:00:00,25.327892 -2011-01-26 12:00:00,27.331497 -2011-01-26 13:00:00,27.35286 -2011-01-26 14:00:00,24.055798 -2011-01-26 15:00:00,20.983685 -2011-01-26 16:00:00,39.570065 -2011-01-26 17:00:00,81.51179 -2011-01-27 16:00:00,79.72619 -2011-01-27 17:00:00,173.20988 -2011-01-27 18:00:00,161.84912 -2011-01-27 19:00:00,111.98332 -2011-01-27 20:00:00,79.71218 -2011-01-27 21:00:00,59.819424 -2011-01-27 22:00:00,46.31975 -2011-01-27 23:00:00,29.364676 -2011-01-28 00:00:00,12.172623 -2011-01-28 01:00:00,6.0144854 -2011-01-28 02:00:00,4.732016 -2011-01-28 03:00:00,4.01197 -2011-01-28 05:00:00,4.966142 -2011-01-28 06:00:00,25.177465 -2011-01-28 07:00:00,80.337555 -2011-01-28 08:00:00,198.29462 -2011-01-28 09:00:00,85.600555 -2011-01-28 10:00:00,39.576057 -2011-01-28 11:00:00,39.901764 -2011-01-28 12:00:00,43.963684 -2011-01-28 13:00:00,42.474274 -2011-01-28 14:00:00,34.031616 -2011-01-28 15:00:00,59.68993 -2011-01-28 16:00:00,81.231186 -2011-01-28 17:00:00,167.66684 -2011-01-28 18:00:00,145.03305 -2011-01-28 19:00:00,100.265045 -2011-01-28 20:00:00,70.07582 -2011-01-28 21:00:00,49.367565 -2011-01-28 22:00:00,47.852566 -2011-01-28 23:00:00,38.285797 -2011-01-29 00:00:00,27.737072 -2011-01-29 01:00:00,22.443342 -2011-01-29 02:00:00,15.140735 -2011-01-29 03:00:00,7.8724737 -2011-01-29 04:00:00,3.452109 -2011-01-29 06:00:00,3.5773036 -2011-01-29 07:00:00,9.977704 -2011-01-29 08:00:00,22.715096 -2011-01-29 09:00:00,38.047096 -2011-01-29 10:00:00,62.495632 -2011-01-29 11:00:00,76.18846 -2011-01-29 12:00:00,91.96188 -2011-01-29 13:00:00,102.938324 -2011-01-29 14:00:00,93.67269 -2011-01-29 15:00:00,100.74968 -2011-01-29 16:00:00,105.96248 -2011-01-29 17:00:00,93.77733 -2011-01-29 18:00:00,78.326096 -2011-01-29 19:00:00,67.55747 -2011-01-29 20:00:00,51.68347 -2011-01-29 21:00:00,46.51415 -2011-01-29 22:00:00,39.946156 -2011-01-29 23:00:00,36.53704 -2011-01-30 00:00:00,28.476086 -2011-01-30 01:00:00,25.691896 -2011-01-30 02:00:00,18.519506 -2011-01-30 03:00:00,9.438368 -2011-01-30 04:00:00,3.4945536 -2011-01-30 05:00:00,3.6005933 -2011-01-30 07:00:00,8.931774 -2011-01-30 08:00:00,19.112213 -2011-01-30 09:00:00,26.31841 -2011-01-30 10:00:00,63.08928 -2011-01-30 11:00:00,80.04395 -2011-01-30 12:00:00,122.62436 -2011-01-30 13:00:00,112.24497 -2011-01-30 14:00:00,111.19709 -2011-01-30 15:00:00,119.70082 -2011-01-30 16:00:00,114.53317 -2011-01-30 17:00:00,89.32659 -2011-01-30 18:00:00,70.44311 -2011-01-30 19:00:00,61.44366 -2011-01-30 20:00:00,42.03826 -2011-01-30 21:00:00,34.233665 -2011-01-30 22:00:00,30.35844 -2011-01-30 23:00:00,19.627522 -2011-01-31 00:00:00,9.441766 -2011-01-31 01:00:00,4.8384705 -2011-01-31 02:00:00,3.6807547 -2011-01-31 03:00:00,3.6572492 -2011-01-31 04:00:00,3.563129 -2011-01-31 05:00:00,4.102548 -2011-01-31 06:00:00,23.572062 -2011-01-31 07:00:00,69.82384 -2011-01-31 08:00:00,174.45934 -2011-01-31 09:00:00,94.29458 -2011-01-31 10:00:00,39.67896 -2011-01-31 11:00:00,44.004993 -2011-01-31 12:00:00,55.300728 -2011-01-31 13:00:00,49.92079 -2011-01-31 14:00:00,48.442856 -2011-01-31 15:00:00,52.94937 -2011-01-31 16:00:00,70.67738 -2011-01-31 17:00:00,154.74806 -2011-01-31 18:00:00,146.53398 -2011-01-31 19:00:00,116.86333 -2011-01-31 20:00:00,56.95718 -2011-01-31 21:00:00,37.671703 -2011-01-31 22:00:00,33.043884 -2011-01-31 23:00:00,19.01443 -2011-02-20 00:00:00,30.126122 -2011-02-20 01:00:00,23.55588 -2011-02-20 02:00:00,15.494963 -2011-02-20 03:00:00,6.1848497 -2011-02-20 04:00:00,3.338389 -2011-02-20 06:00:00,3.307532 -2011-02-20 07:00:00,11.54568 -2011-02-20 08:00:00,19.33873 -2011-02-20 09:00:00,30.456402 -2011-02-20 10:00:00,79.203026 -2011-02-20 11:00:00,112.1896 -2011-02-20 12:00:00,144.8042 -2011-02-20 13:00:00,155.57072 -2011-02-20 14:00:00,155.28255 -2011-02-20 15:00:00,164.47963 -2011-02-20 16:00:00,159.29897 -2011-02-20 17:00:00,127.42263 -2011-02-20 18:00:00,89.66301 -2011-02-20 19:00:00,72.59614 -2011-02-20 20:00:00,44.51024 -2011-02-20 21:00:00,39.40069 -2011-02-20 22:00:00,37.545162 -2011-02-20 23:00:00,25.08011 -2011-02-21 00:00:00,23.334484 -2011-02-21 01:00:00,15.585041 -2011-02-21 02:00:00,11.021955 -2011-02-21 03:00:00,5.8242636 -2011-02-21 04:00:00,4.063116 -2011-02-21 05:00:00,5.3032203 -2011-02-21 06:00:00,13.47403 -2011-02-21 07:00:00,62.27618 -2011-02-21 08:00:00,116.69844 -2011-02-21 09:00:00,86.10138 -2011-02-21 10:00:00,78.70563 -2011-02-21 11:00:00,93.26178 -2011-02-21 12:00:00,112.82695 -2011-02-21 13:00:00,65.02821 -2011-02-21 14:00:00,102.62402 -2011-02-21 15:00:00,95.99866 -2011-02-21 16:00:00,72.404785 -2011-02-21 17:00:00,124.92209 -2011-02-21 18:00:00,98.84627 -2011-02-21 19:00:00,84.53989 -2011-02-21 20:00:00,40.209038 -2011-02-21 21:00:00,30.216402 -2011-02-21 22:00:00,25.917742 -2011-02-21 23:00:00,17.371157 -2011-02-22 06:00:00,26.6485 -2011-02-22 07:00:00,87.84854 -2011-02-22 08:00:00,196.00217 -2011-02-22 09:00:00,116.084175 -2011-02-22 10:00:00,49.466488 -2011-02-22 11:00:00,53.35223 -2011-02-22 12:00:00,70.89421 -2011-02-22 13:00:00,72.61882 -2011-02-22 14:00:00,66.28714 -2011-02-22 15:00:00,73.866585 -2011-02-22 16:00:00,85.6509 -2011-02-22 17:00:00,183.71562 -2011-02-22 18:00:00,178.78787 -2011-02-22 19:00:00,111.88386 -2011-02-22 20:00:00,79.92535 -2011-02-22 21:00:00,57.004402 -2011-02-22 22:00:00,39.581093 -2011-02-22 23:00:00,21.22128 -2011-02-23 00:00:00,9.999537 -2011-02-23 01:00:00,4.8805375 -2011-02-23 02:00:00,3.610838 -2011-02-23 03:00:00,3.5081346 -2011-02-23 05:00:00,4.8771844 -2011-02-23 06:00:00,30.799557 -2011-02-23 07:00:00,93.45335 -2011-02-23 08:00:00,208.22273 -2011-02-23 09:00:00,126.7396 -2011-02-23 10:00:00,54.02154 -2011-02-23 11:00:00,59.7682 -2011-02-23 12:00:00,78.78218 -2011-02-23 13:00:00,85.16007 -2011-02-23 14:00:00,76.80952 -2011-02-23 15:00:00,84.223625 -2011-02-23 16:00:00,95.80954 -2011-02-23 17:00:00,226.6255 -2011-02-23 18:00:00,205.24896 -2011-02-23 19:00:00,128.15231 -2011-02-23 20:00:00,88.83067 -2011-02-23 21:00:00,61.627506 -2011-02-23 22:00:00,46.29135 -2011-02-23 23:00:00,28.589096 -2011-02-24 00:00:00,12.122315 -2011-02-24 01:00:00,5.7986736 -2011-02-24 02:00:00,3.8823812 -2011-02-24 03:00:00,3.6279283 -2011-02-24 05:00:00,5.1230783 -2011-02-24 06:00:00,32.64571 -2011-02-24 07:00:00,100.86984 -2011-02-24 08:00:00,241.39207 -2011-02-24 09:00:00,127.524994 -2011-02-24 10:00:00,59.45112 -2011-02-24 11:00:00,69.573166 -2011-02-24 12:00:00,85.82487 -2011-02-24 13:00:00,86.24689 -2011-02-24 14:00:00,77.896965 -2011-02-24 15:00:00,49.251637 -2011-02-24 16:00:00,64.1205 -2011-02-24 17:00:00,176.49574 -2011-02-24 18:00:00,140.85826 -2011-02-24 19:00:00,68.46617 -2011-02-24 20:00:00,68.11394 -2011-02-24 21:00:00,59.28084 -2011-02-24 22:00:00,29.482462 -2011-02-24 23:00:00,29.33026 -2011-02-25 00:00:00,10.58555 -2011-02-25 01:00:00,7.2440476 -2011-02-25 02:00:00,5.2821255 -2011-02-25 03:00:00,3.5861082 -2011-02-25 05:00:00,6.2733717 -2011-02-25 06:00:00,28.587612 -2011-02-25 07:00:00,56.112663 -2011-02-25 08:00:00,162.82672 -2011-02-25 09:00:00,65.64865 -2011-02-25 10:00:00,28.168533 -2011-02-25 11:00:00,109.05393 -2011-02-25 12:00:00,117.24526 -2011-02-25 13:00:00,115.73062 -2011-02-25 14:00:00,103.48505 -2011-02-25 15:00:00,122.37616 -2011-02-25 16:00:00,105.24328 -2011-02-25 17:00:00,173.33452 -2011-02-25 18:00:00,162.68628 -2011-02-25 19:00:00,105.21171 -2011-02-25 20:00:00,58.784443 -2011-02-25 21:00:00,56.6269 -2011-02-25 22:00:00,46.637215 -2011-02-25 23:00:00,38.18709 -2011-02-26 00:00:00,28.181036 -2011-02-26 01:00:00,21.859085 -2011-02-26 02:00:00,15.411696 -2011-02-26 03:00:00,7.9731827 -2011-02-26 04:00:00,3.5334854 -2011-02-26 05:00:00,3.4558475 -2011-02-26 06:00:00,3.6991522 -2011-02-26 07:00:00,14.622841 -2011-02-26 08:00:00,40.184402 -2011-02-26 09:00:00,53.74399 -2011-02-26 10:00:00,93.0235 -2011-02-26 11:00:00,119.0851 -2011-02-26 12:00:00,143.61702 -2011-02-26 13:00:00,151.74927 -2011-02-26 14:00:00,139.09499 -2011-02-26 15:00:00,152.88411 -2011-02-26 16:00:00,144.80069 -2011-02-26 17:00:00,133.3671 -2011-02-26 18:00:00,102.29696 -2011-02-26 19:00:00,76.41204 -2011-02-26 20:00:00,67.59436 -2011-02-26 21:00:00,54.206207 -2011-02-26 22:00:00,50.106216 -2011-02-26 23:00:00,40.67379 -2011-02-27 00:00:00,31.354359 -2011-02-27 01:00:00,26.58221 -2011-02-27 02:00:00,20.306093 -2011-02-27 03:00:00,10.49402 -2011-02-27 04:00:00,3.9278014 -2011-02-27 06:00:00,3.6934378 -2011-02-27 07:00:00,15.343217 -2011-02-27 08:00:00,30.15555 -2011-02-27 09:00:00,45.160755 -2011-02-27 10:00:00,89.39779 -2011-02-27 11:00:00,138.71127 -2011-02-27 12:00:00,182.19836 -2011-02-27 13:00:00,184.37178 -2011-02-27 14:00:00,196.69559 -2011-02-27 15:00:00,221.86958 -2011-02-27 16:00:00,227.14183 -2011-02-27 17:00:00,144.30254 -2011-02-27 18:00:00,112.4228 -2011-02-27 19:00:00,91.6639 -2011-02-27 20:00:00,65.35104 -2011-02-27 21:00:00,53.460205 -2011-02-27 22:00:00,38.531506 -2011-02-27 23:00:00,26.473158 -2011-02-28 00:00:00,12.833941 -2011-02-28 01:00:00,5.5049067 -2011-02-28 03:00:00,4.21092 -2011-02-28 05:00:00,6.5499167 -2011-02-28 06:00:00,31.221107 -2011-02-28 07:00:00,102.83692 -2011-02-28 08:00:00,191.14871 -2011-02-28 09:00:00,125.98284 -2011-02-28 10:00:00,79.00494 -2011-02-28 11:00:00,98.32319 -2011-02-28 12:00:00,119.51789 -2011-02-28 13:00:00,48.993057 -2011-02-28 14:00:00,25.484901 -2011-02-28 15:00:00,27.93915 -2011-02-28 16:00:00,61.659184 -2011-02-28 17:00:00,106.4333 -2011-02-28 18:00:00,148.66507 -2011-02-28 19:00:00,69.8622 -2011-02-28 20:00:00,35.05329 -2011-02-28 21:00:00,50.94031 -2011-02-28 22:00:00,17.39353 -2011-02-28 23:00:00,19.323372 -2011-03-20 00:00:00,40.290627 -2011-03-20 01:00:00,33.04709 -2011-03-20 02:00:00,21.758938 -2011-03-20 03:00:00,10.7441 -2011-03-20 04:00:00,3.5976572 -2011-03-20 05:00:00,3.7179444 -2011-03-20 06:00:00,4.826802 -2011-03-20 07:00:00,14.415499 -2011-03-20 08:00:00,30.019852 -2011-03-20 09:00:00,57.514214 -2011-03-20 10:00:00,119.15716 -2011-03-20 11:00:00,156.21748 -2011-03-20 12:00:00,195.95563 -2011-03-20 13:00:00,206.1589 -2011-03-20 14:00:00,208.34497 -2011-03-20 15:00:00,221.7749 -2011-03-20 16:00:00,218.2792 -2011-03-20 17:00:00,181.38637 -2011-03-20 18:00:00,137.67416 -2011-03-20 19:00:00,96.32211 -2011-03-20 20:00:00,72.3763 -2011-03-20 21:00:00,54.347786 -2011-03-20 22:00:00,45.53706 -2011-03-20 23:00:00,27.7253 -2011-03-21 00:00:00,14.178448 -2011-03-21 01:00:00,6.1950502 -2011-03-21 02:00:00,4.730565 -2011-03-21 03:00:00,3.652859 -2011-03-21 05:00:00,6.2054048 -2011-03-21 06:00:00,27.481094 -2011-03-21 07:00:00,61.32836 -2011-03-21 08:00:00,222.15016 -2011-03-21 09:00:00,120.55159 -2011-03-21 10:00:00,61.679676 -2011-03-21 11:00:00,75.07546 -2011-03-21 12:00:00,92.84488 -2011-03-21 13:00:00,117.29118 -2011-03-21 14:00:00,110.14528 -2011-03-21 15:00:00,125.532364 -2011-03-21 16:00:00,156.8729 -2011-03-21 17:00:00,341.53897 -2011-03-21 18:00:00,310.6632 -2011-03-21 19:00:00,250.45132 -2011-03-21 20:00:00,172.55946 -2011-03-21 21:00:00,77.70465 -2011-03-21 22:00:00,64.11209 -2011-03-21 23:00:00,39.04153 -2011-03-22 00:00:00,19.848303 -2011-03-22 01:00:00,8.045744 -2011-03-22 02:00:00,6.0436335 -2011-03-22 03:00:00,3.9634397 -2011-03-22 04:00:00,4.0489783 -2011-03-22 05:00:00,8.843481 -2011-03-22 06:00:00,47.624264 -2011-03-22 07:00:00,162.31314 -2011-03-22 08:00:00,286.84018 -2011-03-22 09:00:00,139.68942 -2011-03-22 10:00:00,80.42913 -2011-03-22 11:00:00,87.843575 -2011-03-22 12:00:00,117.43365 -2011-03-22 13:00:00,121.51824 -2011-03-22 14:00:00,111.05112 -2011-03-22 15:00:00,118.51451 -2011-03-22 16:00:00,161.61174 -2011-03-22 17:00:00,339.3211 -2011-03-22 18:00:00,320.8575 -2011-03-22 19:00:00,193.70413 -2011-03-22 20:00:00,123.78983 -2011-03-22 21:00:00,86.58683 -2011-03-22 22:00:00,69.11194 -2011-03-22 23:00:00,34.57606 -2011-03-23 00:00:00,14.791293 -2011-03-23 01:00:00,6.4229827 -2011-03-23 02:00:00,5.2416773 -2011-03-23 03:00:00,3.7015114 -2011-03-23 05:00:00,6.989724 -2011-03-23 06:00:00,36.535107 -2011-03-23 07:00:00,113.266396 -2011-03-23 08:00:00,268.78857 -2011-03-23 09:00:00,132.55383 -2011-03-23 10:00:00,57.526653 -2011-03-23 11:00:00,61.8573 -2011-03-23 12:00:00,70.01243 -2011-03-23 13:00:00,61.34571 -2011-03-23 14:00:00,68.55893 -2011-03-23 15:00:00,77.71994 -2011-03-23 16:00:00,120.0669 -2011-03-23 17:00:00,254.38948 -2011-03-23 18:00:00,165.37924 -2011-03-23 19:00:00,112.83907 -2011-03-23 20:00:00,22.33407 -2011-03-23 21:00:00,21.593145 -2011-03-23 22:00:00,44.370544 -2011-03-23 23:00:00,20.701113 -2011-03-24 00:00:00,10.165744 -2011-03-24 01:00:00,5.4283757 -2011-03-24 02:00:00,4.2825646 -2011-03-24 03:00:00,3.3717952 -2011-03-24 04:00:00,3.3284533 -2011-03-24 05:00:00,7.050644 -2011-03-24 06:00:00,34.750294 -2011-03-24 07:00:00,66.041115 -2011-03-24 08:00:00,143.37332 -2011-03-24 09:00:00,122.31357 -2011-03-24 10:00:00,47.34724 -2011-03-24 11:00:00,61.750343 -2011-03-24 12:00:00,77.90269 -2011-03-24 13:00:00,82.18295 -2011-03-24 14:00:00,80.208534 -2011-03-24 15:00:00,78.40699 -2011-03-24 16:00:00,105.88717 -2011-03-24 17:00:00,219.63596 -2011-03-24 18:00:00,200.70718 -2011-03-24 19:00:00,143.64896 -2011-03-24 20:00:00,94.09442 -2011-03-24 21:00:00,76.47445 -2011-03-24 22:00:00,64.56064 -2011-03-24 23:00:00,37.91992 -2011-03-25 00:00:00,16.183186 -2011-03-25 01:00:00,6.414263 -2011-03-25 02:00:00,4.7190247 -2011-03-25 03:00:00,3.6799135 -2011-03-25 04:00:00,3.7658324 -2011-03-25 05:00:00,7.554692 -2011-03-25 06:00:00,32.27249 -2011-03-25 07:00:00,114.40265 -2011-03-25 08:00:00,255.95096 -2011-03-25 09:00:00,144.71286 -2011-03-25 10:00:00,72.313965 -2011-03-25 11:00:00,86.22717 -2011-03-25 12:00:00,111.841415 -2011-03-25 13:00:00,112.26239 -2011-03-25 14:00:00,115.86566 -2011-03-25 15:00:00,109.238914 -2011-03-25 16:00:00,136.79718 -2011-03-25 17:00:00,231.15257 -2011-03-25 18:00:00,196.49545 -2011-03-25 19:00:00,125.28073 -2011-03-25 20:00:00,84.23667 -2011-03-25 21:00:00,70.42274 -2011-03-25 22:00:00,55.047222 -2011-03-25 23:00:00,37.715485 -2011-03-26 00:00:00,33.763683 -2011-03-26 01:00:00,25.060371 -2011-03-26 02:00:00,16.902 -2011-03-26 03:00:00,6.977359 -2011-03-26 04:00:00,3.7461145 -2011-03-26 05:00:00,3.4938166 -2011-03-26 06:00:00,6.223264 -2011-03-26 07:00:00,17.084238 -2011-03-26 08:00:00,41.834854 -2011-03-26 09:00:00,68.429474 -2011-03-26 10:00:00,111.16721 -2011-03-26 11:00:00,139.06287 -2011-03-26 12:00:00,177.35487 -2011-03-26 13:00:00,188.20511 -2011-03-26 14:00:00,195.83629 -2011-03-26 15:00:00,198.89478 -2011-03-26 16:00:00,190.24344 -2011-03-26 17:00:00,156.89084 -2011-03-26 18:00:00,129.93222 -2011-03-26 19:00:00,90.9386 -2011-03-26 20:00:00,69.626686 -2011-03-26 21:00:00,55.82955 -2011-03-26 22:00:00,54.18016 -2011-03-26 23:00:00,38.150047 -2011-03-27 00:00:00,35.96476 -2011-03-27 01:00:00,25.56944 -2011-03-27 02:00:00,18.322016 -2011-03-27 03:00:00,8.656382 -2011-03-27 04:00:00,5.175359 -2011-03-27 06:00:00,7.0778894 -2011-03-27 07:00:00,13.241325 -2011-03-27 08:00:00,25.905655 -2011-03-27 09:00:00,47.432056 -2011-03-27 10:00:00,100.38106 -2011-03-27 11:00:00,126.040825 -2011-03-27 12:00:00,159.0736 -2011-03-27 13:00:00,174.0324 -2011-03-27 14:00:00,184.09163 -2011-03-27 15:00:00,179.57076 -2011-03-27 16:00:00,177.18439 -2011-03-27 17:00:00,146.57755 -2011-03-27 18:00:00,116.35308 -2011-03-27 19:00:00,87.17798 -2011-03-27 20:00:00,57.47251 -2011-03-27 21:00:00,44.70732 -2011-03-27 22:00:00,37.59298 -2011-03-27 23:00:00,26.086412 -2011-03-28 00:00:00,11.394018 -2011-03-28 01:00:00,5.6321445 -2011-03-28 02:00:00,4.853307 -2011-03-28 03:00:00,3.66615 -2011-03-28 05:00:00,6.4381056 -2011-03-28 06:00:00,33.413475 -2011-03-28 07:00:00,112.75318 -2011-03-28 08:00:00,232.52963 -2011-03-28 09:00:00,126.50746 -2011-03-28 10:00:00,62.21808 -2011-03-28 11:00:00,70.590576 -2011-03-28 12:00:00,81.623055 -2011-03-28 13:00:00,90.03667 -2011-03-28 14:00:00,81.78288 -2011-03-28 15:00:00,83.07976 -2011-03-28 16:00:00,115.829735 -2011-03-28 17:00:00,241.81036 -2011-03-28 18:00:00,214.08438 -2011-03-28 19:00:00,156.13885 -2011-03-28 20:00:00,100.035164 -2011-03-28 21:00:00,77.764336 -2011-03-28 22:00:00,52.688404 -2011-03-28 23:00:00,28.34516 -2011-03-29 00:00:00,11.82019 -2011-03-29 01:00:00,5.472118 -2011-03-29 02:00:00,4.6626887 -2011-03-29 03:00:00,3.648745 -2011-03-29 04:00:00,3.4299693 -2011-03-29 05:00:00,8.126777 -2011-03-29 06:00:00,37.691338 -2011-03-29 07:00:00,133.34723 -2011-03-29 08:00:00,265.71436 -2011-03-29 09:00:00,143.24025 -2011-03-29 10:00:00,69.89485 -2011-03-29 11:00:00,73.174416 -2011-03-29 12:00:00,99.11156 -2011-03-29 13:00:00,91.021034 -2011-03-29 14:00:00,87.37841 -2011-03-29 15:00:00,94.91847 -2011-03-29 16:00:00,132.3629 -2011-03-29 17:00:00,290.67358 -2011-03-29 18:00:00,262.18643 -2011-03-29 19:00:00,165.70485 -2011-03-29 20:00:00,118.6924 -2011-03-29 21:00:00,77.59878 -2011-03-29 22:00:00,59.030163 -2011-03-29 23:00:00,32.67273 -2011-03-30 00:00:00,12.814697 -2011-03-30 01:00:00,6.1584477 -2011-03-30 02:00:00,4.251866 -2011-03-30 03:00:00,2.938276 -2011-03-30 04:00:00,3.2111073 -2011-03-30 05:00:00,8.515409 -2011-03-30 06:00:00,40.813904 -2011-03-30 07:00:00,143.05544 -2011-03-30 08:00:00,280.42865 -2011-03-30 09:00:00,143.8127 -2011-03-30 10:00:00,70.48316 -2011-03-30 11:00:00,71.95766 -2011-03-30 12:00:00,89.57703 -2011-03-30 13:00:00,88.41761 -2011-03-30 14:00:00,76.43274 -2011-03-30 15:00:00,38.242287 -2011-03-30 16:00:00,53.98789 -2011-03-30 17:00:00,139.1547 -2011-03-30 18:00:00,121.57488 -2011-03-30 19:00:00,95.94795 -2011-03-30 20:00:00,40.896755 -2011-03-30 21:00:00,51.43812 -2011-03-30 22:00:00,30.219715 -2011-03-30 23:00:00,18.985811 -2011-03-31 00:00:00,10.318651 -2011-03-31 01:00:00,6.219166 -2011-03-31 02:00:00,5.520041 -2011-03-31 03:00:00,4.012339 -2011-03-31 04:00:00,3.8666635 -2011-03-31 05:00:00,7.078884 -2011-03-31 06:00:00,23.636974 -2011-03-31 07:00:00,67.57234 -2011-03-31 08:00:00,242.76408 -2011-03-31 09:00:00,85.85991 -2011-03-31 10:00:00,39.136753 -2011-03-31 11:00:00,44.255802 -2011-03-31 12:00:00,49.62166 -2011-03-31 13:00:00,62.892895 -2011-03-31 14:00:00,55.01642 -2011-03-31 15:00:00,41.882046 -2011-03-31 16:00:00,79.79219 -2011-03-31 17:00:00,170.63849 -2011-03-31 18:00:00,177.89459 -2011-03-31 19:00:00,126.97984 -2011-03-31 20:00:00,41.473324 -2011-03-31 21:00:00,55.629265 -2011-03-31 22:00:00,28.652906 -2011-03-31 23:00:00,26.3922 -2011-04-20 00:00:00,26.76933 -2011-04-20 01:00:00,9.953264 -2011-04-20 02:00:00,6.082933 -2011-04-20 03:00:00,3.5827281 -2011-04-20 04:00:00,3.8489082 -2011-04-20 05:00:00,14.231548 -2011-04-20 06:00:00,67.45903 -2011-04-20 07:00:00,190.18497 -2011-04-20 08:00:00,381.61206 -2011-04-20 09:00:00,184.74425 -2011-04-20 10:00:00,112.25361 -2011-04-20 11:00:00,122.283066 -2011-04-20 12:00:00,168.81372 -2011-04-20 13:00:00,165.62762 -2011-04-20 14:00:00,139.51654 -2011-04-20 15:00:00,143.05144 -2011-04-20 16:00:00,214.35095 -2011-04-20 17:00:00,442.02286 -2011-04-20 18:00:00,438.54532 -2011-04-20 19:00:00,322.2408 -2011-04-20 20:00:00,237.91696 -2011-04-20 21:00:00,168.96327 -2011-04-20 22:00:00,120.377525 -2011-04-20 23:00:00,71.2165 -2011-04-21 00:00:00,34.328274 -2011-04-21 01:00:00,13.255175 -2011-04-21 02:00:00,9.061696 -2011-04-21 03:00:00,3.8225417 -2011-04-21 04:00:00,3.751316 -2011-04-21 05:00:00,14.553063 -2011-04-21 06:00:00,50.48244 -2011-04-21 07:00:00,195.9164 -2011-04-21 08:00:00,344.23517 -2011-04-21 09:00:00,172.17627 -2011-04-21 10:00:00,99.873215 -2011-04-21 11:00:00,109.77636 -2011-04-21 12:00:00,146.3393 -2011-04-21 13:00:00,146.65317 -2011-04-21 14:00:00,137.5461 -2011-04-21 15:00:00,154.21179 -2011-04-21 16:00:00,200.17023 -2011-04-21 17:00:00,404.0897 -2011-04-21 18:00:00,369.93747 -2011-04-21 19:00:00,249.72067 -2011-04-21 20:00:00,180.36353 -2011-04-21 21:00:00,133.51979 -2011-04-21 22:00:00,100.48386 -2011-04-21 23:00:00,63.009953 -2011-04-22 00:00:00,34.35013 -2011-04-22 01:00:00,16.06325 -2011-04-22 02:00:00,8.407954 -2011-04-22 03:00:00,4.3642144 -2011-04-22 04:00:00,4.0743213 -2011-04-22 05:00:00,15.31547 -2011-04-22 06:00:00,53.518196 -2011-04-22 07:00:00,154.74571 -2011-04-22 08:00:00,319.8672 -2011-04-22 09:00:00,117.6401 -2011-04-22 10:00:00,107.63032 -2011-04-22 11:00:00,81.878975 -2011-04-22 12:00:00,93.5499 -2011-04-22 13:00:00,84.070145 -2011-04-22 14:00:00,58.945045 -2011-04-22 15:00:00,80.49734 -2011-04-22 16:00:00,119.79625 -2011-04-22 17:00:00,153.25317 -2011-04-22 18:00:00,135.1877 -2011-04-22 19:00:00,97.00299 -2011-04-22 20:00:00,74.72827 -2011-04-22 21:00:00,52.95436 -2011-04-22 22:00:00,47.566513 -2011-04-22 23:00:00,50.263847 -2011-04-23 00:00:00,43.16273 -2011-04-23 01:00:00,37.5937 -2011-04-23 02:00:00,33.74174 -2011-04-23 03:00:00,16.112268 -2011-04-23 04:00:00,5.686493 -2011-04-23 05:00:00,5.498374 -2011-04-23 06:00:00,13.282705 -2011-04-23 07:00:00,23.042309 -2011-04-23 08:00:00,55.416992 -2011-04-23 09:00:00,76.52911 -2011-04-23 10:00:00,149.45312 -2011-04-23 11:00:00,188.64716 -2011-04-23 12:00:00,246.16054 -2011-04-23 13:00:00,249.31358 -2011-04-23 14:00:00,288.1359 -2011-04-23 15:00:00,313.90384 -2011-04-23 16:00:00,310.8968 -2011-04-23 17:00:00,310.73724 -2011-04-23 18:00:00,265.9619 -2011-04-23 19:00:00,182.49538 -2011-04-23 20:00:00,124.46959 -2011-04-23 21:00:00,120.28599 -2011-04-23 22:00:00,113.66608 -2011-04-23 23:00:00,74.738 -2011-04-24 00:00:00,77.82774 -2011-04-24 01:00:00,57.47236 -2011-04-24 02:00:00,42.540703 -2011-04-24 03:00:00,21.77781 -2011-04-24 04:00:00,7.6216555 -2011-04-24 05:00:00,6.4836683 -2011-04-24 06:00:00,9.266079 -2011-04-24 07:00:00,38.77418 -2011-04-24 08:00:00,66.617874 -2011-04-24 09:00:00,130.34755 -2011-04-24 10:00:00,229.32819 -2011-04-24 11:00:00,321.2924 -2011-04-24 12:00:00,370.85364 -2011-04-24 13:00:00,374.84534 -2011-04-24 14:00:00,368.3232 -2011-04-24 15:00:00,370.65558 -2011-04-24 16:00:00,374.8342 -2011-04-24 17:00:00,336.63303 -2011-04-24 18:00:00,294.35492 -2011-04-24 19:00:00,169.14154 -2011-04-24 20:00:00,129.908 -2011-04-24 21:00:00,73.45084 -2011-04-24 22:00:00,50.822437 -2011-04-24 23:00:00,45.763798 -2011-04-25 00:00:00,19.280231 -2011-04-25 01:00:00,12.677179 -2011-04-25 02:00:00,7.463468 -2011-04-25 03:00:00,4.7319574 -2011-04-25 04:00:00,4.4403076 -2011-04-25 05:00:00,13.537463 -2011-04-25 06:00:00,56.95012 -2011-04-25 07:00:00,172.59927 -2011-04-25 08:00:00,333.46918 -2011-04-25 09:00:00,173.69896 -2011-04-25 10:00:00,112.19613 -2011-04-25 11:00:00,123.11491 -2011-04-25 12:00:00,145.40547 -2011-04-25 13:00:00,153.78568 -2011-04-25 14:00:00,141.43227 -2011-04-25 15:00:00,149.7287 -2011-04-25 16:00:00,230.79442 -2011-04-25 17:00:00,460.6355 -2011-04-25 18:00:00,439.28488 -2011-04-25 19:00:00,315.72025 -2011-04-25 20:00:00,226.27472 -2011-04-25 21:00:00,159.42749 -2011-04-25 22:00:00,101.98172 -2011-04-25 23:00:00,50.421875 -2011-04-26 00:00:00,29.035892 -2011-04-26 01:00:00,13.313997 -2011-04-26 02:00:00,6.5961986 -2011-04-26 03:00:00,4.3365793 -2011-04-26 04:00:00,4.993817 -2011-04-26 05:00:00,14.873132 -2011-04-26 06:00:00,74.50969 -2011-04-26 07:00:00,240.58118 -2011-04-26 08:00:00,367.87634 -2011-04-26 09:00:00,187.32118 -2011-04-26 10:00:00,114.70952 -2011-04-26 11:00:00,126.53883 -2011-04-26 12:00:00,163.72975 -2011-04-26 13:00:00,160.91727 -2011-04-26 14:00:00,137.42445 -2011-04-26 15:00:00,150.42484 -2011-04-26 16:00:00,227.95413 -2011-04-26 17:00:00,457.1538 -2011-04-26 18:00:00,428.761 -2011-04-26 19:00:00,302.35315 -2011-04-26 20:00:00,211.35112 -2011-04-26 21:00:00,160.86945 -2011-04-26 22:00:00,98.23921 -2011-04-26 23:00:00,51.78143 -2011-04-27 00:00:00,27.422194 -2011-04-27 01:00:00,12.343887 -2011-04-27 02:00:00,6.314265 -2011-04-27 03:00:00,4.078789 -2011-04-27 04:00:00,4.235498 -2011-04-27 05:00:00,12.300527 -2011-04-27 06:00:00,66.76822 -2011-04-27 07:00:00,203.40617 -2011-04-27 08:00:00,342.95837 -2011-04-27 09:00:00,167.7663 -2011-04-27 10:00:00,91.71957 -2011-04-27 11:00:00,111.165016 -2011-04-27 12:00:00,138.0489 -2011-04-27 13:00:00,135.39687 -2011-04-27 14:00:00,135.0004 -2011-04-27 15:00:00,142.7041 -2011-04-27 16:00:00,208.88812 -2011-04-27 17:00:00,282.87485 -2011-04-27 18:00:00,277.9916 -2011-04-27 19:00:00,281.09805 -2011-04-27 20:00:00,176.01454 -2011-04-27 21:00:00,131.63449 -2011-04-27 22:00:00,81.756134 -2011-04-27 23:00:00,49.320347 -2011-04-28 00:00:00,38.219326 -2011-04-28 01:00:00,13.496283 -2011-04-28 02:00:00,5.515868 -2011-04-28 03:00:00,5.176251 -2011-04-28 04:00:00,4.6296506 -2011-04-28 05:00:00,16.932316 -2011-04-28 06:00:00,77.83894 -2011-04-28 07:00:00,238.97064 -2011-04-28 08:00:00,376.61258 -2011-04-28 09:00:00,144.18188 -2011-04-28 10:00:00,96.233185 -2011-04-28 11:00:00,106.440544 -2011-04-28 12:00:00,136.39288 -2011-04-28 13:00:00,118.618935 -2011-04-28 14:00:00,118.258736 -2011-04-28 15:00:00,157.37987 -2011-04-28 16:00:00,204.84088 -2011-04-28 17:00:00,441.98395 -2011-04-28 18:00:00,402.40164 -2011-04-28 19:00:00,296.7136 -2011-04-28 20:00:00,223.6649 -2011-04-28 21:00:00,169.50056 -2011-04-28 22:00:00,119.64862 -2011-04-28 23:00:00,79.37519 -2011-04-29 00:00:00,44.927124 -2011-04-29 01:00:00,21.18897 -2011-04-29 02:00:00,11.927136 -2011-04-29 03:00:00,5.0808706 -2011-04-29 04:00:00,4.815851 -2011-04-29 05:00:00,17.155338 -2011-04-29 06:00:00,72.045105 -2011-04-29 07:00:00,220.9553 -2011-04-29 08:00:00,382.76062 -2011-04-29 09:00:00,199.29445 -2011-04-29 10:00:00,139.82011 -2011-04-29 11:00:00,167.87958 -2011-04-29 12:00:00,205.10934 -2011-04-29 13:00:00,208.89032 -2011-04-29 14:00:00,199.06955 -2011-04-29 15:00:00,196.05199 -2011-04-29 16:00:00,251.36835 -2011-04-29 17:00:00,391.0923 -2011-04-29 18:00:00,363.1318 -2011-04-29 19:00:00,241.12029 -2011-04-29 20:00:00,167.42697 -2011-04-29 21:00:00,133.25725 -2011-04-29 22:00:00,112.042755 -2011-04-29 23:00:00,79.61892 -2011-04-30 00:00:00,62.702553 -2011-04-30 01:00:00,46.716278 -2011-04-30 02:00:00,34.75338 -2011-04-30 03:00:00,17.185013 -2011-04-30 04:00:00,6.116149 -2011-04-30 05:00:00,5.2163625 -2011-04-30 06:00:00,15.321201 -2011-04-30 07:00:00,42.591022 -2011-04-30 08:00:00,86.8416 -2011-04-30 09:00:00,140.01462 -2011-04-30 10:00:00,230.69058 -2011-04-30 11:00:00,286.5375 -2011-04-30 12:00:00,346.58133 -2011-04-30 13:00:00,363.5662 -2011-04-30 14:00:00,344.17416 -2011-04-30 15:00:00,364.3281 -2011-04-30 16:00:00,362.25534 -2011-04-30 17:00:00,326.36725 -2011-04-30 18:00:00,279.78683 -2011-04-30 19:00:00,213.24675 -2011-04-30 20:00:00,144.90517 -2011-04-30 21:00:00,121.51354 -2011-04-30 22:00:00,100.1642 -2011-04-30 23:00:00,80.41688 -2011-05-20 00:00:00,44.873096 -2011-05-20 01:00:00,19.422659 -2011-05-20 02:00:00,11.082097 -2011-05-20 03:00:00,5.7534556 -2011-05-20 04:00:00,5.8168936 -2011-05-20 05:00:00,22.99754 -2011-05-20 06:00:00,99.4969 -2011-05-20 07:00:00,277.22348 -2011-05-20 08:00:00,438.66794 -2011-05-20 09:00:00,231.52489 -2011-05-20 10:00:00,162.93475 -2011-05-20 11:00:00,191.52927 -2011-05-20 12:00:00,244.89784 -2011-05-20 13:00:00,220.9972 -2011-05-20 14:00:00,241.62773 -2011-05-20 15:00:00,247.26492 -2011-05-20 16:00:00,329.3893 -2011-05-20 17:00:00,536.1034 -2011-05-20 18:00:00,502.91818 -2011-05-20 19:00:00,345.29794 -2011-05-20 20:00:00,255.42807 -2011-05-20 21:00:00,202.6083 -2011-05-20 22:00:00,161.00444 -2011-05-20 23:00:00,133.94662 -2011-05-21 00:00:00,99.44342 -2011-05-21 01:00:00,70.74094 -2011-05-21 02:00:00,55.109962 -2011-05-21 03:00:00,27.54838 -2011-05-21 04:00:00,8.658756 -2011-05-21 05:00:00,9.598084 -2011-05-21 06:00:00,28.425623 -2011-05-21 07:00:00,59.665054 -2011-05-21 08:00:00,130.92717 -2011-05-21 09:00:00,220.97595 -2011-05-21 10:00:00,308.0223 -2011-05-21 11:00:00,382.8784 -2011-05-21 12:00:00,422.18494 -2011-05-21 13:00:00,428.3916 -2011-05-21 14:00:00,421.42145 -2011-05-21 15:00:00,430.19424 -2011-05-21 16:00:00,426.12317 -2011-05-21 17:00:00,409.3468 -2011-05-21 18:00:00,369.42017 -2011-05-21 19:00:00,317.69302 -2011-05-21 20:00:00,247.89523 -2011-05-21 21:00:00,211.1798 -2011-05-21 22:00:00,177.93 -2011-05-21 23:00:00,139.79475 -2011-05-22 00:00:00,103.52877 -2011-05-22 01:00:00,72.886475 -2011-05-22 02:00:00,56.678425 -2011-05-22 03:00:00,26.927826 -2011-05-22 04:00:00,10.194828 -2011-05-22 05:00:00,9.729897 -2011-05-22 06:00:00,15.77341 -2011-05-22 07:00:00,45.404507 -2011-05-22 08:00:00,97.13983 -2011-05-22 09:00:00,190.42604 -2011-05-22 10:00:00,300.98758 -2011-05-22 11:00:00,372.0882 -2011-05-22 12:00:00,397.63788 -2011-05-22 13:00:00,400.6666 -2011-05-22 14:00:00,343.47012 -2011-05-22 15:00:00,386.46295 -2011-05-22 16:00:00,401.86728 -2011-05-22 17:00:00,386.15894 -2011-05-22 18:00:00,365.95883 -2011-05-22 19:00:00,308.0368 -2011-05-22 20:00:00,244.50504 -2011-05-22 21:00:00,182.84267 -2011-05-22 22:00:00,119.539665 -2011-05-22 23:00:00,72.13065 -2011-05-23 00:00:00,31.807985 -2011-05-23 01:00:00,15.979171 -2011-05-23 02:00:00,13.797859 -2011-05-23 03:00:00,7.3187757 -2011-05-23 04:00:00,6.2914343 -2011-05-23 05:00:00,20.899345 -2011-05-23 06:00:00,87.312805 -2011-05-23 07:00:00,234.91542 -2011-05-23 08:00:00,383.48053 -2011-05-23 09:00:00,193.1185 -2011-05-23 10:00:00,124.03053 -2011-05-23 11:00:00,149.39987 -2011-05-23 12:00:00,187.61028 -2011-05-23 13:00:00,182.75189 -2011-05-23 14:00:00,168.72427 -2011-05-23 15:00:00,180.03183 -2011-05-23 16:00:00,275.25415 -2011-05-23 17:00:00,431.01486 -2011-05-23 18:00:00,490.72903 -2011-05-23 19:00:00,367.46234 -2011-05-23 20:00:00,217.24075 -2011-05-23 21:00:00,141.86765 -2011-05-23 22:00:00,95.498314 -2011-05-23 23:00:00,65.272415 -2011-05-24 00:00:00,23.849821 -2011-05-24 01:00:00,12.551458 -2011-05-24 02:00:00,7.5426903 -2011-05-24 03:00:00,5.4925523 -2011-05-24 04:00:00,6.2248764 -2011-05-24 05:00:00,18.156769 -2011-05-24 06:00:00,91.38847 -2011-05-24 07:00:00,210.51637 -2011-05-24 08:00:00,289.96545 -2011-05-24 09:00:00,222.03194 -2011-05-24 10:00:00,129.2465 -2011-05-24 11:00:00,155.07942 -2011-05-24 12:00:00,195.08144 -2011-05-24 13:00:00,183.38068 -2011-05-24 14:00:00,164.75653 -2011-05-24 15:00:00,170.681 -2011-05-24 16:00:00,289.79016 -2011-05-24 17:00:00,549.7627 -2011-05-24 18:00:00,527.44006 -2011-05-24 19:00:00,376.03766 -2011-05-24 20:00:00,279.2126 -2011-05-24 21:00:00,201.07521 -2011-05-24 22:00:00,115.03756 -2011-05-24 23:00:00,106.11004 -2011-05-25 00:00:00,38.790363 -2011-05-25 01:00:00,21.57991 -2011-05-25 02:00:00,7.229887 -2011-05-25 03:00:00,5.9724135 -2011-05-25 04:00:00,5.884914 -2011-05-25 05:00:00,25.024319 -2011-05-25 06:00:00,100.76028 -2011-05-25 07:00:00,315.6634 -2011-05-25 08:00:00,458.37228 -2011-05-25 09:00:00,216.30768 -2011-05-25 10:00:00,134.44128 -2011-05-25 11:00:00,154.89372 -2011-05-25 12:00:00,195.2974 -2011-05-25 13:00:00,191.37555 -2011-05-25 14:00:00,177.16039 -2011-05-25 15:00:00,177.13612 -2011-05-25 16:00:00,287.82767 -2011-05-25 17:00:00,549.2982 -2011-05-25 18:00:00,541.2538 -2011-05-25 19:00:00,395.53122 -2011-05-25 20:00:00,305.8947 -2011-05-25 21:00:00,227.6878 -2011-05-25 22:00:00,171.77393 -2011-05-25 23:00:00,110.63912 -2011-05-26 00:00:00,47.67744 -2011-05-26 01:00:00,20.842619 -2011-05-26 02:00:00,10.429215 -2011-05-26 03:00:00,6.29082 -2011-05-26 04:00:00,6.2510014 -2011-05-26 05:00:00,23.941381 -2011-05-26 06:00:00,92.695305 -2011-05-26 07:00:00,245.73195 -2011-05-26 08:00:00,436.7839 -2011-05-26 09:00:00,219.7047 -2011-05-26 10:00:00,132.93878 -2011-05-26 11:00:00,156.79485 -2011-05-26 12:00:00,186.44275 -2011-05-26 13:00:00,175.90303 -2011-05-26 14:00:00,163.38654 -2011-05-26 15:00:00,166.98778 -2011-05-26 16:00:00,277.24045 -2011-05-26 17:00:00,542.04596 -2011-05-26 18:00:00,520.5935 -2011-05-26 19:00:00,380.67346 -2011-05-26 20:00:00,303.83243 -2011-05-26 21:00:00,232.43552 -2011-05-26 22:00:00,178.41641 -2011-05-26 23:00:00,125.59557 -2011-05-27 00:00:00,67.18402 -2011-05-27 01:00:00,33.884434 -2011-05-27 02:00:00,17.99307 -2011-05-27 03:00:00,7.552827 -2011-05-27 04:00:00,8.012733 -2011-05-27 05:00:00,36.669636 -2011-05-27 06:00:00,109.974205 -2011-05-27 07:00:00,295.5664 -2011-05-27 08:00:00,456.39453 -2011-05-27 09:00:00,235.61858 -2011-05-27 10:00:00,166.1908 -2011-05-27 11:00:00,184.4629 -2011-05-27 12:00:00,229.59677 -2011-05-27 13:00:00,240.43788 -2011-05-27 14:00:00,216.68971 -2011-05-27 15:00:00,233.33754 -2011-05-27 16:00:00,312.62573 -2011-05-27 17:00:00,536.23083 -2011-05-27 18:00:00,440.90106 -2011-05-27 19:00:00,288.79407 -2011-05-27 20:00:00,251.23698 -2011-05-27 21:00:00,173.60094 -2011-05-27 22:00:00,176.91528 -2011-05-27 23:00:00,127.830666 -2011-05-28 00:00:00,104.898186 -2011-05-28 01:00:00,75.29254 -2011-05-28 02:00:00,52.379475 -2011-05-28 03:00:00,26.020967 -2011-05-28 04:00:00,9.848429 -2011-05-28 05:00:00,11.334093 -2011-05-28 06:00:00,29.64726 -2011-05-28 07:00:00,59.744156 -2011-05-28 08:00:00,126.82442 -2011-05-28 09:00:00,219.5689 -2011-05-28 10:00:00,305.10178 -2011-05-28 11:00:00,366.0724 -2011-05-28 12:00:00,406.2545 -2011-05-28 13:00:00,407.2641 -2011-05-28 14:00:00,396.326 -2011-05-28 15:00:00,415.1188 -2011-05-28 16:00:00,416.29868 -2011-05-28 17:00:00,420.36813 -2011-05-28 18:00:00,368.93127 -2011-05-28 19:00:00,308.63983 -2011-05-28 20:00:00,266.2688 -2011-05-28 21:00:00,211.01764 -2011-05-28 22:00:00,186.60298 -2011-05-28 23:00:00,135.14815 -2011-05-29 00:00:00,111.67911 -2011-05-29 01:00:00,86.2082 -2011-05-29 02:00:00,62.597782 -2011-05-29 03:00:00,33.569397 -2011-05-29 04:00:00,11.124405 -2011-05-29 05:00:00,11.333484 -2011-05-29 06:00:00,21.084492 -2011-05-29 07:00:00,46.40333 -2011-05-29 08:00:00,89.68213 -2011-05-29 09:00:00,112.670364 -2011-05-29 10:00:00,249.17886 -2011-05-29 11:00:00,285.58582 -2011-05-29 12:00:00,364.17578 -2011-05-29 13:00:00,385.81335 -2011-05-29 14:00:00,366.41727 -2011-05-29 15:00:00,367.56223 -2011-05-29 16:00:00,371.729 -2011-05-29 17:00:00,339.071 -2011-05-29 18:00:00,313.11554 -2011-05-29 19:00:00,281.0245 -2011-05-29 20:00:00,214.6599 -2011-05-29 21:00:00,164.55391 -2011-05-29 22:00:00,117.722946 -2011-05-29 23:00:00,86.431694 -2011-05-30 00:00:00,72.53632 -2011-05-30 01:00:00,56.02498 -2011-05-30 02:00:00,44.28635 -2011-05-30 03:00:00,20.431967 -2011-05-30 04:00:00,14.49705 -2011-05-30 05:00:00,22.740557 -2011-05-30 06:00:00,53.40609 -2011-05-30 07:00:00,127.58799 -2011-05-30 08:00:00,206.14035 -2011-05-30 09:00:00,202.52994 -2011-05-30 10:00:00,214.11594 -2011-05-30 11:00:00,293.53574 -2011-05-30 12:00:00,308.30432 -2011-05-30 13:00:00,309.72946 -2011-05-30 14:00:00,291.13803 -2011-05-30 15:00:00,286.79614 -2011-05-30 16:00:00,319.41428 -2011-05-30 17:00:00,445.88803 -2011-05-30 18:00:00,439.3768 -2011-05-30 19:00:00,316.00058 -2011-05-30 20:00:00,316.0866 -2011-05-30 21:00:00,239.31264 -2011-05-30 22:00:00,167.38115 -2011-05-30 23:00:00,85.80398 -2011-05-31 00:00:00,38.535465 -2011-05-31 01:00:00,16.771574 -2011-05-31 02:00:00,8.311626 -2011-05-31 03:00:00,5.600927 -2011-05-31 04:00:00,6.409089 -2011-05-31 05:00:00,25.550657 -2011-05-31 06:00:00,115.83644 -2011-05-31 07:00:00,312.47433 -2011-05-31 08:00:00,429.84177 -2011-05-31 09:00:00,197.95715 -2011-05-31 10:00:00,120.09247 -2011-05-31 11:00:00,119.92097 -2011-05-31 12:00:00,161.90663 -2011-05-31 13:00:00,154.95648 -2011-05-31 14:00:00,134.03996 -2011-05-31 15:00:00,155.19017 -2011-05-31 16:00:00,245.00769 -2011-05-31 17:00:00,529.95715 -2011-05-31 18:00:00,521.6991 -2011-05-31 19:00:00,383.46494 -2011-05-31 20:00:00,292.45535 -2011-05-31 21:00:00,213.84827 -2011-05-31 22:00:00,163.44972 -2011-05-31 23:00:00,97.43699 -2011-06-20 00:00:00,36.931503 -2011-06-20 01:00:00,15.750085 -2011-06-20 02:00:00,9.339517 -2011-06-20 03:00:00,7.390727 -2011-06-20 04:00:00,10.450722 -2011-06-20 05:00:00,31.48657 -2011-06-20 06:00:00,90.688705 -2011-06-20 07:00:00,167.36732 -2011-06-20 08:00:00,280.44946 -2011-06-20 09:00:00,203.52124 -2011-06-20 10:00:00,120.22871 -2011-06-20 11:00:00,132.24611 -2011-06-20 12:00:00,173.19608 -2011-06-20 13:00:00,183.5263 -2011-06-20 14:00:00,172.02998 -2011-06-20 15:00:00,188.40549 -2011-06-20 16:00:00,289.07678 -2011-06-20 17:00:00,558.2746 -2011-06-20 18:00:00,541.4464 -2011-06-20 19:00:00,389.1013 -2011-06-20 20:00:00,284.54578 -2011-06-20 21:00:00,207.18144 -2011-06-20 22:00:00,144.92004 -2011-06-20 23:00:00,76.77707 -2011-06-21 00:00:00,37.304996 -2011-06-21 01:00:00,16.298857 -2011-06-21 02:00:00,10.074356 -2011-06-21 03:00:00,6.826553 -2011-06-21 04:00:00,5.7319326 -2011-06-21 05:00:00,23.006828 -2011-06-21 06:00:00,108.90372 -2011-06-21 07:00:00,257.85956 -2011-06-21 08:00:00,399.832 -2011-06-21 09:00:00,194.4243 -2011-06-21 10:00:00,115.317345 -2011-06-21 11:00:00,123.871086 -2011-06-21 12:00:00,170.83278 -2011-06-21 13:00:00,174.73752 -2011-06-21 14:00:00,165.3116 -2011-06-21 15:00:00,173.2124 -2011-06-21 16:00:00,271.3429 -2011-06-21 17:00:00,541.8135 -2011-06-21 18:00:00,490.31384 -2011-06-21 19:00:00,356.37097 -2011-06-21 20:00:00,225.19662 -2011-06-21 21:00:00,219.99048 -2011-06-21 22:00:00,162.69276 -2011-06-21 23:00:00,94.80377 -2011-06-22 00:00:00,39.476803 -2011-06-22 01:00:00,16.972391 -2011-06-22 02:00:00,8.219622 -2011-06-22 03:00:00,6.06121 -2011-06-22 04:00:00,5.715026 -2011-06-22 05:00:00,22.790949 -2011-06-22 06:00:00,112.1149 -2011-06-22 07:00:00,316.17917 -2011-06-22 08:00:00,441.84543 -2011-06-22 09:00:00,211.87836 -2011-06-22 10:00:00,119.603584 -2011-06-22 11:00:00,139.95898 -2011-06-22 12:00:00,171.90967 -2011-06-22 13:00:00,161.88272 -2011-06-22 14:00:00,156.9584 -2011-06-22 15:00:00,157.74268 -2011-06-22 16:00:00,252.22063 -2011-06-22 17:00:00,531.11664 -2011-06-22 18:00:00,503.2347 -2011-06-22 19:00:00,380.524 -2011-06-22 20:00:00,285.58362 -2011-06-22 21:00:00,215.08223 -2011-06-22 22:00:00,159.27092 -2011-06-22 23:00:00,91.826614 -2011-06-23 00:00:00,45.681236 -2011-06-23 01:00:00,20.207937 -2011-06-23 02:00:00,12.600637 -2011-06-23 03:00:00,7.897472 -2011-06-23 04:00:00,7.4263716 -2011-06-23 05:00:00,28.127724 -2011-06-23 06:00:00,120.33716 -2011-06-23 07:00:00,314.6049 -2011-06-23 08:00:00,436.25558 -2011-06-23 09:00:00,206.54861 -2011-06-23 10:00:00,127.140045 -2011-06-23 11:00:00,125.0703 -2011-06-23 12:00:00,172.08046 -2011-06-23 13:00:00,171.06168 -2011-06-23 14:00:00,153.3143 -2011-06-23 15:00:00,173.77014 -2011-06-23 16:00:00,264.6498 -2011-06-23 17:00:00,466.22525 -2011-06-23 18:00:00,480.37024 -2011-06-23 19:00:00,345.82578 -2011-06-23 20:00:00,284.65976 -2011-06-23 21:00:00,230.20073 -2011-06-23 22:00:00,164.04207 -2011-06-23 23:00:00,118.14437 -2011-06-24 00:00:00,65.69325 -2011-06-24 01:00:00,25.800457 -2011-06-24 02:00:00,13.226566 -2011-06-24 03:00:00,7.603072 -2011-06-24 04:00:00,6.4168277 -2011-06-24 05:00:00,23.102814 -2011-06-24 06:00:00,108.74147 -2011-06-24 07:00:00,268.25836 -2011-06-24 08:00:00,438.75467 -2011-06-24 09:00:00,229.54944 -2011-06-24 10:00:00,156.88654 -2011-06-24 11:00:00,188.5262 -2011-06-24 12:00:00,236.04608 -2011-06-24 13:00:00,242.52026 -2011-06-24 14:00:00,216.43538 -2011-06-24 15:00:00,237.95978 -2011-06-24 16:00:00,328.01477 -2011-06-24 17:00:00,563.22394 -2011-06-24 18:00:00,512.58356 -2011-06-24 19:00:00,382.33563 -2011-06-24 20:00:00,285.16727 -2011-06-24 21:00:00,236.59686 -2011-06-24 22:00:00,197.52966 -2011-06-24 23:00:00,162.39041 -2011-06-25 00:00:00,121.487076 -2011-06-25 01:00:00,84.90163 -2011-06-25 02:00:00,63.673206 -2011-06-25 03:00:00,34.64474 -2011-06-25 04:00:00,12.483678 -2011-06-25 05:00:00,13.641181 -2011-06-25 06:00:00,34.970078 -2011-06-25 07:00:00,87.09811 -2011-06-25 08:00:00,145.70512 -2011-06-25 09:00:00,230.06024 -2011-06-25 10:00:00,312.389 -2011-06-25 11:00:00,374.11365 -2011-06-25 12:00:00,440.95853 -2011-06-25 13:00:00,441.55267 -2011-06-25 14:00:00,403.18085 -2011-06-25 15:00:00,398.31033 -2011-06-25 16:00:00,436.96442 -2011-06-25 17:00:00,446.2737 -2011-06-25 18:00:00,385.2123 -2011-06-25 19:00:00,341.9951 -2011-06-25 20:00:00,285.48245 -2011-06-25 21:00:00,239.80247 -2011-06-25 22:00:00,209.92072 -2011-06-25 23:00:00,151.29422 -2011-06-26 00:00:00,117.790054 -2011-06-26 01:00:00,91.53312 -2011-06-26 02:00:00,71.76669 -2011-06-26 03:00:00,35.856094 -2011-06-26 04:00:00,11.572327 -2011-06-26 05:00:00,10.389046 -2011-06-26 06:00:00,20.212748 -2011-06-26 07:00:00,51.264523 -2011-06-26 08:00:00,103.415245 -2011-06-26 09:00:00,200.41327 -2011-06-26 10:00:00,305.06647 -2011-06-26 11:00:00,368.2644 -2011-06-26 12:00:00,418.70636 -2011-06-26 13:00:00,402.7391 -2011-06-26 14:00:00,402.01038 -2011-06-26 15:00:00,393.37646 -2011-06-26 16:00:00,405.21817 -2011-06-26 17:00:00,384.26877 -2011-06-26 18:00:00,346.96237 -2011-06-26 19:00:00,302.93408 -2011-06-26 20:00:00,242.11458 -2011-06-26 21:00:00,181.4589 -2011-06-26 22:00:00,157.50768 -2011-06-26 23:00:00,111.852295 -2011-06-27 00:00:00,35.74052 -2011-06-27 01:00:00,15.994552 -2011-06-27 02:00:00,10.6199255 -2011-06-27 03:00:00,7.563714 -2011-06-27 04:00:00,6.54729 -2011-06-27 05:00:00,23.36395 -2011-06-27 06:00:00,106.270836 -2011-06-27 07:00:00,291.90903 -2011-06-27 08:00:00,399.71075 -2011-06-27 09:00:00,201.11018 -2011-06-27 10:00:00,128.1431 -2011-06-27 11:00:00,147.0136 -2011-06-27 12:00:00,184.4772 -2011-06-27 13:00:00,182.24066 -2011-06-27 14:00:00,166.42302 -2011-06-27 15:00:00,174.13982 -2011-06-27 16:00:00,288.46494 -2011-06-27 17:00:00,563.4982 -2011-06-27 18:00:00,545.1964 -2011-06-27 19:00:00,396.17926 -2011-06-27 20:00:00,289.8416 -2011-06-27 21:00:00,206.7262 -2011-06-27 22:00:00,150.63097 -2011-06-27 23:00:00,84.01096 -2011-06-28 00:00:00,36.91533 -2011-06-28 01:00:00,16.16524 -2011-06-28 02:00:00,8.63396 -2011-06-28 03:00:00,5.7443404 -2011-06-28 04:00:00,6.0098147 -2011-06-28 05:00:00,24.368814 -2011-06-28 06:00:00,119.042 -2011-06-28 07:00:00,312.4188 -2011-06-28 08:00:00,428.47726 -2011-06-28 09:00:00,200.6376 -2011-06-28 10:00:00,126.76664 -2011-06-28 11:00:00,137.76294 -2011-06-28 12:00:00,172.18922 -2011-06-28 13:00:00,166.83464 -2011-06-28 14:00:00,147.92966 -2011-06-28 15:00:00,153.70912 -2011-06-28 16:00:00,260.50235 -2011-06-28 17:00:00,439.3406 -2011-06-28 18:00:00,418.54877 -2011-06-28 19:00:00,369.9213 -2011-06-28 20:00:00,289.6905 -2011-06-28 21:00:00,205.6225 -2011-06-28 22:00:00,149.0262 -2011-06-28 23:00:00,90.86517 -2011-06-29 00:00:00,35.4322 -2011-06-29 01:00:00,17.003035 -2011-06-29 02:00:00,9.345219 -2011-06-29 03:00:00,6.0994 -2011-06-29 04:00:00,6.158275 -2011-06-29 05:00:00,25.687128 -2011-06-29 06:00:00,117.07279 -2011-06-29 07:00:00,320.50128 -2011-06-29 08:00:00,449.8823 -2011-06-29 09:00:00,215.46547 -2011-06-29 10:00:00,127.55411 -2011-06-29 11:00:00,157.45654 -2011-06-29 12:00:00,198.5227 -2011-06-29 13:00:00,187.28423 -2011-06-29 14:00:00,171.09601 -2011-06-29 15:00:00,186.37292 -2011-06-29 16:00:00,291.78864 -2011-06-29 17:00:00,570.2212 -2011-06-29 18:00:00,554.8811 -2011-06-29 19:00:00,401.5286 -2011-06-29 20:00:00,310.94382 -2011-06-29 21:00:00,252.50899 -2011-06-29 22:00:00,191.5885 -2011-06-29 23:00:00,116.458244 -2011-06-30 00:00:00,47.66039 -2011-06-30 01:00:00,18.32234 -2011-06-30 02:00:00,10.12155 -2011-06-30 03:00:00,6.553758 -2011-06-30 04:00:00,6.5429993 -2011-06-30 05:00:00,28.18273 -2011-06-30 06:00:00,120.199814 -2011-06-30 07:00:00,325.59827 -2011-06-30 08:00:00,447.9772 -2011-06-30 09:00:00,210.05504 -2011-06-30 10:00:00,130.68625 -2011-06-30 11:00:00,161.65382 -2011-06-30 12:00:00,202.15729 -2011-06-30 13:00:00,199.65797 -2011-06-30 14:00:00,180.84819 -2011-06-30 15:00:00,192.42114 -2011-06-30 16:00:00,299.98215 -2011-06-30 17:00:00,578.3499 -2011-06-30 18:00:00,553.12976 -2011-06-30 19:00:00,403.20956 -2011-06-30 20:00:00,314.94623 -2011-06-30 21:00:00,243.72728 -2011-06-30 22:00:00,194.979 -2011-06-30 23:00:00,131.75334 -2011-07-20 00:00:00,40.75672 -2011-07-20 01:00:00,16.643864 -2011-07-20 02:00:00,9.30572 -2011-07-20 03:00:00,6.70905 -2011-07-20 04:00:00,6.35146 -2011-07-20 05:00:00,25.942509 -2011-07-20 06:00:00,113.89041 -2011-07-20 07:00:00,302.51117 -2011-07-20 08:00:00,433.03934 -2011-07-20 09:00:00,204.84616 -2011-07-20 10:00:00,120.77343 -2011-07-20 11:00:00,131.36919 -2011-07-20 12:00:00,159.00722 -2011-07-20 13:00:00,160.96045 -2011-07-20 14:00:00,153.21251 -2011-07-20 15:00:00,162.85103 -2011-07-20 16:00:00,250.7775 -2011-07-20 17:00:00,515.62396 -2011-07-20 18:00:00,509.9089 -2011-07-20 19:00:00,371.6517 -2011-07-20 20:00:00,275.8547 -2011-07-20 21:00:00,228.5109 -2011-07-20 22:00:00,170.51254 -2011-07-20 23:00:00,105.41826 -2011-07-21 00:00:00,50.205734 -2011-07-21 01:00:00,19.783882 -2011-07-21 02:00:00,11.679014 -2011-07-21 03:00:00,8.665468 -2011-07-21 04:00:00,7.6362357 -2011-07-21 05:00:00,27.478767 -2011-07-21 06:00:00,117.55622 -2011-07-21 07:00:00,304.04492 -2011-07-21 08:00:00,428.95328 -2011-07-21 09:00:00,186.93889 -2011-07-21 10:00:00,118.56903 -2011-07-21 11:00:00,127.13847 -2011-07-21 12:00:00,158.8771 -2011-07-21 13:00:00,158.36285 -2011-07-21 14:00:00,152.78023 -2011-07-21 15:00:00,156.0483 -2011-07-21 16:00:00,242.67424 -2011-07-21 17:00:00,478.4247 -2011-07-21 18:00:00,459.54382 -2011-07-21 19:00:00,326.69287 -2011-07-21 20:00:00,273.79224 -2011-07-21 21:00:00,210.166 -2011-07-21 22:00:00,167.6471 -2011-07-21 23:00:00,121.54027 -2011-07-22 00:00:00,60.483395 -2011-07-22 01:00:00,20.261171 -2011-07-22 02:00:00,16.483067 -2011-07-22 03:00:00,10.28917 -2011-07-22 04:00:00,10.620404 -2011-07-22 05:00:00,27.434431 -2011-07-22 06:00:00,113.73175 -2011-07-22 07:00:00,265.2143 -2011-07-22 08:00:00,407.95688 -2011-07-22 09:00:00,187.23273 -2011-07-22 10:00:00,129.7293 -2011-07-22 11:00:00,149.39978 -2011-07-22 12:00:00,155.89743 -2011-07-22 13:00:00,156.12984 -2011-07-22 14:00:00,145.87692 -2011-07-22 15:00:00,169.83913 -2011-07-22 16:00:00,218.99963 -2011-07-22 17:00:00,472.72815 -2011-07-22 18:00:00,430.4186 -2011-07-22 19:00:00,325.45023 -2011-07-22 20:00:00,252.93283 -2011-07-22 21:00:00,209.52019 -2011-07-22 22:00:00,175.33823 -2011-07-22 23:00:00,142.34862 -2011-07-23 00:00:00,104.79204 -2011-07-23 01:00:00,82.242386 -2011-07-23 02:00:00,54.798897 -2011-07-23 03:00:00,34.563087 -2011-07-23 04:00:00,12.49702 -2011-07-23 05:00:00,14.142694 -2011-07-23 06:00:00,34.282307 -2011-07-23 07:00:00,82.086624 -2011-07-23 08:00:00,128.82619 -2011-07-23 09:00:00,201.29161 -2011-07-23 10:00:00,275.59338 -2011-07-23 11:00:00,312.28635 -2011-07-23 12:00:00,318.29114 -2011-07-23 13:00:00,306.82507 -2011-07-23 14:00:00,311.20856 -2011-07-23 15:00:00,290.70123 -2011-07-23 16:00:00,301.07162 -2011-07-23 17:00:00,303.73163 -2011-07-23 18:00:00,310.51794 -2011-07-23 19:00:00,292.94235 -2011-07-23 20:00:00,267.89056 -2011-07-23 21:00:00,226.57318 -2011-07-23 22:00:00,197.32881 -2011-07-23 23:00:00,156.73683 -2011-07-24 00:00:00,119.63708 -2011-07-24 01:00:00,91.94347 -2011-07-24 02:00:00,69.49639 -2011-07-24 03:00:00,35.567966 -2011-07-24 04:00:00,13.955661 -2011-07-24 05:00:00,13.557741 -2011-07-24 06:00:00,20.60931 -2011-07-24 07:00:00,61.087463 -2011-07-24 08:00:00,105.91613 -2011-07-24 09:00:00,183.37549 -2011-07-24 10:00:00,272.64832 -2011-07-24 11:00:00,326.42267 -2011-07-24 12:00:00,341.5039 -2011-07-24 13:00:00,364.93842 -2011-07-24 14:00:00,343.57077 -2011-07-24 15:00:00,322.70676 -2011-07-24 16:00:00,325.57367 -2011-07-24 17:00:00,321.74686 -2011-07-24 18:00:00,309.85883 -2011-07-24 19:00:00,293.2728 -2011-07-24 20:00:00,256.17343 -2011-07-24 21:00:00,184.94002 -2011-07-24 22:00:00,135.71228 -2011-07-24 23:00:00,91.97895 -2011-07-25 00:00:00,41.909813 -2011-07-25 01:00:00,24.012909 -2011-07-25 02:00:00,13.955134 -2011-07-25 03:00:00,7.519681 -2011-07-25 04:00:00,9.112329 -2011-07-25 05:00:00,27.026608 -2011-07-25 06:00:00,110.32701 -2011-07-25 07:00:00,296.31882 -2011-07-25 08:00:00,398.0215 -2011-07-25 09:00:00,178.34128 -2011-07-25 10:00:00,107.81702 -2011-07-25 11:00:00,129.57097 -2011-07-25 12:00:00,159.30049 -2011-07-25 13:00:00,166.7085 -2011-07-25 14:00:00,137.09431 -2011-07-25 15:00:00,128.02359 -2011-07-25 16:00:00,194.34856 -2011-07-25 17:00:00,469.02637 -2011-07-25 18:00:00,495.79813 -2011-07-25 19:00:00,374.98145 -2011-07-25 20:00:00,279.00977 -2011-07-25 21:00:00,172.60582 -2011-07-25 22:00:00,134.03378 -2011-07-25 23:00:00,78.78655 -2011-07-26 00:00:00,39.62299 -2011-07-26 01:00:00,16.737251 -2011-07-26 02:00:00,9.100948 -2011-07-26 03:00:00,6.3986826 -2011-07-26 04:00:00,6.7611847 -2011-07-26 05:00:00,22.967915 -2011-07-26 06:00:00,114.59621 -2011-07-26 07:00:00,320.70425 -2011-07-26 08:00:00,432.00385 -2011-07-26 09:00:00,205.38712 -2011-07-26 10:00:00,128.70384 -2011-07-26 11:00:00,143.30508 -2011-07-26 12:00:00,177.15616 -2011-07-26 13:00:00,182.67268 -2011-07-26 14:00:00,163.67474 -2011-07-26 15:00:00,169.74582 -2011-07-26 16:00:00,281.78857 -2011-07-26 17:00:00,562.2579 -2011-07-26 18:00:00,547.308 -2011-07-26 19:00:00,395.62134 -2011-07-26 20:00:00,309.62646 -2011-07-26 21:00:00,246.0288 -2011-07-26 22:00:00,180.93004 -2011-07-26 23:00:00,101.61019 -2011-07-27 00:00:00,44.61692 -2011-07-27 01:00:00,18.525043 -2011-07-27 02:00:00,11.120568 -2011-07-27 03:00:00,6.8619084 -2011-07-27 04:00:00,7.410833 -2011-07-27 05:00:00,28.607073 -2011-07-27 06:00:00,119.75141 -2011-07-27 07:00:00,323.69745 -2011-07-27 08:00:00,441.62817 -2011-07-27 09:00:00,208.27522 -2011-07-27 10:00:00,121.596535 -2011-07-27 11:00:00,143.27132 -2011-07-27 12:00:00,192.50795 -2011-07-27 13:00:00,187.73283 -2011-07-27 14:00:00,168.36783 -2011-07-27 15:00:00,177.80946 -2011-07-27 16:00:00,291.4758 -2011-07-27 17:00:00,576.1011 -2011-07-27 18:00:00,569.505 -2011-07-27 19:00:00,409.4054 -2011-07-27 20:00:00,318.70782 -2011-07-27 21:00:00,242.64119 -2011-07-27 22:00:00,177.61044 -2011-07-27 23:00:00,111.80963 -2011-07-28 00:00:00,51.40566 -2011-07-28 01:00:00,18.953629 -2011-07-28 02:00:00,12.878718 -2011-07-28 03:00:00,6.420763 -2011-07-28 04:00:00,6.8319516 -2011-07-28 05:00:00,25.957247 -2011-07-28 06:00:00,115.821144 -2011-07-28 07:00:00,320.93933 -2011-07-28 08:00:00,439.0189 -2011-07-28 09:00:00,202.11472 -2011-07-28 10:00:00,125.85409 -2011-07-28 11:00:00,129.44678 -2011-07-28 12:00:00,169.2566 -2011-07-28 13:00:00,162.7792 -2011-07-28 14:00:00,157.30708 -2011-07-28 15:00:00,161.42693 -2011-07-28 16:00:00,263.96136 -2011-07-28 17:00:00,534.40924 -2011-07-28 18:00:00,500.16492 -2011-07-28 19:00:00,383.2999 -2011-07-28 20:00:00,291.81058 -2011-07-28 21:00:00,215.59692 -2011-07-28 22:00:00,164.60881 -2011-07-28 23:00:00,126.85385 -2011-07-29 00:00:00,69.63005 -2011-07-29 01:00:00,29.282248 -2011-07-29 02:00:00,14.735737 -2011-07-29 03:00:00,8.141577 -2011-07-29 04:00:00,9.145702 -2011-07-29 05:00:00,25.609844 -2011-07-29 06:00:00,108.856514 -2011-07-29 07:00:00,281.69144 -2011-07-29 08:00:00,419.52344 -2011-07-29 09:00:00,192.76373 -2011-07-29 10:00:00,136.83864 -2011-07-29 11:00:00,157.9349 -2011-07-29 12:00:00,146.9728 -2011-07-29 13:00:00,155.79518 -2011-07-29 14:00:00,138.99982 -2011-07-29 15:00:00,146.16277 -2011-07-29 16:00:00,232.1791 -2011-07-29 17:00:00,420.234 -2011-07-29 18:00:00,403.64124 -2011-07-29 19:00:00,321.79892 -2011-07-29 20:00:00,257.05408 -2011-07-29 21:00:00,233.4691 -2011-07-29 22:00:00,201.20328 -2011-07-29 23:00:00,156.0892 -2011-07-30 00:00:00,121.538086 -2011-07-30 01:00:00,84.296684 -2011-07-30 02:00:00,63.139225 -2011-07-30 03:00:00,36.642365 -2011-07-30 04:00:00,12.775285 -2011-07-30 05:00:00,14.302919 -2011-07-30 06:00:00,31.67973 -2011-07-30 07:00:00,72.81901 -2011-07-30 08:00:00,130.18472 -2011-07-30 09:00:00,211.86763 -2011-07-30 10:00:00,304.63464 -2011-07-30 11:00:00,358.05862 -2011-07-30 12:00:00,394.1792 -2011-07-30 13:00:00,381.11432 -2011-07-30 14:00:00,364.71457 -2011-07-30 15:00:00,369.45407 -2011-07-30 16:00:00,376.0289 -2011-07-30 17:00:00,377.6837 -2011-07-30 18:00:00,370.72406 -2011-07-30 19:00:00,360.5828 -2011-07-30 20:00:00,281.82053 -2011-07-30 21:00:00,247.03119 -2011-07-30 22:00:00,208.23349 -2011-07-30 23:00:00,164.44884 -2011-07-31 00:00:00,121.901596 -2011-07-31 01:00:00,92.35308 -2011-07-31 02:00:00,71.37179 -2011-07-31 03:00:00,33.20999 -2011-07-31 04:00:00,11.6982 -2011-07-31 05:00:00,11.061738 -2011-07-31 06:00:00,18.85585 -2011-07-31 07:00:00,58.227276 -2011-07-31 08:00:00,107.22 -2011-07-31 09:00:00,194.52475 -2011-07-31 10:00:00,283.92664 -2011-07-31 11:00:00,324.59253 -2011-07-31 12:00:00,339.6025 -2011-07-31 13:00:00,353.05753 -2011-07-31 14:00:00,340.23376 -2011-07-31 15:00:00,328.37244 -2011-07-31 16:00:00,332.86392 -2011-07-31 17:00:00,341.1645 -2011-07-31 18:00:00,338.39365 -2011-07-31 19:00:00,305.07437 -2011-07-31 20:00:00,255.7338 -2011-07-31 21:00:00,196.16344 -2011-07-31 22:00:00,135.94827 -2011-07-31 23:00:00,99.673546 -2011-08-20 00:00:00,104.53863 -2011-08-20 01:00:00,76.36659 -2011-08-20 02:00:00,57.640656 -2011-08-20 03:00:00,27.108284 -2011-08-20 04:00:00,8.378638 -2011-08-20 05:00:00,8.148116 -2011-08-20 06:00:00,20.0708 -2011-08-20 07:00:00,50.297485 -2011-08-20 08:00:00,122.92712 -2011-08-20 09:00:00,207.48322 -2011-08-20 10:00:00,297.94995 -2011-08-20 11:00:00,358.07318 -2011-08-20 12:00:00,391.2255 -2011-08-20 13:00:00,391.36877 -2011-08-20 14:00:00,384.6835 -2011-08-20 15:00:00,386.74387 -2011-08-20 16:00:00,391.23138 -2011-08-20 17:00:00,395.02206 -2011-08-20 18:00:00,357.68524 -2011-08-20 19:00:00,317.47952 -2011-08-20 20:00:00,263.09473 -2011-08-20 21:00:00,201.74734 -2011-08-20 22:00:00,158.41893 -2011-08-20 23:00:00,134.64333 -2011-08-21 00:00:00,117.739944 -2011-08-21 01:00:00,87.996635 -2011-08-21 02:00:00,73.57206 -2011-08-21 03:00:00,33.4098 -2011-08-21 04:00:00,10.74009 -2011-08-21 05:00:00,8.710726 -2011-08-21 06:00:00,14.593056 -2011-08-21 07:00:00,43.39307 -2011-08-21 08:00:00,78.47645 -2011-08-21 09:00:00,164.67624 -2011-08-21 10:00:00,247.33708 -2011-08-21 11:00:00,319.7212 -2011-08-21 12:00:00,363.40076 -2011-08-21 13:00:00,375.2437 -2011-08-21 14:00:00,267.37372 -2011-08-21 15:00:00,281.5648 -2011-08-21 16:00:00,308.68167 -2011-08-21 17:00:00,263.58136 -2011-08-21 18:00:00,259.10358 -2011-08-21 19:00:00,267.4889 -2011-08-21 20:00:00,194.66122 -2011-08-21 21:00:00,160.11377 -2011-08-21 22:00:00,117.47058 -2011-08-21 23:00:00,80.877754 -2011-08-22 00:00:00,36.656628 -2011-08-22 01:00:00,16.342432 -2011-08-22 02:00:00,10.423649 -2011-08-22 03:00:00,8.632741 -2011-08-22 04:00:00,6.532709 -2011-08-22 05:00:00,23.25102 -2011-08-22 06:00:00,99.588455 -2011-08-22 07:00:00,295.1498 -2011-08-22 08:00:00,398.15842 -2011-08-22 09:00:00,198.47806 -2011-08-22 10:00:00,125.549995 -2011-08-22 11:00:00,147.30087 -2011-08-22 12:00:00,193.0219 -2011-08-22 13:00:00,187.44757 -2011-08-22 14:00:00,174.35228 -2011-08-22 15:00:00,185.4122 -2011-08-22 16:00:00,290.90643 -2011-08-22 17:00:00,581.7838 -2011-08-22 18:00:00,552.74054 -2011-08-22 19:00:00,394.73508 -2011-08-22 20:00:00,299.58765 -2011-08-22 21:00:00,209.0405 -2011-08-22 22:00:00,146.6567 -2011-08-22 23:00:00,84.8859 -2011-08-23 00:00:00,35.71093 -2011-08-23 01:00:00,14.456556 -2011-08-23 02:00:00,8.150547 -2011-08-23 03:00:00,5.5648994 -2011-08-23 04:00:00,5.9166813 -2011-08-23 05:00:00,25.100353 -2011-08-23 06:00:00,112.85106 -2011-08-23 07:00:00,319.98242 -2011-08-23 08:00:00,425.93787 -2011-08-23 09:00:00,204.55328 -2011-08-23 10:00:00,131.22081 -2011-08-23 11:00:00,154.74336 -2011-08-23 12:00:00,197.97476 -2011-08-23 13:00:00,198.64183 -2011-08-23 14:00:00,184.31718 -2011-08-23 15:00:00,193.28845 -2011-08-23 16:00:00,313.32635 -2011-08-23 17:00:00,587.07526 -2011-08-23 18:00:00,573.87823 -2011-08-23 19:00:00,393.028 -2011-08-23 20:00:00,289.46393 -2011-08-23 21:00:00,205.56477 -2011-08-23 22:00:00,161.03755 -2011-08-23 23:00:00,91.35014 -2011-08-24 00:00:00,38.20672 -2011-08-24 01:00:00,15.268325 -2011-08-24 02:00:00,8.196968 -2011-08-24 03:00:00,5.7198534 -2011-08-24 04:00:00,5.8004956 -2011-08-24 05:00:00,24.970337 -2011-08-24 06:00:00,109.897896 -2011-08-24 07:00:00,320.34674 -2011-08-24 08:00:00,438.95264 -2011-08-24 09:00:00,205.49007 -2011-08-24 10:00:00,128.00525 -2011-08-24 11:00:00,151.14114 -2011-08-24 12:00:00,183.05798 -2011-08-24 13:00:00,187.35286 -2011-08-24 14:00:00,170.90141 -2011-08-24 15:00:00,175.36638 -2011-08-24 16:00:00,271.18652 -2011-08-24 17:00:00,554.9713 -2011-08-24 18:00:00,535.1594 -2011-08-24 19:00:00,379.10275 -2011-08-24 20:00:00,278.18118 -2011-08-24 21:00:00,202.06325 -2011-08-24 22:00:00,148.7142 -2011-08-24 23:00:00,82.71929 -2011-08-25 00:00:00,43.46998 -2011-08-25 01:00:00,18.085165 -2011-08-25 02:00:00,9.603444 -2011-08-25 03:00:00,6.010253 -2011-08-25 04:00:00,6.460472 -2011-08-25 05:00:00,23.699627 -2011-08-25 06:00:00,107.957886 -2011-08-25 07:00:00,293.31094 -2011-08-25 08:00:00,410.48877 -2011-08-25 09:00:00,199.57408 -2011-08-25 10:00:00,121.50862 -2011-08-25 11:00:00,104.882286 -2011-08-25 12:00:00,114.40592 -2011-08-25 13:00:00,138.95847 -2011-08-25 14:00:00,129.60056 -2011-08-25 15:00:00,141.78754 -2011-08-25 16:00:00,183.51738 -2011-08-25 17:00:00,363.65817 -2011-08-25 18:00:00,331.9742 -2011-08-25 19:00:00,281.12943 -2011-08-25 20:00:00,217.20218 -2011-08-25 21:00:00,180.39272 -2011-08-25 22:00:00,122.01952 -2011-08-25 23:00:00,81.29593 -2011-08-26 00:00:00,55.247147 -2011-08-26 01:00:00,22.691153 -2011-08-26 02:00:00,10.48382 -2011-08-26 03:00:00,5.971002 -2011-08-26 04:00:00,6.027647 -2011-08-26 05:00:00,19.527071 -2011-08-26 06:00:00,94.83483 -2011-08-26 07:00:00,257.91638 -2011-08-26 08:00:00,402.12256 -2011-08-26 09:00:00,212.72899 -2011-08-26 10:00:00,146.01106 -2011-08-26 11:00:00,167.96751 -2011-08-26 12:00:00,214.1891 -2011-08-26 13:00:00,216.09872 -2011-08-26 14:00:00,190.58066 -2011-08-26 15:00:00,209.21432 -2011-08-26 16:00:00,296.05356 -2011-08-26 17:00:00,421.07812 -2011-08-26 18:00:00,394.054 -2011-08-26 19:00:00,278.2402 -2011-08-26 20:00:00,214.88489 -2011-08-26 21:00:00,183.82379 -2011-08-26 22:00:00,157.74174 -2011-08-26 23:00:00,123.789185 -2011-08-27 00:00:00,115.08065 -2011-08-27 01:00:00,84.08036 -2011-08-27 02:00:00,60.612854 -2011-08-27 03:00:00,29.020494 -2011-08-27 04:00:00,10.614527 -2011-08-27 05:00:00,9.927506 -2011-08-27 06:00:00,21.116188 -2011-08-27 07:00:00,56.77588 -2011-08-27 08:00:00,107.035866 -2011-08-27 09:00:00,159.48 -2011-08-27 10:00:00,235.37036 -2011-08-27 11:00:00,187.25327 -2011-08-27 12:00:00,231.1368 -2011-08-27 13:00:00,236.33731 -2011-08-27 14:00:00,176.1385 -2011-08-27 15:00:00,183.46321 -2011-08-27 16:00:00,166.33827 -2011-08-27 17:00:00,116.15933 -2011-08-28 07:00:00,36.287434 -2011-08-28 08:00:00,68.94287 -2011-08-28 09:00:00,166.9421 -2011-08-28 10:00:00,278.95154 -2011-08-28 11:00:00,342.1936 -2011-08-28 12:00:00,392.14673 -2011-08-28 13:00:00,399.52112 -2011-08-28 14:00:00,382.62958 -2011-08-28 15:00:00,380.78122 -2011-08-28 16:00:00,383.73108 -2011-08-28 17:00:00,400.19284 -2011-08-28 18:00:00,374.2105 -2011-08-28 19:00:00,306.54868 -2011-08-28 20:00:00,241.42566 -2011-08-28 21:00:00,181.34528 -2011-08-28 22:00:00,126.63548 -2011-08-28 23:00:00,75.57575 -2011-08-29 00:00:00,35.973007 -2011-08-29 01:00:00,14.647133 -2011-08-29 02:00:00,8.597339 -2011-08-29 03:00:00,6.01949 -2011-08-29 04:00:00,6.088387 -2011-08-29 05:00:00,24.537642 -2011-08-29 06:00:00,104.659355 -2011-08-29 07:00:00,303.5755 -2011-08-29 08:00:00,399.8823 -2011-08-29 09:00:00,198.08224 -2011-08-29 10:00:00,122.36812 -2011-08-29 11:00:00,148.80153 -2011-08-29 12:00:00,198.83281 -2011-08-29 13:00:00,193.77628 -2011-08-29 14:00:00,172.27402 -2011-08-29 15:00:00,191.66008 -2011-08-29 16:00:00,301.05066 -2011-08-29 17:00:00,554.7027 -2011-08-29 18:00:00,544.31573 -2011-08-29 19:00:00,387.70035 -2011-08-29 20:00:00,290.516 -2011-08-29 21:00:00,207.52127 -2011-08-29 22:00:00,153.56558 -2011-08-29 23:00:00,82.088615 -2011-08-30 00:00:00,35.84081 -2011-08-30 01:00:00,14.017467 -2011-08-30 02:00:00,7.9837313 -2011-08-30 03:00:00,5.9473076 -2011-08-30 04:00:00,5.9861073 -2011-08-30 05:00:00,24.958466 -2011-08-30 06:00:00,113.721344 -2011-08-30 07:00:00,321.1496 -2011-08-30 08:00:00,436.4168 -2011-08-30 09:00:00,204.4188 -2011-08-30 10:00:00,130.40314 -2011-08-30 11:00:00,157.04347 -2011-08-30 12:00:00,196.26552 -2011-08-30 13:00:00,196.96315 -2011-08-30 14:00:00,179.78499 -2011-08-30 15:00:00,191.81882 -2011-08-30 16:00:00,306.32043 -2011-08-30 17:00:00,583.3714 -2011-08-30 18:00:00,559.62994 -2011-08-30 19:00:00,387.18176 -2011-08-30 20:00:00,283.12762 -2011-08-30 21:00:00,198.14267 -2011-08-30 22:00:00,152.17792 -2011-08-30 23:00:00,84.60297 -2011-08-31 00:00:00,33.53206 -2011-08-31 01:00:00,13.133306 -2011-08-31 02:00:00,6.565654 -2011-08-31 03:00:00,5.3965697 -2011-08-31 04:00:00,5.615551 -2011-08-31 05:00:00,24.3739 -2011-08-31 06:00:00,109.38105 -2011-08-31 07:00:00,314.90103 -2011-08-31 08:00:00,434.54688 -2011-08-31 09:00:00,201.71893 -2011-08-31 10:00:00,125.867905 -2011-08-31 11:00:00,153.74924 -2011-08-31 12:00:00,190.01913 -2011-08-31 13:00:00,195.4703 -2011-08-31 14:00:00,174.24174 -2011-08-31 15:00:00,183.5163 -2011-08-31 16:00:00,290.47525 -2011-08-31 17:00:00,574.5872 -2011-08-31 18:00:00,551.5175 -2011-08-31 19:00:00,379.32968 -2011-08-31 20:00:00,287.17902 -2011-08-31 21:00:00,207.7394 -2011-08-31 22:00:00,140.09839 -2011-08-31 23:00:00,75.37307 -2011-09-20 00:00:00,33.141186 -2011-09-20 01:00:00,12.423526 -2011-09-20 02:00:00,6.9231467 -2011-09-20 03:00:00,5.599491 -2011-09-20 04:00:00,5.978687 -2011-09-20 05:00:00,23.193039 -2011-09-20 06:00:00,107.70903 -2011-09-20 07:00:00,287.17612 -2011-09-20 08:00:00,238.17642 -2011-09-20 09:00:00,119.898766 -2011-09-20 10:00:00,93.6898 -2011-09-20 11:00:00,94.706726 -2011-09-20 12:00:00,103.249016 -2011-09-20 13:00:00,100.188126 -2011-09-20 14:00:00,115.20684 -2011-09-20 15:00:00,147.4062 -2011-09-20 16:00:00,187.17165 -2011-09-20 17:00:00,363.19415 -2011-09-20 18:00:00,337.45743 -2011-09-20 19:00:00,252.79297 -2011-09-20 20:00:00,168.60759 -2011-09-20 21:00:00,132.89003 -2011-09-20 22:00:00,106.56473 -2011-09-20 23:00:00,66.92781 -2011-09-21 00:00:00,27.842884 -2011-09-21 01:00:00,11.800288 -2011-09-21 02:00:00,6.3080015 -2011-09-21 03:00:00,5.3571243 -2011-09-21 04:00:00,5.7164803 -2011-09-21 05:00:00,17.204157 -2011-09-21 06:00:00,92.94258 -2011-09-21 07:00:00,253.0961 -2011-09-21 08:00:00,360.8932 -2011-09-21 09:00:00,168.51764 -2011-09-21 10:00:00,101.830315 -2011-09-21 11:00:00,115.15022 -2011-09-21 12:00:00,141.04697 -2011-09-21 13:00:00,166.7648 -2011-09-21 14:00:00,148.9276 -2011-09-21 15:00:00,161.24942 -2011-09-21 16:00:00,252.13832 -2011-09-21 17:00:00,361.928 -2011-09-21 18:00:00,257.1405 -2011-09-21 19:00:00,141.01302 -2011-09-21 20:00:00,100.91585 -2011-09-21 21:00:00,106.269356 -2011-09-21 22:00:00,82.73343 -2011-09-21 23:00:00,67.23129 -2011-09-22 00:00:00,34.37582 -2011-09-22 01:00:00,13.109742 -2011-09-22 02:00:00,6.9033704 -2011-09-22 03:00:00,5.5210333 -2011-09-22 04:00:00,5.6404786 -2011-09-22 05:00:00,20.630545 -2011-09-22 06:00:00,93.290504 -2011-09-22 07:00:00,258.96133 -2011-09-22 08:00:00,356.5629 -2011-09-22 09:00:00,171.10185 -2011-09-22 10:00:00,101.88691 -2011-09-22 11:00:00,104.86579 -2011-09-22 12:00:00,131.00964 -2011-09-22 13:00:00,124.993805 -2011-09-22 14:00:00,119.523056 -2011-09-22 15:00:00,147.03876 -2011-09-22 16:00:00,257.11176 -2011-09-22 17:00:00,413.77383 -2011-09-22 18:00:00,306.26474 -2011-09-22 19:00:00,199.90318 -2011-09-22 20:00:00,127.88363 -2011-09-22 21:00:00,120.7478 -2011-09-22 22:00:00,83.17106 -2011-09-22 23:00:00,66.74432 -2011-09-23 00:00:00,42.639027 -2011-09-23 01:00:00,17.618366 -2011-09-23 02:00:00,9.499109 -2011-09-23 03:00:00,6.0897036 -2011-09-23 04:00:00,6.885209 -2011-09-23 05:00:00,19.293182 -2011-09-23 06:00:00,90.096146 -2011-09-23 07:00:00,131.66594 -2011-09-23 08:00:00,248.23898 -2011-09-23 09:00:00,118.85695 -2011-09-23 10:00:00,81.692566 -2011-09-23 11:00:00,89.28208 -2011-09-23 12:00:00,109.84914 -2011-09-23 13:00:00,101.00092 -2011-09-23 14:00:00,97.15178 -2011-09-23 15:00:00,113.693726 -2011-09-23 16:00:00,138.47943 -2011-09-23 17:00:00,268.17383 -2011-09-23 18:00:00,246.36311 -2011-09-23 19:00:00,193.29465 -2011-09-23 20:00:00,159.17865 -2011-09-23 21:00:00,114.5075 -2011-09-23 22:00:00,113.55087 -2011-09-23 23:00:00,76.32949 -2011-09-24 00:00:00,99.24356 -2011-09-24 01:00:00,73.276344 -2011-09-24 02:00:00,56.392326 -2011-09-24 03:00:00,26.945316 -2011-09-24 04:00:00,9.687744 -2011-09-24 05:00:00,9.096078 -2011-09-24 06:00:00,17.893188 -2011-09-24 07:00:00,59.053276 -2011-09-24 08:00:00,80.38502 -2011-09-24 09:00:00,176.68594 -2011-09-24 10:00:00,245.42548 -2011-09-24 11:00:00,282.68362 -2011-09-24 12:00:00,318.24915 -2011-09-24 13:00:00,340.4607 -2011-09-24 14:00:00,359.90683 -2011-09-24 15:00:00,364.88815 -2011-09-24 16:00:00,325.45822 -2011-09-24 17:00:00,351.19205 -2011-09-24 18:00:00,291.6883 -2011-09-24 19:00:00,191.56238 -2011-09-24 20:00:00,168.09468 -2011-09-24 21:00:00,165.85815 -2011-09-24 22:00:00,122.12797 -2011-09-24 23:00:00,115.37467 -2011-09-25 00:00:00,101.2315 -2011-09-25 01:00:00,84.15952 -2011-09-25 02:00:00,57.508175 -2011-09-25 03:00:00,28.015478 -2011-09-25 04:00:00,10.179142 -2011-09-25 05:00:00,11.46231 -2011-09-25 06:00:00,16.654902 -2011-09-25 07:00:00,37.41429 -2011-09-25 08:00:00,89.054375 -2011-09-25 09:00:00,153.48325 -2011-09-25 10:00:00,234.18832 -2011-09-25 11:00:00,311.6465 -2011-09-25 12:00:00,327.66986 -2011-09-25 13:00:00,342.1359 -2011-09-25 14:00:00,310.48563 -2011-09-25 15:00:00,312.59497 -2011-09-25 16:00:00,373.59775 -2011-09-25 17:00:00,323.7333 -2011-09-25 18:00:00,308.0816 -2011-09-25 19:00:00,189.65532 -2011-09-25 20:00:00,161.643 -2011-09-25 21:00:00,124.977356 -2011-09-25 22:00:00,115.33425 -2011-09-25 23:00:00,63.414608 -2011-09-26 00:00:00,25.185383 -2011-09-26 01:00:00,13.187188 -2011-09-26 02:00:00,7.3427396 -2011-09-26 03:00:00,5.4715395 -2011-09-26 04:00:00,5.890352 -2011-09-26 05:00:00,20.547428 -2011-09-26 06:00:00,92.91269 -2011-09-26 07:00:00,249.59525 -2011-09-26 08:00:00,346.3307 -2011-09-26 09:00:00,182.53473 -2011-09-26 10:00:00,101.21195 -2011-09-26 11:00:00,129.82065 -2011-09-26 12:00:00,156.41846 -2011-09-26 13:00:00,169.33722 -2011-09-26 14:00:00,170.50078 -2011-09-26 15:00:00,188.40637 -2011-09-26 16:00:00,288.16568 -2011-09-26 17:00:00,542.99176 -2011-09-26 18:00:00,341.60416 -2011-09-26 19:00:00,287.52408 -2011-09-26 20:00:00,179.74965 -2011-09-26 21:00:00,134.84927 -2011-09-26 22:00:00,95.967285 -2011-09-26 23:00:00,55.645233 -2011-09-27 00:00:00,27.350428 -2011-09-27 01:00:00,11.595568 -2011-09-27 02:00:00,6.640223 -2011-09-27 03:00:00,5.3537493 -2011-09-27 04:00:00,7.6724052 -2011-09-27 05:00:00,19.265114 -2011-09-27 06:00:00,98.85376 -2011-09-27 07:00:00,265.25366 -2011-09-27 08:00:00,378.4945 -2011-09-27 09:00:00,141.20293 -2011-09-27 10:00:00,89.14705 -2011-09-27 11:00:00,103.402084 -2011-09-27 12:00:00,120.86919 -2011-09-27 13:00:00,166.08078 -2011-09-27 14:00:00,138.13954 -2011-09-27 15:00:00,126.83981 -2011-09-27 16:00:00,190.02406 -2011-09-27 17:00:00,314.54965 -2011-09-27 18:00:00,304.25235 -2011-09-27 19:00:00,229.69487 -2011-09-27 20:00:00,231.04655 -2011-09-27 21:00:00,162.23186 -2011-09-27 22:00:00,125.555244 -2011-09-27 23:00:00,73.84641 -2011-09-28 00:00:00,30.93154 -2011-09-28 01:00:00,12.962245 -2011-09-28 02:00:00,7.50346 -2011-09-28 03:00:00,5.5304565 -2011-09-28 04:00:00,5.7393928 -2011-09-28 05:00:00,19.988457 -2011-09-28 06:00:00,75.3577 -2011-09-28 07:00:00,150.35995 -2011-09-28 08:00:00,251.59282 -2011-09-28 09:00:00,126.93251 -2011-09-28 10:00:00,84.16261 -2011-09-28 11:00:00,116.88228 -2011-09-28 12:00:00,144.12076 -2011-09-28 13:00:00,167.9862 -2011-09-28 14:00:00,171.05646 -2011-09-28 15:00:00,184.46625 -2011-09-28 16:00:00,277.07315 -2011-09-28 17:00:00,522.474 -2011-09-28 18:00:00,273.7302 -2011-09-28 19:00:00,210.50536 -2011-09-28 20:00:00,134.06989 -2011-09-28 21:00:00,115.36007 -2011-09-28 22:00:00,123.896576 -2011-09-28 23:00:00,64.75728 -2011-09-29 00:00:00,34.47358 -2011-09-29 01:00:00,12.492556 -2011-09-29 02:00:00,7.15889 -2011-09-29 03:00:00,5.604152 -2011-09-29 04:00:00,5.9837065 -2011-09-29 05:00:00,22.950367 -2011-09-29 06:00:00,108.91839 -2011-09-29 07:00:00,312.18207 -2011-09-29 08:00:00,434.82376 -2011-09-29 09:00:00,219.55597 -2011-09-29 10:00:00,134.99724 -2011-09-29 11:00:00,161.86227 -2011-09-29 12:00:00,199.19034 -2011-09-29 13:00:00,198.434 -2011-09-29 14:00:00,183.41464 -2011-09-29 15:00:00,195.2377 -2011-09-29 16:00:00,307.6153 -2011-09-29 17:00:00,563.25616 -2011-09-29 18:00:00,550.9982 -2011-09-29 19:00:00,382.37454 -2011-09-29 20:00:00,284.48813 -2011-09-29 21:00:00,199.04602 -2011-09-29 22:00:00,149.10477 -2011-09-29 23:00:00,97.17777 -2011-09-30 00:00:00,53.276093 -2011-09-30 01:00:00,26.252542 -2011-09-30 02:00:00,11.468788 -2011-09-30 03:00:00,6.759021 -2011-09-30 04:00:00,6.45096 -2011-09-30 05:00:00,24.986368 -2011-09-30 06:00:00,105.651566 -2011-09-30 07:00:00,276.60565 -2011-09-30 08:00:00,441.8148 -2011-09-30 09:00:00,232.81834 -2011-09-30 10:00:00,162.05556 -2011-09-30 11:00:00,198.7038 -2011-09-30 12:00:00,243.5113 -2011-09-30 13:00:00,240.08473 -2011-09-30 14:00:00,218.23575 -2011-09-30 15:00:00,241.3388 -2011-09-30 16:00:00,337.19568 -2011-09-30 17:00:00,558.6377 -2011-09-30 18:00:00,461.72412 -2011-09-30 19:00:00,311.8764 -2011-09-30 20:00:00,218.19623 -2011-09-30 21:00:00,179.25807 -2011-09-30 22:00:00,148.67706 -2011-09-30 23:00:00,118.600296 -2011-10-20 00:00:00,34.401127 -2011-10-20 01:00:00,16.173637 -2011-10-20 02:00:00,8.755347 -2011-10-20 03:00:00,5.721286 -2011-10-20 04:00:00,5.970098 -2011-10-20 05:00:00,27.786428 -2011-10-20 06:00:00,113.19548 -2011-10-20 07:00:00,288.59518 -2011-10-20 08:00:00,443.82376 -2011-10-20 09:00:00,201.85284 -2011-10-20 10:00:00,127.07286 -2011-10-20 11:00:00,146.0009 -2011-10-20 12:00:00,179.94696 -2011-10-20 13:00:00,171.1727 -2011-10-20 14:00:00,144.71703 -2011-10-20 15:00:00,159.34337 -2011-10-20 16:00:00,237.77136 -2011-10-20 17:00:00,449.08194 -2011-10-20 18:00:00,402.97226 -2011-10-20 19:00:00,290.0954 -2011-10-20 20:00:00,200.7833 -2011-10-20 21:00:00,156.2092 -2011-10-20 22:00:00,120.68457 -2011-10-20 23:00:00,87.0299 -2011-10-21 00:00:00,46.049797 -2011-10-21 01:00:00,23.319855 -2011-10-21 02:00:00,12.701931 -2011-10-21 03:00:00,6.0617 -2011-10-21 04:00:00,6.2667046 -2011-10-21 05:00:00,23.93832 -2011-10-21 06:00:00,89.68925 -2011-10-21 07:00:00,235.72513 -2011-10-21 08:00:00,437.48547 -2011-10-21 09:00:00,223.2352 -2011-10-21 10:00:00,149.13718 -2011-10-21 11:00:00,182.4623 -2011-10-21 12:00:00,219.44405 -2011-10-21 13:00:00,209.1093 -2011-10-21 14:00:00,213.14737 -2011-10-21 15:00:00,217.77539 -2011-10-21 16:00:00,304.52167 -2011-10-21 17:00:00,435.0885 -2011-10-21 18:00:00,375.94446 -2011-10-21 19:00:00,252.5101 -2011-10-21 20:00:00,187.39941 -2011-10-21 21:00:00,154.07399 -2011-10-21 22:00:00,134.76205 -2011-10-21 23:00:00,96.85957 -2011-10-22 00:00:00,82.47074 -2011-10-22 01:00:00,66.793755 -2011-10-22 02:00:00,46.668953 -2011-10-22 03:00:00,24.873196 -2011-10-22 04:00:00,7.942914 -2011-10-22 05:00:00,6.642223 -2011-10-22 06:00:00,18.717833 -2011-10-22 07:00:00,46.461506 -2011-10-22 08:00:00,105.36249 -2011-10-22 09:00:00,177.03816 -2011-10-22 10:00:00,248.36327 -2011-10-22 11:00:00,288.37918 -2011-10-22 12:00:00,365.8539 -2011-10-22 13:00:00,385.58105 -2011-10-22 14:00:00,343.4407 -2011-10-22 15:00:00,361.4293 -2011-10-22 16:00:00,379.26276 -2011-10-22 17:00:00,322.46164 -2011-10-22 18:00:00,265.48245 -2011-10-22 19:00:00,198.84843 -2011-10-22 20:00:00,158.68759 -2011-10-22 21:00:00,130.03745 -2011-10-22 22:00:00,116.06215 -2011-10-22 23:00:00,86.08659 -2011-10-23 00:00:00,79.7564 -2011-10-23 01:00:00,70.526566 -2011-10-23 02:00:00,57.27966 -2011-10-23 03:00:00,27.171833 -2011-10-23 04:00:00,8.557174 -2011-10-23 05:00:00,7.1123953 -2011-10-23 06:00:00,13.311604 -2011-10-23 07:00:00,45.254383 -2011-10-23 08:00:00,74.216415 -2011-10-23 09:00:00,135.28233 -2011-10-23 10:00:00,240.20573 -2011-10-23 11:00:00,287.3909 -2011-10-23 12:00:00,365.4781 -2011-10-23 13:00:00,381.68442 -2011-10-23 14:00:00,371.05618 -2011-10-23 15:00:00,370.48166 -2011-10-23 16:00:00,368.7273 -2011-10-23 17:00:00,319.1111 -2011-10-23 18:00:00,281.41052 -2011-10-23 19:00:00,180.08319 -2011-10-23 20:00:00,148.45883 -2011-10-23 21:00:00,113.926384 -2011-10-23 22:00:00,83.7201 -2011-10-23 23:00:00,54.984592 -2011-10-24 00:00:00,26.328081 -2011-10-24 01:00:00,12.802918 -2011-10-24 02:00:00,7.0078883 -2011-10-24 03:00:00,5.784363 -2011-10-24 04:00:00,5.442916 -2011-10-24 05:00:00,23.269545 -2011-10-24 06:00:00,97.64032 -2011-10-24 07:00:00,243.62917 -2011-10-24 08:00:00,408.0918 -2011-10-24 09:00:00,211.3123 -2011-10-24 10:00:00,115.66409 -2011-10-24 11:00:00,139.19461 -2011-10-24 12:00:00,174.37895 -2011-10-24 13:00:00,180.23862 -2011-10-24 14:00:00,164.26903 -2011-10-24 15:00:00,193.68571 -2011-10-24 16:00:00,281.1684 -2011-10-24 17:00:00,529.6204 -2011-10-24 18:00:00,520.46906 -2011-10-24 19:00:00,181.63759 -2011-10-24 20:00:00,197.62341 -2011-10-24 21:00:00,141.61943 -2011-10-24 22:00:00,121.56009 -2011-10-24 23:00:00,62.591797 -2011-10-25 00:00:00,32.292885 -2011-10-25 01:00:00,14.057282 -2011-10-25 02:00:00,6.8777294 -2011-10-25 03:00:00,4.9731317 -2011-10-25 04:00:00,5.561626 -2011-10-25 05:00:00,24.769112 -2011-10-25 06:00:00,104.508484 -2011-10-25 07:00:00,288.20108 -2011-10-25 08:00:00,449.01648 -2011-10-25 09:00:00,216.5283 -2011-10-25 10:00:00,126.364494 -2011-10-25 11:00:00,151.3708 -2011-10-25 12:00:00,190.40326 -2011-10-25 13:00:00,194.84073 -2011-10-25 14:00:00,178.11409 -2011-10-25 15:00:00,192.94524 -2011-10-25 16:00:00,298.00964 -2011-10-25 17:00:00,563.9918 -2011-10-25 18:00:00,520.0991 -2011-10-25 19:00:00,318.3913 -2011-10-25 20:00:00,227.0365 -2011-10-25 21:00:00,168.53065 -2011-10-25 22:00:00,126.87169 -2011-10-25 23:00:00,76.691124 -2011-10-26 00:00:00,33.58848 -2011-10-26 01:00:00,13.838066 -2011-10-26 02:00:00,7.7150993 -2011-10-26 03:00:00,5.4298306 -2011-10-26 04:00:00,5.6765184 -2011-10-26 05:00:00,25.49908 -2011-10-26 06:00:00,107.33446 -2011-10-26 07:00:00,296.00183 -2011-10-26 08:00:00,444.17615 -2011-10-26 09:00:00,214.36084 -2011-10-26 10:00:00,125.5567 -2011-10-26 11:00:00,151.27798 -2011-10-26 12:00:00,166.52179 -2011-10-26 13:00:00,145.48619 -2011-10-26 14:00:00,135.39305 -2011-10-26 15:00:00,145.80235 -2011-10-26 16:00:00,243.78558 -2011-10-26 17:00:00,425.7109 -2011-10-26 18:00:00,436.9376 -2011-10-26 19:00:00,258.7383 -2011-10-26 20:00:00,175.59268 -2011-10-26 21:00:00,163.11433 -2011-10-26 22:00:00,107.73044 -2011-10-26 23:00:00,62.91729 -2011-10-27 00:00:00,34.766235 -2011-10-27 01:00:00,14.027925 -2011-10-27 02:00:00,6.7968473 -2011-10-27 03:00:00,6.1703343 -2011-10-27 04:00:00,6.3550825 -2011-10-27 05:00:00,18.654787 -2011-10-27 06:00:00,76.53947 -2011-10-27 07:00:00,274.5135 -2011-10-27 08:00:00,264.70367 -2011-10-27 09:00:00,227.07669 -2011-10-27 10:00:00,97.52467 -2011-10-27 11:00:00,101.22002 -2011-10-27 12:00:00,111.07334 -2011-10-27 13:00:00,135.98814 -2011-10-27 14:00:00,121.29746 -2011-10-27 15:00:00,137.64609 -2011-10-27 16:00:00,262.7416 -2011-10-27 17:00:00,414.65256 -2011-10-27 18:00:00,387.8822 -2011-10-27 19:00:00,255.07536 -2011-10-27 20:00:00,188.11949 -2011-10-27 21:00:00,142.20459 -2011-10-27 22:00:00,95.69041 -2011-10-27 23:00:00,70.76397 -2011-10-28 00:00:00,41.36831 -2011-10-28 01:00:00,17.644873 -2011-10-28 02:00:00,9.826108 -2011-10-28 03:00:00,6.109084 -2011-10-28 04:00:00,5.971802 -2011-10-28 05:00:00,20.822475 -2011-10-28 06:00:00,81.14247 -2011-10-28 07:00:00,210.42636 -2011-10-28 08:00:00,398.94455 -2011-10-28 09:00:00,209.96707 -2011-10-28 10:00:00,132.80705 -2011-10-28 11:00:00,146.39508 -2011-10-28 12:00:00,183.2277 -2011-10-28 13:00:00,182.78772 -2011-10-28 14:00:00,163.89018 -2011-10-28 15:00:00,172.06482 -2011-10-28 16:00:00,237.4461 -2011-10-28 17:00:00,381.79395 -2011-10-28 18:00:00,339.4817 -2011-10-28 19:00:00,239.08643 -2011-10-28 20:00:00,108.942665 -2011-10-28 21:00:00,80.717384 -2011-10-28 22:00:00,61.299206 -2011-10-28 23:00:00,46.03282 -2011-10-29 00:00:00,51.66315 -2011-10-29 01:00:00,44.529133 -2011-10-29 02:00:00,34.27394 -2011-10-29 03:00:00,13.907656 -2011-10-29 04:00:00,6.770087 -2011-10-29 05:00:00,7.373214 -2011-10-29 06:00:00,9.671308 -2011-10-29 07:00:00,24.8052 -2011-10-29 08:00:00,55.84499 -2011-10-29 09:00:00,89.99533 -2011-10-29 10:00:00,119.48308 -2011-10-29 11:00:00,136.15005 -2011-10-29 12:00:00,138.27486 -2011-10-29 13:00:00,137.22255 -2011-10-29 14:00:00,137.64201 -2011-10-29 15:00:00,140.23419 -2011-10-29 16:00:00,125.98018 -2011-10-29 17:00:00,116.37007 -2011-10-29 18:00:00,96.42327 -2011-10-29 19:00:00,119.33246 -2011-10-29 20:00:00,97.06179 -2011-10-29 21:00:00,85.125916 -2011-10-29 22:00:00,75.18261 -2011-10-29 23:00:00,63.65193 -2011-10-30 00:00:00,63.452965 -2011-10-30 01:00:00,55.031765 -2011-10-30 02:00:00,41.06146 -2011-10-30 03:00:00,16.537834 -2011-10-30 04:00:00,5.8963184 -2011-10-30 05:00:00,5.916057 -2011-10-30 06:00:00,8.60743 -2011-10-30 07:00:00,28.053963 -2011-10-30 08:00:00,58.525814 -2011-10-30 09:00:00,114.28272 -2011-10-30 10:00:00,203.07326 -2011-10-30 11:00:00,251.51328 -2011-10-30 12:00:00,309.80844 -2011-10-30 13:00:00,320.80563 -2011-10-30 14:00:00,327.24088 -2011-10-30 15:00:00,327.3573 -2011-10-30 16:00:00,321.85245 -2011-10-30 17:00:00,248.70702 -2011-10-30 18:00:00,189.6438 -2011-10-30 19:00:00,255.00136 -2011-10-30 20:00:00,114.41553 -2011-10-30 21:00:00,82.20636 -2011-10-30 22:00:00,62.508995 -2011-10-30 23:00:00,41.213245 -2011-10-31 00:00:00,18.911257 -2011-10-31 01:00:00,8.970447 -2011-10-31 02:00:00,5.408549 -2011-10-31 03:00:00,5.001358 -2011-10-31 04:00:00,5.0459967 -2011-10-31 05:00:00,20.486942 -2011-10-31 06:00:00,84.25053 -2011-10-31 07:00:00,250.41997 -2011-10-31 08:00:00,401.36316 -2011-10-31 09:00:00,199.37625 -2011-10-31 10:00:00,112.054016 -2011-10-31 11:00:00,128.45572 -2011-10-31 12:00:00,166.01492 -2011-10-31 13:00:00,163.85329 -2011-10-31 14:00:00,144.74788 -2011-10-31 15:00:00,168.93985 -2011-10-31 16:00:00,244.97934 -2011-10-31 17:00:00,467.2373 -2011-10-31 18:00:00,408.1657 -2011-10-31 19:00:00,287.62677 -2011-10-31 20:00:00,198.81787 -2011-10-31 21:00:00,126.842926 -2011-10-31 22:00:00,95.94502 -2011-10-31 23:00:00,51.202526 -2011-11-20 00:00:00,82.979 -2011-11-20 01:00:00,71.44637 -2011-11-20 02:00:00,55.64863 -2011-11-20 03:00:00,25.77218 -2011-11-20 04:00:00,6.817124 -2011-11-20 05:00:00,6.64316 -2011-11-20 06:00:00,12.077102 -2011-11-20 07:00:00,35.046665 -2011-11-20 08:00:00,69.52345 -2011-11-20 09:00:00,144.84029 -2011-11-20 10:00:00,225.14592 -2011-11-20 11:00:00,316.58932 -2011-11-20 12:00:00,354.9379 -2011-11-20 13:00:00,360.6161 -2011-11-20 14:00:00,344.09933 -2011-11-20 15:00:00,323.16684 -2011-11-20 16:00:00,328.89697 -2011-11-20 17:00:00,293.5381 -2011-11-20 18:00:00,275.45273 -2011-11-20 19:00:00,201.8149 -2011-11-20 20:00:00,165.59973 -2011-11-20 21:00:00,119.434654 -2011-11-20 22:00:00,71.11187 -2011-11-20 23:00:00,54.24954 -2011-11-21 00:00:00,27.28147 -2011-11-21 01:00:00,11.105127 -2011-11-21 02:00:00,7.541336 -2011-11-21 03:00:00,6.7128034 -2011-11-21 04:00:00,7.069471 -2011-11-21 05:00:00,20.336601 -2011-11-21 06:00:00,91.14481 -2011-11-21 07:00:00,255.1005 -2011-11-21 08:00:00,407.8969 -2011-11-21 09:00:00,194.20383 -2011-11-21 10:00:00,109.24604 -2011-11-21 11:00:00,121.01272 -2011-11-21 12:00:00,163.46191 -2011-11-21 13:00:00,161.02783 -2011-11-21 14:00:00,126.768555 -2011-11-21 15:00:00,73.42267 -2011-11-21 16:00:00,111.67146 -2011-11-21 17:00:00,163.61229 -2011-11-21 18:00:00,199.90703 -2011-11-21 19:00:00,146.94823 -2011-11-21 20:00:00,109.887054 -2011-11-21 21:00:00,92.9583 -2011-11-21 22:00:00,75.473526 -2011-11-21 23:00:00,48.251926 -2011-11-22 00:00:00,18.012077 -2011-11-22 01:00:00,8.813848 -2011-11-22 02:00:00,7.069877 -2011-11-22 03:00:00,6.303215 -2011-11-22 04:00:00,6.641583 -2011-11-22 05:00:00,17.830818 -2011-11-22 06:00:00,92.51195 -2011-11-22 07:00:00,119.13974 -2011-11-22 08:00:00,230.91554 -2011-11-22 09:00:00,111.095856 -2011-11-22 10:00:00,55.86401 -2011-11-22 11:00:00,70.79614 -2011-11-22 12:00:00,77.940605 -2011-11-22 13:00:00,77.22218 -2011-11-22 14:00:00,63.302883 -2011-11-22 15:00:00,61.495296 -2011-11-22 16:00:00,106.85471 -2011-11-22 17:00:00,198.41737 -2011-11-22 18:00:00,168.5516 -2011-11-22 19:00:00,161.12823 -2011-11-22 20:00:00,138.06094 -2011-11-22 21:00:00,114.594215 -2011-11-22 22:00:00,97.61166 -2011-11-22 23:00:00,57.34849 -2011-11-23 00:00:00,24.930326 -2011-11-23 01:00:00,11.57587 -2011-11-23 02:00:00,8.17574 -2011-11-23 03:00:00,7.149864 -2011-11-23 04:00:00,7.705975 -2011-11-23 05:00:00,21.405752 -2011-11-23 06:00:00,92.56945 -2011-11-23 07:00:00,259.71558 -2011-11-23 08:00:00,409.99527 -2011-11-23 09:00:00,188.8287 -2011-11-23 10:00:00,97.51875 -2011-11-23 11:00:00,125.04724 -2011-11-23 12:00:00,169.75401 -2011-11-23 13:00:00,141.84984 -2011-11-23 14:00:00,135.72392 -2011-11-23 15:00:00,135.091 -2011-11-23 16:00:00,199.1137 -2011-11-23 17:00:00,266.1754 -2011-11-23 18:00:00,357.43158 -2011-11-23 19:00:00,247.16876 -2011-11-23 20:00:00,173.39015 -2011-11-23 21:00:00,125.2362 -2011-11-23 22:00:00,95.58026 -2011-11-23 23:00:00,55.687157 -2011-11-24 00:00:00,41.098885 -2011-11-24 01:00:00,26.552975 -2011-11-24 02:00:00,17.179094 -2011-11-24 03:00:00,9.669332 -2011-11-24 04:00:00,7.494472 -2011-11-24 05:00:00,14.420387 -2011-11-24 06:00:00,40.385582 -2011-11-24 07:00:00,128.19534 -2011-11-24 08:00:00,243.53586 -2011-11-24 09:00:00,184.66719 -2011-11-24 10:00:00,174.63773 -2011-11-24 11:00:00,212.40356 -2011-11-24 12:00:00,261.42932 -2011-11-24 13:00:00,274.97437 -2011-11-24 14:00:00,274.94263 -2011-11-24 15:00:00,273.54257 -2011-11-24 16:00:00,302.3259 -2011-11-24 17:00:00,370.28778 -2011-11-24 18:00:00,311.6362 -2011-11-24 19:00:00,227.94862 -2011-11-24 20:00:00,163.3588 -2011-11-24 21:00:00,125.47206 -2011-11-24 22:00:00,101.63802 -2011-11-24 23:00:00,72.95667 -2011-11-25 00:00:00,42.245686 -2011-11-25 01:00:00,19.163116 -2011-11-25 02:00:00,9.530493 -2011-11-25 03:00:00,6.079011 -2011-11-25 04:00:00,6.21708 -2011-11-25 05:00:00,21.809717 -2011-11-25 06:00:00,79.578255 -2011-11-25 07:00:00,225.4507 -2011-11-25 08:00:00,410.31274 -2011-11-25 09:00:00,219.17181 -2011-11-25 10:00:00,135.96509 -2011-11-25 11:00:00,156.9645 -2011-11-25 12:00:00,202.60223 -2011-11-25 13:00:00,217.07216 -2011-11-25 14:00:00,204.46916 -2011-11-25 15:00:00,225.90012 -2011-11-25 16:00:00,298.86398 -2011-11-25 17:00:00,479.26706 -2011-11-25 18:00:00,385.5688 -2011-11-25 19:00:00,246.88052 -2011-11-25 20:00:00,179.92877 -2011-11-25 21:00:00,127.48673 -2011-11-25 22:00:00,114.86399 -2011-11-25 23:00:00,84.15947 -2011-11-26 00:00:00,79.70313 -2011-11-26 01:00:00,61.467953 -2011-11-26 02:00:00,45.991447 -2011-11-26 03:00:00,21.957268 -2011-11-26 04:00:00,6.5074315 -2011-11-26 05:00:00,6.9305344 -2011-11-26 06:00:00,16.831339 -2011-11-26 07:00:00,42.61167 -2011-11-26 08:00:00,101.03963 -2011-11-26 09:00:00,154.13594 -2011-11-26 10:00:00,209.7048 -2011-11-26 11:00:00,282.86777 -2011-11-26 12:00:00,340.09128 -2011-11-26 13:00:00,366.68787 -2011-11-26 14:00:00,341.6613 -2011-11-26 15:00:00,367.49948 -2011-11-26 16:00:00,324.04187 -2011-11-26 17:00:00,290.28354 -2011-11-26 18:00:00,230.22769 -2011-11-26 19:00:00,191.00613 -2011-11-26 20:00:00,155.47913 -2011-11-26 21:00:00,108.12987 -2011-11-26 22:00:00,103.67478 -2011-11-26 23:00:00,82.268196 -2011-11-27 00:00:00,81.16279 -2011-11-27 01:00:00,71.43456 -2011-11-27 02:00:00,57.22769 -2011-11-27 03:00:00,27.620892 -2011-11-27 04:00:00,8.260439 -2011-11-27 05:00:00,6.911202 -2011-11-27 06:00:00,14.734465 -2011-11-27 07:00:00,33.369545 -2011-11-27 08:00:00,72.82781 -2011-11-27 09:00:00,151.21014 -2011-11-27 10:00:00,238.66194 -2011-11-27 11:00:00,316.7409 -2011-11-27 12:00:00,375.60916 -2011-11-27 13:00:00,375.576 -2011-11-27 14:00:00,404.21918 -2011-11-27 15:00:00,396.93124 -2011-11-27 16:00:00,371.5574 -2011-11-27 17:00:00,321.81097 -2011-11-27 18:00:00,262.61563 -2011-11-27 19:00:00,192.68524 -2011-11-27 20:00:00,160.8282 -2011-11-27 21:00:00,114.673035 -2011-11-27 22:00:00,90.91925 -2011-11-27 23:00:00,59.33866 -2011-11-28 00:00:00,34.97447 -2011-11-28 01:00:00,14.433324 -2011-11-28 03:00:00,5.4589205 -2011-11-28 04:00:00,6.3291516 -2011-11-28 05:00:00,24.447126 -2011-11-28 06:00:00,104.0106 -2011-11-28 07:00:00,287.96057 -2011-11-28 08:00:00,410.63635 -2011-11-28 09:00:00,200.59819 -2011-11-28 10:00:00,119.02168 -2011-11-28 11:00:00,137.49173 -2011-11-28 12:00:00,190.38286 -2011-11-28 13:00:00,175.63364 -2011-11-28 14:00:00,171.28644 -2011-11-28 15:00:00,189.17834 -2011-11-28 16:00:00,279.9849 -2011-11-28 17:00:00,541.9857 -2011-11-28 18:00:00,513.3279 -2011-11-28 19:00:00,318.12277 -2011-11-28 20:00:00,224.63733 -2011-11-28 21:00:00,166.55864 -2011-11-28 22:00:00,110.32833 -2011-11-28 23:00:00,58.706944 -2011-11-29 00:00:00,29.235952 -2011-11-29 01:00:00,13.471879 -2011-11-29 02:00:00,6.374685 -2011-11-29 03:00:00,5.2125363 -2011-11-29 04:00:00,5.7889433 -2011-11-29 05:00:00,25.654507 -2011-11-29 06:00:00,116.173065 -2011-11-29 07:00:00,320.96506 -2011-11-29 08:00:00,454.06982 -2011-11-29 09:00:00,165.171 -2011-11-29 10:00:00,108.3746 -2011-11-29 11:00:00,89.945786 -2011-11-29 12:00:00,84.95607 -2011-11-29 13:00:00,86.3246 -2011-11-29 14:00:00,62.3332 -2011-11-29 15:00:00,65.94134 -2011-11-29 16:00:00,109.81589 -2011-11-29 17:00:00,272.62128 -2011-11-29 18:00:00,299.18954 -2011-11-29 19:00:00,211.73979 -2011-11-29 20:00:00,145.98975 -2011-11-29 21:00:00,118.11514 -2011-11-29 22:00:00,97.38009 -2011-11-29 23:00:00,51.56252 -2011-11-30 00:00:00,25.983213 -2011-11-30 01:00:00,10.879807 -2011-11-30 02:00:00,6.1787467 -2011-11-30 03:00:00,5.150877 -2011-11-30 04:00:00,5.323643 -2011-11-30 05:00:00,22.39459 -2011-11-30 06:00:00,89.30588 -2011-11-30 07:00:00,264.8333 -2011-11-30 08:00:00,428.78442 -2011-11-30 09:00:00,207.90836 -2011-11-30 10:00:00,113.184135 -2011-11-30 11:00:00,124.18786 -2011-11-30 12:00:00,135.41032 -2011-11-30 13:00:00,138.81898 -2011-11-30 14:00:00,123.86212 -2011-11-30 15:00:00,138.32611 -2011-11-30 16:00:00,199.918 -2011-11-30 17:00:00,349.7872 -2011-11-30 18:00:00,340.80426 -2011-11-30 19:00:00,227.08876 -2011-11-30 20:00:00,160.34265 -2011-11-30 21:00:00,120.196884 -2011-11-30 22:00:00,89.519554 -2011-11-30 23:00:00,51.620472 -2011-12-20 00:00:00,25.417511 -2011-12-20 01:00:00,9.812232 -2011-12-20 02:00:00,5.827999 -2011-12-20 03:00:00,4.9751053 -2011-12-20 04:00:00,5.771288 -2011-12-20 05:00:00,22.687927 -2011-12-20 06:00:00,93.179474 -2011-12-20 07:00:00,264.675 -2011-12-20 08:00:00,454.8266 -2011-12-20 09:00:00,211.15201 -2011-12-20 10:00:00,117.998924 -2011-12-20 11:00:00,124.666275 -2011-12-20 12:00:00,161.47174 -2011-12-20 13:00:00,159.17133 -2011-12-20 14:00:00,137.84909 -2011-12-20 15:00:00,145.05464 -2011-12-20 16:00:00,229.47557 -2011-12-20 17:00:00,433.7279 -2011-12-20 18:00:00,385.90356 -2011-12-20 19:00:00,262.36163 -2011-12-20 20:00:00,182.67302 -2011-12-20 21:00:00,144.02397 -2011-12-20 22:00:00,98.043236 -2011-12-20 23:00:00,60.38072 -2011-12-21 00:00:00,24.058954 -2011-12-21 01:00:00,10.941789 -2011-12-21 02:00:00,5.9193177 -2011-12-21 03:00:00,5.176039 -2011-12-21 04:00:00,5.4341726 -2011-12-21 05:00:00,23.129692 -2011-12-21 06:00:00,91.02439 -2011-12-21 07:00:00,259.71216 -2011-12-21 08:00:00,241.17395 -2011-12-21 09:00:00,204.32288 -2011-12-21 10:00:00,115.07765 -2011-12-21 11:00:00,119.12661 -2011-12-21 12:00:00,80.86385 -2011-12-21 13:00:00,56.74508 -2011-12-21 14:00:00,115.068146 -2011-12-21 15:00:00,118.3127 -2011-12-21 16:00:00,84.28509 -2011-12-21 17:00:00,130.22292 -2011-12-21 18:00:00,235.52017 -2011-12-21 19:00:00,184.71123 -2011-12-21 20:00:00,135.31445 -2011-12-21 21:00:00,140.00842 -2011-12-21 22:00:00,117.43169 -2011-12-21 23:00:00,69.257355 -2011-12-22 00:00:00,35.841663 -2011-12-22 01:00:00,14.472148 -2011-12-22 02:00:00,9.495252 -2011-12-22 03:00:00,6.216985 -2011-12-22 04:00:00,6.0437975 -2011-12-22 05:00:00,26.115164 -2011-12-22 06:00:00,95.77456 -2011-12-22 07:00:00,266.73584 -2011-12-22 08:00:00,439.26663 -2011-12-22 09:00:00,215.1666 -2011-12-22 10:00:00,114.549576 -2011-12-22 11:00:00,121.47311 -2011-12-22 12:00:00,164.0297 -2011-12-22 13:00:00,151.72559 -2011-12-22 14:00:00,133.6168 -2011-12-22 15:00:00,153.14792 -2011-12-22 16:00:00,220.49683 -2011-12-22 17:00:00,401.31995 -2011-12-22 18:00:00,394.75366 -2011-12-22 19:00:00,279.11746 -2011-12-22 20:00:00,125.879105 -2011-12-22 21:00:00,89.57446 -2011-12-22 22:00:00,59.956215 -2011-12-22 23:00:00,52.508198 -2011-12-23 00:00:00,34.166237 -2011-12-23 01:00:00,16.617426 -2011-12-23 02:00:00,8.739268 -2011-12-23 03:00:00,7.216562 -2011-12-23 04:00:00,7.146869 -2011-12-23 05:00:00,21.967213 -2011-12-23 06:00:00,89.78582 -2011-12-23 07:00:00,240.34042 -2011-12-23 08:00:00,437.1185 -2011-12-23 09:00:00,227.8481 -2011-12-23 10:00:00,137.66795 -2011-12-23 11:00:00,153.99042 -2011-12-23 12:00:00,180.2013 -2011-12-23 13:00:00,174.64732 -2011-12-23 14:00:00,168.12004 -2011-12-23 15:00:00,176.08739 -2011-12-23 16:00:00,232.6888 -2011-12-23 17:00:00,359.6738 -2011-12-23 18:00:00,315.1339 -2011-12-23 19:00:00,219.76703 -2011-12-23 20:00:00,146.32971 -2011-12-23 21:00:00,116.784836 -2011-12-23 22:00:00,101.55073 -2011-12-23 23:00:00,83.320244 -2011-12-24 00:00:00,71.34943 -2011-12-24 01:00:00,56.697983 -2011-12-24 02:00:00,46.93015 -2011-12-24 03:00:00,24.038652 -2011-12-24 04:00:00,7.158731 -2011-12-24 05:00:00,6.7897205 -2011-12-24 06:00:00,15.741416 -2011-12-24 07:00:00,35.37241 -2011-12-24 08:00:00,85.22726 -2011-12-24 09:00:00,134.01753 -2011-12-24 10:00:00,183.9697 -2011-12-24 11:00:00,224.4876 -2011-12-24 12:00:00,280.30457 -2011-12-24 13:00:00,273.0127 -2011-12-24 14:00:00,264.72577 -2011-12-24 15:00:00,255.64792 -2011-12-24 16:00:00,248.07343 -2011-12-24 17:00:00,192.01912 -2011-12-24 18:00:00,178.87265 -2011-12-24 19:00:00,163.91763 -2011-12-24 20:00:00,111.16169 -2011-12-24 21:00:00,91.338776 -2011-12-24 22:00:00,88.28654 -2011-12-24 23:00:00,70.0713 -2011-12-25 00:00:00,68.29009 -2011-12-25 01:00:00,57.471188 -2011-12-25 02:00:00,45.90373 -2011-12-25 03:00:00,20.769054 -2011-12-25 05:00:00,6.377652 -2011-12-25 06:00:00,7.748523 -2011-12-25 07:00:00,24.384064 -2011-12-25 08:00:00,53.90626 -2011-12-25 09:00:00,96.90054 -2011-12-25 10:00:00,159.50227 -2011-12-25 11:00:00,206.68721 -2011-12-25 12:00:00,215.54193 -2011-12-25 13:00:00,240.37852 -2011-12-25 14:00:00,242.57298 -2011-12-25 15:00:00,249.23875 -2011-12-25 16:00:00,257.76895 -2011-12-25 17:00:00,197.59355 -2011-12-25 18:00:00,157.86157 -2011-12-25 19:00:00,138.7045 -2011-12-25 20:00:00,102.73963 -2011-12-25 21:00:00,77.73118 -2011-12-25 22:00:00,60.08561 -2011-12-25 23:00:00,40.64427 -2011-12-26 00:00:00,36.86795 -2011-12-26 01:00:00,26.131193 -2011-12-26 02:00:00,17.422533 -2011-12-26 04:00:00,7.411086 -2011-12-26 05:00:00,15.554049 -2011-12-26 06:00:00,33.218018 -2011-12-26 07:00:00,106.971 -2011-12-26 08:00:00,202.27621 -2011-12-26 09:00:00,167.45074 -2011-12-26 10:00:00,172.3177 -2011-12-26 11:00:00,187.06908 -2011-12-26 12:00:00,226.48619 -2011-12-26 13:00:00,232.35216 -2011-12-26 14:00:00,221.58524 -2011-12-26 15:00:00,221.7857 -2011-12-26 16:00:00,230.99525 -2011-12-26 17:00:00,257.80078 -2011-12-26 18:00:00,249.40906 -2011-12-26 19:00:00,187.50519 -2011-12-26 20:00:00,138.45508 -2011-12-26 21:00:00,97.00205 -2011-12-26 22:00:00,75.08696 -2011-12-26 23:00:00,42.22391 -2011-12-27 00:00:00,19.527317 -2011-12-27 01:00:00,9.639908 -2011-12-27 02:00:00,5.989513 -2011-12-27 03:00:00,5.409135 -2011-12-27 04:00:00,5.417703 -2011-12-27 05:00:00,23.121704 -2011-12-27 06:00:00,86.32425 -2011-12-27 07:00:00,242.66348 -2011-12-27 08:00:00,412.88046 -2011-12-27 09:00:00,138.06894 -2011-12-27 10:00:00,107.18303 -2011-12-27 11:00:00,74.528885 -2011-12-27 12:00:00,75.98515 -2011-12-27 13:00:00,73.864975 -2011-12-27 14:00:00,64.282715 -2011-12-27 15:00:00,68.38557 -2011-12-27 16:00:00,102.47392 -2011-12-27 17:00:00,207.28052 -2011-12-27 18:00:00,277.5102 -2011-12-27 19:00:00,198.17917 -2011-12-27 20:00:00,144.72699 -2011-12-27 21:00:00,123.32743 -2011-12-27 22:00:00,99.27371 -2011-12-27 23:00:00,51.588764 -2011-12-28 00:00:00,23.5717 -2011-12-28 01:00:00,11.841925 -2011-12-28 02:00:00,6.641094 -2011-12-28 03:00:00,5.467852 -2011-12-28 05:00:00,24.30903 -2011-12-28 06:00:00,90.43899 -2011-12-28 07:00:00,255.9812 -2011-12-28 08:00:00,436.72885 -2011-12-28 09:00:00,210.28912 -2011-12-28 10:00:00,115.53236 -2011-12-28 11:00:00,122.44873 -2011-12-28 12:00:00,139.51773 -2011-12-28 13:00:00,137.58554 -2011-12-28 14:00:00,122.472984 -2011-12-28 15:00:00,133.36398 -2011-12-28 16:00:00,183.23802 -2011-12-28 17:00:00,340.90536 -2011-12-28 18:00:00,315.79092 -2011-12-28 19:00:00,214.11826 -2011-12-28 20:00:00,156.38492 -2011-12-28 21:00:00,113.85443 -2011-12-28 22:00:00,84.263115 -2011-12-28 23:00:00,48.245583 -2011-12-29 00:00:00,20.588804 -2011-12-29 01:00:00,9.710976 -2011-12-29 02:00:00,6.3305106 -2011-12-29 03:00:00,5.091589 -2011-12-29 04:00:00,5.4355907 -2011-12-29 05:00:00,20.60776 -2011-12-29 06:00:00,77.20068 -2011-12-29 07:00:00,225.37845 -2011-12-29 08:00:00,397.8001 -2011-12-29 09:00:00,202.8607 -2011-12-29 10:00:00,102.60652 -2011-12-29 11:00:00,112.674065 -2011-12-29 12:00:00,129.44951 -2011-12-29 13:00:00,131.84839 -2011-12-29 14:00:00,117.102325 -2011-12-29 15:00:00,135.76068 -2011-12-29 16:00:00,195.53688 -2011-12-29 17:00:00,362.2679 -2011-12-29 18:00:00,341.46353 -2011-12-29 19:00:00,240.77075 -2011-12-29 20:00:00,166.21925 -2011-12-29 21:00:00,122.65354 -2011-12-29 22:00:00,100.90703 -2011-12-29 23:00:00,73.38185 -2011-12-30 00:00:00,36.883533 -2011-12-30 01:00:00,17.109379 -2011-12-30 02:00:00,8.56236 -2011-12-30 03:00:00,6.3341994 -2011-12-30 04:00:00,5.9470677 -2011-12-30 05:00:00,19.90003 -2011-12-30 06:00:00,73.32228 -2011-12-30 07:00:00,204.73538 -2011-12-30 08:00:00,394.00638 -2011-12-30 09:00:00,216.55968 -2011-12-30 10:00:00,124.78261 -2011-12-30 11:00:00,139.25414 -2011-12-30 12:00:00,175.17546 -2011-12-30 13:00:00,171.97098 -2011-12-30 14:00:00,166.351 -2011-12-30 15:00:00,186.14511 -2011-12-30 16:00:00,250.17278 -2011-12-30 17:00:00,381.9013 -2011-12-30 18:00:00,325.0521 -2011-12-30 19:00:00,203.97203 -2011-12-30 20:00:00,157.93555 -2011-12-30 21:00:00,123.88483 -2011-12-30 22:00:00,105.14513 -2011-12-30 23:00:00,75.85321 -2011-12-31 00:00:00,73.454605 -2011-12-31 01:00:00,60.93516 -2011-12-31 02:00:00,46.200478 -2011-12-31 03:00:00,23.58576 -2011-12-31 04:00:00,8.197988 -2011-12-31 05:00:00,7.355348 -2011-12-31 06:00:00,17.166195 -2011-12-31 07:00:00,20.64534 -2011-12-31 08:00:00,98.46991 -2011-12-31 09:00:00,154.83128 -2011-12-31 10:00:00,216.37866 -2011-12-31 11:00:00,283.599 -2011-12-31 12:00:00,395.1932 -2011-12-31 13:00:00,386.27808 -2011-12-31 14:00:00,335.91132 -2011-12-31 15:00:00,328.07965 -2011-12-31 16:00:00,314.03296 -2011-12-31 17:00:00,259.7984 -2011-12-31 18:00:00,236.2975 -2011-12-31 19:00:00,192.35652 -2011-12-31 20:00:00,158.73628 -2011-12-31 21:00:00,127.51255 -2011-12-31 22:00:00,117.55086 -2011-12-31 23:00:00,84.501686 -2012-01-20 00:00:00,28.020283 -2012-01-20 01:00:00,13.828711 -2012-01-20 02:00:00,6.4697814 -2012-01-20 03:00:00,4.1240234 -2012-01-20 04:00:00,4.3126063 -2012-01-20 05:00:00,18.02724 -2012-01-20 06:00:00,75.66249 -2012-01-20 07:00:00,204.9472 -2012-01-20 08:00:00,434.46228 -2012-01-20 09:00:00,215.53183 -2012-01-20 10:00:00,110.60855 -2012-01-20 11:00:00,118.0264 -2012-01-20 12:00:00,142.91434 -2012-01-20 13:00:00,159.27985 -2012-01-20 14:00:00,137.48628 -2012-01-20 15:00:00,152.22487 -2012-01-20 16:00:00,198.60994 -2012-01-20 17:00:00,328.1458 -2012-01-20 18:00:00,296.36493 -2012-01-20 19:00:00,199.32556 -2012-01-20 20:00:00,138.51024 -2012-01-20 21:00:00,103.9076 -2012-01-20 22:00:00,84.29959 -2012-01-20 23:00:00,48.3663 -2012-01-21 00:00:00,39.727123 -2012-01-21 01:00:00,35.468502 -2012-01-21 02:00:00,30.388905 -2012-01-21 03:00:00,13.691103 -2012-01-21 04:00:00,5.9136763 -2012-01-21 05:00:00,5.8267717 -2012-01-21 06:00:00,8.435722 -2012-01-21 07:00:00,24.564386 -2012-01-21 08:00:00,74.23286 -2012-01-21 09:00:00,96.46152 -2012-01-21 10:00:00,106.0173 -2012-01-21 11:00:00,196.24368 -2012-01-21 12:00:00,237.0418 -2012-01-21 13:00:00,218.54578 -2012-01-21 14:00:00,148.4791 -2012-01-21 15:00:00,149.63329 -2012-01-21 16:00:00,187.42566 -2012-01-21 17:00:00,146.05402 -2012-01-21 18:00:00,144.11234 -2012-01-21 19:00:00,109.53247 -2012-01-21 20:00:00,89.393295 -2012-01-21 21:00:00,83.83063 -2012-01-21 22:00:00,71.52424 -2012-01-21 23:00:00,57.6934 -2012-01-22 00:00:00,55.978218 -2012-01-22 01:00:00,46.880787 -2012-01-22 02:00:00,40.497383 -2012-01-22 03:00:00,18.088604 -2012-01-22 04:00:00,4.652016 -2012-01-22 05:00:00,4.4019613 -2012-01-22 06:00:00,5.892474 -2012-01-22 07:00:00,22.301867 -2012-01-22 08:00:00,44.153423 -2012-01-22 09:00:00,78.598206 -2012-01-22 10:00:00,129.23328 -2012-01-22 11:00:00,114.03493 -2012-01-22 12:00:00,198.67415 -2012-01-22 13:00:00,218.98343 -2012-01-22 14:00:00,194.6814 -2012-01-22 15:00:00,187.5085 -2012-01-22 16:00:00,170.85272 -2012-01-22 17:00:00,138.35826 -2012-01-22 18:00:00,102.23294 -2012-01-22 19:00:00,88.240166 -2012-01-22 20:00:00,69.85232 -2012-01-22 21:00:00,57.77444 -2012-01-22 22:00:00,57.03769 -2012-01-22 23:00:00,39.34251 -2012-01-23 00:00:00,14.542825 -2012-01-23 01:00:00,6.2172756 -2012-01-23 02:00:00,4.740885 -2012-01-23 03:00:00,3.8565812 -2012-01-23 04:00:00,3.6591334 -2012-01-23 05:00:00,16.886965 -2012-01-23 06:00:00,70.15341 -2012-01-23 07:00:00,121.959015 -2012-01-23 08:00:00,259.42395 -2012-01-23 09:00:00,200.5104 -2012-01-23 10:00:00,91.82851 -2012-01-23 11:00:00,92.833595 -2012-01-23 12:00:00,103.80376 -2012-01-23 13:00:00,67.149155 -2012-01-23 14:00:00,51.642696 -2012-01-23 15:00:00,88.8008 -2012-01-23 16:00:00,129.02438 -2012-01-23 17:00:00,249.31526 -2012-01-23 18:00:00,253.21431 -2012-01-23 19:00:00,185.17574 -2012-01-23 20:00:00,120.38204 -2012-01-23 21:00:00,84.97072 -2012-01-23 22:00:00,62.89456 -2012-01-23 23:00:00,34.72835 -2012-01-24 00:00:00,13.431301 -2012-01-24 01:00:00,5.3590612 -2012-01-24 02:00:00,4.5572495 -2012-01-24 03:00:00,3.6717894 -2012-01-24 04:00:00,3.968493 -2012-01-24 05:00:00,16.213346 -2012-01-24 06:00:00,78.535416 -2012-01-24 07:00:00,247.41277 -2012-01-24 08:00:00,452.8812 -2012-01-24 09:00:00,215.1509 -2012-01-24 10:00:00,104.38365 -2012-01-24 11:00:00,107.96244 -2012-01-24 12:00:00,122.292274 -2012-01-24 13:00:00,119.89162 -2012-01-24 14:00:00,112.42871 -2012-01-24 15:00:00,137.29196 -2012-01-24 16:00:00,229.54366 -2012-01-24 17:00:00,452.10858 -2012-01-24 18:00:00,428.63226 -2012-01-24 19:00:00,320.34927 -2012-01-24 20:00:00,170.30539 -2012-01-24 21:00:00,139.80913 -2012-01-24 22:00:00,93.81385 -2012-01-24 23:00:00,52.643677 -2012-01-25 00:00:00,17.704964 -2012-01-25 01:00:00,7.461037 -2012-01-25 02:00:00,4.968106 -2012-01-25 03:00:00,3.7192202 -2012-01-25 04:00:00,3.5231729 -2012-01-25 05:00:00,18.972452 -2012-01-25 06:00:00,80.38558 -2012-01-25 07:00:00,244.26262 -2012-01-25 08:00:00,457.84268 -2012-01-25 09:00:00,217.42961 -2012-01-25 10:00:00,94.48827 -2012-01-25 11:00:00,100.498474 -2012-01-25 12:00:00,142.38512 -2012-01-25 13:00:00,141.30405 -2012-01-25 14:00:00,126.05654 -2012-01-25 15:00:00,139.40956 -2012-01-25 16:00:00,210.51286 -2012-01-25 17:00:00,409.83667 -2012-01-25 18:00:00,390.02444 -2012-01-25 19:00:00,257.49283 -2012-01-25 20:00:00,186.43657 -2012-01-25 21:00:00,133.67671 -2012-01-25 22:00:00,110.902435 -2012-01-25 23:00:00,53.77478 -2012-01-26 00:00:00,18.9948 -2012-01-26 01:00:00,7.547802 -2012-01-26 02:00:00,5.478019 -2012-01-26 03:00:00,4.0102654 -2012-01-26 04:00:00,4.00352 -2012-01-26 05:00:00,19.321672 -2012-01-26 06:00:00,86.41383 -2012-01-26 07:00:00,259.81638 -2012-01-26 08:00:00,472.37537 -2012-01-26 09:00:00,236.34842 -2012-01-26 10:00:00,104.61954 -2012-01-26 11:00:00,109.946335 -2012-01-26 12:00:00,133.02962 -2012-01-26 13:00:00,133.03523 -2012-01-26 14:00:00,132.48616 -2012-01-26 15:00:00,153.68747 -2012-01-26 16:00:00,218.03568 -2012-01-26 17:00:00,403.69183 -2012-01-26 18:00:00,398.33643 -2012-01-26 19:00:00,275.27832 -2012-01-26 20:00:00,188.70113 -2012-01-26 21:00:00,156.39734 -2012-01-26 22:00:00,118.031654 -2012-01-26 23:00:00,73.003136 -2012-01-27 00:00:00,36.527706 -2012-01-27 01:00:00,16.359383 -2012-01-27 02:00:00,10.192029 -2012-01-27 03:00:00,4.3506336 -2012-01-27 04:00:00,4.1355996 -2012-01-27 05:00:00,17.972115 -2012-01-27 06:00:00,76.09155 -2012-01-27 07:00:00,210.10716 -2012-01-27 08:00:00,277.83545 -2012-01-27 09:00:00,151.6527 -2012-01-27 10:00:00,81.21956 -2012-01-27 11:00:00,145.83806 -2012-01-27 12:00:00,187.87288 -2012-01-27 13:00:00,230.03656 -2012-01-27 14:00:00,207.74983 -2012-01-27 15:00:00,219.64531 -2012-01-27 16:00:00,265.2087 -2012-01-27 17:00:00,399.17297 -2012-01-27 18:00:00,365.37274 -2012-01-27 19:00:00,238.14859 -2012-01-27 20:00:00,163.00774 -2012-01-27 21:00:00,120.62171 -2012-01-27 22:00:00,105.173256 -2012-01-27 23:00:00,79.04786 -2012-01-28 00:00:00,61.213814 -2012-01-28 01:00:00,51.440548 -2012-01-28 02:00:00,38.15727 -2012-01-28 03:00:00,18.20227 -2012-01-28 04:00:00,5.6210413 -2012-01-28 05:00:00,5.5459003 -2012-01-28 06:00:00,8.546892 -2012-01-28 07:00:00,32.518185 -2012-01-28 08:00:00,89.2054 -2012-01-28 09:00:00,122.072105 -2012-01-28 10:00:00,185.63603 -2012-01-28 11:00:00,242.92738 -2012-01-28 12:00:00,261.34647 -2012-01-28 13:00:00,303.97772 -2012-01-28 14:00:00,323.769 -2012-01-28 15:00:00,333.31067 -2012-01-28 16:00:00,345.5451 -2012-01-28 17:00:00,299.90762 -2012-01-28 18:00:00,254.64725 -2012-01-28 19:00:00,180.04854 -2012-01-28 20:00:00,144.81372 -2012-01-28 21:00:00,105.45626 -2012-01-28 22:00:00,97.54477 -2012-01-28 23:00:00,76.95186 -2012-01-29 00:00:00,67.48888 -2012-01-29 01:00:00,48.37393 -2012-01-29 02:00:00,36.629223 -2012-01-29 03:00:00,15.370526 -2012-01-29 04:00:00,5.1656733 -2012-01-29 05:00:00,4.764591 -2012-01-29 06:00:00,6.630779 -2012-01-29 07:00:00,27.480158 -2012-01-29 08:00:00,51.154633 -2012-01-29 09:00:00,82.68575 -2012-01-29 10:00:00,162.59883 -2012-01-29 11:00:00,196.52327 -2012-01-29 12:00:00,249.4782 -2012-01-29 13:00:00,250.50693 -2012-01-29 14:00:00,244.83356 -2012-01-29 15:00:00,273.80328 -2012-01-29 16:00:00,244.96072 -2012-01-29 17:00:00,200.5559 -2012-01-29 18:00:00,144.02113 -2012-01-29 19:00:00,118.46626 -2012-01-29 20:00:00,87.121994 -2012-01-29 21:00:00,73.8701 -2012-01-29 22:00:00,49.704464 -2012-01-29 23:00:00,38.62076 -2012-01-30 00:00:00,18.259607 -2012-01-30 01:00:00,5.965181 -2012-01-30 02:00:00,4.4368024 -2012-01-30 03:00:00,3.430553 -2012-01-30 04:00:00,3.4374974 -2012-01-30 05:00:00,16.016489 -2012-01-30 06:00:00,71.688065 -2012-01-30 07:00:00,212.93146 -2012-01-30 08:00:00,402.59518 -2012-01-30 09:00:00,195.87479 -2012-01-30 10:00:00,93.574425 -2012-01-30 11:00:00,101.10683 -2012-01-30 12:00:00,133.6857 -2012-01-30 13:00:00,135.41864 -2012-01-30 14:00:00,123.67868 -2012-01-30 15:00:00,133.16592 -2012-01-30 16:00:00,200.13782 -2012-01-30 17:00:00,398.2403 -2012-01-30 18:00:00,391.2407 -2012-01-30 19:00:00,248.3279 -2012-01-30 20:00:00,170.26656 -2012-01-30 21:00:00,125.77037 -2012-01-30 22:00:00,81.67874 -2012-01-30 23:00:00,42.454865 -2012-01-31 00:00:00,16.548635 -2012-01-31 01:00:00,7.7262945 -2012-01-31 02:00:00,5.217685 -2012-01-31 03:00:00,3.59473 -2012-01-31 04:00:00,3.4047444 -2012-01-31 05:00:00,18.026434 -2012-01-31 06:00:00,82.944305 -2012-01-31 07:00:00,243.70024 -2012-01-31 08:00:00,458.88824 -2012-01-31 09:00:00,216.29865 -2012-01-31 10:00:00,98.01383 -2012-01-31 11:00:00,123.206314 -2012-01-31 12:00:00,156.08838 -2012-01-31 13:00:00,168.9854 -2012-01-31 14:00:00,162.04033 -2012-01-31 15:00:00,177.462 -2012-01-31 16:00:00,265.3793 -2012-01-31 17:00:00,528.6224 -2012-01-31 18:00:00,524.9468 -2012-01-31 19:00:00,333.29248 -2012-01-31 20:00:00,206.54013 -2012-01-31 21:00:00,166.45636 -2012-01-31 22:00:00,116.95384 -2012-01-31 23:00:00,65.96536 -2012-02-20 00:00:00,45.072643 -2012-02-20 01:00:00,40.06567 -2012-02-20 02:00:00,22.329239 -2012-02-20 03:00:00,8.559548 -2012-02-20 05:00:00,10.31732 -2012-02-20 06:00:00,23.90822 -2012-02-20 07:00:00,118.187195 -2012-02-20 08:00:00,195.60336 -2012-02-20 09:00:00,159.6582 -2012-02-20 10:00:00,149.59549 -2012-02-20 11:00:00,172.60822 -2012-02-20 12:00:00,202.20374 -2012-02-20 13:00:00,214.06541 -2012-02-20 14:00:00,207.39618 -2012-02-20 15:00:00,217.28668 -2012-02-20 16:00:00,245.8789 -2012-02-20 17:00:00,323.66275 -2012-02-20 18:00:00,295.02646 -2012-02-20 19:00:00,199.84886 -2012-02-20 20:00:00,144.27228 -2012-02-20 21:00:00,100.23178 -2012-02-20 22:00:00,79.72872 -2012-02-20 23:00:00,39.248447 -2012-02-21 00:00:00,18.215559 -2012-02-21 01:00:00,6.1446733 -2012-02-21 02:00:00,4.524546 -2012-02-21 04:00:00,3.244089 -2012-02-21 05:00:00,18.561518 -2012-02-21 06:00:00,82.75247 -2012-02-21 07:00:00,265.29514 -2012-02-21 08:00:00,499.94376 -2012-02-21 09:00:00,244.79517 -2012-02-21 10:00:00,105.729774 -2012-02-21 11:00:00,105.8006 -2012-02-21 12:00:00,134.64569 -2012-02-21 13:00:00,152.65353 -2012-02-21 14:00:00,120.659065 -2012-02-21 15:00:00,147.1088 -2012-02-21 16:00:00,230.24335 -2012-02-21 17:00:00,455.4548 -2012-02-21 18:00:00,448.4963 -2012-02-21 19:00:00,283.71783 -2012-02-21 20:00:00,196.0432 -2012-02-21 21:00:00,151.47131 -2012-02-21 22:00:00,98.72734 -2012-02-21 23:00:00,55.06895 -2012-02-22 00:00:00,20.481304 -2012-02-22 01:00:00,9.560593 -2012-02-22 02:00:00,5.1986837 -2012-02-22 03:00:00,3.6321158 -2012-02-22 04:00:00,3.9749246 -2012-02-22 05:00:00,21.657532 -2012-02-22 06:00:00,95.79661 -2012-02-22 07:00:00,292.32257 -2012-02-22 08:00:00,534.52997 -2012-02-22 09:00:00,262.67188 -2012-02-22 10:00:00,121.852745 -2012-02-22 11:00:00,132.1104 -2012-02-22 12:00:00,164.5645 -2012-02-22 13:00:00,167.92601 -2012-02-22 14:00:00,154.02136 -2012-02-22 15:00:00,193.71426 -2012-02-22 16:00:00,284.0581 -2012-02-22 17:00:00,564.4108 -2012-02-22 18:00:00,503.71893 -2012-02-22 19:00:00,328.43747 -2012-02-22 20:00:00,225.89633 -2012-02-22 21:00:00,172.41129 -2012-02-22 22:00:00,116.870285 -2012-02-22 23:00:00,65.54138 -2012-02-23 00:00:00,31.783169 -2012-02-23 01:00:00,12.933776 -2012-02-23 02:00:00,7.3083425 -2012-02-23 03:00:00,3.3191602 -2012-02-23 04:00:00,4.264224 -2012-02-23 05:00:00,23.27396 -2012-02-23 06:00:00,98.30866 -2012-02-23 07:00:00,295.4813 -2012-02-23 08:00:00,525.55194 -2012-02-23 09:00:00,264.84885 -2012-02-23 10:00:00,132.67921 -2012-02-23 11:00:00,158.138 -2012-02-23 12:00:00,204.55745 -2012-02-23 13:00:00,205.537 -2012-02-23 14:00:00,183.97629 -2012-02-23 15:00:00,206.27257 -2012-02-23 16:00:00,304.69794 -2012-02-23 17:00:00,591.7769 -2012-02-23 18:00:00,565.3378 -2012-02-23 19:00:00,374.84006 -2012-02-23 20:00:00,248.14192 -2012-02-23 21:00:00,179.4256 -2012-02-23 22:00:00,140.53685 -2012-02-23 23:00:00,91.77802 -2012-02-24 00:00:00,43.983105 -2012-02-24 01:00:00,24.246925 -2012-02-24 02:00:00,6.8313255 -2012-02-24 03:00:00,5.700827 -2012-02-24 04:00:00,4.9847727 -2012-02-24 05:00:00,19.75679 -2012-02-24 06:00:00,89.653625 -2012-02-24 07:00:00,269.89365 -2012-02-24 08:00:00,507.4807 -2012-02-24 09:00:00,146.55444 -2012-02-24 10:00:00,81.31841 -2012-02-24 11:00:00,153.0121 -2012-02-24 12:00:00,196.85707 -2012-02-24 13:00:00,200.7325 -2012-02-24 14:00:00,197.2757 -2012-02-24 15:00:00,93.568954 -2012-02-24 16:00:00,130.60152 -2012-02-24 17:00:00,247.80962 -2012-02-24 18:00:00,299.239 -2012-02-24 19:00:00,247.15985 -2012-02-24 20:00:00,199.20137 -2012-02-24 21:00:00,125.02906 -2012-02-24 22:00:00,101.549774 -2012-02-24 23:00:00,72.97731 -2012-02-25 00:00:00,73.23197 -2012-02-25 01:00:00,57.585846 -2012-02-25 02:00:00,41.22919 -2012-02-25 03:00:00,15.984581 -2012-02-25 04:00:00,6.114667 -2012-02-25 05:00:00,5.0891533 -2012-02-25 06:00:00,11.562703 -2012-02-25 07:00:00,41.934925 -2012-02-25 08:00:00,92.09941 -2012-02-25 09:00:00,78.71983 -2012-02-25 10:00:00,198.06052 -2012-02-25 11:00:00,226.07039 -2012-02-25 12:00:00,268.302 -2012-02-25 13:00:00,306.50198 -2012-02-25 14:00:00,282.1817 -2012-02-25 15:00:00,306.58542 -2012-02-25 16:00:00,245.1184 -2012-02-25 17:00:00,235.04335 -2012-02-25 18:00:00,162.34175 -2012-02-25 19:00:00,138.38821 -2012-02-25 20:00:00,99.87223 -2012-02-25 21:00:00,88.513275 -2012-02-25 22:00:00,77.95189 -2012-02-25 23:00:00,67.79721 -2012-02-26 00:00:00,62.378616 -2012-02-26 01:00:00,51.64917 -2012-02-26 02:00:00,40.454678 -2012-02-26 03:00:00,17.889475 -2012-02-26 04:00:00,5.512365 -2012-02-26 05:00:00,4.6906404 -2012-02-26 06:00:00,5.8940635 -2012-02-26 07:00:00,25.245531 -2012-02-26 08:00:00,51.056923 -2012-02-26 09:00:00,86.91551 -2012-02-26 10:00:00,172.18489 -2012-02-26 11:00:00,218.6303 -2012-02-26 12:00:00,282.86697 -2012-02-26 13:00:00,306.44586 -2012-02-26 14:00:00,318.93634 -2012-02-26 15:00:00,317.922 -2012-02-26 16:00:00,294.5653 -2012-02-26 17:00:00,243.04912 -2012-02-26 18:00:00,192.37544 -2012-02-26 19:00:00,139.37674 -2012-02-26 20:00:00,92.47409 -2012-02-26 21:00:00,66.36481 -2012-02-26 22:00:00,58.05396 -2012-02-26 23:00:00,38.41249 -2012-02-27 00:00:00,17.163986 -2012-02-27 01:00:00,6.339788 -2012-02-27 02:00:00,4.3927 -2012-02-27 03:00:00,3.728384 -2012-02-27 04:00:00,3.623268 -2012-02-27 05:00:00,17.587671 -2012-02-27 06:00:00,78.55688 -2012-02-27 07:00:00,246.48402 -2012-02-27 08:00:00,467.29413 -2012-02-27 09:00:00,226.76529 -2012-02-27 10:00:00,110.4613 -2012-02-27 11:00:00,127.71437 -2012-02-27 12:00:00,164.55531 -2012-02-27 13:00:00,165.32857 -2012-02-27 14:00:00,163.12784 -2012-02-27 15:00:00,192.48701 -2012-02-27 16:00:00,282.21112 -2012-02-27 17:00:00,551.4387 -2012-02-27 18:00:00,540.7366 -2012-02-27 19:00:00,361.82635 -2012-02-27 20:00:00,237.11958 -2012-02-27 21:00:00,165.48178 -2012-02-27 22:00:00,113.57113 -2012-02-27 23:00:00,59.1439 -2012-02-28 00:00:00,27.85029 -2012-02-28 01:00:00,10.065198 -2012-02-28 02:00:00,5.7296333 -2012-02-28 03:00:00,4.133435 -2012-02-28 04:00:00,3.897287 -2012-02-28 05:00:00,21.775114 -2012-02-28 06:00:00,89.57895 -2012-02-28 07:00:00,272.14645 -2012-02-28 08:00:00,504.88867 -2012-02-28 09:00:00,243.07079 -2012-02-28 10:00:00,116.49256 -2012-02-28 11:00:00,130.00711 -2012-02-28 12:00:00,162.5645 -2012-02-28 13:00:00,160.11664 -2012-02-28 14:00:00,151.39888 -2012-02-28 15:00:00,176.6516 -2012-02-28 16:00:00,261.89395 -2012-02-28 17:00:00,518.65204 -2012-02-28 18:00:00,508.08975 -2012-02-28 19:00:00,325.77075 -2012-02-28 20:00:00,219.82326 -2012-02-28 21:00:00,149.03018 -2012-02-28 22:00:00,109.54471 -2012-02-28 23:00:00,59.49475 -2012-02-29 00:00:00,22.597439 -2012-02-29 01:00:00,8.256671 -2012-02-29 02:00:00,4.8017373 -2012-02-29 03:00:00,3.5310485 -2012-02-29 05:00:00,19.6147 -2012-02-29 06:00:00,88.98888 -2012-02-29 07:00:00,275.13257 -2012-02-29 08:00:00,521.59735 -2012-02-29 09:00:00,147.74376 -2012-02-29 10:00:00,56.72981 -2012-02-29 11:00:00,59.04194 -2012-02-29 12:00:00,57.179256 -2012-02-29 13:00:00,112.73458 -2012-02-29 14:00:00,99.04434 -2012-02-29 15:00:00,125.609436 -2012-02-29 16:00:00,107.94142 -2012-02-29 17:00:00,332.03088 -2012-02-29 18:00:00,273.10962 -2012-02-29 19:00:00,253.64214 -2012-02-29 20:00:00,128.8001 -2012-02-29 21:00:00,102.25784 -2012-02-29 22:00:00,63.15952 -2012-02-29 23:00:00,39.37248 -2012-03-20 00:00:00,33.780514 -2012-03-20 01:00:00,14.892979 -2012-03-20 02:00:00,7.6504235 -2012-03-20 03:00:00,4.8981085 -2012-03-20 04:00:00,5.1922326 -2012-03-20 05:00:00,23.489246 -2012-03-20 06:00:00,114.48048 -2012-03-20 07:00:00,167.49635 -2012-03-20 08:00:00,577.7089 -2012-03-20 09:00:00,318.3156 -2012-03-20 10:00:00,175.528 -2012-03-20 11:00:00,195.25224 -2012-03-20 12:00:00,246.29115 -2012-03-20 13:00:00,243.82858 -2012-03-20 14:00:00,230.74675 -2012-03-20 15:00:00,252.12254 -2012-03-20 16:00:00,386.63904 -2012-03-20 17:00:00,688.8266 -2012-03-20 18:00:00,690.28033 -2012-03-20 19:00:00,472.05505 -2012-03-20 20:00:00,323.7804 -2012-03-20 21:00:00,231.1547 -2012-03-20 22:00:00,156.21881 -2012-03-20 23:00:00,75.26243 -2012-03-21 00:00:00,37.313427 -2012-03-21 01:00:00,16.335768 -2012-03-21 02:00:00,7.273105 -2012-03-21 03:00:00,4.345675 -2012-03-21 04:00:00,4.765571 -2012-03-21 05:00:00,24.862146 -2012-03-21 06:00:00,109.53578 -2012-03-21 07:00:00,195.73325 -2012-03-21 08:00:00,357.71457 -2012-03-21 09:00:00,319.84708 -2012-03-21 10:00:00,173.71576 -2012-03-21 11:00:00,181.18874 -2012-03-21 12:00:00,210.89597 -2012-03-21 13:00:00,181.54057 -2012-03-21 14:00:00,184.42973 -2012-03-21 15:00:00,197.20169 -2012-03-21 16:00:00,334.09775 -2012-03-21 17:00:00,694.9027 -2012-03-21 18:00:00,680.28094 -2012-03-21 19:00:00,508.19992 -2012-03-21 20:00:00,314.57703 -2012-03-21 21:00:00,211.89932 -2012-03-21 22:00:00,160.06781 -2012-03-21 23:00:00,94.42584 -2012-03-22 00:00:00,44.007965 -2012-03-22 01:00:00,18.82708 -2012-03-22 02:00:00,8.601292 -2012-03-22 03:00:00,5.7787185 -2012-03-22 04:00:00,4.7593565 -2012-03-22 05:00:00,21.778324 -2012-03-22 06:00:00,113.376076 -2012-03-22 07:00:00,356.63947 -2012-03-22 08:00:00,579.70715 -2012-03-22 09:00:00,315.95117 -2012-03-22 10:00:00,162.85829 -2012-03-22 11:00:00,168.28317 -2012-03-22 12:00:00,203.34921 -2012-03-22 13:00:00,247.91693 -2012-03-22 14:00:00,242.63145 -2012-03-22 15:00:00,269.93973 -2012-03-22 16:00:00,386.80338 -2012-03-22 17:00:00,715.4022 -2012-03-22 18:00:00,707.6067 -2012-03-22 19:00:00,519.5903 -2012-03-22 20:00:00,337.90347 -2012-03-22 21:00:00,256.82193 -2012-03-22 22:00:00,179.49324 -2012-03-22 23:00:00,123.54032 -2012-03-23 00:00:00,62.66425 -2012-03-23 01:00:00,28.095146 -2012-03-23 02:00:00,12.279436 -2012-03-23 03:00:00,6.1679845 -2012-03-23 04:00:00,5.527252 -2012-03-23 05:00:00,23.350327 -2012-03-23 06:00:00,115.11989 -2012-03-23 07:00:00,317.74054 -2012-03-23 08:00:00,542.60406 -2012-03-23 09:00:00,296.63907 -2012-03-23 10:00:00,205.68721 -2012-03-23 11:00:00,261.87595 -2012-03-23 12:00:00,333.93896 -2012-03-23 13:00:00,343.1725 -2012-03-23 14:00:00,326.15506 -2012-03-23 15:00:00,360.08517 -2012-03-23 16:00:00,460.33728 -2012-03-23 17:00:00,708.2708 -2012-03-23 18:00:00,676.48236 -2012-03-23 19:00:00,484.5795 -2012-03-23 20:00:00,337.66785 -2012-03-23 21:00:00,264.41418 -2012-03-23 22:00:00,212.07199 -2012-03-23 23:00:00,157.22679 -2012-03-24 00:00:00,118.086266 -2012-03-24 01:00:00,89.34759 -2012-03-24 02:00:00,61.853195 -2012-03-24 03:00:00,37.307537 -2012-03-24 04:00:00,13.979433 -2012-03-24 05:00:00,17.64534 -2012-03-24 06:00:00,40.402866 -2012-03-24 07:00:00,105.09105 -2012-03-24 08:00:00,160.45418 -2012-03-24 09:00:00,298.77707 -2012-03-24 10:00:00,370.6511 -2012-03-24 11:00:00,393.059 -2012-03-24 12:00:00,333.6999 -2012-03-24 13:00:00,327.83688 -2012-03-24 14:00:00,315.44763 -2012-03-24 15:00:00,271.0864 -2012-03-24 16:00:00,267.8828 -2012-03-24 17:00:00,239.69513 -2012-03-24 18:00:00,171.28268 -2012-03-24 19:00:00,173.57324 -2012-03-24 20:00:00,109.668564 -2012-03-24 21:00:00,92.48702 -2012-03-24 22:00:00,75.613846 -2012-03-24 23:00:00,96.42703 -2012-03-25 00:00:00,83.10701 -2012-03-25 01:00:00,69.53809 -2012-03-25 02:00:00,47.048386 -2012-03-25 03:00:00,26.806072 -2012-03-25 04:00:00,7.6454105 -2012-03-25 05:00:00,6.679435 -2012-03-25 06:00:00,13.063318 -2012-03-25 07:00:00,44.658337 -2012-03-25 08:00:00,88.692505 -2012-03-25 09:00:00,174.68942 -2012-03-25 10:00:00,282.37906 -2012-03-25 11:00:00,301.69296 -2012-03-25 12:00:00,371.2608 -2012-03-25 13:00:00,440.32858 -2012-03-25 14:00:00,408.581 -2012-03-25 15:00:00,399.43274 -2012-03-25 16:00:00,445.57367 -2012-03-25 17:00:00,435.16107 -2012-03-25 18:00:00,388.75348 -2012-03-25 19:00:00,306.39597 -2012-03-25 20:00:00,192.888 -2012-03-25 21:00:00,145.32512 -2012-03-25 22:00:00,106.81073 -2012-03-25 23:00:00,62.96717 -2012-03-26 00:00:00,28.884466 -2012-03-26 01:00:00,13.954864 -2012-03-26 02:00:00,6.042173 -2012-03-26 03:00:00,4.649001 -2012-03-26 04:00:00,4.976917 -2012-03-26 05:00:00,25.157986 -2012-03-26 06:00:00,114.08056 -2012-03-26 07:00:00,371.7432 -2012-03-26 08:00:00,601.0405 -2012-03-26 09:00:00,316.45364 -2012-03-26 10:00:00,197.02888 -2012-03-26 11:00:00,210.5356 -2012-03-26 12:00:00,263.30902 -2012-03-26 13:00:00,255.23561 -2012-03-26 14:00:00,236.42174 -2012-03-26 15:00:00,253.33969 -2012-03-26 16:00:00,337.1057 -2012-03-26 17:00:00,617.70746 -2012-03-26 18:00:00,588.8121 -2012-03-26 19:00:00,391.1167 -2012-03-26 20:00:00,252.8272 -2012-03-26 21:00:00,166.56015 -2012-03-26 22:00:00,110.17912 -2012-03-26 23:00:00,58.05099 -2012-03-27 00:00:00,28.083403 -2012-03-27 01:00:00,9.473101 -2012-03-27 02:00:00,4.8464046 -2012-03-27 03:00:00,3.7573712 -2012-03-27 04:00:00,3.7883685 -2012-03-27 05:00:00,23.139074 -2012-03-27 06:00:00,96.418526 -2012-03-27 07:00:00,309.43155 -2012-03-27 08:00:00,527.438 -2012-03-27 09:00:00,292.76184 -2012-03-27 10:00:00,156.21184 -2012-03-27 11:00:00,172.51022 -2012-03-27 12:00:00,214.9984 -2012-03-27 13:00:00,218.61668 -2012-03-27 14:00:00,217.84186 -2012-03-27 15:00:00,243.42163 -2012-03-27 16:00:00,324.99 -2012-03-27 17:00:00,627.7306 -2012-03-27 18:00:00,608.10925 -2012-03-27 19:00:00,409.7817 -2012-03-27 20:00:00,290.78677 -2012-03-27 21:00:00,184.0718 -2012-03-27 22:00:00,128.31456 -2012-03-27 23:00:00,71.636856 -2012-03-28 00:00:00,28.769892 -2012-03-28 01:00:00,10.658438 -2012-03-28 02:00:00,4.7496014 -2012-03-28 03:00:00,4.363618 -2012-03-28 04:00:00,4.1140213 -2012-03-28 05:00:00,25.587317 -2012-03-28 06:00:00,111.1639 -2012-03-28 07:00:00,351.33276 -2012-03-28 08:00:00,616.4951 -2012-03-28 09:00:00,320.29617 -2012-03-28 10:00:00,192.3224 -2012-03-28 11:00:00,218.75443 -2012-03-28 12:00:00,262.8282 -2012-03-28 13:00:00,271.69122 -2012-03-28 14:00:00,255.3786 -2012-03-28 15:00:00,257.75128 -2012-03-28 16:00:00,298.4193 -2012-03-28 17:00:00,729.7287 -2012-03-28 18:00:00,726.15344 -2012-03-28 19:00:00,531.29285 -2012-03-28 20:00:00,371.95886 -2012-03-28 21:00:00,273.86978 -2012-03-28 22:00:00,197.99536 -2012-03-28 23:00:00,108.91022 -2012-03-29 00:00:00,43.485123 -2012-03-29 01:00:00,20.56275 -2012-03-29 02:00:00,9.575329 -2012-03-29 03:00:00,5.294168 -2012-03-29 04:00:00,7.419793 -2012-03-29 05:00:00,27.589174 -2012-03-29 06:00:00,127.60411 -2012-03-29 07:00:00,387.69342 -2012-03-29 08:00:00,630.70013 -2012-03-29 09:00:00,327.33704 -2012-03-29 10:00:00,193.02173 -2012-03-29 11:00:00,226.42569 -2012-03-29 12:00:00,273.28293 -2012-03-29 13:00:00,257.85477 -2012-03-29 14:00:00,253.44476 -2012-03-29 15:00:00,279.9014 -2012-03-29 16:00:00,388.6165 -2012-03-29 17:00:00,698.5472 -2012-03-29 18:00:00,668.8652 -2012-03-29 19:00:00,451.31445 -2012-03-29 20:00:00,304.70007 -2012-03-29 21:00:00,219.01736 -2012-03-29 22:00:00,158.94205 -2012-03-29 23:00:00,103.922295 -2012-03-30 00:00:00,45.350845 -2012-03-30 01:00:00,23.006886 -2012-03-30 02:00:00,9.539215 -2012-03-30 03:00:00,5.113445 -2012-03-30 04:00:00,4.8260036 -2012-03-30 05:00:00,23.466885 -2012-03-30 06:00:00,98.44051 -2012-03-30 07:00:00,292.09222 -2012-03-30 08:00:00,566.9543 -2012-03-30 09:00:00,319.1708 -2012-03-30 10:00:00,197.19907 -2012-03-30 11:00:00,211.05226 -2012-03-30 12:00:00,263.98486 -2012-03-30 13:00:00,162.54286 -2012-03-30 14:00:00,144.14058 -2012-03-30 15:00:00,156.07143 -2012-03-30 16:00:00,256.8839 -2012-03-30 17:00:00,536.3343 -2012-03-30 18:00:00,535.73267 -2012-03-30 19:00:00,367.8921 -2012-03-30 20:00:00,251.38457 -2012-03-30 21:00:00,189.38306 -2012-03-30 22:00:00,145.41365 -2012-03-30 23:00:00,109.61849 -2012-03-31 00:00:00,90.934 -2012-03-31 01:00:00,70.41936 -2012-03-31 02:00:00,48.164547 -2012-03-31 03:00:00,26.00945 -2012-03-31 04:00:00,8.671112 -2012-03-31 05:00:00,10.126734 -2012-03-31 06:00:00,26.535881 -2012-03-31 07:00:00,76.44548 -2012-03-31 08:00:00,146.72076 -2012-03-31 09:00:00,257.55005 -2012-03-31 10:00:00,346.28748 -2012-03-31 11:00:00,467.02222 -2012-03-31 12:00:00,540.24884 -2012-03-31 13:00:00,602.0657 -2012-03-31 14:00:00,536.57825 -2012-03-31 15:00:00,542.1063 -2012-03-31 16:00:00,525.4257 -2012-03-31 17:00:00,465.33044 -2012-03-31 18:00:00,338.79044 -2012-03-31 19:00:00,287.23865 -2012-03-31 20:00:00,203.66418 -2012-03-31 21:00:00,168.44269 -2012-03-31 22:00:00,133.06061 -2012-03-31 23:00:00,94.68115 -2012-04-20 00:00:00,63.805046 -2012-04-20 01:00:00,34.038982 -2012-04-20 02:00:00,13.063803 -2012-04-20 03:00:00,6.556839 -2012-04-20 04:00:00,6.3012285 -2012-04-20 05:00:00,25.94734 -2012-04-20 06:00:00,122.913994 -2012-04-20 07:00:00,349.8007 -2012-04-20 08:00:00,599.5625 -2012-04-20 09:00:00,336.6596 -2012-04-20 10:00:00,221.56256 -2012-04-20 11:00:00,270.30725 -2012-04-20 12:00:00,344.79617 -2012-04-20 13:00:00,360.6558 -2012-04-20 14:00:00,330.48218 -2012-04-20 15:00:00,352.3623 -2012-04-20 16:00:00,484.867 -2012-04-20 17:00:00,721.48865 -2012-04-20 18:00:00,671.4324 -2012-04-20 19:00:00,504.52325 -2012-04-20 20:00:00,352.88095 -2012-04-20 21:00:00,256.0658 -2012-04-20 22:00:00,205.8933 -2012-04-20 23:00:00,165.89073 -2012-04-21 00:00:00,121.90789 -2012-04-21 01:00:00,90.154465 -2012-04-21 02:00:00,67.37425 -2012-04-21 03:00:00,34.844475 -2012-04-21 04:00:00,11.4343195 -2012-04-21 05:00:00,13.292267 -2012-04-21 06:00:00,36.963417 -2012-04-21 07:00:00,90.999306 -2012-04-21 08:00:00,180.2102 -2012-04-21 09:00:00,303.30823 -2012-04-21 10:00:00,444.14697 -2012-04-21 11:00:00,534.12946 -2012-04-21 12:00:00,622.52527 -2012-04-21 13:00:00,625.45355 -2012-04-21 14:00:00,618.13544 -2012-04-21 15:00:00,622.46844 -2012-04-21 16:00:00,626.0559 -2012-04-21 17:00:00,597.0671 -2012-04-21 18:00:00,496.96518 -2012-04-21 19:00:00,256.3937 -2012-04-21 20:00:00,122.70161 -2012-04-21 21:00:00,108.566475 -2012-04-21 22:00:00,169.41435 -2012-04-21 23:00:00,119.48006 -2012-04-22 00:00:00,113.18962 -2012-04-22 01:00:00,86.65228 -2012-04-22 02:00:00,68.87492 -2012-04-22 03:00:00,35.353756 -2012-04-22 04:00:00,12.433278 -2012-04-22 05:00:00,10.079848 -2012-04-22 06:00:00,15.405651 -2012-04-22 07:00:00,32.31354 -2012-04-22 08:00:00,68.23329 -2012-04-22 09:00:00,112.29666 -2012-04-22 10:00:00,179.88098 -2012-04-22 11:00:00,231.5394 -2012-04-22 12:00:00,268.90393 -2012-04-22 13:00:00,279.91846 -2012-04-22 14:00:00,260.88815 -2012-04-22 15:00:00,254.77052 -2012-04-22 16:00:00,229.80322 -2012-04-22 17:00:00,137.3881 -2012-04-22 18:00:00,115.78866 -2012-04-22 19:00:00,119.63369 -2012-04-22 20:00:00,81.71851 -2012-04-22 21:00:00,64.3861 -2012-04-22 22:00:00,45.476242 -2012-04-22 23:00:00,33.160446 -2012-04-23 00:00:00,16.653479 -2012-04-23 01:00:00,7.2690363 -2012-04-23 02:00:00,4.9686527 -2012-04-23 03:00:00,4.0538464 -2012-04-23 04:00:00,4.07842 -2012-04-23 05:00:00,12.534729 -2012-04-23 06:00:00,91.74705 -2012-04-23 07:00:00,159.98135 -2012-04-23 08:00:00,524.1755 -2012-04-23 09:00:00,268.36298 -2012-04-23 10:00:00,134.0863 -2012-04-23 11:00:00,142.05763 -2012-04-23 12:00:00,113.29927 -2012-04-23 13:00:00,121.81382 -2012-04-23 14:00:00,119.64407 -2012-04-23 15:00:00,184.57428 -2012-04-23 16:00:00,118.92857 -2012-04-23 17:00:00,252.77176 -2012-04-23 18:00:00,306.04572 -2012-04-23 19:00:00,303.63135 -2012-04-23 20:00:00,214.57404 -2012-04-23 21:00:00,130.18578 -2012-04-23 22:00:00,118.680916 -2012-04-23 23:00:00,67.771614 -2012-04-24 00:00:00,23.718782 -2012-04-24 01:00:00,11.169163 -2012-04-24 02:00:00,5.7487664 -2012-04-24 03:00:00,4.045538 -2012-04-24 04:00:00,4.004986 -2012-04-24 05:00:00,23.28459 -2012-04-24 06:00:00,111.357635 -2012-04-24 07:00:00,347.55447 -2012-04-24 08:00:00,621.3423 -2012-04-24 09:00:00,317.3172 -2012-04-24 10:00:00,169.47838 -2012-04-24 11:00:00,202.05356 -2012-04-24 12:00:00,250.05501 -2012-04-24 13:00:00,260.36096 -2012-04-24 14:00:00,248.49615 -2012-04-24 15:00:00,263.6122 -2012-04-24 16:00:00,382.50647 -2012-04-24 17:00:00,721.2949 -2012-04-24 18:00:00,695.12714 -2012-04-24 19:00:00,505.36914 -2012-04-24 20:00:00,319.84354 -2012-04-24 21:00:00,225.9905 -2012-04-24 22:00:00,160.02914 -2012-04-24 23:00:00,94.23882 -2012-04-25 00:00:00,35.177296 -2012-04-25 01:00:00,13.056976 -2012-04-25 02:00:00,5.602413 -2012-04-25 03:00:00,4.1737103 -2012-04-25 04:00:00,4.591461 -2012-04-25 05:00:00,24.204456 -2012-04-25 06:00:00,118.06364 -2012-04-25 07:00:00,376.89044 -2012-04-25 08:00:00,647.7549 -2012-04-25 09:00:00,322.2763 -2012-04-25 10:00:00,193.45659 -2012-04-25 11:00:00,227.4044 -2012-04-25 12:00:00,271.5893 -2012-04-25 13:00:00,278.3953 -2012-04-25 14:00:00,248.72159 -2012-04-25 15:00:00,279.30368 -2012-04-25 16:00:00,390.35873 -2012-04-25 17:00:00,755.96265 -2012-04-25 18:00:00,743.6853 -2012-04-25 19:00:00,540.05676 -2012-04-25 20:00:00,382.21042 -2012-04-25 21:00:00,274.4606 -2012-04-25 22:00:00,187.2652 -2012-04-25 23:00:00,112.33603 -2012-04-26 00:00:00,36.16349 -2012-04-26 01:00:00,18.339787 -2012-04-26 02:00:00,8.223335 -2012-04-26 03:00:00,5.4685373 -2012-04-26 04:00:00,5.6126437 -2012-04-26 05:00:00,26.144636 -2012-04-26 06:00:00,130.89944 -2012-04-26 07:00:00,264.35144 -2012-04-26 08:00:00,465.62903 -2012-04-26 09:00:00,228.97752 -2012-04-26 10:00:00,158.24255 -2012-04-26 11:00:00,157.48828 -2012-04-26 12:00:00,211.5887 -2012-04-26 13:00:00,210.84293 -2012-04-26 14:00:00,199.52692 -2012-04-26 15:00:00,184.97293 -2012-04-26 16:00:00,275.9577 -2012-04-26 17:00:00,634.76245 -2012-04-26 18:00:00,591.9813 -2012-04-26 19:00:00,440.3833 -2012-04-26 20:00:00,334.82202 -2012-04-26 21:00:00,229.88428 -2012-04-26 22:00:00,189.30621 -2012-04-26 23:00:00,121.46705 -2012-04-27 00:00:00,68.10943 -2012-04-27 01:00:00,29.510374 -2012-04-27 02:00:00,13.952207 -2012-04-27 03:00:00,5.9909067 -2012-04-27 04:00:00,6.1733236 -2012-04-27 05:00:00,26.284086 -2012-04-27 06:00:00,116.27897 -2012-04-27 07:00:00,326.94824 -2012-04-27 08:00:00,613.88654 -2012-04-27 09:00:00,325.70096 -2012-04-27 10:00:00,221.14827 -2012-04-27 11:00:00,258.86923 -2012-04-27 12:00:00,322.893 -2012-04-27 13:00:00,325.45135 -2012-04-27 14:00:00,312.91208 -2012-04-27 15:00:00,361.7895 -2012-04-27 16:00:00,468.08667 -2012-04-27 17:00:00,707.3257 -2012-04-27 18:00:00,613.4259 -2012-04-27 19:00:00,433.59332 -2012-04-27 20:00:00,275.68893 -2012-04-27 21:00:00,197.9899 -2012-04-27 22:00:00,167.56621 -2012-04-27 23:00:00,121.93983 -2012-04-28 00:00:00,99.99314 -2012-04-28 01:00:00,71.69832 -2012-04-28 02:00:00,52.291138 -2012-04-28 03:00:00,22.290981 -2012-04-28 04:00:00,9.067881 -2012-04-28 05:00:00,8.885193 -2012-04-28 06:00:00,21.248302 -2012-04-28 07:00:00,70.92094 -2012-04-28 08:00:00,165.22508 -2012-04-28 09:00:00,254.48967 -2012-04-28 10:00:00,346.16797 -2012-04-28 11:00:00,399.99792 -2012-04-28 12:00:00,463.95612 -2012-04-28 13:00:00,496.4429 -2012-04-28 14:00:00,524.24994 -2012-04-28 15:00:00,517.2715 -2012-04-28 16:00:00,507.20047 -2012-04-28 17:00:00,428.56012 -2012-04-28 18:00:00,277.77563 -2012-04-28 19:00:00,189.81691 -2012-04-28 20:00:00,206.60013 -2012-04-28 21:00:00,113.00884 -2012-04-28 22:00:00,147.75151 -2012-04-28 23:00:00,129.84042 -2012-04-29 00:00:00,85.22069 -2012-04-29 01:00:00,88.49658 -2012-04-29 02:00:00,64.66625 -2012-04-29 03:00:00,29.973167 -2012-04-29 04:00:00,11.101646 -2012-04-29 05:00:00,10.509291 -2012-04-29 06:00:00,17.520636 -2012-04-29 07:00:00,48.296936 -2012-04-29 08:00:00,111.48801 -2012-04-29 09:00:00,219.46092 -2012-04-29 10:00:00,336.68878 -2012-04-29 11:00:00,428.24817 -2012-04-29 12:00:00,534.78564 -2012-04-29 13:00:00,547.82196 -2012-04-29 14:00:00,567.883 -2012-04-29 15:00:00,578.0015 -2012-04-29 16:00:00,574.80707 -2012-04-29 17:00:00,536.8094 -2012-04-29 18:00:00,455.66174 -2012-04-29 19:00:00,364.25775 -2012-04-29 20:00:00,268.4125 -2012-04-29 21:00:00,176.06255 -2012-04-29 22:00:00,121.0704 -2012-04-29 23:00:00,78.40334 -2012-04-30 00:00:00,33.644356 -2012-04-30 01:00:00,14.094779 -2012-04-30 02:00:00,7.2339644 -2012-04-30 03:00:00,5.602317 -2012-04-30 04:00:00,5.012638 -2012-04-30 05:00:00,23.125767 -2012-04-30 06:00:00,115.11886 -2012-04-30 07:00:00,362.57782 -2012-04-30 08:00:00,603.5435 -2012-04-30 09:00:00,300.35934 -2012-04-30 10:00:00,165.83325 -2012-04-30 11:00:00,190.0353 -2012-04-30 12:00:00,221.79942 -2012-04-30 13:00:00,222.09366 -2012-04-30 14:00:00,213.78456 -2012-04-30 15:00:00,239.95584 -2012-04-30 16:00:00,371.21835 -2012-04-30 17:00:00,728.0057 -2012-04-30 18:00:00,694.2805 -2012-04-30 19:00:00,469.81512 -2012-04-30 20:00:00,319.7845 -2012-04-30 21:00:00,228.64641 -2012-04-30 22:00:00,165.69775 -2012-04-30 23:00:00,85.54125 -2012-05-20 00:00:00,150.04593 -2012-05-20 01:00:00,109.085655 -2012-05-20 02:00:00,80.73536 -2012-05-20 03:00:00,40.704678 -2012-05-20 04:00:00,16.137293 -2012-05-20 05:00:00,14.505953 -2012-05-20 06:00:00,25.004637 -2012-05-20 07:00:00,65.41968 -2012-05-20 08:00:00,152.87279 -2012-05-20 09:00:00,321.8493 -2012-05-20 10:00:00,477.05493 -2012-05-20 11:00:00,560.108 -2012-05-20 12:00:00,631.9138 -2012-05-20 13:00:00,647.0033 -2012-05-20 14:00:00,611.8883 -2012-05-20 15:00:00,578.5264 -2012-05-20 16:00:00,593.2675 -2012-05-20 17:00:00,548.05273 -2012-05-20 18:00:00,497.36115 -2012-05-20 19:00:00,384.43176 -2012-05-20 20:00:00,300.38443 -2012-05-20 21:00:00,213.72899 -2012-05-20 22:00:00,158.88356 -2012-05-20 23:00:00,67.143524 -2012-05-21 00:00:00,24.395046 -2012-05-21 01:00:00,11.1364355 -2012-05-21 02:00:00,6.8118153 -2012-05-21 03:00:00,5.9943285 -2012-05-21 04:00:00,6.6537523 -2012-05-21 05:00:00,19.112173 -2012-05-21 06:00:00,74.48713 -2012-05-21 07:00:00,169.20464 -2012-05-21 08:00:00,266.2865 -2012-05-21 09:00:00,140.06921 -2012-05-21 10:00:00,79.73608 -2012-05-21 11:00:00,147.72968 -2012-05-21 12:00:00,170.68553 -2012-05-21 13:00:00,96.44223 -2012-05-21 14:00:00,87.087555 -2012-05-21 15:00:00,237.40498 -2012-05-21 16:00:00,336.3179 -2012-05-21 17:00:00,662.3498 -2012-05-21 18:00:00,691.92804 -2012-05-21 19:00:00,518.45306 -2012-05-21 20:00:00,377.12885 -2012-05-21 21:00:00,272.35065 -2012-05-21 22:00:00,168.46027 -2012-05-21 23:00:00,97.82048 -2012-05-22 00:00:00,39.1723 -2012-05-22 01:00:00,15.8811455 -2012-05-22 02:00:00,8.849712 -2012-05-22 03:00:00,7.0892057 -2012-05-22 04:00:00,7.092348 -2012-05-22 05:00:00,26.011555 -2012-05-22 06:00:00,103.91574 -2012-05-22 07:00:00,208.6422 -2012-05-22 08:00:00,580.1915 -2012-05-22 09:00:00,314.066 -2012-05-22 10:00:00,178.47734 -2012-05-22 11:00:00,182.67229 -2012-05-22 12:00:00,224.03899 -2012-05-22 13:00:00,217.02763 -2012-05-22 14:00:00,209.948 -2012-05-22 15:00:00,275.49225 -2012-05-22 16:00:00,393.16928 -2012-05-22 17:00:00,808.0344 -2012-05-22 18:00:00,766.52856 -2012-05-22 19:00:00,526.37775 -2012-05-22 20:00:00,383.73282 -2012-05-22 21:00:00,273.33136 -2012-05-22 22:00:00,215.85783 -2012-05-22 23:00:00,129.31581 -2012-05-23 00:00:00,54.329685 -2012-05-23 01:00:00,22.126194 -2012-05-23 02:00:00,10.375824 -2012-05-23 03:00:00,8.410299 -2012-05-23 04:00:00,7.37246 -2012-05-23 05:00:00,28.683289 -2012-05-23 06:00:00,166.74289 -2012-05-23 07:00:00,447.54868 -2012-05-23 08:00:00,664.9208 -2012-05-23 09:00:00,323.21072 -2012-05-23 10:00:00,193.52689 -2012-05-23 11:00:00,221.71925 -2012-05-23 12:00:00,262.7023 -2012-05-23 13:00:00,245.12958 -2012-05-23 14:00:00,250.24686 -2012-05-23 15:00:00,252.58331 -2012-05-23 16:00:00,284.93628 -2012-05-23 17:00:00,546.7685 -2012-05-23 18:00:00,557.91125 -2012-05-23 19:00:00,381.90756 -2012-05-23 20:00:00,280.29495 -2012-05-23 21:00:00,196.8187 -2012-05-23 22:00:00,165.54678 -2012-05-23 23:00:00,121.66457 -2012-05-24 00:00:00,60.588295 -2012-05-24 01:00:00,25.106773 -2012-05-24 02:00:00,11.368211 -2012-05-24 03:00:00,7.161425 -2012-05-24 04:00:00,8.251016 -2012-05-24 05:00:00,37.27508 -2012-05-24 06:00:00,156.79546 -2012-05-24 07:00:00,457.46313 -2012-05-24 08:00:00,688.436 -2012-05-24 09:00:00,357.63388 -2012-05-24 10:00:00,206.44275 -2012-05-24 11:00:00,241.18922 -2012-05-24 12:00:00,301.1782 -2012-05-24 13:00:00,300.1355 -2012-05-24 14:00:00,255.71494 -2012-05-24 15:00:00,278.68854 -2012-05-24 16:00:00,408.17673 -2012-05-24 17:00:00,802.6323 -2012-05-24 18:00:00,798.86395 -2012-05-24 19:00:00,548.77454 -2012-05-24 20:00:00,366.35922 -2012-05-24 21:00:00,182.17648 -2012-05-24 22:00:00,204.91972 -2012-05-24 23:00:00,146.63861 -2012-05-25 00:00:00,84.39671 -2012-05-25 01:00:00,40.0746 -2012-05-25 02:00:00,14.22019 -2012-05-25 03:00:00,8.116201 -2012-05-25 04:00:00,8.258365 -2012-05-25 05:00:00,36.750072 -2012-05-25 06:00:00,141.52562 -2012-05-25 07:00:00,383.4809 -2012-05-25 08:00:00,576.9324 -2012-05-25 09:00:00,308.0891 -2012-05-25 10:00:00,236.3312 -2012-05-25 11:00:00,268.53766 -2012-05-25 12:00:00,341.97293 -2012-05-25 13:00:00,341.8966 -2012-05-25 14:00:00,323.21698 -2012-05-25 15:00:00,325.37097 -2012-05-25 16:00:00,458.69165 -2012-05-25 17:00:00,696.71936 -2012-05-25 18:00:00,667.7343 -2012-05-25 19:00:00,500.44522 -2012-05-25 20:00:00,375.3463 -2012-05-25 21:00:00,290.4487 -2012-05-25 22:00:00,254.62123 -2012-05-25 23:00:00,191.41962 -2012-05-26 00:00:00,150.12624 -2012-05-26 01:00:00,111.66528 -2012-05-26 02:00:00,80.89461 -2012-05-26 03:00:00,38.40593 -2012-05-26 04:00:00,16.226685 -2012-05-26 05:00:00,17.501102 -2012-05-26 06:00:00,41.053955 -2012-05-26 07:00:00,88.75916 -2012-05-26 08:00:00,191.45328 -2012-05-26 09:00:00,281.0427 -2012-05-26 10:00:00,405.2322 -2012-05-26 11:00:00,497.57297 -2012-05-26 12:00:00,555.5503 -2012-05-26 13:00:00,556.6356 -2012-05-26 14:00:00,541.7243 -2012-05-26 15:00:00,538.4828 -2012-05-26 16:00:00,558.8248 -2012-05-26 17:00:00,539.0106 -2012-05-26 18:00:00,515.44696 -2012-05-26 19:00:00,387.90594 -2012-05-26 20:00:00,338.2453 -2012-05-26 21:00:00,265.6947 -2012-05-26 22:00:00,243.85732 -2012-05-26 23:00:00,192.8618 -2012-05-27 00:00:00,145.68396 -2012-05-27 01:00:00,118.02006 -2012-05-27 02:00:00,85.469185 -2012-05-27 03:00:00,46.62831 -2012-05-27 04:00:00,16.753134 -2012-05-27 05:00:00,16.449585 -2012-05-27 06:00:00,26.96365 -2012-05-27 07:00:00,58.88496 -2012-05-27 08:00:00,123.25125 -2012-05-27 09:00:00,238.65063 -2012-05-27 10:00:00,384.39188 -2012-05-27 11:00:00,485.4648 -2012-05-27 12:00:00,526.6861 -2012-05-27 13:00:00,540.1171 -2012-05-27 14:00:00,525.1879 -2012-05-27 15:00:00,522.6656 -2012-05-27 16:00:00,527.7369 -2012-05-27 17:00:00,515.14746 -2012-05-27 18:00:00,461.39325 -2012-05-27 19:00:00,384.77258 -2012-05-27 20:00:00,314.3153 -2012-05-27 21:00:00,138.27592 -2012-05-27 22:00:00,86.30598 -2012-05-27 23:00:00,72.12449 -2012-05-28 00:00:00,91.27576 -2012-05-28 01:00:00,52.78679 -2012-05-28 02:00:00,50.84883 -2012-05-28 03:00:00,18.736 -2012-05-28 04:00:00,18.865171 -2012-05-28 05:00:00,37.571423 -2012-05-28 06:00:00,66.25693 -2012-05-28 07:00:00,264.82614 -2012-05-28 08:00:00,317.64334 -2012-05-28 09:00:00,292.26138 -2012-05-28 10:00:00,294.0608 -2012-05-28 11:00:00,297.5316 -2012-05-28 12:00:00,374.26807 -2012-05-28 13:00:00,379.10602 -2012-05-28 14:00:00,366.71017 -2012-05-28 15:00:00,377.97095 -2012-05-28 16:00:00,435.16995 -2012-05-28 17:00:00,620.45483 -2012-05-28 18:00:00,617.3464 -2012-05-28 19:00:00,508.72476 -2012-05-28 20:00:00,397.66888 -2012-05-28 21:00:00,298.47867 -2012-05-28 22:00:00,212.66689 -2012-05-28 23:00:00,123.14167 -2012-05-29 00:00:00,48.19333 -2012-05-29 01:00:00,21.771341 -2012-05-29 02:00:00,11.8523 -2012-05-29 03:00:00,8.038032 -2012-05-29 04:00:00,8.651936 -2012-05-29 05:00:00,38.06192 -2012-05-29 06:00:00,169.59866 -2012-05-29 07:00:00,474.39496 -2012-05-29 08:00:00,673.5081 -2012-05-29 09:00:00,317.86566 -2012-05-29 10:00:00,166.4582 -2012-05-29 11:00:00,207.72224 -2012-05-29 12:00:00,263.1678 -2012-05-29 13:00:00,260.10483 -2012-05-29 14:00:00,241.91068 -2012-05-29 15:00:00,259.69598 -2012-05-29 16:00:00,384.50534 -2012-05-29 17:00:00,798.9324 -2012-05-29 18:00:00,790.8882 -2012-05-29 19:00:00,565.00635 -2012-05-29 20:00:00,260.04764 -2012-05-29 21:00:00,115.55985 -2012-05-29 22:00:00,145.89226 -2012-05-29 23:00:00,64.04537 -2012-05-30 00:00:00,36.21415 -2012-05-30 01:00:00,18.342299 -2012-05-30 02:00:00,7.9398847 -2012-05-30 03:00:00,7.4504943 -2012-05-30 04:00:00,7.7898793 -2012-05-30 05:00:00,38.78536 -2012-05-30 06:00:00,166.63582 -2012-05-30 07:00:00,288.1895 -2012-05-30 08:00:00,685.24426 -2012-05-30 09:00:00,337.6262 -2012-05-30 10:00:00,184.64076 -2012-05-30 11:00:00,223.80083 -2012-05-30 12:00:00,298.55048 -2012-05-30 13:00:00,291.2303 -2012-05-30 14:00:00,277.18335 -2012-05-30 15:00:00,286.8344 -2012-05-30 16:00:00,428.6033 -2012-05-30 17:00:00,814.36444 -2012-05-30 18:00:00,810.9347 -2012-05-30 19:00:00,589.76135 -2012-05-30 20:00:00,370.21518 -2012-05-30 21:00:00,319.55237 -2012-05-30 22:00:00,245.66174 -2012-05-30 23:00:00,158.30284 -2012-05-31 00:00:00,64.148926 -2012-05-31 01:00:00,26.386518 -2012-05-31 02:00:00,12.972625 -2012-05-31 03:00:00,8.895653 -2012-05-31 04:00:00,8.635047 -2012-05-31 05:00:00,38.88308 -2012-05-31 06:00:00,172.9903 -2012-05-31 07:00:00,494.4808 -2012-05-31 08:00:00,685.7628 -2012-05-31 09:00:00,341.3615 -2012-05-31 10:00:00,220.21857 -2012-05-31 11:00:00,260.5576 -2012-05-31 12:00:00,322.79788 -2012-05-31 13:00:00,321.41232 -2012-05-31 14:00:00,283.0724 -2012-05-31 15:00:00,308.8792 -2012-05-31 16:00:00,442.4917 -2012-05-31 17:00:00,833.64514 -2012-05-31 18:00:00,815.4494 -2012-05-31 19:00:00,603.16064 -2012-05-31 20:00:00,435.91516 -2012-05-31 21:00:00,327.25885 -2012-05-31 22:00:00,271.99945 -2012-05-31 23:00:00,192.68578 -2012-06-20 00:00:00,52.644955 -2012-06-20 01:00:00,22.952312 -2012-06-20 02:00:00,10.677162 -2012-06-20 03:00:00,7.036275 -2012-06-20 04:00:00,7.4857225 -2012-06-20 05:00:00,37.5249 -2012-06-20 06:00:00,140.28569 -2012-06-20 07:00:00,405.13806 -2012-06-20 08:00:00,667.53864 -2012-06-20 09:00:00,331.0476 -2012-06-20 10:00:00,183.80768 -2012-06-20 11:00:00,200.28482 -2012-06-20 12:00:00,245.52126 -2012-06-20 13:00:00,242.38303 -2012-06-20 14:00:00,219.97366 -2012-06-20 15:00:00,241.80927 -2012-06-20 16:00:00,364.61206 -2012-06-20 17:00:00,710.5969 -2012-06-20 18:00:00,693.3188 -2012-06-20 19:00:00,514.50336 -2012-06-20 20:00:00,413.5016 -2012-06-20 21:00:00,326.67236 -2012-06-20 22:00:00,273.68506 -2012-06-20 23:00:00,160.71695 -2012-06-21 00:00:00,66.72003 -2012-06-21 01:00:00,26.227339 -2012-06-21 02:00:00,13.103225 -2012-06-21 03:00:00,7.7820897 -2012-06-21 04:00:00,9.115384 -2012-06-21 05:00:00,40.287907 -2012-06-21 06:00:00,166.90717 -2012-06-21 07:00:00,435.37076 -2012-06-21 08:00:00,659.9585 -2012-06-21 09:00:00,314.40552 -2012-06-21 10:00:00,172.24031 -2012-06-21 11:00:00,202.02039 -2012-06-21 12:00:00,247.11525 -2012-06-21 13:00:00,244.87692 -2012-06-21 14:00:00,231.26741 -2012-06-21 15:00:00,233.06862 -2012-06-21 16:00:00,362.9386 -2012-06-21 17:00:00,731.4095 -2012-06-21 18:00:00,749.63025 -2012-06-21 19:00:00,504.50183 -2012-06-21 20:00:00,410.3391 -2012-06-21 21:00:00,350.19272 -2012-06-21 22:00:00,246.3463 -2012-06-21 23:00:00,178.01776 -2012-06-22 00:00:00,80.54523 -2012-06-22 01:00:00,43.071762 -2012-06-22 02:00:00,18.337778 -2012-06-22 03:00:00,10.318088 -2012-06-22 04:00:00,8.97501 -2012-06-22 05:00:00,39.21185 -2012-06-22 06:00:00,149.17412 -2012-06-22 07:00:00,420.89484 -2012-06-22 08:00:00,631.82666 -2012-06-22 09:00:00,325.8385 -2012-06-22 10:00:00,232.32625 -2012-06-22 11:00:00,275.48862 -2012-06-22 12:00:00,315.21347 -2012-06-22 13:00:00,293.583 -2012-06-22 14:00:00,276.89005 -2012-06-22 15:00:00,287.51364 -2012-06-22 16:00:00,394.77045 -2012-06-22 17:00:00,739.56775 -2012-06-22 18:00:00,663.3082 -2012-06-22 19:00:00,478.39838 -2012-06-22 20:00:00,340.56122 -2012-06-22 21:00:00,197.3078 -2012-06-22 22:00:00,249.51036 -2012-06-22 23:00:00,174.38966 -2012-06-23 00:00:00,145.55643 -2012-06-23 01:00:00,111.80404 -2012-06-23 02:00:00,72.86549 -2012-06-23 03:00:00,35.16793 -2012-06-23 04:00:00,12.348129 -2012-06-23 05:00:00,12.962721 -2012-06-23 06:00:00,38.003998 -2012-06-23 07:00:00,78.31103 -2012-06-23 08:00:00,187.65709 -2012-06-23 09:00:00,308.19568 -2012-06-23 10:00:00,436.0502 -2012-06-23 11:00:00,523.16956 -2012-06-23 12:00:00,557.26416 -2012-06-23 13:00:00,573.06335 -2012-06-23 14:00:00,591.00494 -2012-06-23 15:00:00,537.11646 -2012-06-23 16:00:00,545.04224 -2012-06-23 17:00:00,556.1549 -2012-06-23 18:00:00,514.61536 -2012-06-23 19:00:00,423.41656 -2012-06-23 20:00:00,367.8492 -2012-06-23 21:00:00,311.4326 -2012-06-23 22:00:00,280.9185 -2012-06-23 23:00:00,222.89569 -2012-06-24 00:00:00,168.20857 -2012-06-24 01:00:00,124.74884 -2012-06-24 02:00:00,91.2131 -2012-06-24 03:00:00,42.97472 -2012-06-24 04:00:00,15.156693 -2012-06-24 05:00:00,14.518886 -2012-06-24 06:00:00,21.195215 -2012-06-24 07:00:00,64.67146 -2012-06-24 08:00:00,144.93019 -2012-06-24 09:00:00,279.9307 -2012-06-24 10:00:00,417.20224 -2012-06-24 11:00:00,506.98132 -2012-06-24 12:00:00,534.56354 -2012-06-24 13:00:00,544.3498 -2012-06-24 14:00:00,505.06015 -2012-06-24 15:00:00,475.4939 -2012-06-24 16:00:00,487.84937 -2012-06-24 17:00:00,497.49133 -2012-06-24 18:00:00,460.93607 -2012-06-24 19:00:00,381.95477 -2012-06-24 20:00:00,290.24637 -2012-06-24 21:00:00,239.55678 -2012-06-24 22:00:00,178.4645 -2012-06-24 23:00:00,115.957306 -2012-06-25 00:00:00,41.874474 -2012-06-25 01:00:00,17.800934 -2012-06-25 02:00:00,10.026099 -2012-06-25 03:00:00,7.150372 -2012-06-25 04:00:00,7.61761 -2012-06-25 05:00:00,35.873497 -2012-06-25 06:00:00,145.1132 -2012-06-25 07:00:00,443.25793 -2012-06-25 08:00:00,611.9676 -2012-06-25 09:00:00,314.9215 -2012-06-25 10:00:00,182.68346 -2012-06-25 11:00:00,202.59726 -2012-06-25 12:00:00,262.75867 -2012-06-25 13:00:00,265.2738 -2012-06-25 14:00:00,222.64737 -2012-06-25 15:00:00,262.64728 -2012-06-25 16:00:00,382.94437 -2012-06-25 17:00:00,802.62714 -2012-06-25 18:00:00,792.4354 -2012-06-25 19:00:00,576.631 -2012-06-25 20:00:00,421.1032 -2012-06-25 21:00:00,314.8437 -2012-06-25 22:00:00,240.67812 -2012-06-25 23:00:00,144.80363 -2012-06-26 00:00:00,42.19435 -2012-06-26 01:00:00,17.425669 -2012-06-26 02:00:00,10.298812 -2012-06-26 03:00:00,7.126856 -2012-06-26 04:00:00,7.7968655 -2012-06-26 05:00:00,36.332226 -2012-06-26 06:00:00,156.47365 -2012-06-26 07:00:00,471.13297 -2012-06-26 08:00:00,676.7513 -2012-06-26 09:00:00,332.6908 -2012-06-26 10:00:00,196.9287 -2012-06-26 11:00:00,240.59906 -2012-06-26 12:00:00,288.32114 -2012-06-26 13:00:00,285.23962 -2012-06-26 14:00:00,263.88025 -2012-06-26 15:00:00,285.6582 -2012-06-26 16:00:00,425.5622 -2012-06-26 17:00:00,825.7716 -2012-06-26 18:00:00,811.53986 -2012-06-26 19:00:00,594.2319 -2012-06-26 20:00:00,442.6088 -2012-06-26 21:00:00,337.7875 -2012-06-26 22:00:00,253.51956 -2012-06-26 23:00:00,153.505 -2012-06-27 00:00:00,49.355446 -2012-06-27 01:00:00,19.43217 -2012-06-27 02:00:00,10.030448 -2012-06-27 03:00:00,7.0598407 -2012-06-27 04:00:00,7.8248687 -2012-06-27 05:00:00,37.486767 -2012-06-27 06:00:00,161.13298 -2012-06-27 07:00:00,469.68927 -2012-06-27 08:00:00,660.7917 -2012-06-27 09:00:00,325.14993 -2012-06-27 10:00:00,203.11171 -2012-06-27 11:00:00,240.09402 -2012-06-27 12:00:00,286.02637 -2012-06-27 13:00:00,269.72342 -2012-06-27 14:00:00,261.04556 -2012-06-27 15:00:00,262.09445 -2012-06-27 16:00:00,391.20822 -2012-06-27 17:00:00,813.59436 -2012-06-27 18:00:00,798.447 -2012-06-27 19:00:00,586.0738 -2012-06-27 20:00:00,456.40433 -2012-06-27 21:00:00,355.02707 -2012-06-27 22:00:00,277.05994 -2012-06-27 23:00:00,171.80249 -2012-06-28 00:00:00,68.17582 -2012-06-28 01:00:00,25.652657 -2012-06-28 02:00:00,13.668253 -2012-06-28 03:00:00,8.807048 -2012-06-28 04:00:00,7.9129043 -2012-06-28 05:00:00,38.99942 -2012-06-28 06:00:00,166.46387 -2012-06-28 07:00:00,489.2193 -2012-06-28 08:00:00,679.96375 -2012-06-28 09:00:00,339.8596 -2012-06-28 10:00:00,200.37927 -2012-06-28 11:00:00,226.06772 -2012-06-28 12:00:00,278.08777 -2012-06-28 13:00:00,271.93884 -2012-06-28 14:00:00,256.95926 -2012-06-28 15:00:00,274.45712 -2012-06-28 16:00:00,395.6057 -2012-06-28 17:00:00,787.63153 -2012-06-28 18:00:00,750.6274 -2012-06-28 19:00:00,543.66626 -2012-06-28 20:00:00,439.6386 -2012-06-28 21:00:00,328.58264 -2012-06-28 22:00:00,269.36597 -2012-06-28 23:00:00,193.15436 -2012-06-29 00:00:00,92.50198 -2012-06-29 01:00:00,45.827366 -2012-06-29 02:00:00,18.73013 -2012-06-29 03:00:00,9.161029 -2012-06-29 04:00:00,9.797459 -2012-06-29 05:00:00,42.51041 -2012-06-29 06:00:00,157.12401 -2012-06-29 07:00:00,427.82452 -2012-06-29 08:00:00,634.74457 -2012-06-29 09:00:00,338.15088 -2012-06-29 10:00:00,206.79417 -2012-06-29 11:00:00,240.97382 -2012-06-29 12:00:00,271.13843 -2012-06-29 13:00:00,241.25838 -2012-06-29 14:00:00,198.83493 -2012-06-29 15:00:00,198.8701 -2012-06-29 16:00:00,300.42545 -2012-06-29 17:00:00,560.32385 -2012-06-29 18:00:00,476.33365 -2012-06-29 19:00:00,437.88474 -2012-06-29 20:00:00,309.357 -2012-06-29 21:00:00,265.4602 -2012-06-29 22:00:00,177.39345 -2012-06-29 23:00:00,153.08542 -2012-06-30 00:00:00,111.5073 -2012-06-30 01:00:00,91.11939 -2012-06-30 02:00:00,72.04393 -2012-06-30 03:00:00,36.14903 -2012-06-30 04:00:00,11.981068 -2012-06-30 05:00:00,15.203822 -2012-06-30 06:00:00,36.683643 -2012-06-30 07:00:00,77.3371 -2012-06-30 08:00:00,164.29393 -2012-06-30 09:00:00,258.13745 -2012-06-30 10:00:00,386.47754 -2012-06-30 11:00:00,459.99393 -2012-06-30 12:00:00,511.8626 -2012-06-30 13:00:00,518.8162 -2012-06-30 14:00:00,512.1331 -2012-06-30 15:00:00,494.66766 -2012-06-30 16:00:00,480.764 -2012-06-30 17:00:00,506.8111 -2012-06-30 18:00:00,432.6542 -2012-06-30 19:00:00,389.40186 -2012-06-30 20:00:00,345.12924 -2012-06-30 21:00:00,284.3223 -2012-06-30 22:00:00,241.4195 -2012-06-30 23:00:00,194.9807 -2012-07-20 00:00:00,59.89843 -2012-07-20 01:00:00,39.352524 -2012-07-20 02:00:00,13.965686 -2012-07-20 03:00:00,8.487306 -2012-07-20 04:00:00,9.068703 -2012-07-20 05:00:00,38.144287 -2012-07-20 06:00:00,136.77185 -2012-07-20 07:00:00,365.86368 -2012-07-20 08:00:00,597.38416 -2012-07-20 09:00:00,338.00027 -2012-07-20 10:00:00,215.98253 -2012-07-20 11:00:00,187.3776 -2012-07-20 12:00:00,161.60614 -2012-07-20 13:00:00,146.37817 -2012-07-20 14:00:00,150.17555 -2012-07-20 15:00:00,215.3448 -2012-07-20 16:00:00,297.72818 -2012-07-20 17:00:00,446.2856 -2012-07-20 18:00:00,505.1312 -2012-07-20 19:00:00,333.93906 -2012-07-20 20:00:00,154.36705 -2012-07-20 21:00:00,123.277985 -2012-07-20 22:00:00,174.61792 -2012-07-20 23:00:00,135.35907 -2012-07-21 00:00:00,111.49321 -2012-07-21 01:00:00,101.16671 -2012-07-21 02:00:00,58.62631 -2012-07-21 03:00:00,26.551838 -2012-07-21 04:00:00,8.933327 -2012-07-21 05:00:00,8.949193 -2012-07-21 06:00:00,15.336789 -2012-07-21 07:00:00,67.8359 -2012-07-21 08:00:00,152.86029 -2012-07-21 09:00:00,250.8245 -2012-07-21 10:00:00,224.09213 -2012-07-21 11:00:00,391.5448 -2012-07-21 12:00:00,280.96283 -2012-07-21 13:00:00,273.76382 -2012-07-21 14:00:00,388.3972 -2012-07-21 15:00:00,268.1731 -2012-07-21 16:00:00,248.3968 -2012-07-21 17:00:00,191.28091 -2012-07-21 18:00:00,257.0162 -2012-07-21 19:00:00,255.22552 -2012-07-21 20:00:00,138.08746 -2012-07-21 21:00:00,170.10698 -2012-07-21 22:00:00,157.12346 -2012-07-21 23:00:00,135.62811 -2012-07-22 00:00:00,128.00119 -2012-07-22 01:00:00,115.62972 -2012-07-22 02:00:00,83.80534 -2012-07-22 03:00:00,38.34992 -2012-07-22 04:00:00,12.068163 -2012-07-22 05:00:00,11.83671 -2012-07-22 06:00:00,18.69554 -2012-07-22 07:00:00,46.250496 -2012-07-22 08:00:00,118.482285 -2012-07-22 09:00:00,255.08246 -2012-07-22 10:00:00,367.26236 -2012-07-22 11:00:00,396.2424 -2012-07-22 12:00:00,481.65884 -2012-07-22 13:00:00,495.16675 -2012-07-22 14:00:00,460.3741 -2012-07-22 15:00:00,443.26593 -2012-07-22 16:00:00,411.95944 -2012-07-22 17:00:00,377.11484 -2012-07-22 18:00:00,374.8567 -2012-07-22 19:00:00,319.89612 -2012-07-22 20:00:00,252.36147 -2012-07-22 21:00:00,189.89148 -2012-07-22 22:00:00,146.79364 -2012-07-22 23:00:00,101.99755 -2012-07-23 00:00:00,44.488686 -2012-07-23 01:00:00,16.770386 -2012-07-23 02:00:00,8.329861 -2012-07-23 03:00:00,6.5093036 -2012-07-23 04:00:00,6.7532196 -2012-07-23 05:00:00,29.52459 -2012-07-23 06:00:00,133.86972 -2012-07-23 07:00:00,400.32767 -2012-07-23 08:00:00,613.41925 -2012-07-23 09:00:00,319.5367 -2012-07-23 10:00:00,193.78706 -2012-07-23 11:00:00,217.204 -2012-07-23 12:00:00,263.8272 -2012-07-23 13:00:00,263.47476 -2012-07-23 14:00:00,235.33395 -2012-07-23 15:00:00,256.3629 -2012-07-23 16:00:00,382.85175 -2012-07-23 17:00:00,816.09265 -2012-07-23 18:00:00,812.47125 -2012-07-23 19:00:00,559.80347 -2012-07-23 20:00:00,401.57935 -2012-07-23 21:00:00,297.4814 -2012-07-23 22:00:00,205.87764 -2012-07-23 23:00:00,122.94903 -2012-07-24 00:00:00,49.13451 -2012-07-24 01:00:00,18.521055 -2012-07-24 02:00:00,9.30546 -2012-07-24 03:00:00,7.124984 -2012-07-24 04:00:00,7.4745836 -2012-07-24 05:00:00,35.909927 -2012-07-24 06:00:00,165.34018 -2012-07-24 07:00:00,494.6716 -2012-07-24 08:00:00,668.41974 -2012-07-24 09:00:00,299.17792 -2012-07-24 10:00:00,168.8239 -2012-07-24 11:00:00,198.10239 -2012-07-24 12:00:00,250.11629 -2012-07-24 13:00:00,241.11163 -2012-07-24 14:00:00,217.16516 -2012-07-24 15:00:00,252.8903 -2012-07-24 16:00:00,371.4918 -2012-07-24 17:00:00,820.66296 -2012-07-24 18:00:00,711.5694 -2012-07-24 19:00:00,552.4803 -2012-07-24 20:00:00,383.724 -2012-07-24 21:00:00,271.3182 -2012-07-24 22:00:00,177.0132 -2012-07-24 23:00:00,129.16782 -2012-07-25 00:00:00,48.012142 -2012-07-25 01:00:00,22.711346 -2012-07-25 02:00:00,10.321626 -2012-07-25 03:00:00,6.685745 -2012-07-25 04:00:00,6.8086553 -2012-07-25 05:00:00,40.277615 -2012-07-25 06:00:00,170.44223 -2012-07-25 07:00:00,470.14215 -2012-07-25 08:00:00,675.9801 -2012-07-25 09:00:00,328.72824 -2012-07-25 10:00:00,212.23381 -2012-07-25 11:00:00,241.04915 -2012-07-25 12:00:00,289.92368 -2012-07-25 13:00:00,279.72418 -2012-07-25 14:00:00,244.3394 -2012-07-25 15:00:00,281.2906 -2012-07-25 16:00:00,398.9437 -2012-07-25 17:00:00,833.7938 -2012-07-25 18:00:00,829.8539 -2012-07-25 19:00:00,609.7611 -2012-07-25 20:00:00,457.93176 -2012-07-25 21:00:00,339.39426 -2012-07-25 22:00:00,252.44861 -2012-07-25 23:00:00,152.72878 -2012-07-26 00:00:00,62.40975 -2012-07-26 01:00:00,23.650194 -2012-07-26 02:00:00,10.114974 -2012-07-26 03:00:00,6.8964486 -2012-07-26 04:00:00,7.934052 -2012-07-26 05:00:00,39.962616 -2012-07-26 06:00:00,170.24554 -2012-07-26 07:00:00,471.1475 -2012-07-26 08:00:00,671.6026 -2012-07-26 09:00:00,335.3929 -2012-07-26 10:00:00,176.23204 -2012-07-26 11:00:00,191.86989 -2012-07-26 12:00:00,245.00397 -2012-07-26 13:00:00,247.01144 -2012-07-26 14:00:00,204.14377 -2012-07-26 15:00:00,217.95512 -2012-07-26 16:00:00,310.91406 -2012-07-26 17:00:00,676.2987 -2012-07-26 18:00:00,638.377 -2012-07-26 19:00:00,492.04153 -2012-07-26 20:00:00,414.30273 -2012-07-26 21:00:00,321.3524 -2012-07-26 22:00:00,254.94228 -2012-07-26 23:00:00,166.78697 -2012-07-27 00:00:00,87.307724 -2012-07-27 01:00:00,40.535053 -2012-07-27 02:00:00,17.357721 -2012-07-27 03:00:00,10.037655 -2012-07-27 04:00:00,9.631685 -2012-07-27 05:00:00,39.309345 -2012-07-27 06:00:00,159.23216 -2012-07-27 07:00:00,423.27203 -2012-07-27 08:00:00,640.2226 -2012-07-27 09:00:00,321.2466 -2012-07-27 10:00:00,222.46494 -2012-07-27 11:00:00,261.18796 -2012-07-27 12:00:00,315.9146 -2012-07-27 13:00:00,316.10123 -2012-07-27 14:00:00,285.90976 -2012-07-27 15:00:00,312.52313 -2012-07-27 16:00:00,419.29514 -2012-07-27 17:00:00,712.25867 -2012-07-27 18:00:00,689.5723 -2012-07-27 19:00:00,504.1366 -2012-07-27 20:00:00,375.75146 -2012-07-27 21:00:00,295.63983 -2012-07-27 22:00:00,257.2913 -2012-07-27 23:00:00,193.50897 -2012-07-28 00:00:00,165.05988 -2012-07-28 01:00:00,113.99255 -2012-07-28 02:00:00,77.45828 -2012-07-28 03:00:00,38.14079 -2012-07-28 04:00:00,15.116036 -2012-07-28 05:00:00,17.626915 -2012-07-28 06:00:00,40.381966 -2012-07-28 07:00:00,107.402954 -2012-07-28 08:00:00,178.5882 -2012-07-28 09:00:00,307.9025 -2012-07-28 10:00:00,398.85532 -2012-07-28 11:00:00,499.06592 -2012-07-28 12:00:00,541.33014 -2012-07-28 13:00:00,528.7345 -2012-07-28 14:00:00,525.23016 -2012-07-28 15:00:00,500.49445 -2012-07-28 16:00:00,521.1551 -2012-07-28 17:00:00,537.628 -2012-07-28 18:00:00,501.38458 -2012-07-28 19:00:00,307.8773 -2012-07-28 20:00:00,261.37924 -2012-07-28 21:00:00,261.39563 -2012-07-28 22:00:00,237.86626 -2012-07-28 23:00:00,191.75157 -2012-07-29 00:00:00,154.4161 -2012-07-29 01:00:00,121.26246 -2012-07-29 02:00:00,89.19514 -2012-07-29 03:00:00,41.588074 -2012-07-29 04:00:00,14.767597 -2012-07-29 05:00:00,13.692677 -2012-07-29 06:00:00,22.411245 -2012-07-29 07:00:00,66.349365 -2012-07-29 08:00:00,131.68059 -2012-07-29 09:00:00,250.18472 -2012-07-29 10:00:00,385.24432 -2012-07-29 11:00:00,465.88373 -2012-07-29 12:00:00,535.43854 -2012-07-29 13:00:00,516.75256 -2012-07-29 14:00:00,501.62564 -2012-07-29 15:00:00,493.5195 -2012-07-29 16:00:00,492.27435 -2012-07-29 17:00:00,488.62793 -2012-07-29 18:00:00,449.0181 -2012-07-29 19:00:00,374.06818 -2012-07-29 20:00:00,270.37097 -2012-07-29 21:00:00,203.75099 -2012-07-29 22:00:00,156.0934 -2012-07-29 23:00:00,103.11558 -2012-07-30 00:00:00,50.874092 -2012-07-30 01:00:00,20.107256 -2012-07-30 02:00:00,11.094417 -2012-07-30 03:00:00,6.6547313 -2012-07-30 04:00:00,7.4398766 -2012-07-30 05:00:00,34.010067 -2012-07-30 06:00:00,139.75507 -2012-07-30 07:00:00,441.38705 -2012-07-30 08:00:00,630.52185 -2012-07-30 09:00:00,323.15778 -2012-07-30 10:00:00,175.46869 -2012-07-30 11:00:00,219.60226 -2012-07-30 12:00:00,263.8771 -2012-07-30 13:00:00,261.72696 -2012-07-30 14:00:00,232.46585 -2012-07-30 15:00:00,251.94482 -2012-07-30 16:00:00,379.02414 -2012-07-30 17:00:00,777.13055 -2012-07-30 18:00:00,753.7309 -2012-07-30 19:00:00,578.97076 -2012-07-30 20:00:00,349.57382 -2012-07-30 21:00:00,269.87042 -2012-07-30 22:00:00,171.0451 -2012-07-30 23:00:00,112.567986 -2012-07-31 00:00:00,47.600506 -2012-07-31 01:00:00,17.87834 -2012-07-31 02:00:00,9.3197975 -2012-07-31 03:00:00,7.1532984 -2012-07-31 04:00:00,7.461873 -2012-07-31 05:00:00,35.53099 -2012-07-31 06:00:00,157.07109 -2012-07-31 07:00:00,428.75302 -2012-07-31 08:00:00,671.4155 -2012-07-31 09:00:00,326.57877 -2012-07-31 10:00:00,196.5497 -2012-07-31 11:00:00,217.18913 -2012-07-31 12:00:00,273.21976 -2012-07-31 13:00:00,253.1566 -2012-07-31 14:00:00,223.8998 -2012-07-31 15:00:00,247.03218 -2012-07-31 16:00:00,364.78415 -2012-07-31 17:00:00,830.9608 -2012-07-31 18:00:00,767.3731 -2012-07-31 19:00:00,461.12128 -2012-07-31 20:00:00,281.08826 -2012-07-31 21:00:00,276.9273 -2012-07-31 22:00:00,198.64096 -2012-07-31 23:00:00,111.62766 -2012-08-20 00:00:00,31.864384 -2012-08-20 01:00:00,15.61339 -2012-08-20 02:00:00,8.274952 -2012-08-20 03:00:00,6.214908 -2012-08-20 04:00:00,6.7205973 -2012-08-20 05:00:00,30.191116 -2012-08-20 06:00:00,143.81215 -2012-08-20 07:00:00,428.5724 -2012-08-20 08:00:00,645.6727 -2012-08-20 09:00:00,313.49823 -2012-08-20 10:00:00,176.82494 -2012-08-20 11:00:00,216.54224 -2012-08-20 12:00:00,265.36682 -2012-08-20 13:00:00,269.04025 -2012-08-20 14:00:00,249.84952 -2012-08-20 15:00:00,266.76782 -2012-08-20 16:00:00,400.97 -2012-08-20 17:00:00,823.9269 -2012-08-20 18:00:00,607.74225 -2012-08-20 19:00:00,435.2508 -2012-08-20 20:00:00,257.06458 -2012-08-20 21:00:00,190.11745 -2012-08-20 22:00:00,120.896996 -2012-08-20 23:00:00,63.72907 -2012-08-21 00:00:00,31.738058 -2012-08-21 01:00:00,14.253862 -2012-08-21 02:00:00,7.089671 -2012-08-21 03:00:00,6.00009 -2012-08-21 04:00:00,6.6386867 -2012-08-21 05:00:00,36.157288 -2012-08-21 06:00:00,163.6396 -2012-08-21 07:00:00,491.401 -2012-08-21 08:00:00,696.0194 -2012-08-21 09:00:00,322.43723 -2012-08-21 10:00:00,198.7709 -2012-08-21 11:00:00,239.53502 -2012-08-21 12:00:00,291.3904 -2012-08-21 13:00:00,283.69104 -2012-08-21 14:00:00,262.8201 -2012-08-21 15:00:00,286.86148 -2012-08-21 16:00:00,433.64792 -2012-08-21 17:00:00,846.0098 -2012-08-21 18:00:00,843.6377 -2012-08-21 19:00:00,374.18436 -2012-08-21 20:00:00,369.26288 -2012-08-21 21:00:00,274.06116 -2012-08-21 22:00:00,188.98987 -2012-08-21 23:00:00,93.3818 -2012-08-22 00:00:00,45.444977 -2012-08-22 01:00:00,17.705353 -2012-08-22 02:00:00,8.422841 -2012-08-22 03:00:00,6.401908 -2012-08-22 04:00:00,6.794993 -2012-08-22 05:00:00,39.04886 -2012-08-22 06:00:00,170.57983 -2012-08-22 07:00:00,490.926 -2012-08-22 08:00:00,698.9554 -2012-08-22 09:00:00,336.10724 -2012-08-22 10:00:00,203.90344 -2012-08-22 11:00:00,233.16504 -2012-08-22 12:00:00,285.0472 -2012-08-22 13:00:00,278.81122 -2012-08-22 14:00:00,244.39418 -2012-08-22 15:00:00,272.90997 -2012-08-22 16:00:00,355.7246 -2012-08-22 17:00:00,746.1284 -2012-08-22 18:00:00,718.37476 -2012-08-22 19:00:00,479.86002 -2012-08-22 20:00:00,399.93793 -2012-08-22 21:00:00,285.3231 -2012-08-22 22:00:00,217.91068 -2012-08-22 23:00:00,113.86177 -2012-08-23 00:00:00,57.240788 -2012-08-23 01:00:00,20.643276 -2012-08-23 02:00:00,8.762432 -2012-08-23 03:00:00,6.8577213 -2012-08-23 04:00:00,6.884575 -2012-08-23 05:00:00,36.276295 -2012-08-23 06:00:00,147.25864 -2012-08-23 07:00:00,420.7546 -2012-08-23 08:00:00,689.9056 -2012-08-23 09:00:00,348.79663 -2012-08-23 10:00:00,202.32947 -2012-08-23 11:00:00,240.13579 -2012-08-23 12:00:00,298.4185 -2012-08-23 13:00:00,280.38892 -2012-08-23 14:00:00,242.92175 -2012-08-23 15:00:00,267.5015 -2012-08-23 16:00:00,425.4229 -2012-08-23 17:00:00,850.27893 -2012-08-23 18:00:00,845.49115 -2012-08-23 19:00:00,609.58014 -2012-08-23 20:00:00,439.88315 -2012-08-23 21:00:00,333.11606 -2012-08-23 22:00:00,246.65056 -2012-08-23 23:00:00,157.13629 -2012-08-24 00:00:00,79.7982 -2012-08-24 01:00:00,33.009796 -2012-08-24 02:00:00,18.24622 -2012-08-24 03:00:00,8.344646 -2012-08-24 04:00:00,7.733646 -2012-08-24 05:00:00,36.982365 -2012-08-24 06:00:00,136.06357 -2012-08-24 07:00:00,400.26758 -2012-08-24 08:00:00,639.39624 -2012-08-24 09:00:00,358.95303 -2012-08-24 10:00:00,252.905 -2012-08-24 11:00:00,284.09192 -2012-08-24 12:00:00,356.30206 -2012-08-24 13:00:00,339.24365 -2012-08-24 14:00:00,317.571 -2012-08-24 15:00:00,329.9013 -2012-08-24 16:00:00,471.01932 -2012-08-24 17:00:00,776.4588 -2012-08-24 18:00:00,671.08417 -2012-08-24 19:00:00,508.6867 -2012-08-24 20:00:00,365.88437 -2012-08-24 21:00:00,282.76492 -2012-08-24 22:00:00,242.38016 -2012-08-24 23:00:00,188.76881 -2012-08-25 00:00:00,156.56471 -2012-08-25 01:00:00,114.329865 -2012-08-25 02:00:00,80.76823 -2012-08-25 03:00:00,41.411457 -2012-08-25 04:00:00,15.518082 -2012-08-25 05:00:00,14.588684 -2012-08-25 06:00:00,30.202131 -2012-08-25 07:00:00,83.63759 -2012-08-25 08:00:00,175.7012 -2012-08-25 09:00:00,289.14908 -2012-08-25 10:00:00,408.36877 -2012-08-25 11:00:00,492.36902 -2012-08-25 12:00:00,492.35678 -2012-08-25 13:00:00,579.4595 -2012-08-25 14:00:00,411.66226 -2012-08-25 15:00:00,473.21573 -2012-08-25 16:00:00,449.46796 -2012-08-25 17:00:00,424.3372 -2012-08-25 18:00:00,413.49277 -2012-08-25 19:00:00,317.32462 -2012-08-25 20:00:00,150.42046 -2012-08-25 21:00:00,203.66954 -2012-08-25 22:00:00,190.3347 -2012-08-25 23:00:00,142.72296 -2012-08-26 00:00:00,132.42734 -2012-08-26 01:00:00,118.45015 -2012-08-26 02:00:00,78.79384 -2012-08-26 03:00:00,37.629425 -2012-08-26 04:00:00,13.463862 -2012-08-26 05:00:00,12.478799 -2012-08-26 06:00:00,15.488127 -2012-08-26 07:00:00,37.68365 -2012-08-26 08:00:00,127.88627 -2012-08-26 09:00:00,236.629 -2012-08-26 10:00:00,370.2254 -2012-08-26 11:00:00,425.78818 -2012-08-26 12:00:00,348.65323 -2012-08-26 13:00:00,281.68137 -2012-08-26 14:00:00,312.58923 -2012-08-26 15:00:00,211.86131 -2012-08-26 16:00:00,193.4223 -2012-08-26 17:00:00,268.81693 -2012-08-26 18:00:00,209.38065 -2012-08-26 19:00:00,194.32613 -2012-08-26 20:00:00,170.21758 -2012-08-26 21:00:00,144.01158 -2012-08-26 22:00:00,121.375946 -2012-08-26 23:00:00,84.84729 -2012-08-27 00:00:00,36.48648 -2012-08-27 01:00:00,15.874278 -2012-08-27 02:00:00,7.717208 -2012-08-27 03:00:00,6.176232 -2012-08-27 04:00:00,6.586612 -2012-08-27 05:00:00,31.201508 -2012-08-27 06:00:00,131.97322 -2012-08-27 07:00:00,384.3632 -2012-08-27 08:00:00,551.29364 -2012-08-27 09:00:00,286.88803 -2012-08-27 10:00:00,185.67868 -2012-08-27 11:00:00,206.7497 -2012-08-27 12:00:00,265.27124 -2012-08-27 13:00:00,265.2148 -2012-08-27 14:00:00,247.897 -2012-08-27 15:00:00,260.8714 -2012-08-27 16:00:00,385.16367 -2012-08-27 17:00:00,844.29736 -2012-08-27 18:00:00,835.4591 -2012-08-27 19:00:00,501.69394 -2012-08-27 20:00:00,373.77237 -2012-08-27 21:00:00,264.91757 -2012-08-27 22:00:00,161.22885 -2012-08-27 23:00:00,96.52076 -2012-08-28 00:00:00,42.828266 -2012-08-28 01:00:00,17.863758 -2012-08-28 02:00:00,9.709986 -2012-08-28 03:00:00,6.6510596 -2012-08-28 04:00:00,7.2351847 -2012-08-28 05:00:00,33.185276 -2012-08-28 06:00:00,137.70561 -2012-08-28 07:00:00,398.0075 -2012-08-28 08:00:00,577.28 -2012-08-28 09:00:00,318.29697 -2012-08-28 10:00:00,190.6838 -2012-08-28 11:00:00,217.79286 -2012-08-28 12:00:00,272.10623 -2012-08-28 13:00:00,267.80884 -2012-08-28 14:00:00,248.67319 -2012-08-28 15:00:00,273.81335 -2012-08-28 16:00:00,414.82397 -2012-08-28 17:00:00,847.24286 -2012-08-28 18:00:00,846.5643 -2012-08-28 19:00:00,606.6853 -2012-08-28 20:00:00,441.4624 -2012-08-28 21:00:00,330.72748 -2012-08-28 22:00:00,246.36479 -2012-08-28 23:00:00,147.82753 -2012-08-29 00:00:00,54.38658 -2012-08-29 01:00:00,20.00632 -2012-08-29 02:00:00,9.518883 -2012-08-29 03:00:00,6.604488 -2012-08-29 04:00:00,7.3362603 -2012-08-29 05:00:00,39.873913 -2012-08-29 06:00:00,172.2103 -2012-08-29 07:00:00,487.13358 -2012-08-29 08:00:00,703.0992 -2012-08-29 09:00:00,339.0089 -2012-08-29 10:00:00,200.67378 -2012-08-29 11:00:00,240.5018 -2012-08-29 12:00:00,287.83813 -2012-08-29 13:00:00,281.21555 -2012-08-29 14:00:00,253.37021 -2012-08-29 15:00:00,283.04904 -2012-08-29 16:00:00,436.33795 -2012-08-29 17:00:00,856.9007 -2012-08-29 18:00:00,851.20013 -2012-08-29 19:00:00,612.13525 -2012-08-29 20:00:00,437.89804 -2012-08-29 21:00:00,336.2767 -2012-08-29 22:00:00,259.32812 -2012-08-29 23:00:00,164.26144 -2012-08-30 00:00:00,59.30053 -2012-08-30 01:00:00,22.251364 -2012-08-30 02:00:00,9.873452 -2012-08-30 03:00:00,6.60373 -2012-08-30 04:00:00,6.8240366 -2012-08-30 05:00:00,39.05494 -2012-08-30 06:00:00,164.71725 -2012-08-30 07:00:00,483.30414 -2012-08-30 08:00:00,701.6489 -2012-08-30 09:00:00,350.5178 -2012-08-30 10:00:00,207.73032 -2012-08-30 11:00:00,243.27705 -2012-08-30 12:00:00,289.25403 -2012-08-30 13:00:00,284.05615 -2012-08-30 14:00:00,251.75905 -2012-08-30 15:00:00,268.1439 -2012-08-30 16:00:00,411.30737 -2012-08-30 17:00:00,851.81976 -2012-08-30 18:00:00,845.1886 -2012-08-30 19:00:00,615.3039 -2012-08-30 20:00:00,443.78525 -2012-08-30 21:00:00,319.333 -2012-08-30 22:00:00,240.58716 -2012-08-30 23:00:00,163.15343 -2012-08-31 00:00:00,83.69785 -2012-08-31 01:00:00,39.224346 -2012-08-31 02:00:00,15.37202 -2012-08-31 03:00:00,8.696422 -2012-08-31 04:00:00,7.4229374 -2012-08-31 05:00:00,35.672035 -2012-08-31 06:00:00,127.45291 -2012-08-31 07:00:00,347.4156 -2012-08-31 08:00:00,653.7269 -2012-08-31 09:00:00,354.65005 -2012-08-31 10:00:00,246.49083 -2012-08-31 11:00:00,279.57202 -2012-08-31 12:00:00,335.09033 -2012-08-31 13:00:00,326.93784 -2012-08-31 14:00:00,310.871 -2012-08-31 15:00:00,316.96545 -2012-08-31 16:00:00,430.99683 -2012-08-31 17:00:00,751.21063 -2012-08-31 18:00:00,706.1235 -2012-08-31 19:00:00,523.16974 -2012-08-31 20:00:00,394.30206 -2012-08-31 21:00:00,305.08652 -2012-08-31 22:00:00,258.5893 -2012-08-31 23:00:00,200.8474 -2012-09-20 00:00:00,58.39984 -2012-09-20 01:00:00,24.18915 -2012-09-20 02:00:00,12.458088 -2012-09-20 03:00:00,7.5539894 -2012-09-20 04:00:00,8.107719 -2012-09-20 05:00:00,44.86 -2012-09-20 06:00:00,178.17148 -2012-09-20 07:00:00,512.71106 -2012-09-20 08:00:00,769.29236 -2012-09-20 09:00:00,368.43127 -2012-09-20 10:00:00,219.10199 -2012-09-20 11:00:00,242.33267 -2012-09-20 12:00:00,315.7217 -2012-09-20 13:00:00,310.96243 -2012-09-20 14:00:00,284.22345 -2012-09-20 15:00:00,316.36877 -2012-09-20 16:00:00,458.07278 -2012-09-20 17:00:00,874.06976 -2012-09-20 18:00:00,847.54004 -2012-09-20 19:00:00,591.1412 -2012-09-20 20:00:00,417.24304 -2012-09-20 21:00:00,320.63846 -2012-09-20 22:00:00,227.85931 -2012-09-20 23:00:00,159.7612 -2012-09-21 00:00:00,79.962875 -2012-09-21 01:00:00,39.111195 -2012-09-21 02:00:00,16.368635 -2012-09-21 03:00:00,9.893219 -2012-09-21 04:00:00,9.217352 -2012-09-21 05:00:00,42.500427 -2012-09-21 06:00:00,173.70886 -2012-09-21 07:00:00,457.4151 -2012-09-21 08:00:00,706.7638 -2012-09-21 09:00:00,370.18408 -2012-09-21 10:00:00,264.353 -2012-09-21 11:00:00,318.01404 -2012-09-21 12:00:00,379.7871 -2012-09-21 13:00:00,380.71735 -2012-09-21 14:00:00,363.62646 -2012-09-21 15:00:00,383.06735 -2012-09-21 16:00:00,530.90094 -2012-09-21 17:00:00,831.60254 -2012-09-21 18:00:00,734.9049 -2012-09-21 19:00:00,525.6802 -2012-09-21 20:00:00,369.592 -2012-09-21 21:00:00,272.91376 -2012-09-21 22:00:00,239.07071 -2012-09-21 23:00:00,181.66072 -2012-09-22 00:00:00,152.0057 -2012-09-22 01:00:00,105.51481 -2012-09-22 02:00:00,73.92994 -2012-09-22 03:00:00,36.192608 -2012-09-22 04:00:00,12.934996 -2012-09-22 05:00:00,15.248565 -2012-09-22 06:00:00,34.102905 -2012-09-22 07:00:00,97.32084 -2012-09-22 08:00:00,204.54207 -2012-09-22 09:00:00,332.05542 -2012-09-22 10:00:00,456.88843 -2012-09-22 11:00:00,549.4363 -2012-09-22 12:00:00,643.0285 -2012-09-22 13:00:00,630.47723 -2012-09-22 14:00:00,613.6395 -2012-09-22 15:00:00,610.24457 -2012-09-22 16:00:00,618.5337 -2012-09-22 17:00:00,629.71936 -2012-09-22 18:00:00,559.85956 -2012-09-22 19:00:00,461.9353 -2012-09-22 20:00:00,381.4981 -2012-09-22 21:00:00,313.14804 -2012-09-22 22:00:00,260.41644 -2012-09-22 23:00:00,211.84877 -2012-09-23 00:00:00,178.41397 -2012-09-23 01:00:00,112.23989 -2012-09-23 02:00:00,88.63907 -2012-09-23 03:00:00,40.227676 -2012-09-23 04:00:00,17.179192 -2012-09-23 05:00:00,14.147123 -2012-09-23 06:00:00,20.349207 -2012-09-23 07:00:00,73.59256 -2012-09-23 08:00:00,159.07349 -2012-09-23 09:00:00,271.98447 -2012-09-23 10:00:00,419.43225 -2012-09-23 11:00:00,514.48474 -2012-09-23 12:00:00,593.5524 -2012-09-23 13:00:00,631.6601 -2012-09-23 14:00:00,607.51385 -2012-09-23 15:00:00,608.54614 -2012-09-23 16:00:00,610.5378 -2012-09-23 17:00:00,563.68524 -2012-09-23 18:00:00,489.99506 -2012-09-23 19:00:00,338.48932 -2012-09-23 20:00:00,255.34296 -2012-09-23 21:00:00,171.99106 -2012-09-23 22:00:00,144.30972 -2012-09-23 23:00:00,85.03219 -2012-09-24 00:00:00,40.627613 -2012-09-24 01:00:00,17.915579 -2012-09-24 02:00:00,9.710379 -2012-09-24 03:00:00,7.7140503 -2012-09-24 04:00:00,7.633263 -2012-09-24 05:00:00,39.961926 -2012-09-24 06:00:00,161.17697 -2012-09-24 07:00:00,483.76126 -2012-09-24 08:00:00,728.55096 -2012-09-24 09:00:00,351.69043 -2012-09-24 10:00:00,202.8249 -2012-09-24 11:00:00,254.69742 -2012-09-24 12:00:00,317.16125 -2012-09-24 13:00:00,312.73456 -2012-09-24 14:00:00,280.8602 -2012-09-24 15:00:00,314.59415 -2012-09-24 16:00:00,460.69806 -2012-09-24 17:00:00,863.95447 -2012-09-24 18:00:00,835.5995 -2012-09-24 19:00:00,555.6334 -2012-09-24 20:00:00,373.47736 -2012-09-24 21:00:00,265.44714 -2012-09-24 22:00:00,184.03513 -2012-09-24 23:00:00,90.5003 -2012-09-25 00:00:00,39.346504 -2012-09-25 01:00:00,16.016369 -2012-09-25 02:00:00,8.923425 -2012-09-25 03:00:00,6.935336 -2012-09-25 04:00:00,7.7161894 -2012-09-25 05:00:00,41.796326 -2012-09-25 06:00:00,172.35017 -2012-09-25 07:00:00,504.47137 -2012-09-25 08:00:00,776.2079 -2012-09-25 09:00:00,363.81815 -2012-09-25 10:00:00,209.04243 -2012-09-25 11:00:00,244.14876 -2012-09-25 12:00:00,313.5637 -2012-09-25 13:00:00,313.63834 -2012-09-25 14:00:00,291.01602 -2012-09-25 15:00:00,326.99295 -2012-09-25 16:00:00,486.56738 -2012-09-25 17:00:00,878.28235 -2012-09-25 18:00:00,873.1784 -2012-09-25 19:00:00,596.019 -2012-09-25 20:00:00,426.4911 -2012-09-25 21:00:00,312.34003 -2012-09-25 22:00:00,240.25734 -2012-09-25 23:00:00,146.99425 -2012-09-26 00:00:00,49.043774 -2012-09-26 01:00:00,21.506113 -2012-09-26 02:00:00,10.433441 -2012-09-26 03:00:00,8.338328 -2012-09-26 04:00:00,8.048709 -2012-09-26 05:00:00,45.79237 -2012-09-26 06:00:00,186.36002 -2012-09-26 07:00:00,523.993 -2012-09-26 08:00:00,765.73615 -2012-09-26 09:00:00,371.02368 -2012-09-26 10:00:00,207.71823 -2012-09-26 11:00:00,250.19264 -2012-09-26 12:00:00,307.50015 -2012-09-26 13:00:00,304.67712 -2012-09-26 14:00:00,274.43735 -2012-09-26 15:00:00,307.16 -2012-09-26 16:00:00,451.40366 -2012-09-26 17:00:00,870.069 -2012-09-26 18:00:00,868.5098 -2012-09-26 19:00:00,630.6353 -2012-09-26 20:00:00,428.76022 -2012-09-26 21:00:00,323.8429 -2012-09-26 22:00:00,197.4018 -2012-09-26 23:00:00,125.034706 -2012-09-27 00:00:00,64.057076 -2012-09-27 01:00:00,25.947048 -2012-09-27 02:00:00,12.777986 -2012-09-27 03:00:00,8.114018 -2012-09-27 04:00:00,7.7581773 -2012-09-27 05:00:00,42.71534 -2012-09-27 06:00:00,173.0276 -2012-09-27 07:00:00,514.7467 -2012-09-27 08:00:00,759.22974 -2012-09-27 09:00:00,359.60138 -2012-09-27 10:00:00,216.41238 -2012-09-27 11:00:00,244.84436 -2012-09-27 12:00:00,303.87302 -2012-09-27 13:00:00,291.06113 -2012-09-27 14:00:00,265.2193 -2012-09-27 15:00:00,293.64243 -2012-09-27 16:00:00,433.72974 -2012-09-27 17:00:00,753.20355 -2012-09-27 18:00:00,753.35815 -2012-09-27 19:00:00,592.7444 -2012-09-27 20:00:00,414.12628 -2012-09-27 21:00:00,175.33418 -2012-09-27 22:00:00,144.46724 -2012-09-27 23:00:00,121.61766 -2012-09-28 00:00:00,64.07859 -2012-09-28 01:00:00,23.741043 -2012-09-28 02:00:00,13.86293 -2012-09-28 03:00:00,8.405888 -2012-09-28 04:00:00,8.368952 -2012-09-28 05:00:00,38.438812 -2012-09-28 06:00:00,132.86386 -2012-09-28 07:00:00,357.47546 -2012-09-28 08:00:00,669.7772 -2012-09-28 09:00:00,321.27512 -2012-09-28 10:00:00,225.21086 -2012-09-28 11:00:00,276.49466 -2012-09-28 12:00:00,379.80536 -2012-09-28 13:00:00,377.5304 -2012-09-28 14:00:00,348.36108 -2012-09-28 15:00:00,379.01697 -2012-09-28 16:00:00,514.1386 -2012-09-28 17:00:00,823.42236 -2012-09-28 18:00:00,749.63135 -2012-09-28 19:00:00,447.65378 -2012-09-28 20:00:00,297.8599 -2012-09-28 21:00:00,270.28262 -2012-09-28 22:00:00,250.9016 -2012-09-28 23:00:00,190.4438 -2012-09-29 00:00:00,152.27632 -2012-09-29 01:00:00,115.01407 -2012-09-29 02:00:00,78.932884 -2012-09-29 03:00:00,40.632942 -2012-09-29 04:00:00,17.937965 -2012-09-29 05:00:00,20.332335 -2012-09-29 06:00:00,43.841698 -2012-09-29 07:00:00,99.19177 -2012-09-29 08:00:00,203.27747 -2012-09-29 09:00:00,320.40817 -2012-09-29 10:00:00,442.97452 -2012-09-29 11:00:00,539.51636 -2012-09-29 12:00:00,662.14215 -2012-09-29 13:00:00,664.7422 -2012-09-29 14:00:00,643.17725 -2012-09-29 15:00:00,618.0288 -2012-09-29 16:00:00,651.95465 -2012-09-29 17:00:00,646.9334 -2012-09-29 18:00:00,512.20557 -2012-09-29 19:00:00,386.73624 -2012-09-29 20:00:00,307.2454 -2012-09-29 21:00:00,252.71028 -2012-09-29 22:00:00,216.24867 -2012-09-29 23:00:00,188.398 -2012-09-30 00:00:00,147.29343 -2012-09-30 01:00:00,118.554794 -2012-09-30 02:00:00,82.95373 -2012-09-30 03:00:00,39.623165 -2012-09-30 04:00:00,15.150042 -2012-09-30 05:00:00,11.843373 -2012-09-30 06:00:00,22.238268 -2012-09-30 07:00:00,56.891743 -2012-09-30 08:00:00,148.88654 -2012-09-30 09:00:00,278.00916 -2012-09-30 10:00:00,429.7317 -2012-09-30 11:00:00,537.6365 -2012-09-30 12:00:00,614.0005 -2012-09-30 13:00:00,622.11975 -2012-09-30 14:00:00,598.4618 -2012-09-30 15:00:00,617.97455 -2012-09-30 16:00:00,637.3333 -2012-09-30 17:00:00,595.3585 -2012-09-30 18:00:00,408.72363 -2012-09-30 19:00:00,184.5715 -2012-09-30 20:00:00,147.62729 -2012-09-30 21:00:00,155.57224 -2012-09-30 22:00:00,105.47988 -2012-09-30 23:00:00,77.7196 -2012-10-20 00:00:00,139.08215 -2012-10-20 01:00:00,105.18864 -2012-10-20 02:00:00,68.96631 -2012-10-20 03:00:00,33.703365 -2012-10-20 04:00:00,10.522982 -2012-10-20 05:00:00,12.666147 -2012-10-20 06:00:00,38.4996 -2012-10-20 07:00:00,100.52253 -2012-10-20 08:00:00,206.64995 -2012-10-20 09:00:00,337.75436 -2012-10-20 10:00:00,450.6272 -2012-10-20 11:00:00,536.59076 -2012-10-20 12:00:00,621.35345 -2012-10-20 13:00:00,630.02704 -2012-10-20 14:00:00,608.5713 -2012-10-20 15:00:00,590.154 -2012-10-20 16:00:00,610.1538 -2012-10-20 17:00:00,594.3639 -2012-10-20 18:00:00,512.69434 -2012-10-20 19:00:00,357.4553 -2012-10-20 20:00:00,305.35785 -2012-10-20 21:00:00,212.07301 -2012-10-20 22:00:00,184.81837 -2012-10-20 23:00:00,155.33755 -2012-10-21 00:00:00,138.31235 -2012-10-21 01:00:00,114.64628 -2012-10-21 02:00:00,77.23077 -2012-10-21 03:00:00,37.49286 -2012-10-21 04:00:00,13.047396 -2012-10-21 05:00:00,12.368606 -2012-10-21 06:00:00,21.10123 -2012-10-21 07:00:00,63.558193 -2012-10-21 08:00:00,142.31941 -2012-10-21 09:00:00,269.07526 -2012-10-21 10:00:00,397.69095 -2012-10-21 11:00:00,511.47974 -2012-10-21 12:00:00,603.66425 -2012-10-21 13:00:00,624.1448 -2012-10-21 14:00:00,613.2829 -2012-10-21 15:00:00,597.48456 -2012-10-21 16:00:00,593.8795 -2012-10-21 17:00:00,518.4193 -2012-10-21 18:00:00,444.88995 -2012-10-21 19:00:00,311.80774 -2012-10-21 20:00:00,211.3091 -2012-10-21 21:00:00,137.42728 -2012-10-21 22:00:00,104.955086 -2012-10-21 23:00:00,73.27361 -2012-10-22 00:00:00,37.930305 -2012-10-22 01:00:00,15.086609 -2012-10-22 02:00:00,8.447054 -2012-10-22 03:00:00,6.3849783 -2012-10-22 04:00:00,6.9296064 -2012-10-22 05:00:00,37.99332 -2012-10-22 06:00:00,138.90431 -2012-10-22 07:00:00,434.08685 -2012-10-22 08:00:00,736.46136 -2012-10-22 09:00:00,357.5468 -2012-10-22 10:00:00,208.1166 -2012-10-22 11:00:00,257.56552 -2012-10-22 12:00:00,316.0611 -2012-10-22 13:00:00,315.1564 -2012-10-22 14:00:00,306.9074 -2012-10-22 15:00:00,323.08603 -2012-10-22 16:00:00,477.9892 -2012-10-22 17:00:00,866.8946 -2012-10-22 18:00:00,743.10693 -2012-10-22 19:00:00,520.21875 -2012-10-22 20:00:00,344.38428 -2012-10-22 21:00:00,224.8969 -2012-10-22 22:00:00,135.98213 -2012-10-22 23:00:00,80.5839 -2012-10-23 00:00:00,38.185978 -2012-10-23 01:00:00,16.211935 -2012-10-23 02:00:00,8.330547 -2012-10-23 03:00:00,7.034648 -2012-10-23 04:00:00,7.6397657 -2012-10-23 05:00:00,42.573997 -2012-10-23 06:00:00,164.3343 -2012-10-23 07:00:00,493.74026 -2012-10-23 08:00:00,762.48926 -2012-10-23 09:00:00,368.37915 -2012-10-23 10:00:00,223.87343 -2012-10-23 11:00:00,251.88054 -2012-10-23 12:00:00,308.07663 -2012-10-23 13:00:00,291.14578 -2012-10-23 14:00:00,284.27026 -2012-10-23 15:00:00,322.614 -2012-10-23 16:00:00,457.03732 -2012-10-23 17:00:00,873.10785 -2012-10-23 18:00:00,834.0495 -2012-10-23 19:00:00,564.4979 -2012-10-23 20:00:00,384.7927 -2012-10-23 21:00:00,262.18503 -2012-10-23 22:00:00,199.91702 -2012-10-23 23:00:00,116.92885 -2012-10-24 00:00:00,50.20532 -2012-10-24 01:00:00,18.396954 -2012-10-24 02:00:00,9.109893 -2012-10-24 03:00:00,7.5054173 -2012-10-24 04:00:00,8.039097 -2012-10-24 05:00:00,45.084934 -2012-10-24 06:00:00,182.03044 -2012-10-24 07:00:00,489.4941 -2012-10-24 08:00:00,716.40845 -2012-10-24 09:00:00,371.65222 -2012-10-24 10:00:00,206.00885 -2012-10-24 11:00:00,252.12946 -2012-10-24 12:00:00,317.2607 -2012-10-24 13:00:00,307.66895 -2012-10-24 14:00:00,292.71896 -2012-10-24 15:00:00,319.99368 -2012-10-24 16:00:00,491.21265 -2012-10-24 17:00:00,866.305 -2012-10-24 18:00:00,846.5812 -2012-10-24 19:00:00,569.2843 -2012-10-24 20:00:00,391.4465 -2012-10-24 21:00:00,302.3225 -2012-10-24 22:00:00,233.77202 -2012-10-24 23:00:00,132.26305 -2012-10-25 00:00:00,58.44577 -2012-10-25 01:00:00,24.30703 -2012-10-25 02:00:00,10.223472 -2012-10-25 03:00:00,6.7376614 -2012-10-25 04:00:00,7.031449 -2012-10-25 05:00:00,41.65295 -2012-10-25 06:00:00,167.25017 -2012-10-25 07:00:00,445.34207 -2012-10-25 08:00:00,715.2123 -2012-10-25 09:00:00,342.9713 -2012-10-25 10:00:00,179.73125 -2012-10-25 11:00:00,186.5646 -2012-10-25 12:00:00,246.46078 -2012-10-25 13:00:00,226.27292 -2012-10-25 14:00:00,261.55328 -2012-10-25 15:00:00,317.37198 -2012-10-25 16:00:00,433.78998 -2012-10-25 17:00:00,767.24445 -2012-10-25 18:00:00,445.62817 -2012-10-25 19:00:00,361.58456 -2012-10-25 20:00:00,257.8214 -2012-10-25 21:00:00,196.70343 -2012-10-25 22:00:00,168.54655 -2012-10-25 23:00:00,121.53284 -2012-10-26 00:00:00,69.556015 -2012-10-26 01:00:00,29.020895 -2012-10-26 02:00:00,11.246892 -2012-10-26 03:00:00,7.8066473 -2012-10-26 04:00:00,8.105556 -2012-10-26 05:00:00,36.890453 -2012-10-26 06:00:00,143.613 -2012-10-26 07:00:00,404.63266 -2012-10-26 08:00:00,608.484 -2012-10-26 09:00:00,318.9209 -2012-10-26 10:00:00,195.70946 -2012-10-26 11:00:00,258.93924 -2012-10-26 12:00:00,324.6021 -2012-10-26 13:00:00,326.76068 -2012-10-26 14:00:00,330.46823 -2012-10-26 15:00:00,364.4926 -2012-10-26 16:00:00,420.93384 -2012-10-26 17:00:00,603.3518 -2012-10-26 18:00:00,494.40088 -2012-10-26 19:00:00,278.3361 -2012-10-26 20:00:00,201.73053 -2012-10-26 21:00:00,209.17128 -2012-10-26 22:00:00,144.92859 -2012-10-26 23:00:00,127.158455 -2012-10-27 00:00:00,138.88918 -2012-10-27 01:00:00,103.97765 -2012-10-27 02:00:00,70.98987 -2012-10-27 03:00:00,36.44179 -2012-10-27 04:00:00,13.003708 -2012-10-27 05:00:00,18.112629 -2012-10-27 06:00:00,40.967926 -2012-10-27 07:00:00,92.35501 -2012-10-27 08:00:00,206.3544 -2012-10-27 09:00:00,303.3787 -2012-10-27 10:00:00,416.63483 -2012-10-27 11:00:00,528.178 -2012-10-27 12:00:00,643.987 -2012-10-27 13:00:00,651.1638 -2012-10-27 14:00:00,613.4679 -2012-10-27 15:00:00,559.3713 -2012-10-27 16:00:00,552.6078 -2012-10-27 17:00:00,513.36365 -2012-10-27 18:00:00,446.22876 -2012-10-27 19:00:00,305.9043 -2012-10-27 20:00:00,254.72575 -2012-10-27 21:00:00,206.0693 -2012-10-27 22:00:00,179.91338 -2012-10-27 23:00:00,140.24867 -2012-10-28 00:00:00,114.683525 -2012-10-28 01:00:00,108.202736 -2012-10-28 02:00:00,72.93228 -2012-10-28 03:00:00,38.671925 -2012-10-28 04:00:00,14.579266 -2012-10-28 05:00:00,12.58696 -2012-10-28 06:00:00,26.274204 -2012-10-28 07:00:00,85.12581 -2012-10-28 08:00:00,159.90137 -2012-10-28 09:00:00,259.14655 -2012-10-28 10:00:00,358.4709 -2012-10-28 11:00:00,437.78796 -2012-10-28 12:00:00,481.8238 -2012-10-28 13:00:00,481.318 -2012-10-28 14:00:00,483.05292 -2012-10-28 15:00:00,453.72617 -2012-10-28 16:00:00,322.09567 -2012-10-28 17:00:00,226.12616 -2012-10-28 18:00:00,112.99988 -2012-10-28 19:00:00,120.03449 -2012-10-28 20:00:00,97.94075 -2012-10-28 21:00:00,86.018715 -2012-10-28 22:00:00,72.76571 -2012-10-28 23:00:00,52.71782 -2012-10-29 00:00:00,36.21332 -2012-10-30 13:00:00,121.66914 -2012-10-30 14:00:00,115.40198 -2012-10-30 15:00:00,116.58604 -2012-10-30 16:00:00,158.83185 -2012-10-30 17:00:00,257.8292 -2012-10-30 18:00:00,263.83585 -2012-10-30 19:00:00,490.53195 -2012-10-30 20:00:00,218.18254 -2012-10-30 21:00:00,157.83284 -2012-10-30 22:00:00,138.13618 -2012-10-30 23:00:00,86.0913 -2012-10-31 00:00:00,36.479214 -2012-10-31 01:00:00,15.61097 -2012-10-31 02:00:00,8.32936 -2012-10-31 03:00:00,6.6598053 -2012-10-31 04:00:00,6.443235 -2012-10-31 05:00:00,37.553642 -2012-10-31 06:00:00,150.75237 -2012-10-31 07:00:00,384.09668 -2012-10-31 08:00:00,710.8831 -2012-10-31 09:00:00,349.7387 -2012-10-31 10:00:00,177.82634 -2012-10-31 11:00:00,191.45634 -2012-10-31 12:00:00,257.89056 -2012-10-31 13:00:00,257.04007 -2012-10-31 14:00:00,230.53772 -2012-10-31 15:00:00,269.13766 -2012-10-31 16:00:00,374.10645 -2012-10-31 17:00:00,665.67615 -2012-10-31 18:00:00,625.76855 -2012-10-31 19:00:00,444.36438 -2012-10-31 20:00:00,312.647 -2012-10-31 21:00:00,235.44794 -2012-10-31 22:00:00,172.10233 -2012-10-31 23:00:00,120.16965 -2012-11-20 00:00:00,32.34825 -2012-11-20 01:00:00,13.75518 -2012-11-20 02:00:00,6.959037 -2012-11-20 03:00:00,6.5524464 -2012-11-20 04:00:00,7.152342 -2012-11-20 05:00:00,34.91934 -2012-11-20 06:00:00,134.45027 -2012-11-20 07:00:00,418.08813 -2012-11-20 08:00:00,693.1607 -2012-11-20 09:00:00,322.39963 -2012-11-20 10:00:00,173.02325 -2012-11-20 11:00:00,196.85564 -2012-11-20 12:00:00,234.70436 -2012-11-20 13:00:00,238.10245 -2012-11-20 14:00:00,217.01314 -2012-11-20 15:00:00,254.6954 -2012-11-20 16:00:00,337.7374 -2012-11-20 17:00:00,583.0678 -2012-11-20 18:00:00,562.6355 -2012-11-20 19:00:00,385.89124 -2012-11-20 20:00:00,255.02513 -2012-11-20 21:00:00,199.94464 -2012-11-20 22:00:00,151.30568 -2012-11-20 23:00:00,90.538704 -2012-11-21 00:00:00,39.066845 -2012-11-21 01:00:00,16.900501 -2012-11-21 02:00:00,7.348134 -2012-11-21 03:00:00,6.2746162 -2012-11-21 04:00:00,6.8176026 -2012-11-21 05:00:00,37.79999 -2012-11-21 06:00:00,140.61429 -2012-11-21 07:00:00,400.78763 -2012-11-21 08:00:00,670.6904 -2012-11-21 09:00:00,326.79364 -2012-11-21 10:00:00,177.61623 -2012-11-21 11:00:00,195.96898 -2012-11-21 12:00:00,244.56071 -2012-11-21 13:00:00,250.2016 -2012-11-21 14:00:00,242.20932 -2012-11-21 15:00:00,260.6026 -2012-11-21 16:00:00,367.6161 -2012-11-21 17:00:00,618.339 -2012-11-21 18:00:00,608.40704 -2012-11-21 19:00:00,397.5875 -2012-11-21 20:00:00,268.09354 -2012-11-21 21:00:00,203.12192 -2012-11-21 22:00:00,151.85844 -2012-11-21 23:00:00,105.87544 -2012-11-22 00:00:00,71.35516 -2012-11-22 01:00:00,42.4423 -2012-11-22 02:00:00,22.193796 -2012-11-22 03:00:00,11.553044 -2012-11-22 04:00:00,10.567944 -2012-11-22 05:00:00,21.784197 -2012-11-22 06:00:00,55.365696 -2012-11-22 07:00:00,203.27422 -2012-11-22 08:00:00,378.5909 -2012-11-22 09:00:00,289.27158 -2012-11-22 10:00:00,283.6655 -2012-11-22 11:00:00,307.1225 -2012-11-22 12:00:00,382.2175 -2012-11-22 13:00:00,392.52258 -2012-11-22 14:00:00,387.96747 -2012-11-22 15:00:00,393.456 -2012-11-22 16:00:00,418.1191 -2012-11-22 17:00:00,505.22293 -2012-11-22 18:00:00,413.78632 -2012-11-22 19:00:00,297.1423 -2012-11-22 20:00:00,237.50455 -2012-11-22 21:00:00,187.26741 -2012-11-22 22:00:00,145.15643 -2012-11-22 23:00:00,110.72406 -2012-11-23 00:00:00,55.422474 -2012-11-23 01:00:00,28.892937 -2012-11-23 02:00:00,10.947093 -2012-11-23 03:00:00,6.747765 -2012-11-23 04:00:00,7.460695 -2012-11-23 05:00:00,34.407097 -2012-11-23 06:00:00,123.15316 -2012-11-23 07:00:00,363.51215 -2012-11-23 08:00:00,595.2912 -2012-11-23 09:00:00,320.27267 -2012-11-23 10:00:00,198.32005 -2012-11-23 11:00:00,238.42464 -2012-11-23 12:00:00,303.5001 -2012-11-23 13:00:00,317.40063 -2012-11-23 14:00:00,326.99655 -2012-11-23 15:00:00,332.9938 -2012-11-23 16:00:00,415.50272 -2012-11-23 17:00:00,652.78723 -2012-11-23 18:00:00,537.35944 -2012-11-23 19:00:00,389.8604 -2012-11-23 20:00:00,260.63196 -2012-11-23 21:00:00,214.83803 -2012-11-23 22:00:00,172.61212 -2012-11-23 23:00:00,132.85617 -2012-11-24 00:00:00,120.31996 -2012-11-24 01:00:00,81.16052 -2012-11-24 02:00:00,54.412437 -2012-11-24 03:00:00,25.142923 -2012-11-24 04:00:00,10.540982 -2012-11-24 05:00:00,11.643553 -2012-11-24 06:00:00,19.990122 -2012-11-24 07:00:00,78.100815 -2012-11-24 08:00:00,144.02612 -2012-11-24 09:00:00,207.30182 -2012-11-24 10:00:00,278.97992 -2012-11-24 11:00:00,323.31842 -2012-11-24 12:00:00,391.6512 -2012-11-24 13:00:00,439.2104 -2012-11-24 14:00:00,421.4427 -2012-11-24 15:00:00,399.30927 -2012-11-24 16:00:00,381.77243 -2012-11-24 17:00:00,319.1092 -2012-11-24 18:00:00,269.9206 -2012-11-24 19:00:00,209.84674 -2012-11-24 20:00:00,160.9194 -2012-11-24 21:00:00,129.90395 -2012-11-24 22:00:00,123.25182 -2012-11-24 23:00:00,104.41954 -2012-11-25 00:00:00,109.91516 -2012-11-25 01:00:00,92.20814 -2012-11-25 02:00:00,57.221916 -2012-11-25 03:00:00,27.573273 -2012-11-25 04:00:00,10.944212 -2012-11-25 05:00:00,11.653096 -2012-11-25 06:00:00,12.9897 -2012-11-25 07:00:00,49.18516 -2012-11-25 08:00:00,105.75908 -2012-11-25 09:00:00,167.1072 -2012-11-25 10:00:00,270.86353 -2012-11-25 11:00:00,297.0293 -2012-11-25 12:00:00,361.47577 -2012-11-25 13:00:00,353.6476 -2012-11-25 14:00:00,353.5655 -2012-11-25 15:00:00,365.50293 -2012-11-25 16:00:00,361.86887 -2012-11-25 17:00:00,265.315 -2012-11-25 18:00:00,216.56781 -2012-11-25 19:00:00,163.90666 -2012-11-25 20:00:00,133.10036 -2012-11-25 21:00:00,96.81913 -2012-11-25 22:00:00,84.30868 -2012-11-25 23:00:00,60.887604 -2012-11-26 00:00:00,27.724947 -2012-11-26 01:00:00,12.186652 -2012-11-26 02:00:00,6.6842585 -2012-11-26 03:00:00,5.851632 -2012-11-26 04:00:00,6.641545 -2012-11-26 05:00:00,33.453068 -2012-11-26 06:00:00,120.44614 -2012-11-26 07:00:00,383.3825 -2012-11-26 08:00:00,640.0603 -2012-11-26 09:00:00,311.4086 -2012-11-26 10:00:00,158.16145 -2012-11-26 11:00:00,189.8813 -2012-11-26 12:00:00,244.99957 -2012-11-26 13:00:00,240.03622 -2012-11-26 14:00:00,207.95119 -2012-11-26 15:00:00,245.28177 -2012-11-26 16:00:00,353.23303 -2012-11-26 17:00:00,627.7307 -2012-11-26 18:00:00,541.4129 -2012-11-26 19:00:00,371.77988 -2012-11-26 20:00:00,244.91515 -2012-11-26 21:00:00,174.51447 -2012-11-26 22:00:00,124.488754 -2012-11-26 23:00:00,77.40651 -2012-11-27 00:00:00,30.588737 -2012-11-27 01:00:00,12.694491 -2012-11-27 02:00:00,7.0669036 -2012-11-27 03:00:00,6.78786 -2012-11-27 04:00:00,7.096693 -2012-11-27 05:00:00,32.405293 -2012-11-27 06:00:00,129.75888 -2012-11-27 07:00:00,215.1225 -2012-11-27 08:00:00,342.75333 -2012-11-27 09:00:00,310.424 -2012-11-27 10:00:00,89.848816 -2012-11-27 11:00:00,91.178604 -2012-11-27 12:00:00,116.44328 -2012-11-27 13:00:00,114.07721 -2012-11-27 14:00:00,109.847664 -2012-11-27 15:00:00,185.13248 -2012-11-27 16:00:00,261.47656 -2012-11-27 17:00:00,466.23654 -2012-11-27 18:00:00,420.33612 -2012-11-27 19:00:00,304.5173 -2012-11-27 20:00:00,219.64996 -2012-11-27 21:00:00,164.6001 -2012-11-27 22:00:00,126.303474 -2012-11-27 23:00:00,74.51441 -2012-11-28 00:00:00,35.715305 -2012-11-28 01:00:00,14.360339 -2012-11-28 02:00:00,7.3390226 -2012-11-28 03:00:00,6.5357723 -2012-11-28 04:00:00,6.8907847 -2012-11-28 05:00:00,35.353107 -2012-11-28 06:00:00,132.26454 -2012-11-28 07:00:00,389.6441 -2012-11-28 08:00:00,675.44415 -2012-11-28 09:00:00,318.4552 -2012-11-28 10:00:00,158.58636 -2012-11-28 11:00:00,180.16629 -2012-11-28 12:00:00,218.89919 -2012-11-28 13:00:00,220.22229 -2012-11-28 14:00:00,200.08641 -2012-11-28 15:00:00,222.97807 -2012-11-28 16:00:00,319.2512 -2012-11-28 17:00:00,589.98737 -2012-11-28 18:00:00,535.59265 -2012-11-28 19:00:00,383.38232 -2012-11-28 20:00:00,267.46692 -2012-11-28 21:00:00,200.7629 -2012-11-28 22:00:00,133.48965 -2012-11-28 23:00:00,85.92966 -2012-11-29 00:00:00,41.780144 -2012-11-29 01:00:00,15.9445 -2012-11-29 02:00:00,6.895855 -2012-11-29 04:00:00,7.4201245 -2012-11-29 05:00:00,35.280357 -2012-11-29 06:00:00,131.49304 -2012-11-29 07:00:00,388.4929 -2012-11-29 08:00:00,662.5126 -2012-11-29 09:00:00,321.70993 -2012-11-29 10:00:00,165.64215 -2012-11-29 11:00:00,195.5691 -2012-11-29 12:00:00,232.07896 -2012-11-29 13:00:00,239.99094 -2012-11-29 14:00:00,207.20699 -2012-11-29 15:00:00,234.05057 -2012-11-29 16:00:00,323.45883 -2012-11-29 17:00:00,585.60895 -2012-11-29 18:00:00,536.0805 -2012-11-29 19:00:00,369.77872 -2012-11-29 20:00:00,258.1859 -2012-11-29 21:00:00,192.07819 -2012-11-29 22:00:00,151.39119 -2012-11-29 23:00:00,122.69513 -2012-11-30 00:00:00,50.362206 -2012-11-30 01:00:00,25.198431 -2012-11-30 02:00:00,10.514783 -2012-11-30 03:00:00,6.968734 -2012-11-30 04:00:00,7.168407 -2012-11-30 05:00:00,33.97521 -2012-11-30 06:00:00,119.6978 -2012-11-30 07:00:00,354.15646 -2012-11-30 08:00:00,590.6992 -2012-11-30 09:00:00,319.9951 -2012-11-30 10:00:00,183.61005 -2012-11-30 11:00:00,211.8951 -2012-11-30 12:00:00,262.54434 -2012-11-30 13:00:00,271.55945 -2012-11-30 14:00:00,248.43716 -2012-11-30 15:00:00,281.70163 -2012-11-30 16:00:00,377.39728 -2012-11-30 17:00:00,548.66394 -2012-11-30 18:00:00,453.5447 -2012-11-30 19:00:00,317.67288 -2012-11-30 20:00:00,218.98897 -2012-11-30 21:00:00,172.68622 -2012-11-30 22:00:00,154.24564 -2012-11-30 23:00:00,123.45676 -2012-12-20 00:00:00,40.92304 -2012-12-20 01:00:00,16.12331 -2012-12-20 02:00:00,7.2959647 -2012-12-20 03:00:00,6.8212175 -2012-12-20 04:00:00,7.0388665 -2012-12-20 05:00:00,30.172625 -2012-12-20 06:00:00,124.60565 -2012-12-20 07:00:00,387.21198 -2012-12-20 08:00:00,659.7784 -2012-12-20 09:00:00,315.4525 -2012-12-20 10:00:00,154.02948 -2012-12-20 11:00:00,181.58206 -2012-12-20 12:00:00,222.06526 -2012-12-20 13:00:00,219.83687 -2012-12-20 14:00:00,199.95183 -2012-12-20 15:00:00,220.24449 -2012-12-20 16:00:00,303.51474 -2012-12-20 17:00:00,529.11505 -2012-12-20 18:00:00,489.98434 -2012-12-20 19:00:00,265.77213 -2012-12-20 20:00:00,186.32715 -2012-12-20 21:00:00,144.49783 -2012-12-20 22:00:00,100.39935 -2012-12-20 23:00:00,83.87186 -2012-12-21 00:00:00,48.73401 -2012-12-21 01:00:00,39.305885 -2012-12-21 02:00:00,16.44371 -2012-12-21 03:00:00,10.727973 -2012-12-21 04:00:00,8.329555 -2012-12-21 05:00:00,26.322107 -2012-12-21 06:00:00,112.47261 -2012-12-21 07:00:00,351.92087 -2012-12-21 08:00:00,608.567 -2012-12-21 09:00:00,303.45392 -2012-12-21 10:00:00,185.99858 -2012-12-21 11:00:00,202.64551 -2012-12-21 12:00:00,258.11758 -2012-12-21 13:00:00,254.61366 -2012-12-21 14:00:00,240.1134 -2012-12-21 15:00:00,249.34032 -2012-12-21 16:00:00,330.42117 -2012-12-21 17:00:00,476.40866 -2012-12-21 18:00:00,416.90796 -2012-12-21 19:00:00,283.19824 -2012-12-21 20:00:00,202.05826 -2012-12-21 21:00:00,147.4139 -2012-12-21 22:00:00,120.14229 -2012-12-21 23:00:00,93.35128 -2012-12-22 00:00:00,88.87123 -2012-12-22 01:00:00,76.019844 -2012-12-22 02:00:00,49.059628 -2012-12-22 03:00:00,20.927904 -2012-12-22 04:00:00,10.01733 -2012-12-22 05:00:00,10.02088 -2012-12-22 06:00:00,13.649744 -2012-12-22 07:00:00,72.88858 -2012-12-22 08:00:00,140.71236 -2012-12-22 09:00:00,204.20038 -2012-12-22 10:00:00,277.10706 -2012-12-22 11:00:00,328.7745 -2012-12-22 12:00:00,390.9506 -2012-12-22 13:00:00,419.57986 -2012-12-22 14:00:00,401.44333 -2012-12-22 15:00:00,391.696 -2012-12-22 16:00:00,379.9184 -2012-12-22 17:00:00,307.007 -2012-12-22 18:00:00,243.68279 -2012-12-22 19:00:00,183.6448 -2012-12-22 20:00:00,138.31534 -2012-12-22 21:00:00,122.81865 -2012-12-22 22:00:00,103.70868 -2012-12-22 23:00:00,92.46646 -2012-12-23 00:00:00,97.84255 -2012-12-23 01:00:00,87.721985 -2012-12-23 02:00:00,60.500553 -2012-12-23 03:00:00,27.464594 -2012-12-23 04:00:00,10.819472 -2012-12-23 05:00:00,8.893808 -2012-12-23 06:00:00,10.4979515 -2012-12-23 07:00:00,46.76663 -2012-12-23 08:00:00,102.96616 -2012-12-23 09:00:00,170.80182 -2012-12-23 10:00:00,253.03745 -2012-12-23 11:00:00,293.52942 -2012-12-23 12:00:00,375.7392 -2012-12-23 13:00:00,398.56052 -2012-12-23 14:00:00,395.34796 -2012-12-23 15:00:00,398.80453 -2012-12-23 16:00:00,389.523 -2012-12-23 17:00:00,263.02075 -2012-12-23 18:00:00,211.68065 -2012-12-23 19:00:00,161.9199 -2012-12-23 20:00:00,123.630486 -2012-12-23 21:00:00,94.01384 -2012-12-23 22:00:00,69.161964 -2012-12-23 23:00:00,57.4703 -2012-12-24 00:00:00,27.179756 -2012-12-24 01:00:00,12.577039 -2012-12-24 02:00:00,7.070726 -2012-12-24 03:00:00,6.150542 -2012-12-24 05:00:00,28.257277 -2012-12-24 06:00:00,114.002235 -2012-12-24 07:00:00,357.52026 -2012-12-24 08:00:00,605.66547 -2012-12-24 09:00:00,288.6667 -2012-12-24 10:00:00,145.99689 -2012-12-24 11:00:00,159.84006 -2012-12-24 12:00:00,203.61198 -2012-12-24 13:00:00,142.73904 -2012-12-24 14:00:00,118.51533 -2012-12-24 15:00:00,133.8431 -2012-12-24 16:00:00,183.0829 -2012-12-24 17:00:00,275.9225 -2012-12-24 18:00:00,269.4956 -2012-12-24 19:00:00,262.37952 -2012-12-24 20:00:00,149.32953 -2012-12-24 21:00:00,114.05477 -2012-12-24 22:00:00,94.99803 -2012-12-24 23:00:00,64.04154 -2012-12-25 00:00:00,51.924103 -2012-12-25 01:00:00,44.945465 -2012-12-25 02:00:00,28.256947 -2012-12-25 04:00:00,10.778054 -2012-12-25 05:00:00,20.292685 -2012-12-25 06:00:00,50.126003 -2012-12-25 07:00:00,183.00151 -2012-12-25 08:00:00,339.50256 -2012-12-25 09:00:00,288.45206 -2012-12-25 10:00:00,261.86014 -2012-12-25 11:00:00,283.18216 -2012-12-25 12:00:00,315.5617 -2012-12-25 13:00:00,331.76483 -2012-12-25 14:00:00,311.2238 -2012-12-25 15:00:00,301.71658 -2012-12-25 16:00:00,342.11884 -2012-12-25 17:00:00,382.10657 -2012-12-25 18:00:00,369.41348 -2012-12-25 19:00:00,266.94092 -2012-12-25 20:00:00,196.72006 -2012-12-25 21:00:00,137.66055 -2012-12-25 22:00:00,113.51528 -2012-12-25 23:00:00,66.66201 -2012-12-26 00:00:00,35.417572 -2012-12-26 01:00:00,16.807926 -2012-12-26 02:00:00,9.177937 -2012-12-26 03:00:00,6.9656725 -2012-12-26 04:00:00,7.973132 -2012-12-26 05:00:00,31.858124 -2012-12-26 06:00:00,118.576706 -2012-12-26 07:00:00,198.26227 -2012-12-26 08:00:00,326.23242 -2012-12-26 09:00:00,173.6345 -2012-12-26 10:00:00,94.00537 -2012-12-26 11:00:00,103.19854 -2012-12-26 12:00:00,125.199554 -2012-12-26 13:00:00,123.81722 -2012-12-26 14:00:00,119.575714 -2012-12-26 15:00:00,125.7702 -2012-12-26 16:00:00,173.43018 -2012-12-26 17:00:00,256.74515 -2012-12-26 18:00:00,255.4609 -2012-12-26 19:00:00,218.7055 -2012-12-26 20:00:00,139.50977 -2012-12-26 21:00:00,141.26231 -2012-12-26 22:00:00,86.95195 -2012-12-26 23:00:00,58.595856 -2012-12-27 00:00:00,38.719147 -2012-12-27 01:00:00,13.01561 -2012-12-27 02:00:00,7.1448154 -2012-12-27 03:00:00,6.8496623 -2012-12-27 04:00:00,7.160013 -2012-12-27 05:00:00,30.356604 -2012-12-27 06:00:00,118.197426 -2012-12-27 07:00:00,378.39532 -2012-12-27 08:00:00,651.94977 -2012-12-27 09:00:00,320.24805 -2012-12-27 10:00:00,165.95593 -2012-12-27 11:00:00,170.34296 -2012-12-27 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It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", - "\u001b[0mRequirement already satisfied: setuptools in /usr/local/lib/python3.7/site-packages (67.8.0)\n", - "Requirement already satisfied: wheel in /usr/local/lib/python3.7/site-packages (0.40.0)\n", + "Requirement already satisfied: pip in /usr/local/lib/python3.7/site-packages (21.3.1)\n", + "Collecting pip\n", + " Using cached pip-23.1.2-py3-none-any.whl (2.1 MB)\n", + "Installing collected packages: pip\n", + " Attempting uninstall: pip\n", + " Found existing installation: pip 21.3.1\n", + " Uninstalling pip-21.3.1:\n", + " Successfully uninstalled pip-21.3.1\n", + "Successfully installed pip-23.1.2\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n", + "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/site-packages (59.3.0)\n", + "Collecting setuptools\n", + " Using cached setuptools-67.8.0-py3-none-any.whl (1.1 MB)\n", + "Collecting wheel\n", + " Using cached wheel-0.40.0-py3-none-any.whl (64 kB)\n", + "Installing collected packages: wheel, setuptools\n", + " Attempting uninstall: setuptools\n", + " Found existing installation: setuptools 59.3.0\n", + " Uninstalling setuptools-59.3.0:\n", + " Successfully uninstalled setuptools-59.3.0\n", + "Successfully installed setuptools-59.4.0 wheel-0.40.0\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", - "\u001b[0mRequirement already satisfied: mxnet<2.0.0 in /usr/local/lib/python3.7/site-packages (1.9.1)\n", - "Requirement already satisfied: bokeh==2.0.1 in /usr/local/lib/python3.7/site-packages (2.0.1)\n", + "\u001b[0mCollecting mxnet<2.0.0\n", + " Using cached mxnet-1.9.1-py3-none-manylinux2014_x86_64.whl (49.1 MB)\n", + "Collecting bokeh==2.0.1\n", + " Using cached bokeh-2.0.1-py3-none-any.whl\n", "Requirement already satisfied: PyYAML>=3.10 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (5.4.1)\n", "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (2.8.0)\n", "Requirement already satisfied: Jinja2>=2.7 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (3.0.3)\n", - "Requirement already satisfied: numpy>=1.11.3 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (1.21.6)\n", - "Requirement already satisfied: pillow>=4.0 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (9.4.0)\n", + "Requirement already satisfied: numpy>=1.11.3 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (1.19.1)\n", + "Requirement already satisfied: pillow>=4.0 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (8.4.0)\n", "Requirement already satisfied: packaging>=16.8 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (21.3)\n", "Requirement already satisfied: tornado>=5 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (6.0.4)\n", - "Requirement already satisfied: typing-extensions>=3.7.4 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (4.4.0)\n", + "Requirement already satisfied: typing-extensions>=3.7.4 in /usr/local/lib/python3.7/site-packages (from bokeh==2.0.1) (4.0.1)\n", "Requirement already satisfied: requests<3,>=2.20.0 in /usr/local/lib/python3.7/site-packages (from mxnet<2.0.0) (2.22.0)\n", "Requirement already satisfied: graphviz<0.9.0,>=0.8.1 in /usr/local/lib/python3.7/site-packages (from mxnet<2.0.0) (0.8.4)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.7/site-packages (from Jinja2>=2.7->bokeh==2.0.1) (2.0.1)\n", @@ -137,141 +156,329 @@ "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.7/site-packages (from requests<3,>=2.20.0->mxnet<2.0.0) (2.8)\n", "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/site-packages (from requests<3,>=2.20.0->mxnet<2.0.0) (1.25.11)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/site-packages (from requests<3,>=2.20.0->mxnet<2.0.0) (2021.10.8)\n", + "Installing collected packages: mxnet, bokeh\n", + " Attempting uninstall: bokeh\n", + " Found existing installation: bokeh 2.4.2\n", + " Uninstalling bokeh-2.4.2:\n", + " Successfully uninstalled bokeh-2.4.2\n", + "Successfully installed bokeh-2.0.1 mxnet-1.9.1\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. 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charset-normalizer, cachetools, autocfg, asynctest, absl-py, yarl, wasabi, torch, tifffile, tensorboardX, scipy, responses, requests-oauthlib, PyWavelets, pydantic, pyarrow, preshed, platformdirs, patsy, partd, opencv-python-headless, nptyping, markdown-it-py, importlib-metadata, google-auth, fastcore, deprecated, catalogue, blis, async-timeout, aiosignal, xgboost, virtualenv, torchvision, torchtext, torchmetrics, statsmodels, srsly, scikit-image, rich, nlpaug, markdown, jsonschema, hyperopt, huggingface-hub, google-auth-oauthlib, gluonts, fastdownload, fairscale, dask, click, aiohttp, accelerate, typer, transformers, timm, tensorboard, sktime, seqeval, ray, qudida, pytorch-metric-learning, pmdarima, nltk, model-index, lightgbm, gluoncv, distributed, confection, catboost, thinc, tbats, pytorch-lightning, pathy, openmim, datasets, autogluon.common, albumentations, spacy, evaluate, autogluon.features, autogluon.core, fastai, autogluon.tabular, autogluon.multimodal, autogluon.vision, autogluon.timeseries, autogluon.text, autogluon\n", + " Attempting uninstall: typing-extensions\n", + " Found existing installation: typing_extensions 4.0.1\n", + " Uninstalling typing_extensions-4.0.1:\n", + " Successfully uninstalled typing_extensions-4.0.1\n", + " Attempting uninstall: tqdm\n", + " Found existing installation: tqdm 4.39.0\n", + " Uninstalling tqdm-4.39.0:\n", + " Successfully uninstalled tqdm-4.39.0\n", + " Attempting uninstall: Pillow\n", + " Found existing installation: Pillow 8.4.0\n", + " Uninstalling Pillow-8.4.0:\n", + " Successfully uninstalled Pillow-8.4.0\n", + " Attempting uninstall: numpy\n", + " Found existing installation: numpy 1.19.1\n", + " Uninstalling numpy-1.19.1:\n", + " Successfully uninstalled numpy-1.19.1\n", + " Attempting uninstall: scipy\n", + " Found existing installation: scipy 1.4.1\n", + " Uninstalling scipy-1.4.1:\n", + " Successfully uninstalled scipy-1.4.1\n", + " Attempting uninstall: pyarrow\n", + " Found existing installation: pyarrow 6.0.1\n", + " Uninstalling pyarrow-6.0.1:\n", + " Successfully uninstalled pyarrow-6.0.1\n", + " Attempting uninstall: importlib-metadata\n", + " Found existing installation: importlib-metadata 4.8.2\n", + " Uninstalling importlib-metadata-4.8.2:\n", + " Successfully uninstalled importlib-metadata-4.8.2\n", + " Attempting uninstall: gluoncv\n", + " Found existing installation: gluoncv 0.8.0\n", + " Uninstalling gluoncv-0.8.0:\n", + " Successfully uninstalled gluoncv-0.8.0\n", + "Successfully installed Pillow-9.4.0 PyWavelets-1.3.0 absl-py-1.4.0 accelerate-0.13.2 aiohttp-3.8.4 aiosignal-1.3.1 albumentations-1.1.0 antlr4-python3-runtime-4.8 async-timeout-4.0.2 asynctest-0.13.0 autocfg-0.0.8 autogluon-0.6.2 autogluon.common-0.6.2 autogluon.core-0.6.2 autogluon.features-0.6.2 autogluon.multimodal-0.6.2 autogluon.tabular-0.6.2 autogluon.text-0.6.2 autogluon.timeseries-0.6.2 autogluon.vision-0.6.2 blis-0.7.9 cachetools-5.3.1 catalogue-2.0.8 catboost-1.1.1 charset-normalizer-3.1.0 click-8.0.4 confection-0.0.4 cymem-2.0.7 dask-2021.11.2 datasets-2.12.0 defusedxml-0.7.1 deprecated-1.2.14 distlib-0.3.6 distributed-2021.11.2 evaluate-0.3.0 fairscale-0.4.6 fastai-2.7.12 fastcore-1.5.29 fastdownload-0.0.7 fastprogress-1.0.3 filelock-3.12.1 frozenlist-1.3.3 future-0.18.3 gluoncv-0.10.5.post0 gluonts-0.11.12 google-auth-2.19.1 google-auth-oauthlib-0.4.6 grpcio-1.43.0 heapdict-1.0.1 huggingface-hub-0.15.1 hyperopt-0.2.7 importlib-metadata-6.6.0 importlib-resources-5.12.0 jsonschema-4.8.0 langcodes-3.3.0 lightgbm-3.3.5 locket-1.0.0 markdown-3.4.3 markdown-it-py-2.2.0 mdurl-0.1.2 model-index-0.1.11 msgpack-1.0.5 multidict-6.0.4 murmurhash-1.0.9 nlpaug-1.1.10 nltk-3.8.1 nptyping-1.4.4 numpy-1.21.6 oauthlib-3.2.2 omegaconf-2.1.2 opencv-python-headless-4.7.0.72 openmim-0.2.1 ordered-set-4.1.0 partd-1.4.0 pathy-0.10.1 patsy-0.5.3 platformdirs-3.1.1 pmdarima-1.8.5 preshed-3.0.8 py4j-0.10.9.7 pyDeprecate-0.3.2 pyarrow-12.0.0 pyasn1-modules-0.3.0 pydantic-1.10.9 pyrsistent-0.19.3 pytorch-lightning-1.7.7 pytorch-metric-learning-1.3.2 qudida-0.0.4 ray-2.0.1 regex-2023.6.3 requests-oauthlib-1.3.1 responses-0.18.0 rich-13.4.1 scikit-image-0.19.3 scipy-1.7.3 sentencepiece-0.1.99 seqeval-1.2.2 sktime-0.13.4 smart-open-5.2.1 sortedcontainers-2.4.0 spacy-3.5.3 spacy-legacy-3.0.12 spacy-loggers-1.0.4 srsly-2.4.6 statsmodels-0.13.5 tbats-1.1.3 tblib-1.7.0 tensorboard-2.11.2 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorboardX-2.6 text-unidecode-1.3 thinc-8.1.10 tifffile-2021.11.2 timm-0.6.13 tokenizers-0.13.3 toolz-0.12.0 torch-1.12.1 torchmetrics-0.8.2 torchtext-0.13.1 torchvision-0.13.1 tqdm-4.65.0 transformers-4.23.1 typer-0.7.0 typing-extensions-4.4.0 typish-1.9.3 virtualenv-20.21.1 wasabi-1.1.2 wrapt-1.15.0 xgboost-1.6.2 xxhash-3.2.0 yacs-0.1.8 yarl-1.9.2 zict-2.2.0\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", "\u001b[0m" ] @@ -342,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 3, "metadata": { "tags": [] }, @@ -351,17 +699,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: kaggle in /usr/local/lib/python3.7/site-packages (1.5.13)\n", + "Collecting kaggle\n", + " Using cached kaggle-1.5.13-py3-none-any.whl\n", "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/site-packages (from kaggle) (1.16.0)\n", "Requirement already satisfied: certifi in /usr/local/lib/python3.7/site-packages (from kaggle) (2021.10.8)\n", "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/site-packages (from kaggle) (2.8.0)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.7/site-packages (from kaggle) (2.22.0)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/site-packages (from kaggle) (4.65.0)\n", - "Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/site-packages (from kaggle) (8.0.1)\n", + "Collecting python-slugify (from kaggle)\n", + " Using cached python_slugify-8.0.1-py2.py3-none-any.whl (9.7 kB)\n", "Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/site-packages (from kaggle) (1.25.11)\n", "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/site-packages (from python-slugify->kaggle) (1.3)\n", "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.7/site-packages (from requests->kaggle) (3.0.4)\n", "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.7/site-packages (from requests->kaggle) (2.8)\n", + "Installing collected packages: python-slugify, kaggle\n", + "Successfully installed kaggle-1.5.13 python-slugify-8.0.1\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", "\u001b[0m" ] @@ -380,7 +732,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 4, "metadata": { "tags": [] }, @@ -394,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 5, "metadata": { "tags": [] }, @@ -432,7 +784,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 6, "metadata": { "tags": [] }, @@ -458,11 +810,20 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 7, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import pandas as pd\n", "from autogluon.tabular import TabularPredictor" @@ -470,7 +831,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 8, "metadata": { "tags": [] }, @@ -606,7 +967,7 @@ "4 75 0.0 0 1 1 " ] }, - "execution_count": 22, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -620,7 +981,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 9, "metadata": { "tags": [] }, @@ -657,7 +1018,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 10, "metadata": { "tags": [] }, @@ -845,7 +1206,7 @@ "max 977.000000 " ] }, - "execution_count": 24, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -857,7 +1218,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 11, "metadata": { "tags": [] }, @@ -975,7 +1336,7 @@ "4 56 11.0014 " ] }, - "execution_count": 25, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -988,7 +1349,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 12, "metadata": { "tags": [] }, @@ -1057,7 +1418,7 @@ "4 2011-01-20 04:00:00 0" ] }, - "execution_count": 26, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1089,7 +1450,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 13, "metadata": { "tags": [] }, @@ -1102,7 +1463,7 @@ " dtype='object')" ] }, - "execution_count": 27, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1113,7 +1474,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 14, "metadata": { "tags": [] }, @@ -1122,11 +1483,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "No path specified. Models will be saved in: \"AutogluonModels/ag-20230610_150121/\"\n", + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230610_233921/\"\n", "Presets specified: ['best_quality']\n", "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", "Beginning AutoGluon training ... Time limit = 600s\n", - "AutoGluon will save models to \"AutogluonModels/ag-20230610_150121/\"\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230610_233921/\"\n", "AutoGluon Version: 0.6.2\n", "Python Version: 3.7.10\n", "Operating System: Linux\n", @@ -1142,7 +1503,7 @@ "Using Feature Generators to preprocess the data ...\n", "Dropping user-specified ignored columns: ['casual', 'registered']\n", "Fitting AutoMLPipelineFeatureGenerator...\n", - "\tAvailable Memory: 2550.39 MB\n", + "\tAvailable Memory: 3050.29 MB\n", "\tTrain Data (Original) Memory Usage: 0.78 MB (0.0% of available memory)\n", "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", "\tStage 1 Generators:\n", @@ -1166,83 +1527,83 @@ "\t\t('int', []) : 3 | ['season', 'weather', 'humidity']\n", "\t\t('int', ['bool']) : 2 | ['holiday', 'workingday']\n", "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "\t0.3s = Fit runtime\n", + "\t0.4s = Fit runtime\n", "\t9 features in original data used to generate 13 features in processed data.\n", "\tTrain Data (Processed) Memory Usage: 0.98 MB (0.0% of available memory)\n", - "Data preprocessing and feature engineering runtime = 0.4s ...\n", + "Data preprocessing and feature engineering runtime = 0.43s ...\n", "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", "\tTo change this, specify the eval_metric parameter of Predictor()\n", "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", "Fitting 11 L1 models ...\n", - "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.63s of the 599.57s of remaining time.\n", + "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.61s of the 599.56s of remaining time.\n", "\t-101.5462\t = Validation score (-root_mean_squared_error)\n", "\t0.04s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 399.22s of the 599.16s of remaining time.\n", + "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 394.08s of the 594.03s of remaining time.\n", "\t-84.1251\t = Validation score (-root_mean_squared_error)\n", - "\t0.05s\t = Training runtime\n", + "\t0.03s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 398.8s of the 598.74s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 393.71s of the 593.66s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-131.4609\t = Validation score (-root_mean_squared_error)\n", - "\t65.98s\t = Training runtime\n", - "\t7.34s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L1 ... Training model for up to 326.62s of the 526.57s of remaining time.\n", + "\t65.82s\t = Training runtime\n", + "\t7.08s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 318.02s of the 517.97s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-131.0542\t = Validation score (-root_mean_squared_error)\n", - "\t29.96s\t = Training runtime\n", - "\t1.36s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 292.17s of the 492.12s of remaining time.\n", + "\t28.88s\t = Training runtime\n", + "\t1.34s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 284.91s of the 484.86s of remaining time.\n", "\t-116.5443\t = Validation score (-root_mean_squared_error)\n", - "\t11.32s\t = Training runtime\n", - "\t0.55s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L1 ... Training model for up to 277.54s of the 477.49s of remaining time.\n", + "\t10.88s\t = Training runtime\n", + "\t0.53s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L1 ... Training model for up to 270.77s of the 470.72s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-130.5332\t = Validation score (-root_mean_squared_error)\n", - "\t205.54s\t = Training runtime\n", - "\t0.09s\t = Validation runtime\n", - "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 68.04s of the 267.99s of remaining time.\n", + "\t-130.5243\t = Validation score (-root_mean_squared_error)\n", + "\t200.0s\t = Training runtime\n", + "\t0.13s\t = Validation runtime\n", + "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 66.89s of the 266.84s of remaining time.\n", "\t-124.5881\t = Validation score (-root_mean_squared_error)\n", - "\t5.15s\t = Training runtime\n", - "\t0.52s\t = Validation runtime\n", - "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 59.61s of the 259.55s of remaining time.\n", + "\t4.95s\t = Training runtime\n", + "\t0.56s\t = Validation runtime\n", + "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 58.69s of the 258.64s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-138.0208\t = Validation score (-root_mean_squared_error)\n", - "\t73.54s\t = Training runtime\n", - "\t0.58s\t = Validation runtime\n", + "\t-137.992\t = Validation score (-root_mean_squared_error)\n", + "\t72.38s\t = Training runtime\n", + "\t0.43s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 181.91s of remaining time.\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 182.21s of remaining time.\n", "\t-84.1251\t = Validation score (-root_mean_squared_error)\n", - "\t0.73s\t = Training runtime\n", + "\t0.52s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", "Fitting 9 L2 models ...\n", - "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 181.1s of the 181.08s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 181.6s of the 181.58s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-60.2769\t = Validation score (-root_mean_squared_error)\n", - "\t54.07s\t = Training runtime\n", - "\t3.28s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L2 ... Training model for up to 122.01s of the 121.99s of remaining time.\n", + "\t-60.3983\t = Validation score (-root_mean_squared_error)\n", + "\t52.4s\t = Training runtime\n", + "\t3.14s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L2 ... Training model for up to 124.01s of the 123.99s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-55.2404\t = Validation score (-root_mean_squared_error)\n", - "\t24.03s\t = Training runtime\n", + "\t-55.2204\t = Validation score (-root_mean_squared_error)\n", + "\t24.69s\t = Training runtime\n", "\t0.23s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 93.84s of the 93.82s of remaining time.\n", - "\t-53.4071\t = Validation score (-root_mean_squared_error)\n", - "\t27.12s\t = Training runtime\n", - "\t0.6s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L2 ... Training model for up to 63.64s of the 63.62s of remaining time.\n", + "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 95.32s of the 95.29s of remaining time.\n", + "\t-53.4592\t = Validation score (-root_mean_squared_error)\n", + "\t28.58s\t = Training runtime\n", + "\t0.61s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L2 ... Training model for up to 63.62s of the 63.6s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-55.5322\t = Validation score (-root_mean_squared_error)\n", - "\t62.49s\t = Training runtime\n", + "\t-55.6725\t = Validation score (-root_mean_squared_error)\n", + "\t60.79s\t = Training runtime\n", "\t0.05s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -2.89s of remaining time.\n", - "\t-53.0956\t = Validation score (-root_mean_squared_error)\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -1.19s of remaining time.\n", + "\t-53.1545\t = Validation score (-root_mean_squared_error)\n", "\t0.28s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", - "AutoGluon training complete, total runtime = 603.36s ... Best model: \"WeightedEnsemble_L3\"\n", - "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230610_150121/\")\n" + "AutoGluon training complete, total runtime = 601.67s ... Best model: \"WeightedEnsemble_L3\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230610_233921/\")\n" ] } ], @@ -1263,7 +1624,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 15, "metadata": { "tags": [] }, @@ -1275,23 +1636,23 @@ "*** Summary of fit() ***\n", "Estimated performance of each model:\n", " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", - "0 WeightedEnsemble_L3 -53.095605 14.794157 559.550324 0.000841 0.281876 3 True 14\n", - "1 RandomForestMSE_BAG_L2 -53.407067 11.236899 418.685988 0.599719 27.117111 2 True 12\n", - "2 LightGBM_BAG_L2 -55.240397 10.865161 415.596815 0.227982 24.027938 2 True 11\n", - "3 CatBoost_BAG_L2 -55.532212 10.685670 454.055712 0.048490 62.486835 2 True 13\n", - "4 LightGBMXT_BAG_L2 -60.276886 13.917125 445.636564 3.279945 54.067687 2 True 10\n", - "5 KNeighborsDist_BAG_L1 -84.125061 0.103840 0.046728 0.103840 0.046728 1 True 2\n", - "6 WeightedEnsemble_L2 -84.125061 0.104671 0.774407 0.000831 0.727679 2 True 9\n", - "7 KNeighborsUnif_BAG_L1 -101.546199 0.103055 0.036968 0.103055 0.036968 1 True 1\n", - "8 RandomForestMSE_BAG_L1 -116.544294 0.547961 11.315352 0.547961 11.315352 1 True 5\n", - "9 ExtraTreesMSE_BAG_L1 -124.588053 0.519948 5.148865 0.519948 5.148865 1 True 7\n", - "10 CatBoost_BAG_L1 -130.533194 0.089123 205.544124 0.089123 205.544124 1 True 6\n", - "11 LightGBM_BAG_L1 -131.054162 1.356436 29.958687 1.356436 29.958687 1 True 4\n", - "12 LightGBMXT_BAG_L1 -131.460909 7.337149 65.975453 7.337149 65.975453 1 True 3\n", - "13 NeuralNetFastAI_BAG_L1 -138.020805 0.579667 73.542699 0.579667 73.542699 1 True 8\n", + "0 WeightedEnsemble_L3 -53.154460 14.307580 549.709151 0.000816 0.279358 3 True 14\n", + "1 RandomForestMSE_BAG_L2 -53.459197 10.889233 411.549113 0.605110 28.577312 2 True 12\n", + "2 LightGBM_BAG_L2 -55.220419 10.516833 407.664629 0.232711 24.692828 2 True 11\n", + "3 CatBoost_BAG_L2 -55.672488 10.332072 443.760952 0.047949 60.789151 2 True 13\n", + "4 LightGBMXT_BAG_L2 -60.398329 13.420993 435.370501 3.136871 52.398701 2 True 10\n", + "5 KNeighborsDist_BAG_L1 -84.125061 0.103646 0.029283 0.103646 0.029283 1 True 2\n", + "6 WeightedEnsemble_L2 -84.125061 0.104750 0.554096 0.001104 0.524813 2 True 9\n", + "7 KNeighborsUnif_BAG_L1 -101.546199 0.103748 0.039266 0.103748 0.039266 1 True 1\n", + "8 RandomForestMSE_BAG_L1 -116.544294 0.533021 10.879251 0.533021 10.879251 1 True 5\n", + "9 ExtraTreesMSE_BAG_L1 -124.588053 0.556758 4.947829 0.556758 4.947829 1 True 7\n", + "10 CatBoost_BAG_L1 -130.524286 0.126700 200.001626 0.126700 200.001626 1 True 6\n", + "11 LightGBM_BAG_L1 -131.054162 1.343250 28.875152 1.343250 28.875152 1 True 4\n", + "12 LightGBMXT_BAG_L1 -131.460909 7.083076 65.817202 7.083076 65.817202 1 True 3\n", + "13 NeuralNetFastAI_BAG_L1 -137.991995 0.433923 72.382191 0.433923 72.382191 1 True 8\n", "Number of models trained: 14\n", "Types of models trained:\n", - "{'StackerEnsembleModel_LGB', 'StackerEnsembleModel_KNN', 'StackerEnsembleModel_CatBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_XT'}\n", + "{'StackerEnsembleModel_KNN', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_LGB', 'WeightedEnsembleModel', 'StackerEnsembleModel_XT', 'StackerEnsembleModel_CatBoost', 'StackerEnsembleModel_RF'}\n", "Bagging used: True (with 8 folds)\n", "Multi-layer stack-ensembling used: True (with 3 levels)\n", "Feature Metadata (Processed):\n", @@ -1300,7 +1661,7 @@ "('int', []) : 3 | ['season', 'weather', 'humidity']\n", "('int', ['bool']) : 2 | ['holiday', 'workingday']\n", "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "Plot summary of models saved to file: AutogluonModels/ag-20230610_150121/SummaryOfModels.html\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230610_233921/SummaryOfModels.html\n", "*** End of fit() summary ***\n" ] }, @@ -1326,58 +1687,58 @@ " 'LightGBMXT_BAG_L1': -131.46090891834504,\n", " 'LightGBM_BAG_L1': -131.054161598899,\n", " 'RandomForestMSE_BAG_L1': -116.54429428704391,\n", - " 'CatBoost_BAG_L1': -130.5331939673838,\n", + " 'CatBoost_BAG_L1': -130.52428566144857,\n", " 'ExtraTreesMSE_BAG_L1': -124.58805258915959,\n", - " 'NeuralNetFastAI_BAG_L1': -138.02080468639514,\n", + " 'NeuralNetFastAI_BAG_L1': -137.99199467014662,\n", " 'WeightedEnsemble_L2': -84.12506123181602,\n", - " 'LightGBMXT_BAG_L2': -60.27688589870417,\n", - " 'LightGBM_BAG_L2': -55.24039658173241,\n", - " 'RandomForestMSE_BAG_L2': -53.40706694439011,\n", - " 'CatBoost_BAG_L2': -55.53221171882811,\n", - " 'WeightedEnsemble_L3': -53.09560483405584},\n", + " 'LightGBMXT_BAG_L2': -60.398328643093805,\n", + " 'LightGBM_BAG_L2': -55.22041895346426,\n", + " 'RandomForestMSE_BAG_L2': -53.45919683835864,\n", + " 'CatBoost_BAG_L2': -55.67248772776107,\n", + " 'WeightedEnsemble_L3': -53.15445966689221},\n", " 'model_best': 'WeightedEnsemble_L3',\n", - " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/KNeighborsUnif_BAG_L1/',\n", - " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/KNeighborsDist_BAG_L1/',\n", - " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/LightGBMXT_BAG_L1/',\n", - " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/LightGBM_BAG_L1/',\n", - " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/RandomForestMSE_BAG_L1/',\n", - " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/CatBoost_BAG_L1/',\n", - " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/ExtraTreesMSE_BAG_L1/',\n", - " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230610_150121/models/NeuralNetFastAI_BAG_L1/',\n", - " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230610_150121/models/WeightedEnsemble_L2/',\n", - " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230610_150121/models/LightGBMXT_BAG_L2/',\n", - " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230610_150121/models/LightGBM_BAG_L2/',\n", - " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230610_150121/models/RandomForestMSE_BAG_L2/',\n", - " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230610_150121/models/CatBoost_BAG_L2/',\n", - " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230610_150121/models/WeightedEnsemble_L3/'},\n", - " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.036968231201171875,\n", - " 'KNeighborsDist_BAG_L1': 0.04672813415527344,\n", - " 'LightGBMXT_BAG_L1': 65.97545313835144,\n", - " 'LightGBM_BAG_L1': 29.95868730545044,\n", - " 'RandomForestMSE_BAG_L1': 11.315351963043213,\n", - " 'CatBoost_BAG_L1': 205.5441243648529,\n", - " 'ExtraTreesMSE_BAG_L1': 5.148865222930908,\n", - " 'NeuralNetFastAI_BAG_L1': 73.54269886016846,\n", - " 'WeightedEnsemble_L2': 0.7276790142059326,\n", - " 'LightGBMXT_BAG_L2': 54.067686796188354,\n", - " 'LightGBM_BAG_L2': 24.0279381275177,\n", - " 'RandomForestMSE_BAG_L2': 27.11711096763611,\n", - " 'CatBoost_BAG_L2': 62.48683524131775,\n", - " 'WeightedEnsemble_L3': 0.2818760871887207},\n", - " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10305523872375488,\n", - " 'KNeighborsDist_BAG_L1': 0.10384035110473633,\n", - " 'LightGBMXT_BAG_L1': 7.337148904800415,\n", - " 'LightGBM_BAG_L1': 1.3564364910125732,\n", - " 'RandomForestMSE_BAG_L1': 0.5479607582092285,\n", - " 'CatBoost_BAG_L1': 0.08912301063537598,\n", - " 'ExtraTreesMSE_BAG_L1': 0.5199477672576904,\n", - " 'NeuralNetFastAI_BAG_L1': 0.5796668529510498,\n", - " 'WeightedEnsemble_L2': 0.0008308887481689453,\n", - " 'LightGBMXT_BAG_L2': 3.279945135116577,\n", - " 'LightGBM_BAG_L2': 0.2279815673828125,\n", - " 'RandomForestMSE_BAG_L2': 0.5997192859649658,\n", - " 'CatBoost_BAG_L2': 0.048490285873413086,\n", - " 'WeightedEnsemble_L3': 0.0008413791656494141},\n", + " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230610_233921/models/KNeighborsUnif_BAG_L1/',\n", + " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230610_233921/models/KNeighborsDist_BAG_L1/',\n", + " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230610_233921/models/LightGBMXT_BAG_L1/',\n", + " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230610_233921/models/LightGBM_BAG_L1/',\n", + " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230610_233921/models/RandomForestMSE_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230610_233921/models/CatBoost_BAG_L1/',\n", + " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230610_233921/models/ExtraTreesMSE_BAG_L1/',\n", + " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230610_233921/models/NeuralNetFastAI_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230610_233921/models/WeightedEnsemble_L2/',\n", + " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230610_233921/models/LightGBMXT_BAG_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230610_233921/models/LightGBM_BAG_L2/',\n", + " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230610_233921/models/RandomForestMSE_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230610_233921/models/CatBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230610_233921/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.03926587104797363,\n", + " 'KNeighborsDist_BAG_L1': 0.029282569885253906,\n", + " 'LightGBMXT_BAG_L1': 65.81720209121704,\n", + " 'LightGBM_BAG_L1': 28.875152349472046,\n", + " 'RandomForestMSE_BAG_L1': 10.87925100326538,\n", + " 'CatBoost_BAG_L1': 200.00162601470947,\n", + " 'ExtraTreesMSE_BAG_L1': 4.947829246520996,\n", + " 'NeuralNetFastAI_BAG_L1': 72.38219141960144,\n", + " 'WeightedEnsemble_L2': 0.5248134136199951,\n", + " 'LightGBMXT_BAG_L2': 52.39870071411133,\n", + " 'LightGBM_BAG_L2': 24.692827939987183,\n", + " 'RandomForestMSE_BAG_L2': 28.577311992645264,\n", + " 'CatBoost_BAG_L2': 60.789151430130005,\n", + " 'WeightedEnsemble_L3': 0.2793581485748291},\n", + " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10374760627746582,\n", + " 'KNeighborsDist_BAG_L1': 0.10364627838134766,\n", + " 'LightGBMXT_BAG_L1': 7.083076000213623,\n", + " 'LightGBM_BAG_L1': 1.343250036239624,\n", + " 'RandomForestMSE_BAG_L1': 0.5330214500427246,\n", + " 'CatBoost_BAG_L1': 0.12670016288757324,\n", + " 'ExtraTreesMSE_BAG_L1': 0.5567581653594971,\n", + " 'NeuralNetFastAI_BAG_L1': 0.43392276763916016,\n", + " 'WeightedEnsemble_L2': 0.001104116439819336,\n", + " 'LightGBMXT_BAG_L2': 3.136870861053467,\n", + " 'LightGBM_BAG_L2': 0.232710599899292,\n", + " 'RandomForestMSE_BAG_L2': 0.6051104068756104,\n", + " 'CatBoost_BAG_L2': 0.04794931411743164,\n", + " 'WeightedEnsemble_L3': 0.0008158683776855469},\n", " 'num_bag_folds': 8,\n", " 'max_stack_level': 3,\n", " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n", @@ -1442,36 +1803,36 @@ " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True}},\n", " 'leaderboard': model score_val pred_time_val fit_time \\\n", - " 0 WeightedEnsemble_L3 -53.095605 14.794157 559.550324 \n", - " 1 RandomForestMSE_BAG_L2 -53.407067 11.236899 418.685988 \n", - " 2 LightGBM_BAG_L2 -55.240397 10.865161 415.596815 \n", - " 3 CatBoost_BAG_L2 -55.532212 10.685670 454.055712 \n", - " 4 LightGBMXT_BAG_L2 -60.276886 13.917125 445.636564 \n", - " 5 KNeighborsDist_BAG_L1 -84.125061 0.103840 0.046728 \n", - " 6 WeightedEnsemble_L2 -84.125061 0.104671 0.774407 \n", - " 7 KNeighborsUnif_BAG_L1 -101.546199 0.103055 0.036968 \n", - " 8 RandomForestMSE_BAG_L1 -116.544294 0.547961 11.315352 \n", - " 9 ExtraTreesMSE_BAG_L1 -124.588053 0.519948 5.148865 \n", - " 10 CatBoost_BAG_L1 -130.533194 0.089123 205.544124 \n", - " 11 LightGBM_BAG_L1 -131.054162 1.356436 29.958687 \n", - " 12 LightGBMXT_BAG_L1 -131.460909 7.337149 65.975453 \n", - " 13 NeuralNetFastAI_BAG_L1 -138.020805 0.579667 73.542699 \n", + " 0 WeightedEnsemble_L3 -53.154460 14.307580 549.709151 \n", + " 1 RandomForestMSE_BAG_L2 -53.459197 10.889233 411.549113 \n", + " 2 LightGBM_BAG_L2 -55.220419 10.516833 407.664629 \n", + " 3 CatBoost_BAG_L2 -55.672488 10.332072 443.760952 \n", + " 4 LightGBMXT_BAG_L2 -60.398329 13.420993 435.370501 \n", + " 5 KNeighborsDist_BAG_L1 -84.125061 0.103646 0.029283 \n", + " 6 WeightedEnsemble_L2 -84.125061 0.104750 0.554096 \n", + " 7 KNeighborsUnif_BAG_L1 -101.546199 0.103748 0.039266 \n", + " 8 RandomForestMSE_BAG_L1 -116.544294 0.533021 10.879251 \n", + " 9 ExtraTreesMSE_BAG_L1 -124.588053 0.556758 4.947829 \n", + " 10 CatBoost_BAG_L1 -130.524286 0.126700 200.001626 \n", + " 11 LightGBM_BAG_L1 -131.054162 1.343250 28.875152 \n", + " 12 LightGBMXT_BAG_L1 -131.460909 7.083076 65.817202 \n", + " 13 NeuralNetFastAI_BAG_L1 -137.991995 0.433923 72.382191 \n", " \n", " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", - " 0 0.000841 0.281876 3 True \n", - " 1 0.599719 27.117111 2 True \n", - " 2 0.227982 24.027938 2 True \n", - " 3 0.048490 62.486835 2 True \n", - " 4 3.279945 54.067687 2 True \n", - " 5 0.103840 0.046728 1 True \n", - " 6 0.000831 0.727679 2 True \n", - " 7 0.103055 0.036968 1 True \n", - " 8 0.547961 11.315352 1 True \n", - " 9 0.519948 5.148865 1 True \n", - " 10 0.089123 205.544124 1 True \n", - " 11 1.356436 29.958687 1 True \n", - " 12 7.337149 65.975453 1 True \n", - " 13 0.579667 73.542699 1 True \n", + " 0 0.000816 0.279358 3 True \n", + " 1 0.605110 28.577312 2 True \n", + " 2 0.232711 24.692828 2 True \n", + " 3 0.047949 60.789151 2 True \n", + " 4 3.136871 52.398701 2 True \n", + " 5 0.103646 0.029283 1 True \n", + " 6 0.001104 0.524813 2 True \n", + " 7 0.103748 0.039266 1 True \n", + " 8 0.533021 10.879251 1 True \n", + " 9 0.556758 4.947829 1 True \n", + " 10 0.126700 200.001626 1 True \n", + " 11 1.343250 28.875152 1 True \n", + " 12 7.083076 65.817202 1 True \n", + " 13 0.433923 72.382191 1 True \n", " \n", " fit_order \n", " 0 14 \n", @@ -1490,7 +1851,7 @@ " 13 8 }" ] }, - "execution_count": 29, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1508,7 +1869,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 16, "metadata": { "tags": [] }, @@ -1516,15 +1877,15 @@ { "data": { "text/plain": [ - "0 24.543222\n", - "1 43.392288\n", - "2 46.508915\n", - "3 50.203327\n", - "4 52.835907\n", + "0 23.794365\n", + "1 42.184067\n", + "2 46.126038\n", + "3 49.814865\n", + "4 52.784950\n", "Name: count, dtype: float32" ] }, - "execution_count": 30, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1536,7 +1897,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 17, "metadata": { "tags": [] }, @@ -1547,13 +1908,13 @@ "" ] }, - "execution_count": 31, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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1ahQXXnghL730EiNHjmSHHXZgiSWWmKfs/fbbjyuuuIJvfetbPP/88zz//PMMHz6cV155hbvvvpu+ffty6623csIJJ3DllVe29Lo4jrPw4y3/EmywwQbccsstHHfccdx99908/fTTfOADH2DEiBEALL300vTt25d77rmHgw46CIB11lmHVVdddbbz33HHHRk4cCAAN998M2eccQYbb7wx2267LW+88QZPP/10w7L33Xdf/vjHPwJwxRVXsPfeewPhAbTPPvuw/vrr85WvfGWutwPHcZwa3vIvwVprrcWECRO44YYbOOmkkxg1alSPNYqtejPjyiuvZO21157v9wYNGsRyyy3H5MmTufzyy/n5z38OwMknn8x2223HVVddxZNPPsm2227b4zo5jtP5dJTzb/XUzOeee46BAwdy0EEHMWDAAM477zyef/55xo4dy4gRI5g1axb9+/dn66235tJLL2XUqFE89thjPP3006y99tpMmDBhLr3Ro0dz7rnncu655yKJiRMnMmzYsC7L32+//TjzzDN5+eWX2XDDDYHQ8h80aBAQxhQcx3EaUcr5S9oHOBX4EDDSzMbVnR8CPAycamZnxWM7A2cDfYBfmdkZZerQm0yZMoWvf/3rLLLIIvTr14/zzz8fM+Ooo47iv//9L/379+fWW2/lS1/6EocffjgbbLABffv25eKLL2axxRabR+/kk0/mmGOOYcMNN+S9995j6NChXHfddV2Wv/fee3P00Udz8sknzz527LHHcvDBB3Paaaex666+TsFx2pFWNGRlZs1/WfoQ8B7wC+B/Gjj/PwIG3G9mZ0nqAzwG7AjMAMYCB5jZw/Mra/jw4TZu3FzyPPLII3zoQx9quv5OwK+j43Qmksab2fBG50q1/M3skVhAo0L3BJ4AXiscHglMN7PH4+/8HtiD8HbgOI7jtIgsff6SlgSOI7Tw/6dwahDwTGF/BrBZNzqHAYcBDBkyJH1F24CbbrqJ4447bq5jQ4cO5aqrruqlGjmO0wnM1/lLuhVYqcGpE82sq1VIpwI/NrNXy0SNNLMxwBgI3T5d/E5HR6YcPXo0o0ePzqZfptvPcZz2Zb7O38x2aEJ3M2BvSWcCA4D3JL0BjAdWKfzeYODZJvSBkIXqxRdfZLnlluvoB0AuaslcFl988d6uiuM4LSZLt4+ZbV3blnQq8KqZ/VRSX2BNSUMJTn9/4MBmyxk8eDAzZszwZCQlqKVxdBynWpSd6rkXcC6wAnC9pElm1mUfhZm9I+lI4CbCVM8LzazpJaj9+vXz9IOO4zhNUGqqZytpNNXTcRzH6Zrupnp6bB/HcZwK4s7fcRyngrRNt4+kmcBTPfjK8sALmaqTU9v1Xd/1XT+V9qpmtkKjE23j/HuKpHFd9XUtzNqu7/qu7/qt0PZuH8dxnArizt9xHKeCdLLzH9Om2q7v+q7v+tm1O7bP33Ecx+maTm75O47jOF3gzt9xHKeCuPN3HMepIO78HcdxKkhHOH9Ji0haJG4vKmkTSQN7u149QdJoSZ+TtFrd8c8m0u/X4NjyKbSj1tKSPtjg+Iapyuii3EMS6WS9Pr1BzKiXU/+bmfXXyayfu/47Zta/scz32975x1zBzwPPStoDuBv4ATBZ0scSlbGBpPskPSNpjKRlC+ceSKD/XeBEYAPgNklHFU4fWVJ7O0kzgOcl3Vz3cLm5jHahjH2BR4ErJU2VNKJw+uIUZXTDt8p8uRXXp5uyp+TUJ39u7M9n1s96/clf/wvKCsSGbKPPpsDGZbSzJHNpMacAGwH9gQeBEWY2TdKqwJXAtQnKOJ+QmvI+gsHcI2l3M/snME+LsQk+BgyL+Q5OBS6TtLqZfQUom6LsTGC0mU2VtDdwi6RPmdl9CbRrnABsambPSxoJ/EbS8WZ2VYoyJE3u6hTw/pLyWa+PpI93dYrG6VF7qv/VbvRLt/wlvdKNfv8E+ud0oz8ggX7u+l/Tjf5yZfWBscCdNLbFAWWEO8H5Y2b/ApD0tJlNi8eeqnUFJWApM/tL3D5L0njgL5I+BaRYKNHXzN4BMLOX4hvLGEl/ABYtqb1oLWGOmf1R0iPAnyQdR5q6A/Qxs+djGQ9I2g64TtIqicp4PzAa+E/dcQF/K6md+/pcDlzahVaK/JnfJbzpvtPgXAr7f4nQoPrf+hOSnkmgfwjwNeDNBucOSKD/EnnrvzVwEPBqvTwwMoH+I8AXzOwf9SfK1r8jnL+kRczsPeCzhWN9KO84i2UsY2YvA5jZ7ZI+QXizSDG28E9J25jZnVH/XeBzkk4DPlFS+21JK9UekLGFuz1wHTBPH32TzJL0wfgmRHwD2Bb4M7BeAv3rgCXNbFL9CUl3lNTOfX0mA2eZ2UP1JyQ1kx+7ngnAn81sfAP9FN0alwCrAvM4T+CyBPpjgYfMbJ6HeHwLLkvu+t8HvF67d4tImpZA/1S6fogf1cXxBaLtV/jG/uUpZvZG3fHVgK3M7LcJyjgQeDx2BRSPDwFONrNDS+r3BzCz/zY4N8jMmk5yHx3MTDN7sO74MsCRZnZ6s9oFrY2A18xset3xfsC+ZnZp2TJykfv6SNoaeMrMnm5wbriZlUpPJ2lt4EUzmyfMr6T3N2rxpkLSymb2XEmNgcAbZvZ6omr1pOzS9e9NJH3CzK5s9vttP+BrZmPrHX88/iShLz1FGZfVO/54/Gng5QT6/23k+CN/L6l9a71ji8dfBpLMxDGzB+sdfzz+NvClFGV0haR5nGpPyH19zOzuRo4/slUC/WmNHH/k62X158M890RPMbP/68rxS7q8rP58KF3/7pB0b0594Mdlvtz2zn8+bNGCMvbNrJ9qULYRrbg+q2TWb+fr09VgbSra2TYh//XPXf8hmfVL1b/TnX8ryG1A7d0vl592vj65bcdts3ty13+h1m/7AV9Jm3R1ijTTMGv9kl2VkWI64Lk0/keWnu7WouvT3XTGFNPpsk1nbMX16YbSzqGdbTPqZ73+Lah/btufQtf1LzXNue2dP/DDbs49mqiM8YR/QKOb6a0E+t0N+pUaEKQ116e7sZXrEugv1c25s0tqZ70+kmbR9c1b2jnQ3rYJ+e0zd/1z2/5uCTQaY2aV+AA7tqCM9TLrn9vm1+fgzPrHt+v1AZbNrN+2ttmi65+7/gdn1v97T79TpT7/77egjN9k1v9wRu1WXJ+jM+vvk1E79/W5LbN+O9sm5L/+ueuf2/Z7vGCwSs4/9+BXq8rIRSdcn5z67Vz3VujnxuvfPT0eP6qS82/FzIR2nv3QCdcnp347170V+rnx+iemSs6/E/DWT+/qO13T7te+3W2zx/pVcv5PtqCMFLMruqPszJbueDKjdo3cKx7/kFH7yYzakN85tLNtQv7rn7v+uW3/Uz39QtvH9qkh6X2E6IBDzOxQSWsCa5tZ6elWMUhcfzN7Ne5vzpygcRPNbFZJ/a2A1c3skrj/R+YEjDvNzP5aQntp4P0WowJK2oc5UwxvsgSxXyQNBlYzs3vi/leZM//+MmsQ+qGH+usBHzSza+L+j4Fl4umfmtmEMvpRM5v91JUzCOgTd5+zGM1V0kAz+78m9NrWNqNeVvtsQf1z2/7ngIFm9oO4/yxh6rOAr5vZz5sWzzn9qJUfQujcYwkRAgHeB0xKpH0WcGxh/wlCnoBbgO8n0L8NWLewPwXYFPgI8JeS2mOAzxT2pwPnAr8Cfp7o+vwO2K2wP43gSE8GLk2gfy2wZWH/YUK0008RIloutPYDHA98s7D/NCHS56MkmJrazrbZCvtsQf1z2/5YYLnC/sT4c3HgzlLaZSu3sHyAccWLE7cfTKQ9kRBzv/4fIOCeFP/guv0/FbbvTVB31dc9bpeue9SZUF9mYfvuVP/bwv59Gf6GLPZDCLm8RAPb6ZPIdtrWNgv1z2afLah/q23/hML2A2W0O6nP/60YGjlYfsgn2yhBRDMsYvH1PHIcgIX/QIo8qQOKO2ZWXDJeNlNV31jPGsW+wQGkoX6O8faF7RR5cOda4Wtmmxd2V0ygDxntx8xeK+yeHY+9S5oVvu1sm5DfPufSyFD/3LY/oLhjZt+FkMOkrH4nOf9TgL8Aq0i6lPC6d2wi7UUlzXZAZnYzzI75niIb06OSdq0/KGk3wmtkGd6TNDtdoMWkIrHv+b2S2jVmSVqrUMb/xTLWAUr1OUeek7RZ/cHYv50qHnsu+1lSheTwZnYxgKTFgKUT6LezbUJ++8xd/9y2f3NM6lTPtymb47jsa8nC9CHkzNyVEA9j+YS6XwVuIAwG1o6tGo/9TwL9NQiGeBEhO89RhMTnjwFrldQ+iNBv+BFCC3opYJt47FOJrs/Osa4HE5LQbwB8Jh7bJYH+SEJf9imEWCofI2Q4egIYuTDbDyHN4oXA+wrHloj/6+9V2TZbYZ8tqH9u21+CMK4wnZA58Mq4/XtCetmmtdt+tk83UQEBsAQzQWI5XyQkKl8iHnoVOMPMzk+kvxjwSeakPZxKmC0wT6KaJrR3JtS9pv0Qoe43ltUulLE+oaVcrP+Z1iB9YZP6KwJH1un/zMrPBslqP3E2zunA54GnCH3xqxAeCCfa3F02zZbRtrYZ9bPaZwvqn9X2YxmrF/QfNrN/SupnIWFSc5od4Pxv7+a0mdmoxOUtFYVnxf0RZjY2ZRlRdwlgL+AAM5vntTWB/uLAx8ws29x4hQTu+1ucppZBfyvC9TmihEZL7CeOJ6wRd6eb2X9Tp1nsFNuMZWSzzxbVP4vtSxIwCjiQMMuo6XGLtg/pbGbbtbi8WZLWlXQAcADwEjA8hbakRQndDgcCowmveM3P451Xv0/UPQDYCbibxAujJK1ACLB2ALAycFVi/WFRe19Ct8+fyui1yn4spOmcImkAcKBCXugPEa5RqjLa1jZjGdnss0X1z2b7cXzrQGBPwjqFI4D/KSVatk9qYfkQBre+SnAGVwLHAIsn1F+NMGd7MiGG+guExR0ptHci9Ek+C/yW0Kf9ZMK6bwP8AngmXpt/UeiDTqC/FKHP8yaCQ/4hMCOh/lqE/v5HgXsI/bZPtYv9EGb17A9cE/8HLwHbEmbqVNo2c9tnC+6t3Lb/XeAfhAkInyeMSz2RRDvlP7E3P8AVwAXAdvHzS+APibT/TujHOxlYMx5L8g+IWu8BdwJDC8ceT6Q9A/gbYQrdUqnrHvX+G+u/NXO6EpPUv+76rJH6+uS2H+Cy6NQuAHYkzO9PaTtta5tRK6t9tqD+uW3/34QGz97AYin1277bp8D6ZrZuYf92SQ8n0v5fYBBhXvAKhCdxysGSTQgtw1slPU4Yye/T/VcWmD8SXhX3A96VdDXpIwweT6j/ecDvJF2eWP/jUf92SX8hXJ/UsXBy2c+6wH+AR4BHzOxdSSmvfzvbJuS3z9z1z237HyA0Gg4AfhLHqPpL6mtlJwukekL19ofwSrd5YX8z4JKE+ssAhxDm1j5BuKGTTTMslLMlYXn7c8CNwGEJNEVozY4htLRmEfrMl0xc99UJszamAG8QFhyVnk5X0F+C0O95LfAacD6w08JuP8A6wLeY0201kxDPpvK22WL7zFL/qJ3V9mMZixHCmvyR8NC/rIxeJ8z2qSU47gesTYidAjAEeNTmbs2lKnNFQktlf8L86lUylLEIsANhxsBnE+r2I8xN3h8YbWYpViE2Kmd9gqPe18zWmN/vN6G/LGFwbT8z235+v9+NTkvtR9KmhOuyD6FveMvE+m1rm1E7u33mrH/Uz2r7sYylgL0sBqxrSqMDnP+q3Z03s6dyl5+iDEl9gXfNzOI0sc2Af5rZxNKV7LrM/hZmoeTQXh540TIYWIzAuS5h0HdmSa1esZ84ZW9rM7srh34so21tM5abxD5bXf/Uti9pG+A/ZjZZ0r6EBXH/BM4zs6ZDkLR9eAcze6r2AV4hvAIvV/iURtLykk6R9GVJS0o6X9JDsX+y33wF5q9/KGFg56m4fRthgOf3ko4rqb2mpIsl/UjSYEk3SnpV0oPMWTRSCkmbS7pD0p8kDZP0EGGhzv/GBTxl9XeX9KSkCZI+Shjg/Clh6uTBZbRz24+kxSUdHP8GSTpO0nXATwjRScvqt61tRv2s9tmC+ue2/Z8BpwG/kvRbwhvFQ4SxjAtLiafsk+rND/AdwqyKO4Db4+evibRvJky5Opdww36d0I97KHBHAv2pwLKErobXiKEFCGGFp5bUvgc4jDAn+FlCd8PihEGk+xNdn3GEKXX7EPqbN4/H16EQ5bCE/oOE6Z4jCKtXV4/HVwSmLMz2Q5hFdCnwZ8KskJ8RujVOA66rsm22wj5bUP/ctv9w/Lk48CLQJ+6rrO2XqtjC9CHE71g0k/aDhQv+dN25SQn0J9aX1ehck9qTCtvTU9e9QRmPpKx/g+szJbW+ZbQf5uQH6Av8q+5cipDRbWub9XXMYZ8trn8O25/QaLvRfk8/nTTV8yFC+NN/Z9B+F8Jaf0kv1J1LEXmwf1y5ugghSuMwws0sykdmLNbvlW7OpSqjvo82Rb/nInGAdxFCFMhlmTPVM1XXZS77eQvAzN6RVB+B9N0E+u1sm5DfPltZ/xy2v6JCdjAVton7K5QRbvsB3xqShgNXE27i2YMgZrZ7Au2XgLsIF3zruE3c38rMli2pf3t3561ECAJJrxOiAAr4YNwm7q9uZkt09d0elPEu4ZVahNWsrxfKWNzMSvU9S3qScJM1mttvZrZ6Gf1YRhb7kfRv5qxL2C9uE/f3tRKxWaL+S7SpbUb9rPbZgvrntv1TujtvZt9qWruDnP9UwhLxKRSexmZ2ZwLtbbo7n6KMBazHjmZ2Sw+/06uzoerqsqyZ/Sej/npmNrXJ72axn/kNSJvZr0vqt61txu8tFPbZbP17oJ/b9o83s+/16Dsd5PzHmtmIXq7DlWb2iYz6E8ys2xDEJbT/bmZb5NAulJGt/mX1e9t+JJ1rZkdl1G9b24z6We1zYbbNXPqd1Od/t6TvEYJnFV/bk8TzX0BKdz/Mh9QhDYqk6P+cHznrX1a/t+3nw5n129k2Ib99Lsy2mUW/k5z/sPizmN/VCLGvW0Xu16ic+q14BVyYr8/CYD85WZivvev3gn7HOP+yAzdOtXH7cdqcHrf8236Fbw1J75d0gaQb4/66kj7X6mpk1n8yo3bTdVdYPp+1jAXkrWa/uBDYz0LXLdBDnsysv1DWfyGy/R4nvemkAd8bCUkbTjSzjeI/ZaKZbZBAe2kzq5+DXDs3xMyejts7mdnNTeh/vLvzZlYqW1Us4/tmdlxXxyStb03mHF3QwSZJA83s/5opI37/NqsL4tboWJPaWexH0m/M7FOSjjazs7v5vc+Y2cVN6Oe2zWPN7My4vY8V0ipK+q6ZndBTzS7KyWKfue+t3LYv6Vy66dIxsy/3VHO2dgc5/7FmNkLSRDMbFo9NMrONE2jP/gfXO5sUo/iS3gMmxQ/M3UowSxB5sFE9JU02sw0TaM++5jlQyOf6PkLIhW2Zc32WBv5iZuskKCOL/SjkBNiBEEJ4W+pagGUehlE/t20W9efSSzmDJZd95r63WmD72aYKd0yfP/CapOWIT0mFnJcvJ9IuGszAbs41Sy1ZyYaEhUa/M7Pp3X9lwZB0OPAlYHVJkwunlgLuTVEGsEJh5eE8mNmPSup/gZBWcWVCmsLaNX+FEOAtBbns5+eEYGKrM3fdiWWVnYWT2zbVxXYS/RbYZ7Z7K5LV9rty7rFB9LEy2p3k/L9KmKb3QUn3EpY+751I27rYbrTfc3GzPwN/lrQEsAfww+iITkywSOcyQqvze8A3CsdnlW11FugDLEmmfs3YXXK2pKPM7NwcZZDJfszsHOAcSeeb2eFl9RoV0cV2o/2FUT+rfWa+tyCz7RdR4gT3HeP8zWxCXO24NuEfMc3M3k4kny2+Rh1vEFqbrwCrkmBus5m9DLws6SRCYLE3JW0LbCjpEjN7qWwZwPNm9u0EOvPjX5KWMrNZ8e/ZBDgtxVz8XPZT6JM/UVJ9y7x0tw/5bXMjSa9Evf5xu6bfLvYJGe6tSHbbj3Z5IPBR4AHCmpChZvZ6t1+cD50022cfoH9c3r8ncLmkVCvqfkl4DV2ysF3b/1VZcUmjJI0hdAtsB5xtZhub2U1ltQtcSciRugYhXd4qhFZXCrK3eiInR8e/FaEf/QJCKsfSZLSf2jUeTwj/O77wGZdAP6ttmlkfM1vazJYys75xu7ZfOl9AgSz22YJ7K6vtS5pBeCu6B1g3rtL+b1nHD5014DvZzDaMjuE7wFnAN81ss16u2nyJg1KTCf9go+51usyIfqGMCWa2iaRjCcZzbqrBqvpZIIXjiwLHmdl3ypYR9Saa2TCFlbhTzOyyhH9D29pPThSypr1dewuStDahBfqkmV2VsJws9pn73spt+5J+QmiMPER4GF5NsP3SK7Y7puXPnPC4uwK/NLPrgUVTCEs6VNKacVuSLpT0sqTJCiFiy3II8GNgLPO2Dscn0Ad4W9IBwKeB6+KxVC23z0u6QdLQ2gFJuxBuuiTZ1CLPSvoFITrmDZIWI50NZ7OfGpIGSdpS0kdqnwSauW3zL8BqUX8N4O+EQeojJZ2RQL9GLvvMfW9ltX0zOwYYCvyQMFtsGmGQeV9JS5YV74gPwWB+ATxOiMu+GAmSZUTth4B+cftAgtEsR+h6uLu3//YF/BvWBc4BDoj7Qwktk1T6BxDyin4HuIowU2PjxH/D+wizN9aM+x8AdlrY7Sfqf5+wkOgG4Nr4uSaBblbbpJA8J/5vfxa3FyVRFrVW2GfOTytsv1BWP2A3Qna4F0pp9faFS3hRcjqGSYXty4CjC/ulsulEjeWBU4AvE/pqz4839dXAGgmv0aLA+vHTL/H170NITfgqMANYK6H20vHnwEafhd1+ot40YLGU1zzq5rbNyYXte4E9C/vJHo5RL7l9tuLeymn7hTKObnDshDKaHdPtY2EA5GrCfO0hhCfko4nk35P0gTi3dnvg1sK5/gn0LyO0NNckjOY/TphmeB0JBu0A4gyKfxByyJ4HPJai2yFqbwVMILQ4VwGOBK6V9O3YNVOW3IOmue0Hwv805QBpjdy2OVnSWZK+AqxByBmMpAEJtGeT0T6z3lstsP0ajRZ77VNKMfUTqrc+wFHAC4SEzVPiZ3Ii7d0IyaX/RegPrh3fBrg+gX7WPKxRZzywdmF/LWB8Iu1xwMi6Y+8jdHU82tu20dv2E/WvJGSp+gWhe+Mc4JwEurltsz9h/v3ZwEaF41sCn0p4fbLYZ+57K7ftE7qUriUkh7+m8LkDuK2MdifN9pkObGZmL2bS7wssZYVsPHHhiMzs1ZLa2ZfQq8FS+UbHmtRexMwa5luVtK6ZPZygjL7ALkAtlMPDwE1m9k5Z7aif234aLtO3kpm8onY222wVuewz972V2/YVMp0NpcEiOELjpGn775hFXsAzpAvnMBcqBIeSGk7rLRt4bXVJ1xBaJ7Vt4v7Qrr/WI8ZJ+hXw27j/SRJ1mQB7dnFdapS9AQYBfwWeByYSrstuwI8kbWdm9YnRmyGb/UAaJ9+I3LapuUMuzEOKxkMkl33mvrey2r6FNJZPSdqBMAX2PUlrERpBU8pod1LL/wLC6szrmTsTU9m4Mq0IDrVNd+ctTR7ixYAjgK3iobuB88zsza6/tcDaua/PxYRX9J/UHf8ysKmZdRv8agHLyGI/kqYwb4iEFwhB6s4yszdK6ue+9pMIdb6M0P3w3+J5S5RjN5d95r63cl//Qjnjga2BZQkD72OBt8zsk01rdpDzP6XRcSuR3b6gvSchONQa5AkO1RLiwpO1CTdzsvAXua+PpEeti8idkqaZ2doJyshiP2qcoHwgYQBvCTM7tKT+nmS2TUnrEPqeP0ZoyV4G3Jyqy61QThb7zEmrfIPmLII7irAS/UyVjTpbdkBiYf4AfRPrLUGYS301YcXgNol09wCOKOzfT5iV8Diwd6IytgWeAu4E7gKeAD7SJtdnYjPnFjb7yVn3XNe+QTn7Ed5cvp5YN4t9tuLeasX1J3R3bgHcB6wXj5VaZ9H2ff6S7jGzreL2b8zsU4XTDxCCf6UiV3CoYwmthxqLASMIBnUR8McEZfyQMG99GkDsN/wdsGkC7Rq5rs8yapyUQ4SY/k3TYvupJ+VU61zXvjbmsj+wF2HWyVcIi5lSkss+W3FvQcbrHzkaOB64ysymSlqd0HXYNG3v/An/xBrr151LEnRJ0iiCAY0kzKM+28xSDZYCLGpmzxT277Ew6+TFOGsjBf1qNxaAmT0mKcm88xZcnzvpOnb5XSW1s9qPGgeHWxY4iPJ1z37tJd1JCBR3BSFUQm021KIqmZmtjlz2mfXeaoHtA2Bmd1GwFzN7nLBwrWnavs+/RdMkcweHmm5ma3Rx7p9m9sEy+lHnQuA95p5N0cfSZAnLHpguFy2YCljfOjOCA70DGGMl+7VbYJtPFjRrP2sPRbMEAcZiOVnsM/e91Srbl7QC4S1mPQpvFWY2qlnNTmj5D5C0F+EVekChe0DAMonKOCSRTlfcL+lQM/tl8aCkLxC6HlJwOGE2Rc0Y7yaspExB7usDgKSjCa/qswjhizcBvmFN5KYtkNV+zGy7shrzIeu1N7PVcuoXyGWfue+tltg+IZbP5YQpzl8kTBiYWUawE1r+F3V33syS/XPUIHxro2NN6K4I/JkwxbCWmGRTQv/knmb2v2X0OwVJD1pIrj6acAOcBPymTOu8VfaT6cFV1M9imwWtDxOm274m6SBC/X9iMUH8wkqn3FuSxpvZpsWFb4p5p5sWTTki3ekfGgTKanSshP4oQpiBo4BRiTTXBC4GfgQMJqTMexV4EBiRqIxWBaabHH+eDewVtyf2tl0sYN1rYQZGEwZL10tsO7ltczLhbWgjwsyTI4A7E+hmt89YTvJ7K+q2yvbviz9vIoQdHwb8s4xm23f7qJvkyZBskdcuhAQWgySdUzi1NJByrvMhNvdsk0YzUHrKRcAlhLreT0iEvhdhwchPgRTJSi4jrMasBc+6iOCgtyYEz9o2QRkA4yXdTFiZebykpQj9xE3TCvupFRV/fhS4xMKMjRQDyq2yzXfMzCTtAfzUzC6Q9LkEuq2wT8hzb0HrbP80ScsAXwPOJVyvr5QR7IRun9rinLUJU7hqy7c/BjxgZgclKGMjYGPg28A3C6dmAbdbIaZKyXLqBxz7Elq765bQnGRxIUj94FfpRSJzdGrdMQKeMrMhGcoQoWW4AvC4mb2kkIh7kJl1G4JgPrrZ7SeWcxEwiPDg2ogQBvgOMys1lbGFtnknIbHLZwmO7d+Et5kNSupmt8+olfzeijpZbV/SxWb2mbh9sKUME5LqtaS3P4RpUEsV9pcC7kpcRr/C9rLAhol0jyfcrO8Q5gnPip8Xge+V1J7QaLvR/sJcRtRKljyklfZDaPWvQugnHxCPLZfKfqJeFtssaK4EfBXYOu4PAT69sNtOznurRfWfmFKv+Gn7ln8NSdMIBv9m3F+M8GQvvfS/UMYdwO6EWVLjCa2fv5lZqdevgv73zOz4FFoFzdcJoYQFfDBuE/dXN7MUc51fIjhPEVqFtfnIArYys2XLlhHL+TWhy2FsCr067az2I2mKlWwlz0f/DjLaZixjVUKym1sVcvv2MbNZJTWz22csJ/m9FXVfIqPtdzcVuSyd5PxPBPZlzsrDPYErzOy7CcuYaCGB+OeBVczsFCUKi1woYxBhheDs8RgLCzya1Vu1u/OWIDCXWhCYLpbzKCGGylPAa4QbzFJc/9z2k/PBFfWz2qakQ4HDCJnTPqiQN/jnZrZ9Sd3s9lkoK+m9FTWz2r6kfwO/J9j6fnG7qN/0OoKOcf4wezXl1nH3LjObmFh/CrAT8GvgRDMbm/gGO4OwWvBh5iQUNzPbPYH2983suPkdW5jpylGkchA57Sfngyvq57bNSYRVrPeb2bBamaneZnLbZ857KyfqIg9EDSsxBtD2s33qeB/wipldJGkFSUPN7ImE+t8mTLW6N95cqxNSz6ViL0I2o9JhlhuwI1B/I+3S4FiPiTNABpvZz+L+/YSBWYBjzSxJ/BQzeyoOcNYc9N1m9mAK7UhO+xmdSKcrctvmm2b2Vm2CUhwwTdlyzGafkSz3Vm7brzn3rtZxlNFONnjQ2x/CXNtrgcfi/sqEG6HX69aDv+FGYMnEmocTkj68RpirXfs8Afw2URn3EroaavuTCAOaQyiZaq6unKMJc6i/HT9TgKPaxX4Is3yOjJ+Netveelj3M4ETCHmNdyR0j52eQDe7fcZykt9bUbdVtp98HUcntfz3Iix8mABgZs/FeeDJUIg0eD7wfjNbX9KGwO5mdlpJ3XMJrajXgUmSbmPuhCJl4oNcRjD8edLAWbqgXK0ITAfwOUKqxdcgdAsAfyfMey5LVvtRWOF7KHMya/1W0hgzS1H3bLZZ4BuE6z8F+AJwAwkSoJPZPjPfW5A/cFy2dRyd5PzfMjOTFObWpXU6NX4JfJ2QhBszmyzpMqDsDVaLAjieOfPMk2BmLxNCzR4As5e7Lw4sKWlJS7M8f64ZDWZ2ZGF3BdIh5vTXEreTRG4lv/3kfHBBPtsk6r0n6beEsZBp8/3Cguvmts9s91Ykt+0/R/gbdif8DTVmUXKRVyc5/ysk/YIQnOtQwmKUFC2TIu8zswc098LM0qsoLVN+1yKSPkZYQr8yYRrgqsAjhDADZWlFYDoIqyfvl3QVwenvAVyQSDu3/eR8cEEm26whaXfgB8CiwFBJGwPftkQDprnsswX3VlbbtzCm9WB8kPcFhqR6+HaM8zezsyTtSFjIsTbwTTO7JXExL0j6IHGgS9LehKTiSdC8+V4htIrGAafF18lmOQ3YHLjVwpTA7Qgx5VPwFeDPkg6kQfCsRGVgZj+K89m3IlynQyzRjJwW2E/OBxdktk3CmMhIQihqzGySpKEJ9XPaZ857qyW2D+wMnEXCh2/HOP/CtLBbGhxLxRHAGGAdSc8SBqWaTqDcgBsJLcLL4v7+hBko/yIEv+oqocmC8LaZvShpEUmLmNntkn5SprI1zOzfwJYKiS1qLbXrzeyvKfQbIMKNnKzlnNt+cj64Irlt820ze7nuzSLlbJ9s9hnJcm+10PZPJfHDt2OcP5mniknqA3zJzHaI/cGLWMnVjQ3YweZewTdFcxI3l20FvSRpScIKxEvj4pHXSmrWkyt4Vk3rm8A+wJUEx3+RpD8kGtTMPdWwRo4HVytsc2ps3fZRWOD1ZeBvCfVz22fOewsy2z4ZHr4pc4j2CpIOj690a0uaXPg8QZgylgQze5fQasPMXstwc0G4sUbWdiSNIAQAgyb7byWtoRCLfQ/CjIevEAJ0vUgIb5uSufpn41zwlDmCP0kI83uqmZ1C6CYodXO1yn7ig+vXhAHC5QkPrpNSaLfINo8i/H/fJLSeXyZE4CxFC+0z+b1VR27bn+vhG2cxlXv4ppqH2lsfQral1QjJnlctfAZmKOt8woyBTwEfr30S6o8gTKV7AniS4HxGEvLM7tuk5nXABg2ObwBcm6jeWYNnFcq5nRgYLe4PAP7aDvYDTAMWL+z3B6a1g20SnOTtKa9HQTu7fUa95PdW1G2V7b8POB0YSxinOL1oT818Oi28Qx/g/cwduyNZpiE1zvpkliAPbl05y0ThlxNodZntR4mDjSlf8KzaXO0hhJv4lri/IyHs8se7+XpPyslmPwq5fPcys5fi/gDgT1YiB2udflbbVJgf//EUNlmn2zL7jJrJ7q063Sy2n5OOcf6SjiQMivwvcxJ8mCUMupYLSQeZ2W/VRWIRK5FQRNI/zGzNLs51mdy6RHk5gmdli29SKCOL/bTqwZULSZub2X2SriYsgruFQl+8lU8Qn9U+c95bDcrKYfsX0XXfvplZ0wl1OmnA9xhC7I4y0yG7RdJgwqKcD8dDdwNHm9mMktK1BUWNVpSWfTqP62Ie8ueZe9FIadRF8CzmhLltihTOfQE4hjz2U1xkdFXh+B0pC8lom+cR8hD8iTmrk1OS2z5z3luzyWX7hG6xelYhjI30aXBugemklv/twI5mljJ1XX0ZtxAGu34TDx0EfNLMdsxY5jFm9pMS338/wem8xZybaThhvvBeZvav0pWcU9ZcMfFTEwcGT2VO66oWGXP1BNrZ7ScnuWxTiWPIN9BvmX02KLvUvVWnldX2YxmrE+IrfQT4MXCBmb3VtF67O//C69x6hMU51zN37I6Ur3WTrC4tW6NjKZH0tBVSw5XQ2Q5YP+5OtQxz8CXdCOxjZq+m1o76jxJaPOMprJYt01pvlf3kfHBF/Sy2qTnJShpi6Vb4ZrfPBmUmubeiVjbbl7QOcBKh2+0HhIB3pRspndDtU3udezp+Fo2fHLwY5wT/Lu4fQBjVz0mS+eBmdjthtkxylD94Vo2XzezGRFo1WmU/F9DgwZWQXLY5E/hhAp1uyWmf3VD63spt+5L+QJgy+kOC/bwLLF2b728lgt+1fcu/lSgkEzkX2ILwD/8b8OWUM4oalJmsdZKL3AOyCklWIGTa6kPoey7eYBMafW9hQtL9ZrZZRv0stpm726c3SXFvtcD2n2TO2ET94sBSb44d4/wlXUvXsTt+YWZvlNDe3MzuK1O/+ejPovHgk4D+ZtYJb2hNE/vju8JSTJfMZT+5H1wtsM0/LewzkrrD762u6STnfzYhhGrttXc/wqILA5a2EsusNXcS5b+b2RZl69uJKG9guqzksp/cD65W2qak9YF1CSGXATCzS3KV107ksv1C46EhZRoPnfTU27Jusci1tQUkkqaW1C6+ai3e5W85OQPTFQdni7wMjDezSWW0yWQ/ZrZdyXrNj5bYpqRTgG0Jzv8GQtyjewB3/oFctt/deIsBTTceOsn5LylpSK2PU9IQYMl4runpUJFFJC1LiIVU255905UZdOkwcgfPGh4/18b93QjL9L+oEODtzBLaOe0n54OrVba5NyEN5UQzOyRO0fxtIu1OIIvt52w8dJLz/xpwj6R/Eox/KPAlhSiHZRcJLUOYpVG7qYqvWgYkma7XAfSRNNLMHoAswbMGA5vUptPF1uj1hHnP4wl5Zpslp/1AvgdXq2zzvxayeb0jaWlCwpVVEml3ArltP3m3W8f0+QNIWgxYJ+5OKzPI6/ScaPAXElrMIvSZfx6YCuxqZleU1H+UEATs7bi/GPCgma0jaaKZDSupn81+JN0FfLTw4FqS8ODamdD6XzdVWTmQdB5hgdH+hAflq8AkMzukVyu2kNAC22/Y7WZmezet2e7OX9IoM/urpIYzEsws6ZJ0hcTYqzF3/I4cy97bFuULnnUyIdH61fHQxwiRLH8IjDGzHicvaZX95H5wRc0stqkwqXywxUTlklYjDIInC3ndKWS0/SnM6XbbqNbtVmYFdyd0+2wD/JXGAypGwngkki4ENiQ8zWcH/0pZRjuiLoJnFRaiJFkla2bfiSspa/Frvmhmtdg5zWatapX9XEpI41h8cF0Wu5UeLiue0zbNzCTdQAizjJk9WVazU2iV7ZOh263tnb+FpB606PVz84X99byXyBo8S9LSZvaKpIHA4/FTOzewzKBmq+wn04OrSG7bnCBphJmNzVhGO9KSwHGEAHgDgF8SxnheBf5eRrDtu31qxNeg7wIrm9kuktYFtjCzZEmyJV0A/NDMSrfUqoISBM+SdJ2Z7aaQXau2ynH2zzKrHAtlZLGfugfXPKSajZPbNmO31RrAU4SQzrVrv9CHTO8tUth+1MnS7dZJzv9G4CLgxNgn1pfQP5YyWck2hD7mfxFWafoNMB9SLKFvBbnspxUPrlhOVttUCB8xD2b2VAr9TiSl7StDYpu27/YpsLyZXSHpeAAze0dS6gBaFxDS5E1hTr+q0z0pE5WL0EUyNHajDAFWqk2vK0kW+zGz3eLPoWW15kNu2zzNGiQop2QO5Q4nme2Todutk5z/a5KWI/azSdqcsIgmJTPN7JrEmp1OylfL8wiObRTwHUKu1CsJGbLKktV+Mj+4IL9t1ico70PaBOWdSErb3wz4pKRk3W5t7/wlHUOIYHgsYQrg6pLuJcRp2SdxcRMlXUZYqFMMzlX12T7dBs9KWNRmccXkRAAz+4+kUuGXW2g/OR9ckMk245vQCUB/Sa/UDhNWPf+yyy9WhBba/uiEWkAHOH/Cqs+fEBbnPErIMXoX8DszeyFxWf0JN9ZOhWOVn+ppZo1mOuTg7djirLXOV6B8F0er7Cf5g6uOLLZpZt8Dvqc2TFDeClpo+8kHZztpwHdRwvL5LQkxzbcAXvKpmZ2DpE8Som1uQgi5sDdwkpn9IYF2VvuRdH/UHhsfAisAN6dY3NUKJH2uOPMpPoRPMrNv9WK1KoPmRA0VIbzDUMIq9PW6/WI3LJKobgsD/YGlCbFOlgGeA+5PWYCkwZKukvTv+LlSIXG20wLM7FJC98z3gOeBPVM4/khu+zmHkKt2RUmnEyJifjeVeAtsc3tJN0j6gEKMmftoPLfdyYCZbWBmG8afawIjqfo8f0ljCINRswg3633AfWb2nwxltTyBu5OXFtvPOsD2hNbbbWb2SELt7LYpaT/gZ4QBxwPN7N5U2k7PKTv9sxP6/IcAiwH/AJ4FZgAvZSprBTO7qLB/cRwwdDJSN6imwnZfYFErl42pZfZjZo8SxhVykNU2Ja0JHE0YpP4Q8KkYk+j1VGU4XVMXPmIRQtfnc2U02975m9nOcRrdeoQ+1a8B60v6P+DvteX7ieiNBO6Vp35QTSEi5hHAFwhdKWW0s9pP5gdXkdy2eS1whJndFq/XV4Gx1E0BdbJRvAfeIUSEvbKMYNt3+xSJfZwfJtzEuwHLmdmAhPotT+DuzCHGNjkG+DShi+PHljA1ZG77iWXM9eAys68l0s1qm7UwFXXH1jKzx1LoOwuGpPelettqe+cv6cuEm3VL4G2C0dc+U8zMV+K2OZKWJ7TI9yPETD/XEoXMbZX95H5w5ULSsRYTzUjapzjALum7ZnZC79WuOkjagrCKe0kzGyJpI+ALZvalpjU7wPn/CLgX+JuZPZ+pjHPpZp6tmX05R7lOQNJrwExC7J1Z9eetRNjc3PaT88EV9bPapuZOED97u9G+k484VXhv4Jra9GBJD5nZ+s1qdkKff6PcqKmphd79MCGTzuVxfx8SxGJ35ssPmOPg6qcXlmq9tMB+nmLOg+t14HPSnJAvZR5ckdy2qS62G+07GTGzZ4q2Q0gY3zRt7/xbgZn9GkDS4cBWZvZO3P85cHdv1q0iXFALZ1uPpN1aXZkeku3BBS2xTetiu9G+k49nJG0JmKR+hJlXpaYKu/PvGcsSFgLVYrAvGY85eblF0s5Wl0FK0iHAScB1vVKrBaNVD65ctrlRjOkj5o3vs3jXX3MS80XgbGAQYUryzYSJA03jzr9nnEEIoHU7wfg/ApzaqzWqBl8Fbpa0q5n9A2YHHDuQkIZxYaZVD64stmlmfcpqOOWJcaZSZHybTdsP+LYaSSsRwqsC3G9m/+rN+lQFSdsDvwD2BD5PWN6+a46VuCmR9FFC4LhGD65dzGxGwrLcNjsMSd/s5rSZ2Xea1nbn3zMkDQJWpfDWZGZ39V6NqoOkrQmLuv4G7Gtmb/RylRaIVj243DY7D0mN1oEsAXyOsA5lyaa13fkvOJK+T5iyN5U5oYTNzHbvvVp1PoVVsiKEYnibMNOhltBi6V6s3gKR+8Hlttn5SFqKMND7OeAKQs7mfzet585/wZE0DdjQzN6c7y87Dq17cLltdi6SBhLGvT5JCGV+doq3Rh/w7RmPA/0oZEpynO5oYbIPt80ORNIPgI8DY4ANzOzVZNre8l9wJF0JbATcxtyp8nyFr9OruG12JpLeI/w/32HudRWl3xy95d8zrokfx1nYcNvsQMwsW8Itb/k7juNUEG/594CY0OJ7hBgqs1c3mtnqvVYpx8Ft0+k5nZTDtxVcBJxP6H/bDrgE+G2v1shxAm6bTo/wbp8eIGm8mW1azJ1ZO9bbdXOqjdum01O826dnvClpEeAfko4kBFhqeoWd4yTEbdPpEd7y7wGSRhDCqA4AvgMsA3zfzO7vzXo5jtum01Pc+ZdAUh9gfzO7tLfr4jhF3Dad+eEDvguApKUlHS/pp5J2UuBIYDqwb2/Xz6kubptOs3jLfwGQdDXwH+DvwPbAioQVdkeb2aRerJpTcdw2nWZx578A1M2g6AM8Dwxpl5DCTufituk0i3f7LBhv1zbM7F1ght9czkKC26bTFN7yXwAkvQu8VtsF+gOv00bx5J3OxG3TaRZ3/o7jOBXEu30cx3EqiDt/x3GcCuLO33ESI+lJScuX/R3HyYk7f8dxnArizt9xAEmrSXpU0sWSHpN0qaQdJN0r6R+SRkoaKOnPkiZLuk/ShvG7y0m6WdJUSb8izLSp6R4k6QFJkyT9Is7Fd5xex52/48xhDeCHwDrxcyCwFfA/wAnAt4CJZrZh3L8kfu8U4B4zWw+4ChgCIOlDwH7Ah81sY+Bd4JOt+mMcpzs8pLPjzOEJM5sCIGkqcJuZmaQpwGrAqsAnAMzsr7HFvzTwEeDj8fj1kv4T9bYHNgXGSoIwB//fLfx7HKdL3Pk7zhzeLGy/V9h/j3CvvD3PN7pHwK/N7PgEdXOcpHi3j+MsOHcTu20kbQu8YGavAHcRuoiQtAuwbPz924C9Ja0Yzw2UtGqL6+w4DfGWv+MsOKcCF0qaTAihcHA8/i3gd7Gr6G/A0wBm9rCkk4CbY5att4EjgKdaXXHHqcfDOziO41QQ7/ZxHMepIO78HcdxKog7f8dxnArizt9xHKeCuPN3HMepIO78HcdxKog7f8dxnAry/2j+L6N/4CgkAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -1578,7 +1939,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 18, "metadata": { "tags": [] }, @@ -1587,17 +1948,17 @@ "data": { "text/plain": [ "count 6493.000000\n", - "mean 100.986382\n", - "std 89.833908\n", - "min 2.929023\n", - "25% 20.808727\n", - "50% 64.790482\n", - "75% 166.487076\n", - "max 365.559753\n", + "mean 100.872093\n", + "std 89.967606\n", + "min 3.310158\n", + "25% 20.092743\n", + "50% 64.416458\n", + "75% 167.361588\n", + "max 364.600189\n", "Name: count, dtype: float64" ] }, - "execution_count": 32, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1609,7 +1970,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 19, "metadata": { "tags": [] }, @@ -1620,7 +1981,7 @@ "Series([], Name: count, dtype: float32)" ] }, - "execution_count": 33, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1632,7 +1993,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 20, "metadata": { "tags": [] }, @@ -1651,7 +2012,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 21, "metadata": { "tags": [] }, @@ -1663,7 +2024,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 22, "metadata": { "tags": [] }, @@ -1697,27 +2058,27 @@ " \n", " 0\n", " 2011-01-20 00:00:00\n", - " 24.543222\n", + " 23.794365\n", " \n", " \n", " 1\n", " 2011-01-20 01:00:00\n", - " 43.392288\n", + " 42.184067\n", " \n", " \n", " 2\n", " 2011-01-20 02:00:00\n", - " 46.508915\n", + " 46.126038\n", " \n", " \n", " 3\n", " 2011-01-20 03:00:00\n", - " 50.203327\n", + " 49.814865\n", " \n", " \n", " 4\n", " 2011-01-20 04:00:00\n", - " 52.835907\n", + " 52.784950\n", " \n", " \n", "\n", @@ -1725,14 +2086,14 @@ ], "text/plain": [ " datetime count\n", - "0 2011-01-20 00:00:00 24.543222\n", - "1 2011-01-20 01:00:00 43.392288\n", - "2 2011-01-20 02:00:00 46.508915\n", - "3 2011-01-20 03:00:00 50.203327\n", - "4 2011-01-20 04:00:00 52.835907" + "0 2011-01-20 00:00:00 23.794365\n", + "1 2011-01-20 01:00:00 42.184067\n", + "2 2011-01-20 02:00:00 46.126038\n", + "3 2011-01-20 03:00:00 49.814865\n", + "4 2011-01-20 04:00:00 52.784950" ] }, - "execution_count": 36, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1809,7 +2170,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 23, "metadata": { "tags": [] }, @@ -1838,7 +2199,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 24, "metadata": { "tags": [] }, @@ -1866,7 +2227,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 25, "metadata": { "tags": [] }, @@ -1880,7 +2241,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 26, "metadata": { "tags": [] }, @@ -2040,7 +2401,7 @@ "4 75 0.0 0 1 1 2011 1 1 4 " ] }, - "execution_count": 40, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -2052,7 +2413,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 27, "metadata": { "tags": [] }, @@ -2084,7 +2445,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 28, "metadata": { "tags": [] }, @@ -2093,11 +2454,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "No path specified. Models will be saved in: \"AutogluonModels/ag-20230610_151400/\"\n", + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230610_235358/\"\n", "Presets specified: ['best_quality']\n", "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", "Beginning AutoGluon training ... Time limit = 600s\n", - "AutoGluon will save models to \"AutogluonModels/ag-20230610_151400/\"\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230610_235358/\"\n", "AutoGluon Version: 0.6.2\n", "Python Version: 3.7.10\n", "Operating System: Linux\n", @@ -2113,7 +2474,7 @@ "Using Feature Generators to preprocess the data ...\n", "Dropping user-specified ignored columns: ['casual', 'registered']\n", "Fitting AutoMLPipelineFeatureGenerator...\n", - "\tAvailable Memory: 2180.87 MB\n", + "\tAvailable Memory: 2398.14 MB\n", "\tTrain Data (Original) Memory Usage: 0.98 MB (0.0% of available memory)\n", "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", "\tStage 1 Generators:\n", @@ -2141,83 +2502,83 @@ "\t\t('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "\t\t('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "\t0.5s = Fit runtime\n", + "\t0.3s = Fit runtime\n", "\t13 features in original data used to generate 17 features in processed data.\n", - "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.1% of available memory)\n", - "Data preprocessing and feature engineering runtime = 0.52s ...\n", + "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.0% of available memory)\n", + "Data preprocessing and feature engineering runtime = 0.39s ...\n", "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", "\tTo change this, specify the eval_metric parameter of Predictor()\n", "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", "Fitting 11 L1 models ...\n", - "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.55s of the 599.47s of remaining time.\n", + "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 399.64s of the 599.6s of remaining time.\n", "\t-101.5462\t = Validation score (-root_mean_squared_error)\n", - "\t0.05s\t = Training runtime\n", + "\t0.04s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 399.14s of the 599.06s of remaining time.\n", + "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 399.25s of the 599.22s of remaining time.\n", "\t-84.1251\t = Validation score (-root_mean_squared_error)\n", - "\t0.07s\t = Training runtime\n", + "\t0.03s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 398.63s of the 598.55s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 398.89s of the 598.86s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-34.346\t = Validation score (-root_mean_squared_error)\n", - "\t84.39s\t = Training runtime\n", - "\t9.63s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L1 ... Training model for up to 307.7s of the 507.62s of remaining time.\n", + "\t84.82s\t = Training runtime\n", + "\t9.01s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 308.69s of the 508.66s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-33.9173\t = Validation score (-root_mean_squared_error)\n", - "\t43.62s\t = Training runtime\n", - "\t2.86s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 259.57s of the 459.5s of remaining time.\n", + "\t43.57s\t = Training runtime\n", + "\t3.59s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 260.42s of the 460.38s of remaining time.\n", "\t-38.3149\t = Validation score (-root_mean_squared_error)\n", - "\t13.97s\t = Training runtime\n", + "\t14.07s\t = Training runtime\n", "\t0.57s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L1 ... Training model for up to 242.57s of the 442.49s of remaining time.\n", + "Fitting model: CatBoost_BAG_L1 ... Training model for up to 243.22s of the 443.19s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-33.9463\t = Validation score (-root_mean_squared_error)\n", - "\t206.68s\t = Training runtime\n", - "\t0.16s\t = Validation runtime\n", - "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 31.87s of the 231.8s of remaining time.\n", + "\t-33.9628\t = Validation score (-root_mean_squared_error)\n", + "\t207.52s\t = Training runtime\n", + "\t0.24s\t = Validation runtime\n", + "Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 31.54s of the 231.5s of remaining time.\n", "\t-38.2952\t = Validation score (-root_mean_squared_error)\n", - "\t6.37s\t = Training runtime\n", - "\t0.55s\t = Validation runtime\n", - "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 22.39s of the 222.32s of remaining time.\n", + "\t7.61s\t = Training runtime\n", + "\t0.75s\t = Validation runtime\n", + "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 20.48s of the 220.45s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-102.592\t = Validation score (-root_mean_squared_error)\n", - "\t41.76s\t = Training runtime\n", - "\t0.5s\t = Validation runtime\n", + "\t-105.0628\t = Validation score (-root_mean_squared_error)\n", + "\t41.78s\t = Training runtime\n", + "\t0.48s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 176.6s of remaining time.\n", - "\t-32.1292\t = Validation score (-root_mean_squared_error)\n", - "\t0.6s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 174.57s of remaining time.\n", + "\t-32.1316\t = Validation score (-root_mean_squared_error)\n", + "\t0.51s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", "Fitting 9 L2 models ...\n", - "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 175.92s of the 175.89s of remaining time.\n", + "Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 173.98s of the 173.96s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-31.2338\t = Validation score (-root_mean_squared_error)\n", - "\t29.16s\t = Training runtime\n", - "\t0.74s\t = Validation runtime\n", - "Fitting model: LightGBM_BAG_L2 ... Training model for up to 142.24s of the 142.22s of remaining time.\n", + "\t-31.2001\t = Validation score (-root_mean_squared_error)\n", + "\t29.78s\t = Training runtime\n", + "\t0.81s\t = Validation runtime\n", + "Fitting model: LightGBM_BAG_L2 ... Training model for up to 139.42s of the 139.4s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-30.4423\t = Validation score (-root_mean_squared_error)\n", - "\t25.82s\t = Training runtime\n", - "\t0.34s\t = Validation runtime\n", - "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 112.55s of the 112.52s of remaining time.\n", - "\t-31.5356\t = Validation score (-root_mean_squared_error)\n", - "\t32.33s\t = Training runtime\n", + "\t-30.5508\t = Validation score (-root_mean_squared_error)\n", + "\t25.44s\t = Training runtime\n", + "\t0.35s\t = Validation runtime\n", + "Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 110.06s of the 110.04s of remaining time.\n", + "\t-31.532\t = Validation score (-root_mean_squared_error)\n", + "\t31.63s\t = Training runtime\n", "\t0.62s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L2 ... Training model for up to 77.19s of the 77.16s of remaining time.\n", + "Fitting model: CatBoost_BAG_L2 ... Training model for up to 75.36s of the 75.34s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-30.2603\t = Validation score (-root_mean_squared_error)\n", - "\t73.57s\t = Training runtime\n", - "\t0.14s\t = Validation runtime\n", + "\t-30.3965\t = Validation score (-root_mean_squared_error)\n", + "\t72.66s\t = Training runtime\n", + "\t0.09s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -0.29s of remaining time.\n", - "\t-30.041\t = Validation score (-root_mean_squared_error)\n", - "\t0.49s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -1.45s of remaining time.\n", + "\t-30.164\t = Validation score (-root_mean_squared_error)\n", + "\t0.32s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", - "AutoGluon training complete, total runtime = 601.02s ... Best model: \"WeightedEnsemble_L3\"\n", - "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230610_151400/\")\n" + "AutoGluon training complete, total runtime = 601.98s ... Best model: \"WeightedEnsemble_L3\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230610_235358/\")\n" ] } ], @@ -2231,7 +2592,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 29, "metadata": { "tags": [] }, @@ -2243,23 +2604,23 @@ "*** Summary of fit() ***\n", "Estimated performance of each model:\n", " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", - "0 WeightedEnsemble_L3 -30.040994 15.690607 525.954549 0.001409 0.485619 3 True 14\n", - "1 CatBoost_BAG_L2 -30.260279 14.612188 470.492204 0.141814 73.567734 2 True 13\n", - "2 LightGBM_BAG_L2 -30.442299 14.808472 422.744333 0.338097 25.819863 2 True 11\n", - "3 LightGBMXT_BAG_L2 -31.233831 15.209287 426.081334 0.738912 29.156863 2 True 10\n", - "4 RandomForestMSE_BAG_L2 -31.535557 15.092686 429.251441 0.622312 32.326971 2 True 12\n", - "5 WeightedEnsemble_L2 -32.129201 13.317733 349.338799 0.001243 0.596792 2 True 9\n", - "6 LightGBM_BAG_L1 -33.917339 2.858895 43.623359 2.858895 43.623359 1 True 4\n", - "7 CatBoost_BAG_L1 -33.946323 0.155378 206.682505 0.155378 206.682505 1 True 6\n", - "8 LightGBMXT_BAG_L1 -34.345997 9.633107 84.394138 9.633107 84.394138 1 True 3\n", - "9 ExtraTreesMSE_BAG_L1 -38.295243 0.554354 6.369639 0.554354 6.369639 1 True 7\n", - "10 RandomForestMSE_BAG_L1 -38.314947 0.565017 13.968715 0.565017 13.968715 1 True 5\n", - "11 KNeighborsDist_BAG_L1 -84.125061 0.104094 0.073289 0.104094 0.073289 1 True 2\n", - "12 KNeighborsUnif_BAG_L1 -101.546199 0.102911 0.049498 0.102911 0.049498 1 True 1\n", - "13 NeuralNetFastAI_BAG_L1 -102.591981 0.496620 41.763328 0.496620 41.763328 1 True 8\n", + "0 WeightedEnsemble_L3 -30.163970 16.732131 559.267407 0.001022 0.319388 3 True 14\n", + "1 CatBoost_BAG_L2 -30.396541 14.951525 472.102444 0.090974 72.657760 2 True 13\n", + "2 LightGBM_BAG_L2 -30.550809 15.208997 424.880484 0.348446 25.435800 2 True 11\n", + "3 LightGBMXT_BAG_L2 -31.200119 15.674905 429.225805 0.814354 29.781120 2 True 10\n", + "4 RandomForestMSE_BAG_L2 -31.532033 15.477334 431.073339 0.616783 31.628655 2 True 12\n", + "5 WeightedEnsemble_L2 -32.131645 13.523247 350.534815 0.001039 0.513511 2 True 9\n", + "6 LightGBM_BAG_L1 -33.917339 3.592264 43.571333 3.592264 43.571333 1 True 4\n", + "7 CatBoost_BAG_L1 -33.962807 0.239810 207.524205 0.239810 207.524205 1 True 6\n", + "8 LightGBMXT_BAG_L1 -34.345997 9.011589 84.817286 9.011589 84.817286 1 True 3\n", + "9 ExtraTreesMSE_BAG_L1 -38.295243 0.750888 7.606817 0.750888 7.606817 1 True 7\n", + "10 RandomForestMSE_BAG_L1 -38.314947 0.574857 14.073955 0.574857 14.073955 1 True 5\n", + "11 KNeighborsDist_BAG_L1 -84.125061 0.103688 0.034523 0.103688 0.034523 1 True 2\n", + "12 KNeighborsUnif_BAG_L1 -101.546199 0.103209 0.035866 0.103209 0.035866 1 True 1\n", + "13 NeuralNetFastAI_BAG_L1 -105.062795 0.484245 41.780698 0.484245 41.780698 1 True 8\n", "Number of models trained: 14\n", "Types of models trained:\n", - "{'StackerEnsembleModel_LGB', 'StackerEnsembleModel_KNN', 'StackerEnsembleModel_CatBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_XT'}\n", + "{'StackerEnsembleModel_KNN', 'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_LGB', 'WeightedEnsembleModel', 'StackerEnsembleModel_XT', 'StackerEnsembleModel_CatBoost', 'StackerEnsembleModel_RF'}\n", "Bagging used: True (with 8 folds)\n", "Multi-layer stack-ensembling used: True (with 3 levels)\n", "Feature Metadata (Processed):\n", @@ -2269,7 +2630,7 @@ "('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "Plot summary of models saved to file: AutogluonModels/ag-20230610_151400/SummaryOfModels.html\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230610_235358/SummaryOfModels.html\n", "*** End of fit() summary ***\n" ] }, @@ -2295,58 +2656,58 @@ " 'LightGBMXT_BAG_L1': -34.34599701170154,\n", " 'LightGBM_BAG_L1': -33.91733862651761,\n", " 'RandomForestMSE_BAG_L1': -38.31494666065859,\n", - " 'CatBoost_BAG_L1': -33.946322928767074,\n", + " 'CatBoost_BAG_L1': -33.96280735911392,\n", " 'ExtraTreesMSE_BAG_L1': -38.29524277410234,\n", - " 'NeuralNetFastAI_BAG_L1': -102.59198073688005,\n", - " 'WeightedEnsemble_L2': -32.12920133952609,\n", - " 'LightGBMXT_BAG_L2': -31.233830943650812,\n", - " 'LightGBM_BAG_L2': -30.442299350557896,\n", - " 'RandomForestMSE_BAG_L2': -31.53555692351376,\n", - " 'CatBoost_BAG_L2': -30.26027858550446,\n", - " 'WeightedEnsemble_L3': -30.040994329886065},\n", + " 'NeuralNetFastAI_BAG_L1': -105.0627952398246,\n", + " 'WeightedEnsemble_L2': -32.13164476686613,\n", + " 'LightGBMXT_BAG_L2': -31.200119473718345,\n", + " 'LightGBM_BAG_L2': -30.550809311238204,\n", + " 'RandomForestMSE_BAG_L2': -31.532033008959473,\n", + " 'CatBoost_BAG_L2': -30.396541296465156,\n", + " 'WeightedEnsemble_L3': -30.16396955640009},\n", " 'model_best': 'WeightedEnsemble_L3',\n", - " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/KNeighborsUnif_BAG_L1/',\n", - " 'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/KNeighborsDist_BAG_L1/',\n", - " 'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/LightGBMXT_BAG_L1/',\n", - " 'LightGBM_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/LightGBM_BAG_L1/',\n", - " 'RandomForestMSE_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/RandomForestMSE_BAG_L1/',\n", - " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/CatBoost_BAG_L1/',\n", - " 'ExtraTreesMSE_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/ExtraTreesMSE_BAG_L1/',\n", - " 'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20230610_151400/models/NeuralNetFastAI_BAG_L1/',\n", - " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230610_151400/models/WeightedEnsemble_L2/',\n", - " 'LightGBMXT_BAG_L2': 'AutogluonModels/ag-20230610_151400/models/LightGBMXT_BAG_L2/',\n", - " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230610_151400/models/LightGBM_BAG_L2/',\n", - " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230610_151400/models/RandomForestMSE_BAG_L2/',\n", - " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230610_151400/models/CatBoost_BAG_L2/',\n", - " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230610_151400/models/WeightedEnsemble_L3/'},\n", - " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.04949760437011719,\n", - " 'KNeighborsDist_BAG_L1': 0.07328939437866211,\n", - " 'LightGBMXT_BAG_L1': 84.39413833618164,\n", - " 'LightGBM_BAG_L1': 43.6233594417572,\n", - " 'RandomForestMSE_BAG_L1': 13.968714714050293,\n", - " 'CatBoost_BAG_L1': 206.68250465393066,\n", - " 'ExtraTreesMSE_BAG_L1': 6.369638919830322,\n", - " 'NeuralNetFastAI_BAG_L1': 41.76332759857178,\n", - " 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'AutogluonModels/ag-20230610_235358/models/LightGBMXT_BAG_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230610_235358/models/LightGBM_BAG_L2/',\n", + " 'RandomForestMSE_BAG_L2': 'AutogluonModels/ag-20230610_235358/models/RandomForestMSE_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230610_235358/models/CatBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230610_235358/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.03586602210998535,\n", + " 'KNeighborsDist_BAG_L1': 0.03452348709106445,\n", + " 'LightGBMXT_BAG_L1': 84.81728625297546,\n", + " 'LightGBM_BAG_L1': 43.57133340835571,\n", + " 'RandomForestMSE_BAG_L1': 14.073955297470093,\n", + " 'CatBoost_BAG_L1': 207.5242052078247,\n", + " 'ExtraTreesMSE_BAG_L1': 7.606817245483398,\n", + " 'NeuralNetFastAI_BAG_L1': 41.78069758415222,\n", + " 'WeightedEnsemble_L2': 0.5135109424591064,\n", + " 'LightGBMXT_BAG_L2': 29.78112030029297,\n", + " 'LightGBM_BAG_L2': 25.435799598693848,\n", + " 'RandomForestMSE_BAG_L2': 31.628654718399048,\n", + " 'CatBoost_BAG_L2': 72.65775966644287,\n", + " 'WeightedEnsemble_L3': 0.31938838958740234},\n", + " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10320925712585449,\n", + " 'KNeighborsDist_BAG_L1': 0.10368800163269043,\n", + " 'LightGBMXT_BAG_L1': 9.011589288711548,\n", + " 'LightGBM_BAG_L1': 3.592264175415039,\n", + " 'RandomForestMSE_BAG_L1': 0.5748569965362549,\n", + " 'CatBoost_BAG_L1': 0.23980975151062012,\n", + " 'ExtraTreesMSE_BAG_L1': 0.7508883476257324,\n", + " 'NeuralNetFastAI_BAG_L1': 0.48424506187438965,\n", + " 'WeightedEnsemble_L2': 0.0010385513305664062,\n", + " 'LightGBMXT_BAG_L2': 0.8143537044525146,\n", + " 'LightGBM_BAG_L2': 0.3484463691711426,\n", + " 'RandomForestMSE_BAG_L2': 0.6167829036712646,\n", + " 'CatBoost_BAG_L2': 0.09097433090209961,\n", + " 'WeightedEnsemble_L3': 0.0010223388671875},\n", " 'num_bag_folds': 8,\n", " 'max_stack_level': 3,\n", " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n", @@ -2411,36 +2772,36 @@ " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True}},\n", " 'leaderboard': model score_val pred_time_val fit_time \\\n", - " 0 WeightedEnsemble_L3 -30.040994 15.690607 525.954549 \n", - " 1 CatBoost_BAG_L2 -30.260279 14.612188 470.492204 \n", - " 2 LightGBM_BAG_L2 -30.442299 14.808472 422.744333 \n", - " 3 LightGBMXT_BAG_L2 -31.233831 15.209287 426.081334 \n", - " 4 RandomForestMSE_BAG_L2 -31.535557 15.092686 429.251441 \n", - " 5 WeightedEnsemble_L2 -32.129201 13.317733 349.338799 \n", - " 6 LightGBM_BAG_L1 -33.917339 2.858895 43.623359 \n", - " 7 CatBoost_BAG_L1 -33.946323 0.155378 206.682505 \n", - " 8 LightGBMXT_BAG_L1 -34.345997 9.633107 84.394138 \n", - " 9 ExtraTreesMSE_BAG_L1 -38.295243 0.554354 6.369639 \n", - " 10 RandomForestMSE_BAG_L1 -38.314947 0.565017 13.968715 \n", - " 11 KNeighborsDist_BAG_L1 -84.125061 0.104094 0.073289 \n", - " 12 KNeighborsUnif_BAG_L1 -101.546199 0.102911 0.049498 \n", - " 13 NeuralNetFastAI_BAG_L1 -102.591981 0.496620 41.763328 \n", + " 0 WeightedEnsemble_L3 -30.163970 16.732131 559.267407 \n", + " 1 CatBoost_BAG_L2 -30.396541 14.951525 472.102444 \n", + " 2 LightGBM_BAG_L2 -30.550809 15.208997 424.880484 \n", + " 3 LightGBMXT_BAG_L2 -31.200119 15.674905 429.225805 \n", + " 4 RandomForestMSE_BAG_L2 -31.532033 15.477334 431.073339 \n", + " 5 WeightedEnsemble_L2 -32.131645 13.523247 350.534815 \n", + " 6 LightGBM_BAG_L1 -33.917339 3.592264 43.571333 \n", + " 7 CatBoost_BAG_L1 -33.962807 0.239810 207.524205 \n", + " 8 LightGBMXT_BAG_L1 -34.345997 9.011589 84.817286 \n", + " 9 ExtraTreesMSE_BAG_L1 -38.295243 0.750888 7.606817 \n", + " 10 RandomForestMSE_BAG_L1 -38.314947 0.574857 14.073955 \n", + " 11 KNeighborsDist_BAG_L1 -84.125061 0.103688 0.034523 \n", + " 12 KNeighborsUnif_BAG_L1 -101.546199 0.103209 0.035866 \n", + " 13 NeuralNetFastAI_BAG_L1 -105.062795 0.484245 41.780698 \n", " \n", " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", - " 0 0.001409 0.485619 3 True \n", - " 1 0.141814 73.567734 2 True \n", - " 2 0.338097 25.819863 2 True \n", - " 3 0.738912 29.156863 2 True \n", - " 4 0.622312 32.326971 2 True \n", - " 5 0.001243 0.596792 2 True \n", - " 6 2.858895 43.623359 1 True \n", - " 7 0.155378 206.682505 1 True \n", - " 8 9.633107 84.394138 1 True \n", - " 9 0.554354 6.369639 1 True \n", - " 10 0.565017 13.968715 1 True \n", - " 11 0.104094 0.073289 1 True \n", - " 12 0.102911 0.049498 1 True \n", - " 13 0.496620 41.763328 1 True \n", + " 0 0.001022 0.319388 3 True \n", + " 1 0.090974 72.657760 2 True \n", + " 2 0.348446 25.435800 2 True \n", + " 3 0.814354 29.781120 2 True \n", + " 4 0.616783 31.628655 2 True \n", + " 5 0.001039 0.513511 2 True \n", + " 6 3.592264 43.571333 1 True \n", + " 7 0.239810 207.524205 1 True \n", + " 8 9.011589 84.817286 1 True \n", + " 9 0.750888 7.606817 1 True \n", + " 10 0.574857 14.073955 1 True \n", + " 11 0.103688 0.034523 1 True \n", + " 12 0.103209 0.035866 1 True \n", + " 13 0.484245 41.780698 1 True \n", " \n", " fit_order \n", " 0 14 \n", @@ -2459,7 +2820,7 @@ " 13 8 }" ] }, - "execution_count": 43, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -2470,7 +2831,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 30, "metadata": { "tags": [] }, @@ -2481,7 +2842,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 31, "metadata": { "tags": [] }, @@ -2489,15 +2850,15 @@ { "data": { "text/plain": [ - "0 15.329047\n", - "1 11.720441\n", - "2 10.687778\n", - "3 9.285362\n", - "4 7.997464\n", + "0 15.501266\n", + "1 11.350377\n", + "2 10.416603\n", + "3 9.289339\n", + "4 7.981749\n", "Name: count, dtype: float32" ] }, - "execution_count": 45, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -2508,7 +2869,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 32, "metadata": { "tags": [] }, @@ -2519,13 +2880,13 @@ "" ] }, - "execution_count": 46, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2543,7 +2904,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 33, "metadata": { "tags": [] }, @@ -2554,7 +2915,7 @@ "Series([], Name: count, dtype: float32)" ] }, - "execution_count": 47, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -2566,7 +2927,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": { "tags": [] }, @@ -2577,7 +2938,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 35, "metadata": { "tags": [] }, @@ -2588,7 +2949,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 36, "metadata": { "tags": [] }, @@ -2701,7 +3062,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 37, "metadata": { "tags": [] }, @@ -2710,11 +3071,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "No path specified. Models will be saved in: \"AutogluonModels/ag-20230610_152737/\"\n", + "No path specified. Models will be saved in: \"AutogluonModels/ag-20230611_001224/\"\n", "Presets specified: ['best_quality']\n", "Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=20\n", "Beginning AutoGluon training ... Time limit = 600s\n", - "AutoGluon will save models to \"AutogluonModels/ag-20230610_152737/\"\n", + "AutoGluon will save models to \"AutogluonModels/ag-20230611_001224/\"\n", "AutoGluon Version: 0.6.2\n", "Python Version: 3.7.10\n", "Operating System: Linux\n", @@ -2730,7 +3091,7 @@ "Using Feature Generators to preprocess the data ...\n", "Dropping user-specified ignored columns: ['casual', 'registered']\n", "Fitting AutoMLPipelineFeatureGenerator...\n", - "\tAvailable Memory: 2166.56 MB\n", + "\tAvailable Memory: 2375.96 MB\n", "\tTrain Data (Original) Memory Usage: 0.98 MB (0.0% of available memory)\n", "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", "\tStage 1 Generators:\n", @@ -2760,64 +3121,64 @@ "\t\t('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", "\t0.2s = Fit runtime\n", "\t13 features in original data used to generate 17 features in processed data.\n", - "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.1% of available memory)\n", - "Data preprocessing and feature engineering runtime = 0.24s ...\n", + "\tTrain Data (Processed) Memory Usage: 1.1 MB (0.0% of available memory)\n", + "Data preprocessing and feature engineering runtime = 0.28s ...\n", "AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'\n", "\tThis metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.\n", "\tTo change this, specify the eval_metric parameter of Predictor()\n", "AutoGluon will fit 2 stack levels (L1 to L2) ...\n", "Fitting 4 L1 models ...\n", - "Fitting model: LightGBM_BAG_L1 ... Training model for up to 399.74s of the 599.75s of remaining time.\n", + "Fitting model: LightGBM_BAG_L1 ... Training model for up to 399.71s of the 599.71s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", "\t-37.2853\t = Validation score (-root_mean_squared_error)\n", - "\t26.01s\t = Training runtime\n", - "\t0.72s\t = Validation runtime\n", - "Fitting model: RandomForest_BAG_L1 ... Training model for up to 369.55s of the 569.57s of remaining time.\n", + "\t24.95s\t = Training runtime\n", + "\t0.63s\t = Validation runtime\n", + "Fitting model: RandomForest_BAG_L1 ... Training model for up to 371.01s of the 571.01s of remaining time.\n", "\t-60.2838\t = Validation score (-root_mean_squared_error)\n", - "\t10.42s\t = Training runtime\n", - "\t0.53s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L1 ... Training model for up to 358.17s of the 558.18s of remaining time.\n", + "\t10.99s\t = Training runtime\n", + "\t0.52s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L1 ... Training model for up to 359.07s of the 559.07s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-32.9326\t = Validation score (-root_mean_squared_error)\n", - "\t300.59s\t = Training runtime\n", - "\t0.24s\t = Validation runtime\n", - "Fitting model: XGBoost_BAG_L1 ... Training model for up to 53.77s of the 253.79s of remaining time.\n", + "\t-32.9287\t = Validation score (-root_mean_squared_error)\n", + "\t300.58s\t = Training runtime\n", + "\t0.23s\t = Validation runtime\n", + "Fitting model: XGBoost_BAG_L1 ... Training model for up to 54.81s of the 254.82s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-36.2674\t = Validation score (-root_mean_squared_error)\n", - "\t57.04s\t = Training runtime\n", - "\t2.39s\t = Validation runtime\n", + "\t-36.1652\t = Validation score (-root_mean_squared_error)\n", + "\t57.19s\t = Training runtime\n", + "\t2.38s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 192.35s of remaining time.\n", - "\t-32.8334\t = Validation score (-root_mean_squared_error)\n", - "\t0.3s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 193.24s of remaining time.\n", + "\t-32.8206\t = Validation score (-root_mean_squared_error)\n", + "\t0.29s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", "Fitting 4 L2 models ...\n", - "Fitting model: LightGBM_BAG_L2 ... Training model for up to 191.98s of the 191.97s of remaining time.\n", + "Fitting model: LightGBM_BAG_L2 ... Training model for up to 192.87s of the 192.86s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-33.2158\t = Validation score (-root_mean_squared_error)\n", - "\t24.94s\t = Training runtime\n", - "\t0.27s\t = Validation runtime\n", - "Fitting model: RandomForest_BAG_L2 ... Training model for up to 162.89s of the 162.88s of remaining time.\n", - "\t-33.3176\t = Validation score (-root_mean_squared_error)\n", - "\t18.18s\t = Training runtime\n", - "\t0.56s\t = Validation runtime\n", - "Fitting model: CatBoost_BAG_L2 ... Training model for up to 143.7s of the 143.69s of remaining time.\n", + "\t-33.2366\t = Validation score (-root_mean_squared_error)\n", + "\t24.51s\t = Training runtime\n", + "\t0.2s\t = Validation runtime\n", + "Fitting model: RandomForest_BAG_L2 ... Training model for up to 164.36s of the 164.35s of remaining time.\n", + "\t-33.2884\t = Validation score (-root_mean_squared_error)\n", + "\t17.96s\t = Training runtime\n", + "\t0.57s\t = Validation runtime\n", + "Fitting model: CatBoost_BAG_L2 ... Training model for up to 145.39s of the 145.38s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-33.122\t = Validation score (-root_mean_squared_error)\n", - "\t112.15s\t = Training runtime\n", + "\t-33.175\t = Validation score (-root_mean_squared_error)\n", + "\t98.1s\t = Training runtime\n", "\t0.1s\t = Validation runtime\n", - "Fitting model: XGBoost_BAG_L2 ... Training model for up to 27.97s of the 27.95s of remaining time.\n", + "Fitting model: XGBoost_BAG_L2 ... Training model for up to 42.75s of the 42.74s of remaining time.\n", "\tFitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy\n", - "\t-34.0967\t = Validation score (-root_mean_squared_error)\n", - "\t34.75s\t = Training runtime\n", - "\t0.5s\t = Validation runtime\n", + "\t-33.8849\t = Validation score (-root_mean_squared_error)\n", + "\t44.42s\t = Training runtime\n", + "\t0.53s\t = Validation runtime\n", "Completed 1/20 k-fold bagging repeats ...\n", - "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -10.68s of remaining time.\n", - "\t-32.8155\t = Validation score (-root_mean_squared_error)\n", - "\t0.32s\t = Training runtime\n", + "Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.0s of the -5.54s of remaining time.\n", + "\t-32.8374\t = Validation score (-root_mean_squared_error)\n", + "\t0.29s\t = Training runtime\n", "\t0.0s\t = Validation runtime\n", - "AutoGluon training complete, total runtime = 611.22s ... Best model: \"WeightedEnsemble_L3\"\n", - "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230610_152737/\")\n" + "AutoGluon training complete, total runtime = 606.04s ... Best model: \"WeightedEnsemble_L2\"\n", + "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20230611_001224/\")\n" ] } ], @@ -2844,7 +3205,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 38, "metadata": { "tags": [] }, @@ -2856,19 +3217,19 @@ "*** Summary of fit() ***\n", "Estimated performance of each model:\n", " model score_val pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order\n", - "0 WeightedEnsemble_L3 -32.815482 4.804328 549.659563 0.001359 0.320632 3 True 10\n", - "1 WeightedEnsemble_L2 -32.833423 2.630455 357.925380 0.000954 0.296460 2 True 5\n", - "2 CatBoost_BAG_L1 -32.932597 0.243479 300.589007 0.243479 300.589007 1 True 3\n", - "3 CatBoost_BAG_L2 -33.122036 3.972176 506.219445 0.095716 112.154944 2 True 8\n", - "4 LightGBM_BAG_L2 -33.215761 4.149420 419.000862 0.272960 24.936360 2 True 6\n", - "5 RandomForest_BAG_L2 -33.317601 4.434293 412.247627 0.557833 18.183125 2 True 7\n", - "6 XGBoost_BAG_L2 -34.096692 4.377846 428.819236 0.501386 34.754735 2 True 9\n", - "7 XGBoost_BAG_L1 -36.267388 2.386022 57.039914 2.386022 57.039914 1 True 4\n", - "8 LightGBM_BAG_L1 -37.285348 0.716711 26.011751 0.716711 26.011751 1 True 1\n", - "9 RandomForest_BAG_L1 -60.283791 0.530248 10.423830 0.530248 10.423830 1 True 2\n", + "0 WeightedEnsemble_L2 -32.820648 2.610254 358.060554 0.000739 0.293869 2 True 5\n", + "1 WeightedEnsemble_L3 -32.837425 5.161402 578.977123 0.000795 0.293096 3 True 10\n", + "2 CatBoost_BAG_L1 -32.928740 0.232499 300.577974 0.232499 300.577974 1 True 3\n", + "3 CatBoost_BAG_L2 -33.174998 3.864023 491.804367 0.098443 98.097773 2 True 8\n", + "4 LightGBM_BAG_L2 -33.236596 3.970099 418.213715 0.204518 24.507120 2 True 6\n", + "5 RandomForest_BAG_L2 -33.288424 4.331653 411.662814 0.566072 17.956219 2 True 7\n", + "6 XGBoost_BAG_L2 -33.884879 4.291574 438.122915 0.525993 44.416320 2 True 9\n", + "7 XGBoost_BAG_L1 -36.165219 2.377017 57.188711 2.377017 57.188711 1 True 4\n", + "8 LightGBM_BAG_L1 -37.285348 0.634364 24.954728 0.634364 24.954728 1 True 1\n", + "9 RandomForest_BAG_L1 -60.283791 0.521702 10.985182 0.521702 10.985182 1 True 2\n", "Number of models trained: 10\n", "Types of models trained:\n", - "{'StackerEnsembleModel_LGB', 'StackerEnsembleModel_CatBoost', 'WeightedEnsembleModel', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_XGBoost'}\n", + "{'StackerEnsembleModel_LGB', 'WeightedEnsembleModel', 'StackerEnsembleModel_XGBoost', 'StackerEnsembleModel_CatBoost', 'StackerEnsembleModel_RF'}\n", "Bagging used: True (with 8 folds)\n", "Multi-layer stack-ensembling used: True (with 3 levels)\n", "Feature Metadata (Processed):\n", @@ -2878,7 +3239,7 @@ "('int', []) : 4 | ['humidity', 'month', 'day', 'hour']\n", "('int', ['bool']) : 3 | ['holiday', 'workingday', 'year']\n", "('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']\n", - "Plot summary of models saved to file: AutogluonModels/ag-20230610_152737/SummaryOfModels.html\n", + "Plot summary of models saved to file: AutogluonModels/ag-20230611_001224/SummaryOfModels.html\n", "*** End of fit() summary ***\n" ] }, @@ -2897,45 +3258,45 @@ " 'WeightedEnsemble_L3': 'WeightedEnsembleModel'},\n", " 'model_performance': {'LightGBM_BAG_L1': -37.2853484306002,\n", " 'RandomForest_BAG_L1': -60.28379092692381,\n", - " 'CatBoost_BAG_L1': -32.93259737978504,\n", - " 'XGBoost_BAG_L1': -36.26738826018839,\n", - " 'WeightedEnsemble_L2': -32.8334228228245,\n", - " 'LightGBM_BAG_L2': -33.215761340058314,\n", - " 'RandomForest_BAG_L2': -33.317600839706095,\n", - " 'CatBoost_BAG_L2': -33.122035742125576,\n", - " 'XGBoost_BAG_L2': -34.09669241614373,\n", - " 'WeightedEnsemble_L3': -32.8154824356071},\n", - " 'model_best': 'WeightedEnsemble_L3',\n", - " 'model_paths': {'LightGBM_BAG_L1': 'AutogluonModels/ag-20230610_152737/models/LightGBM_BAG_L1/',\n", - " 'RandomForest_BAG_L1': 'AutogluonModels/ag-20230610_152737/models/RandomForest_BAG_L1/',\n", - " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230610_152737/models/CatBoost_BAG_L1/',\n", - " 'XGBoost_BAG_L1': 'AutogluonModels/ag-20230610_152737/models/XGBoost_BAG_L1/',\n", - " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230610_152737/models/WeightedEnsemble_L2/',\n", - " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230610_152737/models/LightGBM_BAG_L2/',\n", - " 'RandomForest_BAG_L2': 'AutogluonModels/ag-20230610_152737/models/RandomForest_BAG_L2/',\n", - " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230610_152737/models/CatBoost_BAG_L2/',\n", - " 'XGBoost_BAG_L2': 'AutogluonModels/ag-20230610_152737/models/XGBoost_BAG_L2/',\n", - " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230610_152737/models/WeightedEnsemble_L3/'},\n", - " 'model_fit_times': {'LightGBM_BAG_L1': 26.0117506980896,\n", - " 'RandomForest_BAG_L1': 10.423830270767212,\n", - " 'CatBoost_BAG_L1': 300.5890066623688,\n", - " 'XGBoost_BAG_L1': 57.03991365432739,\n", - " 'WeightedEnsemble_L2': 0.2964599132537842,\n", - " 'LightGBM_BAG_L2': 24.936360359191895,\n", - " 'RandomForest_BAG_L2': 18.183125495910645,\n", - " 'CatBoost_BAG_L2': 112.15494418144226,\n", - " 'XGBoost_BAG_L2': 34.75473499298096,\n", - " 'WeightedEnsemble_L3': 0.320631742477417},\n", - " 'model_pred_times': {'LightGBM_BAG_L1': 0.7167110443115234,\n", - " 'RandomForest_BAG_L1': 0.5302484035491943,\n", - " 'CatBoost_BAG_L1': 0.24347853660583496,\n", - " 'XGBoost_BAG_L1': 2.3860223293304443,\n", - " 'WeightedEnsemble_L2': 0.0009541511535644531,\n", - " 'LightGBM_BAG_L2': 0.27296018600463867,\n", - " 'RandomForest_BAG_L2': 0.5578327178955078,\n", - " 'CatBoost_BAG_L2': 0.09571552276611328,\n", - " 'XGBoost_BAG_L2': 0.5013861656188965,\n", - " 'WeightedEnsemble_L3': 0.0013592243194580078},\n", + " 'CatBoost_BAG_L1': -32.92873984982024,\n", + " 'XGBoost_BAG_L1': -36.165219276457435,\n", + " 'WeightedEnsemble_L2': -32.82064754154866,\n", + " 'LightGBM_BAG_L2': -33.23659602364973,\n", + " 'RandomForest_BAG_L2': -33.28842365816137,\n", + " 'CatBoost_BAG_L2': -33.1749979850376,\n", + " 'XGBoost_BAG_L2': -33.884879460175,\n", + " 'WeightedEnsemble_L3': -32.83742489265257},\n", + " 'model_best': 'WeightedEnsemble_L2',\n", + " 'model_paths': {'LightGBM_BAG_L1': 'AutogluonModels/ag-20230611_001224/models/LightGBM_BAG_L1/',\n", + " 'RandomForest_BAG_L1': 'AutogluonModels/ag-20230611_001224/models/RandomForest_BAG_L1/',\n", + " 'CatBoost_BAG_L1': 'AutogluonModels/ag-20230611_001224/models/CatBoost_BAG_L1/',\n", + " 'XGBoost_BAG_L1': 'AutogluonModels/ag-20230611_001224/models/XGBoost_BAG_L1/',\n", + " 'WeightedEnsemble_L2': 'AutogluonModels/ag-20230611_001224/models/WeightedEnsemble_L2/',\n", + " 'LightGBM_BAG_L2': 'AutogluonModels/ag-20230611_001224/models/LightGBM_BAG_L2/',\n", + " 'RandomForest_BAG_L2': 'AutogluonModels/ag-20230611_001224/models/RandomForest_BAG_L2/',\n", + " 'CatBoost_BAG_L2': 'AutogluonModels/ag-20230611_001224/models/CatBoost_BAG_L2/',\n", + " 'XGBoost_BAG_L2': 'AutogluonModels/ag-20230611_001224/models/XGBoost_BAG_L2/',\n", + " 'WeightedEnsemble_L3': 'AutogluonModels/ag-20230611_001224/models/WeightedEnsemble_L3/'},\n", + " 'model_fit_times': {'LightGBM_BAG_L1': 24.95472764968872,\n", + " 'RandomForest_BAG_L1': 10.985182046890259,\n", + " 'CatBoost_BAG_L1': 300.57797360420227,\n", + " 'XGBoost_BAG_L1': 57.188711166381836,\n", + " 'WeightedEnsemble_L2': 0.2938694953918457,\n", + " 'LightGBM_BAG_L2': 24.507120370864868,\n", + " 'RandomForest_BAG_L2': 17.95621919631958,\n", + " 'CatBoost_BAG_L2': 98.0977725982666,\n", + " 'XGBoost_BAG_L2': 44.41632032394409,\n", + " 'WeightedEnsemble_L3': 0.29309558868408203},\n", + " 'model_pred_times': {'LightGBM_BAG_L1': 0.6343638896942139,\n", + " 'RandomForest_BAG_L1': 0.5217015743255615,\n", + " 'CatBoost_BAG_L1': 0.2324986457824707,\n", + " 'XGBoost_BAG_L1': 2.377016544342041,\n", + " 'WeightedEnsemble_L2': 0.0007388591766357422,\n", + " 'LightGBM_BAG_L2': 0.20451831817626953,\n", + " 'RandomForest_BAG_L2': 0.5660724639892578,\n", + " 'CatBoost_BAG_L2': 0.09844279289245605,\n", + " 'XGBoost_BAG_L2': 0.5259928703308105,\n", + " 'WeightedEnsemble_L3': 0.0007951259613037109},\n", " 'num_bag_folds': 8,\n", " 'max_stack_level': 3,\n", " 'model_hyperparams': {'LightGBM_BAG_L1': {'use_orig_features': True,\n", @@ -2981,32 +3342,32 @@ " 'max_base_models_per_type': 5,\n", " 'save_bag_folds': True}},\n", " 'leaderboard': model score_val pred_time_val fit_time \\\n", - " 0 WeightedEnsemble_L3 -32.815482 4.804328 549.659563 \n", - " 1 WeightedEnsemble_L2 -32.833423 2.630455 357.925380 \n", - " 2 CatBoost_BAG_L1 -32.932597 0.243479 300.589007 \n", - " 3 CatBoost_BAG_L2 -33.122036 3.972176 506.219445 \n", - " 4 LightGBM_BAG_L2 -33.215761 4.149420 419.000862 \n", - " 5 RandomForest_BAG_L2 -33.317601 4.434293 412.247627 \n", - " 6 XGBoost_BAG_L2 -34.096692 4.377846 428.819236 \n", - " 7 XGBoost_BAG_L1 -36.267388 2.386022 57.039914 \n", - " 8 LightGBM_BAG_L1 -37.285348 0.716711 26.011751 \n", - " 9 RandomForest_BAG_L1 -60.283791 0.530248 10.423830 \n", + " 0 WeightedEnsemble_L2 -32.820648 2.610254 358.060554 \n", + " 1 WeightedEnsemble_L3 -32.837425 5.161402 578.977123 \n", + " 2 CatBoost_BAG_L1 -32.928740 0.232499 300.577974 \n", + " 3 CatBoost_BAG_L2 -33.174998 3.864023 491.804367 \n", + " 4 LightGBM_BAG_L2 -33.236596 3.970099 418.213715 \n", + " 5 RandomForest_BAG_L2 -33.288424 4.331653 411.662814 \n", + " 6 XGBoost_BAG_L2 -33.884879 4.291574 438.122915 \n", + " 7 XGBoost_BAG_L1 -36.165219 2.377017 57.188711 \n", + " 8 LightGBM_BAG_L1 -37.285348 0.634364 24.954728 \n", + " 9 RandomForest_BAG_L1 -60.283791 0.521702 10.985182 \n", " \n", " pred_time_val_marginal fit_time_marginal stack_level can_infer \\\n", - " 0 0.001359 0.320632 3 True \n", - " 1 0.000954 0.296460 2 True \n", - " 2 0.243479 300.589007 1 True \n", - " 3 0.095716 112.154944 2 True \n", - " 4 0.272960 24.936360 2 True \n", - " 5 0.557833 18.183125 2 True \n", - " 6 0.501386 34.754735 2 True \n", - " 7 2.386022 57.039914 1 True \n", - " 8 0.716711 26.011751 1 True \n", - " 9 0.530248 10.423830 1 True \n", + " 0 0.000739 0.293869 2 True \n", + " 1 0.000795 0.293096 3 True \n", + " 2 0.232499 300.577974 1 True \n", + " 3 0.098443 98.097773 2 True \n", + " 4 0.204518 24.507120 2 True \n", + " 5 0.566072 17.956219 2 True \n", + " 6 0.525993 44.416320 2 True \n", + " 7 2.377017 57.188711 1 True \n", + " 8 0.634364 24.954728 1 True \n", + " 9 0.521702 10.985182 1 True \n", " \n", " fit_order \n", - " 0 10 \n", - " 1 5 \n", + " 0 5 \n", + " 1 10 \n", " 2 3 \n", " 3 8 \n", " 4 6 \n", @@ -3017,7 +3378,7 @@ " 9 2 }" ] }, - "execution_count": 51, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -3028,7 +3389,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 39, "metadata": { "tags": [] }, @@ -3039,7 +3400,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 40, "metadata": { "tags": [] }, @@ -3047,15 +3408,15 @@ { "data": { "text/plain": [ - "0 12.365926\n", - "1 5.438227\n", - "2 3.905621\n", - "3 3.940724\n", - "4 3.935637\n", + "0 13.061666\n", + "1 -1.126247\n", + "2 -3.668766\n", + "3 -2.351114\n", + "4 -1.745243\n", "Name: count, dtype: float32" ] }, - "execution_count": 53, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -3066,7 +3427,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 41, "metadata": { "tags": [] }, @@ -3077,13 +3438,13 @@ "" ] }, - "execution_count": 68, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -3101,7 +3462,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 42, "metadata": { "tags": [] }, @@ -3109,10 +3470,21 @@ { "data": { "text/plain": [ - "Series([], Name: count, dtype: float32)" + "1 -1.126247\n", + "2 -3.668766\n", + "3 -2.351114\n", + "4 -1.745243\n", + "27 -8.058654\n", + " ... \n", + "5336 -3.762830\n", + "6116 -2.470657\n", + "6260 -2.000816\n", + "6450 -0.849263\n", + "6451 -10.494826\n", + "Name: count, Length: 148, dtype: float32" ] }, - "execution_count": 66, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -3124,18 +3496,18 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 43, "metadata": { "tags": [] }, "outputs": [], "source": [ - "# predictions_new_hpo = predictions_new_hpo.clip(lower=0)" + "predictions_new_hpo = predictions_new_hpo.clip(lower=0)" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 44, "metadata": { "tags": [] }, @@ -3146,7 +3518,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 45, "metadata": { "tags": [] }, @@ -3219,14 +3591,14 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 46, "metadata": { "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3251,12 +3623,12 @@ " \n", " \"score\": [pred_1, pred_2, pred_3]\n", " }).plot(x=\"model\", y=\"score\", figsize=(8, 6)).get_figure()\n", - "fig.savefig('model_test_score.png')" + "fig.savefig('img/model_train_score.png')" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 47, "metadata": { "tags": [] }, @@ -3288,12 +3660,12 @@ " \"score\": [1.79030, 0.67749, 0.44964]\n", " }\n", ").plot(x=\"model\", y=\"score\", figsize=(8, 6)).get_figure()\n", - "fig.savefig('model_test_score.png')" + "fig.savefig('img/model_test_score.png')" ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 48, "metadata": { "tags": [] }, @@ -3315,7 +3687,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 49, "metadata": { "tags": [] }, @@ -3408,7 +3780,7 @@ "2 0.44964 " ] }, - "execution_count": 60, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } diff --git a/project/report-template.md b/project/report-template.md index 14cc771..0783471 100644 --- a/project/report-template.md +++ b/project/report-template.md @@ -3,48 +3,42 @@ ## Initial Training ### What did you realize when you tried to submit your predictions? What changes were needed to the output of the predictor to submit your results? -TODO: Add your explanation Kaggle rejects negative score values, hence, the negative values was set to zero before submission ### What was the top ranked model that performed? -TODO: Add your explanation The top ranked model that performed is the "WeightedEnsemble_L3" with a score of and RMSE value of -53.055. RMSE evaluation metric was used. Hence, the lower the error, the better the model. ## Exploratory data analysis and feature creation ### What did the exploratory analysis find and how did you add additional features? -TODO: Add your explanation The temp and atemp features are almost perfectly skewed, indicating that the temperature range is almost the same all through the week. The causal users, windspeed, registered and count columns are left-skewed. This is an indicator that do not have particular periods of the day to lend a bike. The other columns are simply discrete values ### How much better did your model preform after adding additional features and why do you think that is? -TODO: Add your explanation After adding additional features, the model inproved significantly. This included also converting certain features to categorical variables. From an initial RMSE value of -53 to RMSE value of -30.1837. Also, the kaggle score improved from 1.79030 to 0.67749 ## Hyper parameter tuning ### How much better did your model preform after trying different hyper parameters? -TODO: Add your explanation Tuning of some of the hyerparameters also improved the model's performace Some of the hyperparameters that were tuned included the 'number of boost rounds', 'learning rate', 'num_leaves', 'max_depth' The hyperparameter tuning moved the model from a previous RMSE value of -30 to -32.78335 though with a significant increase in the kaggle score wwhich went from 0.67749 to 0.44964. This is probably an indication of the required metric needed for evaluating the model. ### If you were given more time with this dataset, where do you think you would spend more time? -TODO: Add your explanation Given more time with this dataset, I would focus on how working more on the feature engineering and also on the hyperparameter tuning. These two tends to have a significant effect on the model's performance. ### Create a table with the models you ran, the hyperparameters modified, and the kaggle score. -|model|hpo1|hpo2|hpo3|score| -|--|--|--|--|--| -|initial|?|?|?|?| -|add_features|?|?|?|?| -|hpo|?|?|?|?| +|model|CAT|XGB|GBM|RF|score| +|--|--|--|--|--|--| +|initial|default|default|default|default|1.79030| +|add_features|default|default|default|default|0.67749| +|hpo|'depth':8, 'l2_leaf_reg':10'|'objective':'reg:pseudohubererror', 'eval_metric':'rmse', 'max_depth':10, 'eta':0.03|'objective':'regression_l1', 'num_boost_round':500, 'num_leaves':50, 'eta':0.001, 'random_state'=32|'n_estimators':500, 'max_depth':8, 'min_samples_split':4, 'min_samples_leaf':3, 'max_features':'auto', 'random_state':32|0.44964| ### Create a line plot showing the top model score for the three (or more) training runs during the project. TODO: Replace the image below with your own. -![model_train_score.png](img/model_train_score.png) +![model_train_score.png](img/model_train_score.png)default ### Create a line plot showing the top kaggle score for the three (or more) prediction submissions during the project. @@ -53,4 +47,4 @@ TODO: Replace the image below with your own. ![model_test_score.png](img/model_test_score.png) ## Summary -TODO: Add your explanation +In conclussion, I was able to create a model that can be used to predict the number of persons that makes use of the bike-sharing service in each day of the week. This will help the organization make useful decision and planning, hence, aiding the smooth running of the business. \ No newline at end of file diff --git a/project/submission.csv b/project/submission.csv index d86e89d..271605b 100644 --- a/project/submission.csv +++ b/project/submission.csv @@ -1,6494 +1,6494 @@ datetime,count -2011-01-20 00:00:00,24.543222 -2011-01-20 01:00:00,43.39229 -2011-01-20 02:00:00,46.508915 -2011-01-20 03:00:00,50.203327 -2011-01-20 04:00:00,52.835907 -2011-01-20 05:00:00,52.517002 -2011-01-20 06:00:00,52.293713 -2011-01-20 07:00:00,53.841118 -2011-01-20 08:00:00,57.930424 -2011-01-20 09:00:00,60.979065 -2011-01-20 10:00:00,60.117764 -2011-01-20 11:00:00,63.526398 -2011-01-20 12:00:00,67.96518 -2011-01-20 13:00:00,63.515076 -2011-01-20 14:00:00,61.940506 -2011-01-20 15:00:00,63.763435 -2011-01-20 16:00:00,61.89243 -2011-01-20 17:00:00,63.609318 -2011-01-20 18:00:00,66.03189 -2011-01-20 19:00:00,65.154945 -2011-01-20 20:00:00,64.96799 -2011-01-20 21:00:00,65.2861 -2011-01-20 22:00:00,63.07301 -2011-01-20 23:00:00,64.01554 -2011-01-21 00:00:00,65.02759 -2011-01-21 01:00:00,65.32482 -2011-01-21 02:00:00,65.543724 -2011-01-21 03:00:00,91.45355 -2011-01-21 04:00:00,65.03085 -2011-01-21 05:00:00,64.7687 -2011-01-21 06:00:00,63.568367 -2011-01-21 07:00:00,65.53189 -2011-01-21 08:00:00,65.27104 -2011-01-21 09:00:00,64.79048 -2011-01-21 10:00:00,81.45347 -2011-01-21 11:00:00,79.891914 -2011-01-21 12:00:00,67.66448 -2011-01-21 13:00:00,68.05909 -2011-01-21 14:00:00,66.71681 -2011-01-21 15:00:00,66.18721 -2011-01-21 16:00:00,66.34482 -2011-01-21 17:00:00,66.58921 -2011-01-21 18:00:00,73.805626 -2011-01-21 19:00:00,72.477936 -2011-01-21 20:00:00,91.0288 -2011-01-21 21:00:00,92.21402 -2011-01-21 22:00:00,93.21332 -2011-01-21 23:00:00,84.22953 -2011-01-22 00:00:00,95.953545 -2011-01-22 01:00:00,96.830124 -2011-01-22 02:00:00,96.6243 -2011-01-22 03:00:00,96.627495 -2011-01-22 04:00:00,96.236465 -2011-01-22 06:00:00,96.64593 -2011-01-22 07:00:00,96.48192 -2011-01-22 08:00:00,96.93765 -2011-01-22 09:00:00,97.32123 -2011-01-22 10:00:00,97.12223 -2011-01-22 11:00:00,98.163475 -2011-01-22 12:00:00,99.12208 -2011-01-22 13:00:00,80.25747 -2011-01-22 14:00:00,81.69426 -2011-01-22 15:00:00,74.309715 -2011-01-22 16:00:00,77.753876 -2011-01-22 17:00:00,72.8612 -2011-01-22 18:00:00,96.982666 -2011-01-22 19:00:00,90.85083 -2011-01-22 20:00:00,97.07219 -2011-01-22 21:00:00,98.90914 -2011-01-22 22:00:00,94.07927 -2011-01-22 23:00:00,93.439644 -2011-01-23 00:00:00,94.240005 -2011-01-23 01:00:00,94.240005 -2011-01-23 02:00:00,94.467384 -2011-01-23 03:00:00,94.467384 -2011-01-23 05:00:00,94.479996 -2011-01-23 06:00:00,94.479996 -2011-01-23 07:00:00,96.946396 -2011-01-23 08:00:00,96.732635 -2011-01-23 09:00:00,99.72591 -2011-01-23 10:00:00,95.23478 -2011-01-23 11:00:00,98.03536 -2011-01-23 12:00:00,93.7765 -2011-01-23 13:00:00,79.5763 -2011-01-23 14:00:00,72.86371 -2011-01-23 15:00:00,72.86371 -2011-01-23 16:00:00,72.985504 -2011-01-23 17:00:00,75.092606 -2011-01-23 18:00:00,81.55519 -2011-01-23 19:00:00,80.63634 -2011-01-23 20:00:00,100.49804 -2011-01-23 21:00:00,98.98241 -2011-01-23 22:00:00,96.434875 -2011-01-23 23:00:00,98.69766 -2011-01-24 00:00:00,84.94178 -2011-01-24 01:00:00,90.40922 -2011-01-24 03:00:00,92.321106 -2011-01-24 04:00:00,73.0627 -2011-01-24 05:00:00,73.0627 -2011-01-24 06:00:00,88.322655 -2011-01-24 07:00:00,76.09047 -2011-01-24 08:00:00,74.59581 -2011-01-24 09:00:00,80.76078 -2011-01-24 10:00:00,73.98117 -2011-01-24 11:00:00,73.93154 -2011-01-24 12:00:00,72.05485 -2011-01-24 13:00:00,80.19184 -2011-01-24 14:00:00,76.9501 -2011-01-24 15:00:00,65.216736 -2011-01-24 16:00:00,69.26493 -2011-01-24 17:00:00,80.64109 -2011-01-24 18:00:00,68.28856 -2011-01-24 19:00:00,75.69325 -2011-01-24 20:00:00,68.37791 -2011-01-24 21:00:00,68.088394 -2011-01-24 22:00:00,68.597534 -2011-01-24 23:00:00,65.34502 -2011-01-25 00:00:00,67.41252 -2011-01-25 01:00:00,65.00422 -2011-01-25 02:00:00,64.42096 -2011-01-25 04:00:00,62.759575 -2011-01-25 05:00:00,66.39407 -2011-01-25 06:00:00,62.7135 -2011-01-25 07:00:00,63.64211 -2011-01-25 08:00:00,63.00085 -2011-01-25 09:00:00,64.19726 -2011-01-25 10:00:00,63.079792 -2011-01-25 11:00:00,63.376823 -2011-01-25 12:00:00,65.82383 -2011-01-25 13:00:00,64.71655 -2011-01-25 14:00:00,64.50888 -2011-01-25 15:00:00,68.407326 -2011-01-25 16:00:00,68.407326 -2011-01-25 17:00:00,64.42733 -2011-01-25 18:00:00,65.069626 -2011-01-25 19:00:00,65.5449 -2011-01-25 20:00:00,65.49079 -2011-01-25 21:00:00,65.49079 -2011-01-25 22:00:00,47.64469 -2011-01-25 23:00:00,26.226416 -2011-01-26 00:00:00,13.433083 -2011-01-26 01:00:00,7.775407 -2011-01-26 02:00:00,6.3561378 -2011-01-26 05:00:00,3.0672553 -2011-01-26 06:00:00,3.0672553 -2011-01-26 07:00:00,3.1427898 -2011-01-26 08:00:00,3.1352334 -2011-01-26 09:00:00,3.1352334 -2011-01-26 10:00:00,3.0412571 -2011-01-26 11:00:00,3.37721 -2011-01-26 12:00:00,3.37721 -2011-01-26 13:00:00,3.37721 -2011-01-26 14:00:00,3.51652 -2011-01-26 15:00:00,3.90635 -2011-01-26 16:00:00,4.2845745 -2011-01-26 17:00:00,3.476429 -2011-01-27 16:00:00,5.2825394 -2011-01-27 17:00:00,5.3156595 -2011-01-27 18:00:00,3.7423797 -2011-01-27 19:00:00,3.7423797 -2011-01-27 20:00:00,3.7786489 -2011-01-27 21:00:00,3.7786489 -2011-01-27 22:00:00,3.7786489 -2011-01-27 23:00:00,4.0165787 -2011-01-28 00:00:00,4.1539683 -2011-01-28 01:00:00,4.1468134 -2011-01-28 02:00:00,3.9813528 -2011-01-28 03:00:00,3.973004 -2011-01-28 05:00:00,3.9902732 -2011-01-28 06:00:00,4.3770037 -2011-01-28 07:00:00,4.0762353 -2011-01-28 08:00:00,4.0762353 -2011-01-28 09:00:00,3.14297 -2011-01-28 10:00:00,3.1303291 -2011-01-28 11:00:00,3.109075 -2011-01-28 12:00:00,3.109075 -2011-01-28 13:00:00,3.109075 -2011-01-28 14:00:00,3.5905488 -2011-01-28 15:00:00,4.3468423 -2011-01-28 16:00:00,4.1953907 -2011-01-28 17:00:00,4.842565 -2011-01-28 18:00:00,4.812113 -2011-01-28 19:00:00,5.091835 -2011-01-28 20:00:00,4.849528 -2011-01-28 21:00:00,4.196204 -2011-01-28 22:00:00,5.17659 -2011-01-28 23:00:00,5.260786 -2011-01-29 00:00:00,5.143365 -2011-01-29 01:00:00,3.79393 -2011-01-29 02:00:00,3.7141051 -2011-01-29 03:00:00,3.9189982 -2011-01-29 04:00:00,3.0756636 -2011-01-29 06:00:00,3.6105251 -2011-01-29 07:00:00,3.7322206 -2011-01-29 08:00:00,4.5789566 -2011-01-29 09:00:00,3.9134586 -2011-01-29 10:00:00,3.794668 -2011-01-29 11:00:00,4.3902044 -2011-01-29 12:00:00,4.6152225 -2011-01-29 13:00:00,4.1601744 -2011-01-29 14:00:00,3.890634 -2011-01-29 15:00:00,4.0790873 -2011-01-29 16:00:00,3.7415876 -2011-01-29 17:00:00,3.6948075 -2011-01-29 18:00:00,3.3581762 -2011-01-29 19:00:00,3.83459 -2011-01-29 20:00:00,3.300323 -2011-01-29 21:00:00,3.300323 -2011-01-29 22:00:00,3.1438987 -2011-01-29 23:00:00,3.1438987 -2011-01-30 00:00:00,3.5781794 -2011-01-30 01:00:00,3.7402077 -2011-01-30 02:00:00,3.3689837 -2011-01-30 03:00:00,3.8131485 -2011-01-30 04:00:00,3.8131485 -2011-01-30 05:00:00,3.742088 -2011-01-30 07:00:00,3.742088 -2011-01-30 08:00:00,4.120278 -2011-01-30 09:00:00,3.8810816 -2011-01-30 10:00:00,3.4570806 -2011-01-30 11:00:00,3.3535676 -2011-01-30 12:00:00,5.203582 -2011-01-30 13:00:00,4.0116034 -2011-01-30 14:00:00,4.3271265 -2011-01-30 15:00:00,5.326332 -2011-01-30 16:00:00,5.326332 -2011-01-30 17:00:00,4.9511843 -2011-01-30 18:00:00,3.4579484 -2011-01-30 19:00:00,3.478303 -2011-01-30 20:00:00,3.3585725 -2011-01-30 21:00:00,3.3740618 -2011-01-30 22:00:00,3.5136292 -2011-01-30 23:00:00,3.7024827 -2011-01-31 00:00:00,4.503156 -2011-01-31 01:00:00,3.906952 -2011-01-31 02:00:00,4.036949 -2011-01-31 03:00:00,4.036949 -2011-01-31 04:00:00,4.113389 -2011-01-31 05:00:00,3.761988 -2011-01-31 06:00:00,3.6939 -2011-01-31 07:00:00,3.6414247 -2011-01-31 08:00:00,4.0136204 -2011-01-31 09:00:00,4.1358128 -2011-01-31 10:00:00,4.227782 -2011-01-31 11:00:00,4.227782 -2011-01-31 12:00:00,4.7771907 -2011-01-31 13:00:00,4.8555717 -2011-01-31 14:00:00,4.7437477 -2011-01-31 15:00:00,4.7611065 -2011-01-31 16:00:00,4.4838285 -2011-01-31 17:00:00,4.227782 -2011-01-31 18:00:00,4.2497005 -2011-01-31 19:00:00,5.0741286 -2011-01-31 20:00:00,4.5570703 -2011-01-31 21:00:00,4.476804 -2011-01-31 22:00:00,4.4674053 -2011-01-31 23:00:00,4.18995 -2011-02-20 00:00:00,30.98739 -2011-02-20 01:00:00,34.393814 -2011-02-20 02:00:00,35.71467 -2011-02-20 03:00:00,36.19474 -2011-02-20 04:00:00,36.45268 -2011-02-20 06:00:00,36.763428 -2011-02-20 07:00:00,36.492252 -2011-02-20 08:00:00,35.074646 -2011-02-20 09:00:00,36.592537 -2011-02-20 10:00:00,39.59512 -2011-02-20 11:00:00,38.45932 -2011-02-20 12:00:00,38.814606 -2011-02-20 13:00:00,40.365253 -2011-02-20 14:00:00,41.19939 -2011-02-20 15:00:00,40.17116 -2011-02-20 16:00:00,40.146935 -2011-02-20 17:00:00,40.19482 -2011-02-20 18:00:00,36.986427 -2011-02-20 19:00:00,36.90451 -2011-02-20 20:00:00,36.74317 -2011-02-20 21:00:00,34.841568 -2011-02-20 22:00:00,37.29748 -2011-02-20 23:00:00,36.701534 -2011-02-21 00:00:00,39.773125 -2011-02-21 01:00:00,39.749718 -2011-02-21 02:00:00,39.749718 -2011-02-21 03:00:00,39.21036 -2011-02-21 04:00:00,37.475727 -2011-02-21 05:00:00,37.935158 -2011-02-21 06:00:00,39.519394 -2011-02-21 07:00:00,39.776882 -2011-02-21 08:00:00,39.27309 -2011-02-21 09:00:00,39.394794 -2011-02-21 10:00:00,39.405056 -2011-02-21 11:00:00,39.08384 -2011-02-21 12:00:00,38.75478 -2011-02-21 13:00:00,38.19037 -2011-02-21 14:00:00,37.556904 -2011-02-21 15:00:00,44.238827 -2011-02-21 16:00:00,43.111298 -2011-02-21 17:00:00,43.049072 -2011-02-21 18:00:00,42.34867 -2011-02-21 19:00:00,42.346333 -2011-02-21 20:00:00,46.937046 -2011-02-21 21:00:00,44.957428 -2011-02-21 22:00:00,45.522484 -2011-02-21 23:00:00,46.001083 -2011-02-22 06:00:00,38.386723 -2011-02-22 07:00:00,38.48034 -2011-02-22 08:00:00,38.54542 -2011-02-22 09:00:00,38.85392 -2011-02-22 10:00:00,37.712585 -2011-02-22 11:00:00,37.676414 -2011-02-22 12:00:00,37.55117 -2011-02-22 13:00:00,38.25714 -2011-02-22 14:00:00,38.127834 -2011-02-22 15:00:00,38.457733 -2011-02-22 16:00:00,37.554245 -2011-02-22 17:00:00,37.51696 -2011-02-22 18:00:00,37.82654 -2011-02-22 19:00:00,36.21478 -2011-02-22 20:00:00,36.622166 -2011-02-22 21:00:00,36.60591 -2011-02-22 22:00:00,35.839546 -2011-02-22 23:00:00,35.839546 -2011-02-23 00:00:00,36.368633 -2011-02-23 01:00:00,36.92953 -2011-02-23 02:00:00,38.091434 -2011-02-23 03:00:00,37.47546 -2011-02-23 05:00:00,37.87715 -2011-02-23 06:00:00,37.87715 -2011-02-23 07:00:00,38.621986 -2011-02-23 08:00:00,39.614056 -2011-02-23 09:00:00,37.898914 -2011-02-23 10:00:00,40.013226 -2011-02-23 11:00:00,39.965294 -2011-02-23 12:00:00,40.563747 -2011-02-23 13:00:00,39.267063 -2011-02-23 14:00:00,38.803253 -2011-02-23 15:00:00,39.595924 -2011-02-23 16:00:00,40.361046 -2011-02-23 17:00:00,39.595924 -2011-02-23 18:00:00,39.45899 -2011-02-23 19:00:00,40.242584 -2011-02-23 20:00:00,37.765232 -2011-02-23 21:00:00,38.458576 -2011-02-23 22:00:00,38.458576 -2011-02-23 23:00:00,38.49137 -2011-02-24 00:00:00,37.78173 -2011-02-24 01:00:00,37.56397 -2011-02-24 02:00:00,37.601112 -2011-02-24 03:00:00,37.04157 -2011-02-24 05:00:00,36.90316 -2011-02-24 06:00:00,38.20753 -2011-02-24 07:00:00,37.218025 -2011-02-24 08:00:00,36.06714 -2011-02-24 09:00:00,36.44805 -2011-02-24 10:00:00,28.175167 -2011-02-24 11:00:00,17.584732 -2011-02-24 12:00:00,13.332508 -2011-02-24 13:00:00,8.629772 -2011-02-24 14:00:00,5.1557245 -2011-02-24 15:00:00,5.58716 -2011-02-24 16:00:00,5.348442 -2011-02-24 17:00:00,5.2640185 -2011-02-24 18:00:00,4.749234 -2011-02-24 19:00:00,4.6571636 -2011-02-24 20:00:00,4.9819984 -2011-02-24 21:00:00,4.749234 -2011-02-24 22:00:00,4.0950866 -2011-02-24 23:00:00,5.312061 -2011-02-25 00:00:00,5.816638 -2011-02-25 01:00:00,5.7879395 -2011-02-25 02:00:00,5.7879395 -2011-02-25 03:00:00,5.386777 -2011-02-25 05:00:00,5.386777 -2011-02-25 06:00:00,4.602835 -2011-02-25 07:00:00,4.668596 -2011-02-25 08:00:00,4.804403 -2011-02-25 09:00:00,5.3739104 -2011-02-25 10:00:00,4.096589 -2011-02-25 11:00:00,6.992134 -2011-02-25 12:00:00,7.212655 -2011-02-25 13:00:00,7.212655 -2011-02-25 14:00:00,7.9248877 -2011-02-25 15:00:00,7.431794 -2011-02-25 16:00:00,4.687654 -2011-02-25 17:00:00,4.902762 -2011-02-25 18:00:00,4.558039 -2011-02-25 19:00:00,4.9570374 -2011-02-25 20:00:00,5.0707793 -2011-02-25 21:00:00,5.0537286 -2011-02-25 22:00:00,5.019963 -2011-02-25 23:00:00,5.085669 -2011-02-26 00:00:00,4.598319 -2011-02-26 01:00:00,5.019415 -2011-02-26 02:00:00,4.5903172 -2011-02-26 03:00:00,3.9054642 -2011-02-26 04:00:00,3.5166628 -2011-02-26 05:00:00,3.0536377 -2011-02-26 06:00:00,3.4516423 -2011-02-26 07:00:00,3.6332934 -2011-02-26 08:00:00,4.0350027 -2011-02-26 09:00:00,4.2140703 -2011-02-26 10:00:00,5.1983175 -2011-02-26 11:00:00,5.9010973 -2011-02-26 12:00:00,5.7652354 -2011-02-26 13:00:00,5.4772024 -2011-02-26 14:00:00,5.5019174 -2011-02-26 15:00:00,5.474592 -2011-02-26 16:00:00,5.39793 -2011-02-26 17:00:00,6.3330307 -2011-02-26 18:00:00,5.297967 -2011-02-26 19:00:00,5.0679836 -2011-02-26 20:00:00,5.0259995 -2011-02-26 21:00:00,4.514206 -2011-02-26 22:00:00,4.27165 -2011-02-26 23:00:00,4.334647 -2011-02-27 00:00:00,3.7226262 -2011-02-27 01:00:00,3.6154299 -2011-02-27 02:00:00,3.6531997 -2011-02-27 03:00:00,3.8646207 -2011-02-27 04:00:00,3.4827232 -2011-02-27 06:00:00,3.6660447 -2011-02-27 07:00:00,3.4827232 -2011-02-27 08:00:00,4.7593637 -2011-02-27 09:00:00,4.418371 -2011-02-27 10:00:00,4.381878 -2011-02-27 11:00:00,5.3401923 -2011-02-27 12:00:00,7.261082 -2011-02-27 13:00:00,7.971678 -2011-02-27 14:00:00,8.797556 -2011-02-27 15:00:00,9.640181 -2011-02-27 16:00:00,10.100547 -2011-02-27 17:00:00,7.6946735 -2011-02-27 18:00:00,6.162621 -2011-02-27 19:00:00,7.2562113 -2011-02-27 20:00:00,7.261082 -2011-02-27 21:00:00,5.003547 -2011-02-27 22:00:00,6.2038236 -2011-02-27 23:00:00,5.283126 -2011-02-28 00:00:00,5.4349203 -2011-02-28 01:00:00,4.784018 -2011-02-28 03:00:00,5.1196485 -2011-02-28 05:00:00,5.5876374 -2011-02-28 06:00:00,4.5668874 -2011-02-28 07:00:00,4.7860055 -2011-02-28 08:00:00,5.2341037 -2011-02-28 09:00:00,4.6801176 -2011-02-28 10:00:00,5.403913 -2011-02-28 11:00:00,7.0231857 -2011-02-28 12:00:00,7.0231857 -2011-02-28 13:00:00,4.302434 -2011-02-28 14:00:00,4.2257633 -2011-02-28 15:00:00,4.218742 -2011-02-28 16:00:00,4.7981734 -2011-02-28 17:00:00,3.9086504 -2011-02-28 18:00:00,4.560123 -2011-02-28 19:00:00,6.4939504 -2011-02-28 20:00:00,6.4939504 -2011-02-28 21:00:00,5.042511 -2011-02-28 22:00:00,5.120507 -2011-02-28 23:00:00,4.7899017 -2011-03-20 00:00:00,45.15288 -2011-03-20 01:00:00,66.124374 -2011-03-20 02:00:00,73.78142 -2011-03-20 03:00:00,70.16786 -2011-03-20 04:00:00,67.80352 -2011-03-20 05:00:00,67.10473 -2011-03-20 06:00:00,69.19893 -2011-03-20 07:00:00,68.81395 -2011-03-20 08:00:00,70.93093 -2011-03-20 09:00:00,73.25594 -2011-03-20 10:00:00,77.11482 -2011-03-20 11:00:00,83.86794 -2011-03-20 12:00:00,85.26464 -2011-03-20 13:00:00,87.14948 -2011-03-20 14:00:00,87.9274 -2011-03-20 15:00:00,88.87041 -2011-03-20 16:00:00,90.94059 -2011-03-20 17:00:00,93.00918 -2011-03-20 18:00:00,96.02656 -2011-03-20 19:00:00,91.25133 -2011-03-20 20:00:00,89.85898 -2011-03-20 21:00:00,86.33298 -2011-03-20 22:00:00,87.35608 -2011-03-20 23:00:00,86.781 -2011-03-21 00:00:00,89.92926 -2011-03-21 01:00:00,91.036674 -2011-03-21 02:00:00,88.18426 -2011-03-21 03:00:00,87.98064 -2011-03-21 05:00:00,83.56658 -2011-03-21 06:00:00,87.8421 -2011-03-21 07:00:00,85.803185 -2011-03-21 08:00:00,85.32879 -2011-03-21 09:00:00,88.346016 -2011-03-21 10:00:00,87.97375 -2011-03-21 11:00:00,85.98642 -2011-03-21 12:00:00,85.287704 -2011-03-21 13:00:00,90.523636 -2011-03-21 14:00:00,90.02374 -2011-03-21 15:00:00,92.17438 -2011-03-21 16:00:00,89.54598 -2011-03-21 17:00:00,89.78768 -2011-03-21 18:00:00,89.01723 -2011-03-21 19:00:00,93.81892 -2011-03-21 20:00:00,88.89439 -2011-03-21 21:00:00,83.65884 -2011-03-21 22:00:00,84.388435 -2011-03-21 23:00:00,83.02637 -2011-03-22 00:00:00,83.135315 -2011-03-22 01:00:00,89.19789 -2011-03-22 02:00:00,86.36577 -2011-03-22 03:00:00,87.836655 -2011-03-22 04:00:00,87.27768 -2011-03-22 05:00:00,85.28524 -2011-03-22 06:00:00,85.55577 -2011-03-22 07:00:00,86.86851 -2011-03-22 08:00:00,87.755905 -2011-03-22 09:00:00,92.72701 -2011-03-22 10:00:00,94.412994 -2011-03-22 11:00:00,92.43151 -2011-03-22 12:00:00,93.57634 -2011-03-22 13:00:00,93.32369 -2011-03-22 14:00:00,93.04288 -2011-03-22 15:00:00,93.25094 -2011-03-22 16:00:00,91.0748 -2011-03-22 17:00:00,91.07774 -2011-03-22 18:00:00,90.951584 -2011-03-22 19:00:00,94.13289 -2011-03-22 20:00:00,93.60921 -2011-03-22 21:00:00,90.28096 -2011-03-22 22:00:00,89.48605 -2011-03-22 23:00:00,89.48605 -2011-03-23 00:00:00,93.08423 -2011-03-23 01:00:00,90.6207 -2011-03-23 02:00:00,90.6207 -2011-03-23 03:00:00,88.32216 -2011-03-23 05:00:00,86.83718 -2011-03-23 06:00:00,89.87447 -2011-03-23 07:00:00,91.721664 -2011-03-23 08:00:00,87.519875 -2011-03-23 09:00:00,89.759964 -2011-03-23 10:00:00,89.213974 -2011-03-23 11:00:00,86.83485 -2011-03-23 12:00:00,89.864006 -2011-03-23 13:00:00,86.83846 -2011-03-23 14:00:00,83.55946 -2011-03-23 15:00:00,89.69614 -2011-03-23 16:00:00,90.54543 -2011-03-23 17:00:00,90.54543 -2011-03-23 18:00:00,91.68521 -2011-03-23 19:00:00,91.68521 -2011-03-23 20:00:00,90.747116 -2011-03-23 21:00:00,94.42991 -2011-03-23 22:00:00,88.20494 -2011-03-23 23:00:00,88.791 -2011-03-24 00:00:00,93.24768 -2011-03-24 01:00:00,93.09096 -2011-03-24 02:00:00,91.525696 -2011-03-24 03:00:00,91.84009 -2011-03-24 04:00:00,91.84009 -2011-03-24 05:00:00,88.680405 -2011-03-24 06:00:00,88.680405 -2011-03-24 07:00:00,89.03462 -2011-03-24 08:00:00,88.7983 -2011-03-24 09:00:00,88.24223 -2011-03-24 10:00:00,85.92554 -2011-03-24 11:00:00,88.52069 -2011-03-24 12:00:00,89.28064 -2011-03-24 13:00:00,90.86456 -2011-03-24 14:00:00,87.845024 -2011-03-24 15:00:00,91.59611 -2011-03-24 16:00:00,93.81316 -2011-03-24 17:00:00,91.28589 -2011-03-24 18:00:00,92.062065 -2011-03-24 19:00:00,91.90322 -2011-03-24 20:00:00,90.43742 -2011-03-24 21:00:00,87.938866 -2011-03-24 22:00:00,84.4754 -2011-03-24 23:00:00,85.99568 -2011-03-25 00:00:00,86.39045 -2011-03-25 01:00:00,82.264984 -2011-03-25 02:00:00,87.06683 -2011-03-25 03:00:00,80.63782 -2011-03-25 04:00:00,80.8377 -2011-03-25 05:00:00,82.83639 -2011-03-25 06:00:00,88.20791 -2011-03-25 07:00:00,91.840904 -2011-03-25 08:00:00,92.91124 -2011-03-25 09:00:00,93.72371 -2011-03-25 10:00:00,86.12117 -2011-03-25 11:00:00,90.05757 -2011-03-25 12:00:00,90.65938 -2011-03-25 13:00:00,99.07676 -2011-03-25 14:00:00,98.05302 -2011-03-25 15:00:00,98.54916 -2011-03-25 16:00:00,95.49443 -2011-03-25 17:00:00,96.23457 -2011-03-25 18:00:00,99.1669 -2011-03-25 19:00:00,100.53741 -2011-03-25 20:00:00,95.70404 -2011-03-25 21:00:00,95.980675 -2011-03-25 22:00:00,65.642456 -2011-03-25 23:00:00,47.08677 -2011-03-26 00:00:00,25.175068 -2011-03-26 01:00:00,12.4258 -2011-03-26 02:00:00,5.216649 -2011-03-26 03:00:00,5.219984 -2011-03-26 04:00:00,5.216174 -2011-03-26 05:00:00,4.9150324 -2011-03-26 06:00:00,4.813996 -2011-03-26 07:00:00,4.9150324 -2011-03-26 08:00:00,5.493501 -2011-03-26 09:00:00,5.285331 -2011-03-26 10:00:00,5.957594 -2011-03-26 11:00:00,6.0961704 -2011-03-26 12:00:00,6.409979 -2011-03-26 13:00:00,6.8955097 -2011-03-26 14:00:00,6.983643 -2011-03-26 15:00:00,7.6180496 -2011-03-26 16:00:00,8.240657 -2011-03-26 17:00:00,7.8052974 -2011-03-26 18:00:00,7.099726 -2011-03-26 19:00:00,5.229543 -2011-03-26 20:00:00,5.229543 -2011-03-26 21:00:00,5.341569 -2011-03-26 22:00:00,5.3677826 -2011-03-26 23:00:00,5.3735514 -2011-03-27 00:00:00,5.583183 -2011-03-27 01:00:00,4.3860908 -2011-03-27 02:00:00,5.135604 -2011-03-27 03:00:00,4.216277 -2011-03-27 04:00:00,4.19813 -2011-03-27 06:00:00,4.5877066 -2011-03-27 07:00:00,4.4092155 -2011-03-27 08:00:00,3.9058514 -2011-03-27 09:00:00,4.5577374 -2011-03-27 10:00:00,4.4421663 -2011-03-27 11:00:00,4.8971486 -2011-03-27 12:00:00,5.5349236 -2011-03-27 13:00:00,6.349956 -2011-03-27 14:00:00,6.7297125 -2011-03-27 15:00:00,6.5644617 -2011-03-27 16:00:00,7.360157 -2011-03-27 17:00:00,7.382662 -2011-03-27 18:00:00,6.682869 -2011-03-27 19:00:00,7.048262 -2011-03-27 20:00:00,6.1337943 -2011-03-27 21:00:00,5.962405 -2011-03-27 22:00:00,5.962405 -2011-03-27 23:00:00,5.1925697 -2011-03-28 00:00:00,5.3021955 -2011-03-28 01:00:00,4.9330244 -2011-03-28 02:00:00,4.7224784 -2011-03-28 03:00:00,4.7224784 -2011-03-28 05:00:00,4.916172 -2011-03-28 06:00:00,4.941384 -2011-03-28 07:00:00,5.850258 -2011-03-28 08:00:00,5.363929 -2011-03-28 09:00:00,5.47445 -2011-03-28 10:00:00,5.8841386 -2011-03-28 11:00:00,5.8850822 -2011-03-28 12:00:00,6.089537 -2011-03-28 13:00:00,6.104609 -2011-03-28 14:00:00,6.708563 -2011-03-28 15:00:00,6.198724 -2011-03-28 16:00:00,6.5301323 -2011-03-28 17:00:00,6.690592 -2011-03-28 18:00:00,5.931295 -2011-03-28 19:00:00,7.020173 -2011-03-28 20:00:00,6.9537773 -2011-03-28 21:00:00,6.345489 -2011-03-28 22:00:00,6.613733 -2011-03-28 23:00:00,6.1848564 -2011-03-29 00:00:00,5.6066856 -2011-03-29 01:00:00,5.5491076 -2011-03-29 02:00:00,5.5491076 -2011-03-29 03:00:00,5.5491076 -2011-03-29 04:00:00,4.33237 -2011-03-29 05:00:00,5.1714945 -2011-03-29 06:00:00,4.937722 -2011-03-29 07:00:00,5.256547 -2011-03-29 08:00:00,5.4358478 -2011-03-29 09:00:00,5.6280375 -2011-03-29 10:00:00,6.12973 -2011-03-29 11:00:00,6.6754537 -2011-03-29 12:00:00,6.392658 -2011-03-29 13:00:00,6.0862994 -2011-03-29 14:00:00,6.171824 -2011-03-29 15:00:00,6.9381385 -2011-03-29 16:00:00,7.4140434 -2011-03-29 17:00:00,8.010281 -2011-03-29 18:00:00,7.2017937 -2011-03-29 19:00:00,6.7156096 -2011-03-29 20:00:00,7.2017937 -2011-03-29 21:00:00,5.932174 -2011-03-29 22:00:00,5.065845 -2011-03-29 23:00:00,5.5463667 -2011-03-30 00:00:00,5.9395623 -2011-03-30 01:00:00,5.9887924 -2011-03-30 02:00:00,5.9395623 -2011-03-30 03:00:00,5.190551 -2011-03-30 04:00:00,5.9395623 -2011-03-30 05:00:00,5.7121897 -2011-03-30 06:00:00,5.5510955 -2011-03-30 07:00:00,5.3556194 -2011-03-30 08:00:00,5.4899864 -2011-03-30 09:00:00,5.3028793 -2011-03-30 10:00:00,5.328296 -2011-03-30 11:00:00,4.993342 -2011-03-30 12:00:00,5.190361 -2011-03-30 13:00:00,5.2265043 -2011-03-30 14:00:00,5.285183 -2011-03-30 15:00:00,4.0895715 -2011-03-30 16:00:00,4.237325 -2011-03-30 17:00:00,3.8332453 -2011-03-30 18:00:00,4.165171 -2011-03-30 19:00:00,4.165171 -2011-03-30 20:00:00,3.8777125 -2011-03-30 21:00:00,3.880107 -2011-03-30 22:00:00,3.5133703 -2011-03-30 23:00:00,3.7803602 -2011-03-31 00:00:00,3.2831545 -2011-03-31 01:00:00,3.505953 -2011-03-31 02:00:00,3.505953 -2011-03-31 03:00:00,3.2831545 -2011-03-31 04:00:00,2.9290226 -2011-03-31 05:00:00,3.2831545 -2011-03-31 06:00:00,3.6607738 -2011-03-31 07:00:00,2.9290226 -2011-03-31 08:00:00,4.3866177 -2011-03-31 09:00:00,3.1785705 -2011-03-31 10:00:00,3.1785705 -2011-03-31 11:00:00,3.3994625 -2011-03-31 12:00:00,3.3994625 -2011-03-31 13:00:00,5.024537 -2011-03-31 14:00:00,5.024537 -2011-03-31 15:00:00,4.239242 -2011-03-31 16:00:00,4.809863 -2011-03-31 17:00:00,4.814544 -2011-03-31 18:00:00,5.049602 -2011-03-31 19:00:00,5.051943 -2011-03-31 20:00:00,2.978163 -2011-03-31 21:00:00,4.232619 -2011-03-31 22:00:00,3.0216687 -2011-03-31 23:00:00,3.2567384 -2011-04-20 00:00:00,35.330727 -2011-04-20 01:00:00,65.57442 -2011-04-20 02:00:00,68.70424 -2011-04-20 03:00:00,72.11934 -2011-04-20 04:00:00,78.05701 -2011-04-20 05:00:00,92.439545 -2011-04-20 06:00:00,93.92881 -2011-04-20 07:00:00,93.3202 -2011-04-20 08:00:00,118.72197 -2011-04-20 09:00:00,120.23594 -2011-04-20 10:00:00,118.42841 -2011-04-20 11:00:00,119.16242 -2011-04-20 12:00:00,120.43515 -2011-04-20 13:00:00,120.27472 -2011-04-20 14:00:00,124.59779 -2011-04-20 15:00:00,133.49362 -2011-04-20 16:00:00,134.10876 -2011-04-20 17:00:00,132.94357 -2011-04-20 18:00:00,128.50314 -2011-04-20 19:00:00,129.97527 -2011-04-20 20:00:00,135.44572 -2011-04-20 21:00:00,138.59224 -2011-04-20 22:00:00,146.70447 -2011-04-20 23:00:00,142.075 -2011-04-21 00:00:00,141.20358 -2011-04-21 01:00:00,143.77644 -2011-04-21 02:00:00,143.36874 -2011-04-21 03:00:00,140.33797 -2011-04-21 04:00:00,136.53407 -2011-04-21 05:00:00,134.95834 -2011-04-21 06:00:00,130.9346 -2011-04-21 07:00:00,132.5827 -2011-04-21 08:00:00,126.09808 -2011-04-21 09:00:00,132.98189 -2011-04-21 10:00:00,139.79832 -2011-04-21 11:00:00,136.44717 -2011-04-21 12:00:00,140.5722 -2011-04-21 13:00:00,142.11844 -2011-04-21 14:00:00,142.67776 -2011-04-21 15:00:00,138.94316 -2011-04-21 16:00:00,139.91039 -2011-04-21 17:00:00,137.55452 -2011-04-21 18:00:00,139.76057 -2011-04-21 19:00:00,143.10612 -2011-04-21 20:00:00,142.64062 -2011-04-21 21:00:00,132.70865 -2011-04-21 22:00:00,137.6058 -2011-04-21 23:00:00,134.84549 -2011-04-22 00:00:00,111.10876 -2011-04-22 01:00:00,119.81369 -2011-04-22 02:00:00,118.63862 -2011-04-22 03:00:00,118.938194 -2011-04-22 04:00:00,118.819176 -2011-04-22 05:00:00,119.2645 -2011-04-22 06:00:00,119.34343 -2011-04-22 07:00:00,119.99484 -2011-04-22 08:00:00,120.730705 -2011-04-22 09:00:00,121.22999 -2011-04-22 10:00:00,119.418 -2011-04-22 11:00:00,114.81716 -2011-04-22 12:00:00,107.96405 -2011-04-22 13:00:00,105.91733 -2011-04-22 14:00:00,105.34124 -2011-04-22 15:00:00,105.99145 -2011-04-22 16:00:00,107.19476 -2011-04-22 17:00:00,109.601265 -2011-04-22 18:00:00,109.66544 -2011-04-22 19:00:00,109.66544 -2011-04-22 20:00:00,106.56987 -2011-04-22 21:00:00,107.44029 -2011-04-22 22:00:00,108.02105 -2011-04-22 23:00:00,109.221504 -2011-04-23 00:00:00,126.53755 -2011-04-23 01:00:00,126.53755 -2011-04-23 02:00:00,125.43821 -2011-04-23 03:00:00,123.8434 -2011-04-23 04:00:00,121.25372 -2011-04-23 05:00:00,121.32861 -2011-04-23 06:00:00,122.96457 -2011-04-23 07:00:00,122.54212 -2011-04-23 08:00:00,121.09875 -2011-04-23 09:00:00,120.97703 -2011-04-23 10:00:00,124.41063 -2011-04-23 11:00:00,122.65255 -2011-04-23 12:00:00,136.2138 -2011-04-23 13:00:00,136.25217 -2011-04-23 14:00:00,142.66417 -2011-04-23 15:00:00,145.86305 -2011-04-23 16:00:00,146.39462 -2011-04-23 17:00:00,145.45944 -2011-04-23 18:00:00,144.83693 -2011-04-23 19:00:00,140.71902 -2011-04-23 20:00:00,136.91313 -2011-04-23 21:00:00,143.46228 -2011-04-23 22:00:00,146.34363 -2011-04-23 23:00:00,137.62146 -2011-04-24 00:00:00,137.71266 -2011-04-24 01:00:00,128.46436 -2011-04-24 02:00:00,128.46436 -2011-04-24 03:00:00,120.19298 -2011-04-24 04:00:00,120.19298 -2011-04-24 05:00:00,120.19298 -2011-04-24 06:00:00,124.701614 -2011-04-24 07:00:00,124.701614 -2011-04-24 08:00:00,124.26558 -2011-04-24 09:00:00,137.90642 -2011-04-24 10:00:00,144.68932 -2011-04-24 11:00:00,142.15007 -2011-04-24 12:00:00,143.41933 -2011-04-24 13:00:00,145.92085 -2011-04-24 14:00:00,142.9882 -2011-04-24 15:00:00,144.31203 -2011-04-24 16:00:00,140.829 -2011-04-24 17:00:00,140.43149 -2011-04-24 18:00:00,139.27708 -2011-04-24 19:00:00,140.84375 -2011-04-24 20:00:00,140.6957 -2011-04-24 21:00:00,128.29373 -2011-04-24 22:00:00,127.78024 -2011-04-24 23:00:00,130.01414 -2011-04-25 00:00:00,124.99229 -2011-04-25 01:00:00,113.983665 -2011-04-25 02:00:00,113.983665 -2011-04-25 03:00:00,114.825424 -2011-04-25 04:00:00,123.770035 -2011-04-25 05:00:00,109.60945 -2011-04-25 06:00:00,115.94499 -2011-04-25 07:00:00,126.240585 -2011-04-25 08:00:00,130.8762 -2011-04-25 09:00:00,141.71902 -2011-04-25 10:00:00,90.23048 -2011-04-25 11:00:00,66.36497 -2011-04-25 12:00:00,53.518715 -2011-04-25 13:00:00,42.13875 -2011-04-25 14:00:00,40.597027 -2011-04-25 15:00:00,40.408913 -2011-04-25 16:00:00,39.595863 -2011-04-25 17:00:00,39.091793 -2011-04-25 18:00:00,40.308094 -2011-04-25 19:00:00,39.466484 -2011-04-25 20:00:00,39.391586 -2011-04-25 21:00:00,38.113037 -2011-04-25 22:00:00,37.997746 -2011-04-25 23:00:00,38.18159 -2011-04-26 00:00:00,38.762436 -2011-04-26 01:00:00,38.423203 -2011-04-26 02:00:00,36.564278 -2011-04-26 03:00:00,36.086563 -2011-04-26 04:00:00,36.7049 -2011-04-26 05:00:00,35.879387 -2011-04-26 06:00:00,35.89751 -2011-04-26 07:00:00,38.28074 -2011-04-26 08:00:00,38.28074 -2011-04-26 09:00:00,39.08573 -2011-04-26 10:00:00,39.105057 -2011-04-26 11:00:00,41.012123 -2011-04-26 12:00:00,41.709442 -2011-04-26 13:00:00,41.182877 -2011-04-26 14:00:00,40.923073 -2011-04-26 15:00:00,40.918564 -2011-04-26 16:00:00,42.213165 -2011-04-26 17:00:00,41.38731 -2011-04-26 18:00:00,40.82775 -2011-04-26 19:00:00,39.57872 -2011-04-26 20:00:00,39.036583 -2011-04-26 21:00:00,38.00485 -2011-04-26 22:00:00,37.838158 -2011-04-26 23:00:00,38.259483 -2011-04-27 00:00:00,37.932472 -2011-04-27 01:00:00,37.67706 -2011-04-27 02:00:00,37.76877 -2011-04-27 03:00:00,36.654102 -2011-04-27 04:00:00,36.372505 -2011-04-27 05:00:00,37.910564 -2011-04-27 06:00:00,36.302383 -2011-04-27 07:00:00,36.654102 -2011-04-27 08:00:00,36.828465 -2011-04-27 09:00:00,37.502724 -2011-04-27 10:00:00,36.466923 -2011-04-27 11:00:00,37.549118 -2011-04-27 12:00:00,38.704994 -2011-04-27 13:00:00,37.469074 -2011-04-27 14:00:00,38.763897 -2011-04-27 15:00:00,42.065773 -2011-04-27 16:00:00,40.896633 -2011-04-27 17:00:00,40.56421 -2011-04-27 18:00:00,40.564186 -2011-04-27 19:00:00,38.767418 -2011-04-27 20:00:00,37.862923 -2011-04-27 21:00:00,37.17001 -2011-04-27 22:00:00,36.742767 -2011-04-27 23:00:00,38.723537 -2011-04-28 00:00:00,38.399345 -2011-04-28 01:00:00,38.24073 -2011-04-28 02:00:00,38.12748 -2011-04-28 03:00:00,39.68325 -2011-04-28 04:00:00,38.10675 -2011-04-28 05:00:00,38.260277 -2011-04-28 06:00:00,39.803272 -2011-04-28 07:00:00,39.80306 -2011-04-28 08:00:00,40.728603 -2011-04-28 09:00:00,38.488537 -2011-04-28 10:00:00,38.88331 -2011-04-28 11:00:00,37.67771 -2011-04-28 12:00:00,37.299316 -2011-04-28 13:00:00,38.00536 -2011-04-28 14:00:00,39.020145 -2011-04-28 15:00:00,40.041153 -2011-04-28 16:00:00,39.324055 -2011-04-28 17:00:00,42.812847 -2011-04-28 18:00:00,42.812847 -2011-04-28 19:00:00,42.15642 -2011-04-28 20:00:00,42.783104 -2011-04-28 21:00:00,41.263447 -2011-04-28 22:00:00,41.26619 -2011-04-28 23:00:00,43.667465 -2011-04-29 00:00:00,42.497322 -2011-04-29 01:00:00,42.080124 -2011-04-29 02:00:00,45.09518 -2011-04-29 03:00:00,44.670403 -2011-04-29 04:00:00,43.923553 -2011-04-29 05:00:00,43.266663 -2011-04-29 06:00:00,40.21089 -2011-04-29 07:00:00,41.01657 -2011-04-29 08:00:00,42.970715 -2011-04-29 09:00:00,43.57103 -2011-04-29 10:00:00,43.042564 -2011-04-29 11:00:00,43.361225 -2011-04-29 12:00:00,44.60185 -2011-04-29 13:00:00,44.954872 -2011-04-29 14:00:00,47.02354 -2011-04-29 15:00:00,50.054935 -2011-04-29 16:00:00,43.73182 -2011-04-29 17:00:00,44.57431 -2011-04-29 18:00:00,43.440247 -2011-04-29 19:00:00,45.523483 -2011-04-29 20:00:00,42.59719 -2011-04-29 21:00:00,43.54478 -2011-04-29 22:00:00,43.062477 -2011-04-29 23:00:00,46.26679 -2011-04-30 00:00:00,46.17785 -2011-04-30 01:00:00,46.144127 -2011-04-30 02:00:00,45.959686 -2011-04-30 03:00:00,46.771362 -2011-04-30 04:00:00,46.63906 -2011-04-30 05:00:00,47.77453 -2011-04-30 06:00:00,48.60002 -2011-04-30 07:00:00,49.067383 -2011-04-30 08:00:00,48.845245 -2011-04-30 09:00:00,48.047104 -2011-04-30 10:00:00,50.00682 -2011-04-30 11:00:00,49.408215 -2011-04-30 12:00:00,50.299427 -2011-04-30 13:00:00,49.201515 -2011-04-30 14:00:00,51.462593 -2011-04-30 15:00:00,54.686172 -2011-04-30 16:00:00,55.804504 -2011-04-30 17:00:00,54.359005 -2011-04-30 18:00:00,53.726093 -2011-04-30 19:00:00,53.278404 -2011-04-30 20:00:00,56.26485 -2011-04-30 21:00:00,64.78627 -2011-04-30 22:00:00,77.4867 -2011-04-30 23:00:00,91.56803 -2011-05-20 00:00:00,44.78955 -2011-05-20 01:00:00,88.7753 -2011-05-20 02:00:00,103.79463 -2011-05-20 03:00:00,116.06223 -2011-05-20 04:00:00,112.407684 -2011-05-20 05:00:00,114.24047 -2011-05-20 06:00:00,138.90407 -2011-05-20 07:00:00,151.0778 -2011-05-20 08:00:00,164.3215 -2011-05-20 09:00:00,174.68886 -2011-05-20 10:00:00,173.82068 -2011-05-20 11:00:00,175.4802 -2011-05-20 12:00:00,176.72847 -2011-05-20 13:00:00,174.08472 -2011-05-20 14:00:00,180.06386 -2011-05-20 15:00:00,179.66756 -2011-05-20 16:00:00,181.23036 -2011-05-20 17:00:00,183.37018 -2011-05-20 18:00:00,179.02866 -2011-05-20 19:00:00,179.44563 -2011-05-20 20:00:00,178.6589 -2011-05-20 21:00:00,180.38263 -2011-05-20 22:00:00,175.4776 -2011-05-20 23:00:00,179.20694 -2011-05-21 00:00:00,182.34299 -2011-05-21 01:00:00,185.38042 -2011-05-21 02:00:00,182.31053 -2011-05-21 03:00:00,182.90675 -2011-05-21 04:00:00,175.42346 -2011-05-21 05:00:00,173.77417 -2011-05-21 06:00:00,173.24918 -2011-05-21 07:00:00,189.76535 -2011-05-21 08:00:00,192.74777 -2011-05-21 09:00:00,188.56519 -2011-05-21 10:00:00,186.5098 -2011-05-21 11:00:00,192.55945 -2011-05-21 12:00:00,193.08124 -2011-05-21 13:00:00,195.78961 -2011-05-21 14:00:00,202.7939 -2011-05-21 15:00:00,202.81859 -2011-05-21 16:00:00,204.67511 -2011-05-21 17:00:00,203.70288 -2011-05-21 18:00:00,204.62282 -2011-05-21 19:00:00,208.58075 -2011-05-21 20:00:00,199.11275 -2011-05-21 21:00:00,201.38408 -2011-05-21 22:00:00,199.00186 -2011-05-21 23:00:00,205.52383 -2011-05-22 00:00:00,209.00653 -2011-05-22 01:00:00,188.9986 -2011-05-22 02:00:00,188.25836 -2011-05-22 03:00:00,188.15889 -2011-05-22 04:00:00,190.5102 -2011-05-22 05:00:00,188.52634 -2011-05-22 06:00:00,189.31706 -2011-05-22 07:00:00,207.45547 -2011-05-22 08:00:00,205.44247 -2011-05-22 09:00:00,201.94205 -2011-05-22 10:00:00,211.70143 -2011-05-22 11:00:00,217.59277 -2011-05-22 12:00:00,218.25089 -2011-05-22 13:00:00,215.59027 -2011-05-22 14:00:00,216.52002 -2011-05-22 15:00:00,214.03671 -2011-05-22 16:00:00,215.19948 -2011-05-22 17:00:00,219.341 -2011-05-22 18:00:00,217.64954 -2011-05-22 19:00:00,217.90793 -2011-05-22 20:00:00,215.35004 -2011-05-22 21:00:00,209.97594 -2011-05-22 22:00:00,215.66208 -2011-05-22 23:00:00,215.74898 -2011-05-23 00:00:00,190.84512 -2011-05-23 01:00:00,186.59294 -2011-05-23 02:00:00,196.05417 -2011-05-23 03:00:00,178.22318 -2011-05-23 04:00:00,190.54999 -2011-05-23 05:00:00,191.31139 -2011-05-23 06:00:00,196.14316 -2011-05-23 07:00:00,193.70792 -2011-05-23 08:00:00,197.59558 -2011-05-23 09:00:00,202.50893 -2011-05-23 10:00:00,203.98853 -2011-05-23 11:00:00,207.4716 -2011-05-23 12:00:00,207.4716 -2011-05-23 13:00:00,206.13586 -2011-05-23 14:00:00,215.95772 -2011-05-23 15:00:00,208.9557 -2011-05-23 16:00:00,208.35321 -2011-05-23 17:00:00,210.82677 -2011-05-23 18:00:00,202.69475 -2011-05-23 19:00:00,201.32631 -2011-05-23 20:00:00,199.74162 -2011-05-23 21:00:00,196.29831 -2011-05-23 22:00:00,202.74637 -2011-05-23 23:00:00,196.7822 -2011-05-24 00:00:00,204.37897 -2011-05-24 01:00:00,202.71976 -2011-05-24 02:00:00,202.56516 -2011-05-24 03:00:00,201.27266 -2011-05-24 04:00:00,192.51799 -2011-05-24 05:00:00,200.87657 -2011-05-24 06:00:00,196.00758 -2011-05-24 07:00:00,208.063 -2011-05-24 08:00:00,206.89944 -2011-05-24 09:00:00,203.80132 -2011-05-24 10:00:00,209.81468 -2011-05-24 11:00:00,206.64888 -2011-05-24 12:00:00,214.0194 -2011-05-24 13:00:00,211.42482 -2011-05-24 14:00:00,212.18393 -2011-05-24 15:00:00,216.47589 -2011-05-24 16:00:00,202.75323 -2011-05-24 17:00:00,200.326 -2011-05-24 18:00:00,203.47046 -2011-05-24 19:00:00,204.9411 -2011-05-24 20:00:00,197.70183 -2011-05-24 21:00:00,196.79651 -2011-05-24 22:00:00,204.67029 -2011-05-24 23:00:00,207.89589 -2011-05-25 00:00:00,210.30295 -2011-05-25 01:00:00,206.12973 -2011-05-25 02:00:00,203.1032 -2011-05-25 03:00:00,188.65355 -2011-05-25 04:00:00,181.077 -2011-05-25 05:00:00,188.89265 -2011-05-25 06:00:00,185.88797 -2011-05-25 07:00:00,201.06326 -2011-05-25 08:00:00,206.36841 -2011-05-25 09:00:00,200.81818 -2011-05-25 10:00:00,202.17241 -2011-05-25 11:00:00,199.21454 -2011-05-25 12:00:00,205.67836 -2011-05-25 13:00:00,205.69475 -2011-05-25 14:00:00,209.92857 -2011-05-25 15:00:00,211.75397 -2011-05-25 16:00:00,211.18488 -2011-05-25 17:00:00,209.43396 -2011-05-25 18:00:00,211.18848 -2011-05-25 19:00:00,209.05887 -2011-05-25 20:00:00,210.08638 -2011-05-25 21:00:00,204.99115 -2011-05-25 22:00:00,135.98174 -2011-05-25 23:00:00,65.00618 -2011-05-26 00:00:00,24.88534 -2011-05-26 01:00:00,20.949411 -2011-05-26 02:00:00,11.17799 -2011-05-26 03:00:00,10.092567 -2011-05-26 04:00:00,10.092718 -2011-05-26 05:00:00,10.180912 -2011-05-26 06:00:00,7.2164083 -2011-05-26 07:00:00,6.6575575 -2011-05-26 08:00:00,14.350788 -2011-05-26 09:00:00,16.045578 -2011-05-26 10:00:00,16.610947 -2011-05-26 11:00:00,16.10053 -2011-05-26 12:00:00,20.025951 -2011-05-26 13:00:00,19.856424 -2011-05-26 14:00:00,19.856424 -2011-05-26 15:00:00,18.667543 -2011-05-26 16:00:00,18.69373 -2011-05-26 17:00:00,20.476881 -2011-05-26 18:00:00,19.46805 -2011-05-26 19:00:00,19.05412 -2011-05-26 20:00:00,19.105175 -2011-05-26 21:00:00,18.194633 -2011-05-26 22:00:00,17.750582 -2011-05-26 23:00:00,17.170631 -2011-05-27 00:00:00,17.222322 -2011-05-27 01:00:00,20.087397 -2011-05-27 02:00:00,17.394629 -2011-05-27 03:00:00,14.766412 -2011-05-27 04:00:00,16.122053 -2011-05-27 05:00:00,16.540915 -2011-05-27 06:00:00,15.860653 -2011-05-27 07:00:00,14.760611 -2011-05-27 08:00:00,16.092314 -2011-05-27 09:00:00,19.311777 -2011-05-27 10:00:00,20.182714 -2011-05-27 11:00:00,18.155556 -2011-05-27 12:00:00,18.21857 -2011-05-27 13:00:00,21.010355 -2011-05-27 14:00:00,20.970446 -2011-05-27 15:00:00,20.900896 -2011-05-27 16:00:00,17.77673 -2011-05-27 17:00:00,21.409643 -2011-05-27 18:00:00,18.453714 -2011-05-27 19:00:00,11.601353 -2011-05-27 20:00:00,12.154003 -2011-05-27 21:00:00,11.15789 -2011-05-27 22:00:00,11.898897 -2011-05-27 23:00:00,9.5730095 -2011-05-28 00:00:00,10.936251 -2011-05-28 01:00:00,11.011836 -2011-05-28 02:00:00,7.7910275 -2011-05-28 03:00:00,10.582261 -2011-05-28 04:00:00,10.980106 -2011-05-28 05:00:00,10.579921 -2011-05-28 06:00:00,11.9908905 -2011-05-28 07:00:00,12.148134 -2011-05-28 08:00:00,12.58247 -2011-05-28 09:00:00,16.287624 -2011-05-28 10:00:00,20.057781 -2011-05-28 11:00:00,20.057781 -2011-05-28 12:00:00,19.578949 -2011-05-28 13:00:00,20.871881 -2011-05-28 14:00:00,21.913189 -2011-05-28 15:00:00,23.504206 -2011-05-28 16:00:00,24.696512 -2011-05-28 17:00:00,23.76875 -2011-05-28 18:00:00,20.710268 -2011-05-28 19:00:00,20.607141 -2011-05-28 20:00:00,20.056288 -2011-05-28 21:00:00,17.799017 -2011-05-28 22:00:00,13.126751 -2011-05-28 23:00:00,12.338625 -2011-05-29 00:00:00,12.387994 -2011-05-29 01:00:00,11.009283 -2011-05-29 02:00:00,10.608094 -2011-05-29 03:00:00,10.605753 -2011-05-29 04:00:00,8.855339 -2011-05-29 05:00:00,7.7164497 -2011-05-29 06:00:00,11.265321 -2011-05-29 07:00:00,10.419609 -2011-05-29 08:00:00,11.9541445 -2011-05-29 09:00:00,8.733155 -2011-05-29 10:00:00,13.260992 -2011-05-29 11:00:00,13.882254 -2011-05-29 12:00:00,17.272722 -2011-05-29 13:00:00,21.247826 -2011-05-29 14:00:00,22.129726 -2011-05-29 15:00:00,21.626173 -2011-05-29 16:00:00,22.150791 -2011-05-29 17:00:00,22.150791 -2011-05-29 18:00:00,20.46584 -2011-05-29 19:00:00,20.333527 -2011-05-29 20:00:00,17.781662 -2011-05-29 21:00:00,12.675497 -2011-05-29 22:00:00,11.344248 -2011-05-29 23:00:00,11.43179 -2011-05-30 00:00:00,9.623491 -2011-05-30 01:00:00,9.799995 -2011-05-30 02:00:00,9.630513 -2011-05-30 03:00:00,9.658598 -2011-05-30 04:00:00,8.734485 -2011-05-30 05:00:00,9.669467 -2011-05-30 06:00:00,9.901391 -2011-05-30 07:00:00,10.215304 -2011-05-30 08:00:00,10.042599 -2011-05-30 09:00:00,16.621433 -2011-05-30 10:00:00,19.978544 -2011-05-30 11:00:00,21.01315 -2011-05-30 12:00:00,25.356178 -2011-05-30 13:00:00,24.974083 -2011-05-30 14:00:00,27.23711 -2011-05-30 15:00:00,26.52546 -2011-05-30 16:00:00,25.777536 -2011-05-30 17:00:00,24.419943 -2011-05-30 18:00:00,25.101109 -2011-05-30 19:00:00,12.953505 -2011-05-30 20:00:00,21.264868 -2011-05-30 21:00:00,19.50062 -2011-05-30 22:00:00,18.005075 -2011-05-30 23:00:00,13.945175 -2011-05-31 00:00:00,13.802249 -2011-05-31 01:00:00,11.938971 -2011-05-31 02:00:00,9.888921 -2011-05-31 03:00:00,7.9520082 -2011-05-31 04:00:00,12.115705 -2011-05-31 05:00:00,12.132088 -2011-05-31 06:00:00,12.936786 -2011-05-31 07:00:00,17.726837 -2011-05-31 08:00:00,21.581541 -2011-05-31 09:00:00,19.576206 -2011-05-31 10:00:00,21.649902 -2011-05-31 11:00:00,21.18352 -2011-05-31 12:00:00,21.366879 -2011-05-31 13:00:00,20.8664 -2011-05-31 14:00:00,20.689642 -2011-05-31 15:00:00,20.313967 -2011-05-31 16:00:00,21.365791 -2011-05-31 17:00:00,23.196968 -2011-05-31 18:00:00,23.664618 -2011-05-31 19:00:00,22.637135 -2011-05-31 20:00:00,22.902159 -2011-05-31 21:00:00,23.070032 -2011-05-31 22:00:00,20.86095 -2011-05-31 23:00:00,26.777956 -2011-06-20 00:00:00,86.556816 -2011-06-20 01:00:00,109.78795 -2011-06-20 02:00:00,113.52361 -2011-06-20 03:00:00,116.091354 -2011-06-20 04:00:00,126.97192 -2011-06-20 05:00:00,132.35028 -2011-06-20 06:00:00,136.89925 -2011-06-20 07:00:00,135.19777 -2011-06-20 08:00:00,139.02635 -2011-06-20 09:00:00,146.07053 -2011-06-20 10:00:00,146.52657 -2011-06-20 11:00:00,147.42044 -2011-06-20 12:00:00,154.80554 -2011-06-20 13:00:00,154.97255 -2011-06-20 14:00:00,153.32 -2011-06-20 15:00:00,162.449 -2011-06-20 16:00:00,161.99876 -2011-06-20 17:00:00,162.9529 -2011-06-20 18:00:00,163.33537 -2011-06-20 19:00:00,156.68745 -2011-06-20 20:00:00,157.45001 -2011-06-20 21:00:00,141.55261 -2011-06-20 22:00:00,150.57845 -2011-06-20 23:00:00,149.55566 -2011-06-21 00:00:00,123.64603 -2011-06-21 01:00:00,131.68132 -2011-06-21 02:00:00,133.33742 -2011-06-21 03:00:00,133.2783 -2011-06-21 04:00:00,134.11754 -2011-06-21 05:00:00,135.15746 -2011-06-21 06:00:00,135.25107 -2011-06-21 07:00:00,126.448654 -2011-06-21 08:00:00,137.10088 -2011-06-21 09:00:00,139.7504 -2011-06-21 10:00:00,146.61848 -2011-06-21 11:00:00,133.01373 -2011-06-21 12:00:00,135.22614 -2011-06-21 13:00:00,156.68895 -2011-06-21 14:00:00,175.4432 -2011-06-21 15:00:00,176.2998 -2011-06-21 16:00:00,174.64485 -2011-06-21 17:00:00,174.39459 -2011-06-21 18:00:00,176.10721 -2011-06-21 19:00:00,161.17355 -2011-06-21 20:00:00,160.58101 -2011-06-21 21:00:00,153.93208 -2011-06-21 22:00:00,137.49716 -2011-06-21 23:00:00,131.6091 -2011-06-22 00:00:00,139.8599 -2011-06-22 01:00:00,141.772 -2011-06-22 02:00:00,133.22055 -2011-06-22 03:00:00,141.772 -2011-06-22 04:00:00,127.449936 -2011-06-22 05:00:00,127.10393 -2011-06-22 06:00:00,151.7895 -2011-06-22 07:00:00,159.99582 -2011-06-22 08:00:00,164.27165 -2011-06-22 09:00:00,160.24123 -2011-06-22 10:00:00,166.10585 -2011-06-22 11:00:00,162.2605 -2011-06-22 12:00:00,167.96982 -2011-06-22 13:00:00,158.82355 -2011-06-22 14:00:00,167.85022 -2011-06-22 15:00:00,160.16797 -2011-06-22 16:00:00,166.48708 -2011-06-22 17:00:00,174.08379 -2011-06-22 18:00:00,168.31042 -2011-06-22 19:00:00,166.21431 -2011-06-22 20:00:00,164.09612 -2011-06-22 21:00:00,165.46953 -2011-06-22 22:00:00,161.55017 -2011-06-22 23:00:00,162.03238 -2011-06-23 00:00:00,159.9858 -2011-06-23 01:00:00,159.51888 -2011-06-23 02:00:00,159.51888 -2011-06-23 03:00:00,162.66884 -2011-06-23 04:00:00,164.20102 -2011-06-23 05:00:00,160.64928 -2011-06-23 06:00:00,160.64928 -2011-06-23 07:00:00,161.6868 -2011-06-23 08:00:00,159.66377 -2011-06-23 09:00:00,158.96892 -2011-06-23 10:00:00,163.92404 -2011-06-23 11:00:00,168.35092 -2011-06-23 12:00:00,165.14291 -2011-06-23 13:00:00,165.8201 -2011-06-23 14:00:00,167.2911 -2011-06-23 15:00:00,173.69995 -2011-06-23 16:00:00,162.22003 -2011-06-23 17:00:00,163.69823 -2011-06-23 18:00:00,162.04926 -2011-06-23 19:00:00,163.38574 -2011-06-23 20:00:00,161.90353 -2011-06-23 21:00:00,161.98514 -2011-06-23 22:00:00,160.62102 -2011-06-23 23:00:00,158.32458 -2011-06-24 00:00:00,162.53532 -2011-06-24 01:00:00,175.04813 -2011-06-24 02:00:00,175.04813 -2011-06-24 03:00:00,168.02783 -2011-06-24 04:00:00,171.38269 -2011-06-24 05:00:00,135.81888 -2011-06-24 06:00:00,166.4322 -2011-06-24 07:00:00,173.11722 -2011-06-24 08:00:00,164.6168 -2011-06-24 09:00:00,170.39543 -2011-06-24 10:00:00,185.60591 -2011-06-24 11:00:00,187.78824 -2011-06-24 12:00:00,185.93669 -2011-06-24 13:00:00,184.93758 -2011-06-24 14:00:00,185.5458 -2011-06-24 15:00:00,186.00894 -2011-06-24 16:00:00,186.42206 -2011-06-24 17:00:00,184.5646 -2011-06-24 18:00:00,184.88464 -2011-06-24 19:00:00,185.9321 -2011-06-24 20:00:00,182.25687 -2011-06-24 21:00:00,178.38916 -2011-06-24 22:00:00,169.64761 -2011-06-24 23:00:00,170.4986 -2011-06-25 00:00:00,180.1138 -2011-06-25 01:00:00,176.88187 -2011-06-25 02:00:00,173.97429 -2011-06-25 03:00:00,172.35855 -2011-06-25 04:00:00,172.35855 -2011-06-25 05:00:00,172.7442 -2011-06-25 06:00:00,172.85081 -2011-06-25 07:00:00,178.23328 -2011-06-25 08:00:00,183.31654 -2011-06-25 09:00:00,184.69524 -2011-06-25 10:00:00,143.21288 -2011-06-25 11:00:00,100.7532 -2011-06-25 12:00:00,68.02589 -2011-06-25 13:00:00,40.189316 -2011-06-25 14:00:00,32.817547 -2011-06-25 15:00:00,29.146847 -2011-06-25 16:00:00,36.85919 -2011-06-25 17:00:00,34.39257 -2011-06-25 18:00:00,26.025852 -2011-06-25 19:00:00,25.26997 -2011-06-25 20:00:00,23.555973 -2011-06-25 21:00:00,20.724752 -2011-06-25 22:00:00,22.20059 -2011-06-25 23:00:00,20.569904 -2011-06-26 00:00:00,20.022303 -2011-06-26 01:00:00,19.934286 -2011-06-26 02:00:00,18.8316 -2011-06-26 03:00:00,18.979296 -2011-06-26 04:00:00,19.151093 -2011-06-26 05:00:00,18.775158 -2011-06-26 06:00:00,18.775158 -2011-06-26 07:00:00,19.370142 -2011-06-26 08:00:00,18.851892 -2011-06-26 09:00:00,20.436045 -2011-06-26 10:00:00,24.826635 -2011-06-26 11:00:00,25.826511 -2011-06-26 12:00:00,34.724277 -2011-06-26 13:00:00,32.214386 -2011-06-26 14:00:00,32.736046 -2011-06-26 15:00:00,32.214386 -2011-06-26 16:00:00,33.886654 -2011-06-26 17:00:00,26.001192 -2011-06-26 18:00:00,24.805958 -2011-06-26 19:00:00,23.636423 -2011-06-26 20:00:00,21.398514 -2011-06-26 21:00:00,20.813906 -2011-06-26 22:00:00,23.217583 -2011-06-26 23:00:00,21.861305 -2011-06-27 00:00:00,16.64718 -2011-06-27 01:00:00,15.78253 -2011-06-27 02:00:00,16.806168 -2011-06-27 03:00:00,16.806168 -2011-06-27 04:00:00,15.780401 -2011-06-27 05:00:00,15.593616 -2011-06-27 06:00:00,16.165436 -2011-06-27 07:00:00,15.646652 -2011-06-27 08:00:00,15.504109 -2011-06-27 09:00:00,17.299374 -2011-06-27 10:00:00,18.054033 -2011-06-27 11:00:00,17.672619 -2011-06-27 12:00:00,17.299374 -2011-06-27 13:00:00,16.964935 -2011-06-27 14:00:00,18.022112 -2011-06-27 15:00:00,16.640722 -2011-06-27 16:00:00,17.788574 -2011-06-27 17:00:00,17.380772 -2011-06-27 18:00:00,17.611153 -2011-06-27 19:00:00,18.186197 -2011-06-27 20:00:00,16.0077 -2011-06-27 21:00:00,16.123615 -2011-06-27 22:00:00,15.579483 -2011-06-27 23:00:00,15.579483 -2011-06-28 00:00:00,15.066246 -2011-06-28 01:00:00,15.753929 -2011-06-28 02:00:00,15.169073 -2011-06-28 03:00:00,15.169073 -2011-06-28 04:00:00,15.754158 -2011-06-28 05:00:00,15.642048 -2011-06-28 06:00:00,14.76689 -2011-06-28 07:00:00,15.60797 -2011-06-28 08:00:00,15.394739 -2011-06-28 09:00:00,16.383114 -2011-06-28 10:00:00,21.179222 -2011-06-28 11:00:00,18.947208 -2011-06-28 12:00:00,21.238325 -2011-06-28 13:00:00,18.269386 -2011-06-28 14:00:00,19.51077 -2011-06-28 15:00:00,20.233686 -2011-06-28 16:00:00,21.83706 -2011-06-28 17:00:00,20.205582 -2011-06-28 18:00:00,21.201225 -2011-06-28 19:00:00,18.926289 -2011-06-28 20:00:00,17.412441 -2011-06-28 21:00:00,17.723745 -2011-06-28 22:00:00,16.786201 -2011-06-28 23:00:00,16.625906 -2011-06-29 00:00:00,17.04701 -2011-06-29 01:00:00,16.35899 -2011-06-29 02:00:00,15.52142 -2011-06-29 03:00:00,16.077394 -2011-06-29 04:00:00,15.972874 -2011-06-29 05:00:00,15.969727 -2011-06-29 06:00:00,16.123566 -2011-06-29 07:00:00,19.36518 -2011-06-29 08:00:00,21.289076 -2011-06-29 09:00:00,20.900103 -2011-06-29 10:00:00,21.568954 -2011-06-29 11:00:00,21.074053 -2011-06-29 12:00:00,21.215588 -2011-06-29 13:00:00,21.425133 -2011-06-29 14:00:00,22.411304 -2011-06-29 15:00:00,22.859486 -2011-06-29 16:00:00,22.184181 -2011-06-29 17:00:00,23.894245 -2011-06-29 18:00:00,22.308403 -2011-06-29 19:00:00,22.102625 -2011-06-29 20:00:00,21.842834 -2011-06-29 21:00:00,21.289885 -2011-06-29 22:00:00,21.765345 -2011-06-29 23:00:00,19.659725 -2011-06-30 00:00:00,19.449812 -2011-06-30 01:00:00,18.97608 -2011-06-30 02:00:00,16.848198 -2011-06-30 03:00:00,17.9023 -2011-06-30 04:00:00,19.048168 -2011-06-30 05:00:00,17.968185 -2011-06-30 06:00:00,17.53786 -2011-06-30 07:00:00,17.480017 -2011-06-30 08:00:00,19.625154 -2011-06-30 09:00:00,22.720638 -2011-06-30 10:00:00,22.651335 -2011-06-30 11:00:00,26.44168 -2011-06-30 12:00:00,22.826881 -2011-06-30 13:00:00,23.022171 -2011-06-30 14:00:00,23.661697 -2011-06-30 15:00:00,23.997847 -2011-06-30 16:00:00,25.552202 -2011-06-30 17:00:00,24.206936 -2011-06-30 18:00:00,25.427458 -2011-06-30 19:00:00,25.536903 -2011-06-30 20:00:00,26.8249 -2011-06-30 21:00:00,31.052631 -2011-06-30 22:00:00,33.861534 -2011-06-30 23:00:00,50.18648 -2011-07-20 00:00:00,75.06982 -2011-07-20 01:00:00,126.791374 -2011-07-20 02:00:00,135.0422 -2011-07-20 03:00:00,138.7962 -2011-07-20 04:00:00,138.97072 -2011-07-20 05:00:00,143.01167 -2011-07-20 06:00:00,141.36871 -2011-07-20 07:00:00,156.07968 -2011-07-20 08:00:00,152.43573 -2011-07-20 09:00:00,153.87447 -2011-07-20 10:00:00,167.71558 -2011-07-20 11:00:00,166.19965 -2011-07-20 12:00:00,163.98705 -2011-07-20 13:00:00,171.21411 -2011-07-20 14:00:00,173.41296 -2011-07-20 15:00:00,170.0832 -2011-07-20 16:00:00,170.10623 -2011-07-20 17:00:00,174.81189 -2011-07-20 18:00:00,174.96739 -2011-07-20 19:00:00,169.90236 -2011-07-20 20:00:00,168.18275 -2011-07-20 21:00:00,166.11493 -2011-07-20 22:00:00,170.95728 -2011-07-20 23:00:00,176.59103 -2011-07-21 00:00:00,182.83525 -2011-07-21 01:00:00,180.56805 -2011-07-21 02:00:00,179.97101 -2011-07-21 03:00:00,176.58795 -2011-07-21 04:00:00,173.91527 -2011-07-21 05:00:00,174.1884 -2011-07-21 06:00:00,174.27968 -2011-07-21 07:00:00,177.66325 -2011-07-21 08:00:00,184.19154 -2011-07-21 09:00:00,182.85004 -2011-07-21 10:00:00,182.51277 -2011-07-21 11:00:00,184.53857 -2011-07-21 12:00:00,192.02002 -2011-07-21 13:00:00,190.48076 -2011-07-21 14:00:00,200.81956 -2011-07-21 15:00:00,192.61417 -2011-07-21 16:00:00,201.2516 -2011-07-21 17:00:00,201.72443 -2011-07-21 18:00:00,200.45404 -2011-07-21 19:00:00,200.56229 -2011-07-21 20:00:00,198.1542 -2011-07-21 21:00:00,192.07057 -2011-07-21 22:00:00,199.20866 -2011-07-21 23:00:00,193.52654 -2011-07-22 00:00:00,202.87569 -2011-07-22 01:00:00,195.06808 -2011-07-22 02:00:00,200.24722 -2011-07-22 03:00:00,198.28253 -2011-07-22 04:00:00,198.6087 -2011-07-22 05:00:00,190.87065 -2011-07-22 06:00:00,199.04547 -2011-07-22 07:00:00,203.18643 -2011-07-22 08:00:00,210.5982 -2011-07-22 09:00:00,211.23349 -2011-07-22 10:00:00,191.77238 -2011-07-22 11:00:00,198.49579 -2011-07-22 12:00:00,203.54675 -2011-07-22 13:00:00,207.83421 -2011-07-22 14:00:00,220.36015 -2011-07-22 15:00:00,221.22389 -2011-07-22 16:00:00,227.29456 -2011-07-22 17:00:00,213.70717 -2011-07-22 18:00:00,215.40515 -2011-07-22 19:00:00,207.16484 -2011-07-22 20:00:00,206.71494 -2011-07-22 21:00:00,207.87598 -2011-07-22 22:00:00,197.92969 -2011-07-22 23:00:00,202.87256 -2011-07-23 00:00:00,224.35387 -2011-07-23 01:00:00,228.02515 -2011-07-23 02:00:00,224.06078 -2011-07-23 03:00:00,224.6107 -2011-07-23 04:00:00,223.36305 -2011-07-23 05:00:00,227.04872 -2011-07-23 06:00:00,229.56403 -2011-07-23 07:00:00,228.7293 -2011-07-23 08:00:00,229.44354 -2011-07-23 09:00:00,229.3566 -2011-07-23 10:00:00,231.85612 -2011-07-23 11:00:00,236.40393 -2011-07-23 12:00:00,235.45607 -2011-07-23 13:00:00,235.13431 -2011-07-23 14:00:00,233.49742 -2011-07-23 15:00:00,235.75928 -2011-07-23 16:00:00,235.17424 -2011-07-23 17:00:00,235.17424 -2011-07-23 18:00:00,234.66718 -2011-07-23 19:00:00,233.1795 -2011-07-23 20:00:00,234.52466 -2011-07-23 21:00:00,234.74623 -2011-07-23 22:00:00,226.56659 -2011-07-23 23:00:00,227.73317 -2011-07-24 00:00:00,228.97375 -2011-07-24 01:00:00,227.97191 -2011-07-24 02:00:00,228.68419 -2011-07-24 03:00:00,228.68558 -2011-07-24 04:00:00,227.96844 -2011-07-24 05:00:00,227.66502 -2011-07-24 06:00:00,229.58296 -2011-07-24 07:00:00,228.63846 -2011-07-24 08:00:00,231.05545 -2011-07-24 09:00:00,231.10086 -2011-07-24 10:00:00,239.73607 -2011-07-24 11:00:00,239.40256 -2011-07-24 12:00:00,235.71088 -2011-07-24 13:00:00,242.84991 -2011-07-24 14:00:00,238.53993 -2011-07-24 15:00:00,237.09259 -2011-07-24 16:00:00,237.08557 -2011-07-24 17:00:00,239.15298 -2011-07-24 18:00:00,237.93268 -2011-07-24 19:00:00,242.17183 -2011-07-24 20:00:00,232.18567 -2011-07-24 21:00:00,229.17441 -2011-07-24 22:00:00,225.86786 -2011-07-24 23:00:00,227.06314 -2011-07-25 00:00:00,191.19513 -2011-07-25 01:00:00,190.54895 -2011-07-25 02:00:00,182.13159 -2011-07-25 03:00:00,177.90286 -2011-07-25 04:00:00,174.37173 -2011-07-25 05:00:00,174.37173 -2011-07-25 06:00:00,175.39474 -2011-07-25 07:00:00,182.29694 -2011-07-25 08:00:00,191.95213 -2011-07-25 09:00:00,194.37262 -2011-07-25 10:00:00,199.58 -2011-07-25 11:00:00,202.29204 -2011-07-25 12:00:00,202.29204 -2011-07-25 13:00:00,192.20844 -2011-07-25 14:00:00,181.47516 -2011-07-25 15:00:00,183.89088 -2011-07-25 16:00:00,175.62369 -2011-07-25 17:00:00,172.9519 -2011-07-25 18:00:00,185.64731 -2011-07-25 19:00:00,183.5778 -2011-07-25 20:00:00,169.11824 -2011-07-25 21:00:00,172.83725 -2011-07-25 22:00:00,136.43698 -2011-07-25 23:00:00,98.30679 -2011-07-26 00:00:00,49.78945 -2011-07-26 01:00:00,17.646286 -2011-07-26 02:00:00,8.7600355 -2011-07-26 03:00:00,8.699386 -2011-07-26 04:00:00,8.756934 -2011-07-26 05:00:00,7.7074537 -2011-07-26 06:00:00,9.707036 -2011-07-26 07:00:00,10.784128 -2011-07-26 08:00:00,14.150137 -2011-07-26 09:00:00,15.732313 -2011-07-26 10:00:00,16.313288 -2011-07-26 11:00:00,17.989738 -2011-07-26 12:00:00,18.265442 -2011-07-26 13:00:00,15.994001 -2011-07-26 14:00:00,15.378578 -2011-07-26 15:00:00,17.16561 -2011-07-26 16:00:00,16.36664 -2011-07-26 17:00:00,16.76622 -2011-07-26 18:00:00,16.058779 -2011-07-26 19:00:00,15.481937 -2011-07-26 20:00:00,16.00285 -2011-07-26 21:00:00,16.429798 -2011-07-26 22:00:00,14.812575 -2011-07-26 23:00:00,12.604879 -2011-07-27 00:00:00,12.39776 -2011-07-27 01:00:00,16.315176 -2011-07-27 02:00:00,15.555308 -2011-07-27 03:00:00,12.722819 -2011-07-27 04:00:00,15.213919 -2011-07-27 05:00:00,14.860986 -2011-07-27 06:00:00,15.339521 -2011-07-27 07:00:00,15.460842 -2011-07-27 08:00:00,15.624269 -2011-07-27 09:00:00,15.674807 -2011-07-27 10:00:00,15.631444 -2011-07-27 11:00:00,16.11947 -2011-07-27 12:00:00,16.58296 -2011-07-27 13:00:00,15.658578 -2011-07-27 14:00:00,16.285185 -2011-07-27 15:00:00,17.342228 -2011-07-27 16:00:00,18.41203 -2011-07-27 17:00:00,18.61479 -2011-07-27 18:00:00,18.405754 -2011-07-27 19:00:00,17.351095 -2011-07-27 20:00:00,16.219406 -2011-07-27 21:00:00,14.025784 -2011-07-27 22:00:00,11.906429 -2011-07-27 23:00:00,12.355426 -2011-07-28 00:00:00,14.360013 -2011-07-28 01:00:00,11.898456 -2011-07-28 02:00:00,12.509829 -2011-07-28 03:00:00,11.369526 -2011-07-28 04:00:00,10.711181 -2011-07-28 05:00:00,10.358978 -2011-07-28 06:00:00,9.531492 -2011-07-28 07:00:00,10.221695 -2011-07-28 08:00:00,12.13709 -2011-07-28 09:00:00,15.575272 -2011-07-28 10:00:00,16.715717 -2011-07-28 11:00:00,14.91839 -2011-07-28 12:00:00,16.67342 -2011-07-28 13:00:00,17.855988 -2011-07-28 14:00:00,16.72507 -2011-07-28 15:00:00,13.7986555 -2011-07-28 16:00:00,16.825058 -2011-07-28 17:00:00,15.973049 -2011-07-28 18:00:00,15.056547 -2011-07-28 19:00:00,15.822398 -2011-07-28 20:00:00,16.174881 -2011-07-28 21:00:00,15.523523 -2011-07-28 22:00:00,15.4038925 -2011-07-28 23:00:00,15.510979 -2011-07-29 00:00:00,14.672825 -2011-07-29 01:00:00,13.474113 -2011-07-29 02:00:00,11.586409 -2011-07-29 03:00:00,11.586409 -2011-07-29 04:00:00,13.8629 -2011-07-29 05:00:00,12.836479 -2011-07-29 06:00:00,14.68807 -2011-07-29 07:00:00,14.566008 -2011-07-29 08:00:00,15.198509 -2011-07-29 09:00:00,20.403055 -2011-07-29 10:00:00,17.171207 -2011-07-29 11:00:00,17.236044 -2011-07-29 12:00:00,15.939101 -2011-07-29 13:00:00,16.20283 -2011-07-29 14:00:00,16.677471 -2011-07-29 15:00:00,17.098186 -2011-07-29 16:00:00,16.429464 -2011-07-29 17:00:00,16.141836 -2011-07-29 18:00:00,18.491081 -2011-07-29 19:00:00,17.53904 -2011-07-29 20:00:00,20.947147 -2011-07-29 21:00:00,19.423006 -2011-07-29 22:00:00,20.765442 -2011-07-29 23:00:00,15.276592 -2011-07-30 00:00:00,21.94583 -2011-07-30 01:00:00,21.234417 -2011-07-30 02:00:00,21.33979 -2011-07-30 03:00:00,16.833912 -2011-07-30 04:00:00,13.604942 -2011-07-30 05:00:00,14.356658 -2011-07-30 06:00:00,14.233818 -2011-07-30 07:00:00,17.207409 -2011-07-30 08:00:00,20.923601 -2011-07-30 09:00:00,25.562191 -2011-07-30 10:00:00,25.456371 -2011-07-30 11:00:00,25.47213 -2011-07-30 12:00:00,24.765114 -2011-07-30 13:00:00,26.905956 -2011-07-30 14:00:00,26.768034 -2011-07-30 15:00:00,25.794273 -2011-07-30 16:00:00,25.224415 -2011-07-30 17:00:00,25.258217 -2011-07-30 18:00:00,25.502779 -2011-07-30 19:00:00,25.962051 -2011-07-30 20:00:00,23.83754 -2011-07-30 21:00:00,25.598835 -2011-07-30 22:00:00,21.825228 -2011-07-30 23:00:00,21.38267 -2011-07-31 00:00:00,21.797522 -2011-07-31 01:00:00,17.444502 -2011-07-31 02:00:00,15.710989 -2011-07-31 03:00:00,15.5573435 -2011-07-31 04:00:00,12.79743 -2011-07-31 05:00:00,13.275907 -2011-07-31 06:00:00,15.916348 -2011-07-31 07:00:00,18.952675 -2011-07-31 08:00:00,24.263657 -2011-07-31 09:00:00,26.658272 -2011-07-31 10:00:00,29.051876 -2011-07-31 11:00:00,29.36199 -2011-07-31 12:00:00,28.886484 -2011-07-31 13:00:00,28.395447 -2011-07-31 14:00:00,28.38926 -2011-07-31 15:00:00,28.259735 -2011-07-31 16:00:00,28.306744 -2011-07-31 17:00:00,29.462807 -2011-07-31 18:00:00,30.870872 -2011-07-31 19:00:00,30.630123 -2011-07-31 20:00:00,30.588509 -2011-07-31 21:00:00,26.834084 -2011-07-31 22:00:00,20.953785 -2011-07-31 23:00:00,23.441656 -2011-08-20 00:00:00,98.22727 -2011-08-20 01:00:00,97.66016 -2011-08-20 02:00:00,97.878624 -2011-08-20 03:00:00,97.777534 -2011-08-20 04:00:00,101.04917 -2011-08-20 05:00:00,96.17796 -2011-08-20 06:00:00,98.85145 -2011-08-20 07:00:00,97.94745 -2011-08-20 08:00:00,100.54599 -2011-08-20 09:00:00,100.47628 -2011-08-20 10:00:00,101.37578 -2011-08-20 11:00:00,101.75753 -2011-08-20 12:00:00,101.42143 -2011-08-20 13:00:00,102.65257 -2011-08-20 14:00:00,105.27254 -2011-08-20 15:00:00,105.080635 -2011-08-20 16:00:00,104.506516 -2011-08-20 17:00:00,106.26492 -2011-08-20 18:00:00,106.9896 -2011-08-20 19:00:00,103.31621 -2011-08-20 20:00:00,105.14505 -2011-08-20 21:00:00,105.07596 -2011-08-20 22:00:00,103.88777 -2011-08-20 23:00:00,102.50156 -2011-08-21 00:00:00,105.07733 -2011-08-21 01:00:00,107.80735 -2011-08-21 02:00:00,105.46788 -2011-08-21 03:00:00,107.1846 -2011-08-21 04:00:00,108.010735 -2011-08-21 05:00:00,106.681526 -2011-08-21 06:00:00,106.08542 -2011-08-21 07:00:00,107.74286 -2011-08-21 08:00:00,105.819885 -2011-08-21 09:00:00,106.694595 -2011-08-21 10:00:00,107.013626 -2011-08-21 11:00:00,108.3971 -2011-08-21 12:00:00,108.8931 -2011-08-21 13:00:00,116.65287 -2011-08-21 14:00:00,112.35693 -2011-08-21 15:00:00,107.55416 -2011-08-21 16:00:00,105.27248 -2011-08-21 17:00:00,105.51059 -2011-08-21 18:00:00,105.85127 -2011-08-21 19:00:00,107.37689 -2011-08-21 20:00:00,106.52417 -2011-08-21 21:00:00,106.52417 -2011-08-21 22:00:00,105.982376 -2011-08-21 23:00:00,104.10612 -2011-08-22 00:00:00,95.83469 -2011-08-22 01:00:00,96.09917 -2011-08-22 02:00:00,94.732185 -2011-08-22 03:00:00,93.364914 -2011-08-22 04:00:00,95.28719 -2011-08-22 05:00:00,101.850235 -2011-08-22 06:00:00,98.2875 -2011-08-22 07:00:00,96.92331 -2011-08-22 08:00:00,96.92331 -2011-08-22 09:00:00,95.33546 -2011-08-22 10:00:00,94.99928 -2011-08-22 11:00:00,96.416626 -2011-08-22 12:00:00,100.53998 -2011-08-22 13:00:00,101.2369 -2011-08-22 14:00:00,101.3067 -2011-08-22 15:00:00,94.47919 -2011-08-22 16:00:00,101.3067 -2011-08-22 17:00:00,95.78614 -2011-08-22 18:00:00,94.97792 -2011-08-22 19:00:00,94.319145 -2011-08-22 20:00:00,95.6655 -2011-08-22 21:00:00,95.80846 -2011-08-22 22:00:00,95.60621 -2011-08-22 23:00:00,96.88588 -2011-08-23 00:00:00,95.71571 -2011-08-23 01:00:00,96.54213 -2011-08-23 02:00:00,96.10131 -2011-08-23 03:00:00,97.163315 -2011-08-23 04:00:00,97.651505 -2011-08-23 05:00:00,97.87958 -2011-08-23 06:00:00,95.6104 -2011-08-23 07:00:00,96.214645 -2011-08-23 08:00:00,91.96783 -2011-08-23 09:00:00,95.096306 -2011-08-23 10:00:00,95.907776 -2011-08-23 11:00:00,95.97398 -2011-08-23 12:00:00,95.594215 -2011-08-23 13:00:00,94.448906 -2011-08-23 14:00:00,94.99873 -2011-08-23 15:00:00,96.2857 -2011-08-23 16:00:00,94.71977 -2011-08-23 17:00:00,96.2857 -2011-08-23 18:00:00,94.88907 -2011-08-23 19:00:00,96.63834 -2011-08-23 20:00:00,94.199585 -2011-08-23 21:00:00,92.162605 -2011-08-23 22:00:00,94.70101 -2011-08-23 23:00:00,95.78578 -2011-08-24 00:00:00,99.099045 -2011-08-24 01:00:00,97.363815 -2011-08-24 02:00:00,100.46522 -2011-08-24 03:00:00,100.46133 -2011-08-24 04:00:00,91.1535 -2011-08-24 05:00:00,91.1535 -2011-08-24 06:00:00,93.250916 -2011-08-24 07:00:00,99.462265 -2011-08-24 08:00:00,99.430695 -2011-08-24 09:00:00,99.90338 -2011-08-24 10:00:00,97.24862 -2011-08-24 11:00:00,97.99607 -2011-08-24 12:00:00,98.73058 -2011-08-24 13:00:00,104.36031 -2011-08-24 14:00:00,104.36031 -2011-08-24 15:00:00,103.29379 -2011-08-24 16:00:00,103.63338 -2011-08-24 17:00:00,101.86826 -2011-08-24 18:00:00,97.87437 -2011-08-24 19:00:00,97.87437 -2011-08-24 20:00:00,97.493164 -2011-08-24 21:00:00,101.57067 -2011-08-24 22:00:00,104.012924 -2011-08-24 23:00:00,101.84551 -2011-08-25 00:00:00,97.51297 -2011-08-25 01:00:00,109.42618 -2011-08-25 02:00:00,109.4621 -2011-08-25 03:00:00,102.49057 -2011-08-25 04:00:00,105.065735 -2011-08-25 05:00:00,104.09201 -2011-08-25 06:00:00,99.31865 -2011-08-25 07:00:00,102.40575 -2011-08-25 08:00:00,99.06915 -2011-08-25 09:00:00,102.26997 -2011-08-25 10:00:00,101.699715 -2011-08-25 11:00:00,96.273926 -2011-08-25 12:00:00,96.273926 -2011-08-25 13:00:00,98.79824 -2011-08-25 14:00:00,100.06014 -2011-08-25 15:00:00,97.6679 -2011-08-25 16:00:00,99.13371 -2011-08-25 17:00:00,99.13371 -2011-08-25 18:00:00,100.228134 -2011-08-25 19:00:00,102.478226 -2011-08-25 20:00:00,106.667206 -2011-08-25 21:00:00,102.25377 -2011-08-25 22:00:00,67.590675 -2011-08-25 23:00:00,61.17965 -2011-08-26 00:00:00,56.967594 -2011-08-26 01:00:00,31.181602 -2011-08-26 02:00:00,16.489117 -2011-08-26 03:00:00,15.535418 -2011-08-26 04:00:00,16.299095 -2011-08-26 05:00:00,14.79013 -2011-08-26 06:00:00,16.299095 -2011-08-26 07:00:00,15.410132 -2011-08-26 08:00:00,18.615578 -2011-08-26 09:00:00,18.031471 -2011-08-26 10:00:00,19.121975 -2011-08-26 11:00:00,21.344307 -2011-08-26 12:00:00,22.140053 -2011-08-26 13:00:00,22.788315 -2011-08-26 14:00:00,24.129084 -2011-08-26 15:00:00,24.048117 -2011-08-26 16:00:00,25.337784 -2011-08-26 17:00:00,21.528355 -2011-08-26 18:00:00,20.712479 -2011-08-26 19:00:00,18.430235 -2011-08-26 20:00:00,18.222776 -2011-08-26 21:00:00,18.872322 -2011-08-26 22:00:00,18.430235 -2011-08-26 23:00:00,18.376701 -2011-08-27 00:00:00,20.4902 -2011-08-27 01:00:00,21.146355 -2011-08-27 02:00:00,20.565487 -2011-08-27 03:00:00,21.207207 -2011-08-27 04:00:00,21.207207 -2011-08-27 05:00:00,20.808727 -2011-08-27 06:00:00,20.808727 -2011-08-27 07:00:00,21.435299 -2011-08-27 08:00:00,20.702007 -2011-08-27 09:00:00,21.340527 -2011-08-27 10:00:00,22.536503 -2011-08-27 11:00:00,18.530365 -2011-08-27 12:00:00,19.060812 -2011-08-27 13:00:00,19.670319 -2011-08-27 14:00:00,18.917282 -2011-08-27 15:00:00,18.917282 -2011-08-27 16:00:00,18.905144 -2011-08-27 17:00:00,19.191845 -2011-08-28 07:00:00,18.990343 -2011-08-28 08:00:00,19.061226 -2011-08-28 09:00:00,19.896917 -2011-08-28 10:00:00,30.365479 -2011-08-28 11:00:00,25.9239 -2011-08-28 12:00:00,35.63945 -2011-08-28 13:00:00,42.176533 -2011-08-28 14:00:00,37.04496 -2011-08-28 15:00:00,37.613304 -2011-08-28 16:00:00,40.475765 -2011-08-28 17:00:00,43.474064 -2011-08-28 18:00:00,41.483765 -2011-08-28 19:00:00,34.286556 -2011-08-28 20:00:00,34.667522 -2011-08-28 21:00:00,20.364874 -2011-08-28 22:00:00,17.71879 -2011-08-28 23:00:00,16.127365 -2011-08-29 00:00:00,13.930092 -2011-08-29 01:00:00,15.134014 -2011-08-29 02:00:00,15.585835 -2011-08-29 03:00:00,15.134014 -2011-08-29 04:00:00,16.458906 -2011-08-29 05:00:00,14.972145 -2011-08-29 06:00:00,14.920654 -2011-08-29 07:00:00,15.589219 -2011-08-29 08:00:00,15.168916 -2011-08-29 09:00:00,16.922771 -2011-08-29 10:00:00,19.900885 -2011-08-29 11:00:00,19.879974 -2011-08-29 12:00:00,20.15328 -2011-08-29 13:00:00,21.44111 -2011-08-29 14:00:00,22.253532 -2011-08-29 15:00:00,25.583126 -2011-08-29 16:00:00,25.07827 -2011-08-29 17:00:00,21.39066 -2011-08-29 18:00:00,20.121132 -2011-08-29 19:00:00,20.121132 -2011-08-29 20:00:00,17.479301 -2011-08-29 21:00:00,17.233109 -2011-08-29 22:00:00,17.805674 -2011-08-29 23:00:00,16.063456 -2011-08-30 00:00:00,14.94531 -2011-08-30 01:00:00,15.108616 -2011-08-30 02:00:00,13.832055 -2011-08-30 03:00:00,14.760025 -2011-08-30 04:00:00,14.385016 -2011-08-30 05:00:00,14.070556 -2011-08-30 06:00:00,13.842144 -2011-08-30 07:00:00,16.06198 -2011-08-30 08:00:00,15.881241 -2011-08-30 09:00:00,19.692646 -2011-08-30 10:00:00,25.302128 -2011-08-30 11:00:00,24.690487 -2011-08-30 12:00:00,22.535143 -2011-08-30 13:00:00,25.22005 -2011-08-30 14:00:00,25.636345 -2011-08-30 15:00:00,25.578852 -2011-08-30 16:00:00,25.64459 -2011-08-30 17:00:00,25.556118 -2011-08-30 18:00:00,22.04464 -2011-08-30 19:00:00,18.316698 -2011-08-30 20:00:00,18.71759 -2011-08-30 21:00:00,16.20404 -2011-08-30 22:00:00,16.60664 -2011-08-30 23:00:00,16.65579 -2011-08-31 00:00:00,17.020615 -2011-08-31 01:00:00,17.161041 -2011-08-31 02:00:00,16.636572 -2011-08-31 03:00:00,16.837208 -2011-08-31 04:00:00,16.823801 -2011-08-31 05:00:00,15.939246 -2011-08-31 06:00:00,15.899863 -2011-08-31 07:00:00,16.668943 -2011-08-31 08:00:00,18.428268 -2011-08-31 09:00:00,17.72675 -2011-08-31 10:00:00,21.887093 -2011-08-31 11:00:00,25.235062 -2011-08-31 12:00:00,24.078842 -2011-08-31 13:00:00,26.4695 -2011-08-31 14:00:00,27.861038 -2011-08-31 15:00:00,27.7627 -2011-08-31 16:00:00,24.83786 -2011-08-31 17:00:00,23.555855 -2011-08-31 18:00:00,26.185282 -2011-08-31 19:00:00,28.042109 -2011-08-31 20:00:00,21.494404 -2011-08-31 21:00:00,21.219885 -2011-08-31 22:00:00,22.16903 -2011-08-31 23:00:00,28.228897 -2011-09-20 00:00:00,63.204994 -2011-09-20 01:00:00,107.22515 -2011-09-20 02:00:00,112.48455 -2011-09-20 03:00:00,126.32392 -2011-09-20 04:00:00,125.11902 -2011-09-20 05:00:00,126.74478 -2011-09-20 06:00:00,128.63841 -2011-09-20 07:00:00,128.85681 -2011-09-20 08:00:00,102.88388 -2011-09-20 09:00:00,103.64399 -2011-09-20 10:00:00,117.08337 -2011-09-20 11:00:00,117.79225 -2011-09-20 12:00:00,114.058556 -2011-09-20 13:00:00,114.12373 -2011-09-20 14:00:00,134.17293 -2011-09-20 15:00:00,164.7695 -2011-09-20 16:00:00,156.83875 -2011-09-20 17:00:00,161.23276 -2011-09-20 18:00:00,163.7897 -2011-09-20 19:00:00,137.86156 -2011-09-20 20:00:00,121.04105 -2011-09-20 21:00:00,120.88451 -2011-09-20 22:00:00,121.68812 -2011-09-20 23:00:00,121.703705 -2011-09-21 00:00:00,128.97704 -2011-09-21 01:00:00,123.45318 -2011-09-21 02:00:00,123.8663 -2011-09-21 03:00:00,128.12488 -2011-09-21 04:00:00,133.67601 -2011-09-21 05:00:00,130.54155 -2011-09-21 06:00:00,127.44714 -2011-09-21 07:00:00,127.405014 -2011-09-21 08:00:00,130.71667 -2011-09-21 09:00:00,135.64409 -2011-09-21 10:00:00,146.29477 -2011-09-21 11:00:00,178.03714 -2011-09-21 12:00:00,178.00522 -2011-09-21 13:00:00,182.22215 -2011-09-21 14:00:00,177.46124 -2011-09-21 15:00:00,181.34329 -2011-09-21 16:00:00,181.35968 -2011-09-21 17:00:00,184.6882 -2011-09-21 18:00:00,177.96465 -2011-09-21 19:00:00,135.08308 -2011-09-21 20:00:00,135.08308 -2011-09-21 21:00:00,138.10254 -2011-09-21 22:00:00,139.69893 -2011-09-21 23:00:00,129.74336 -2011-09-22 00:00:00,132.68417 -2011-09-22 01:00:00,140.45006 -2011-09-22 02:00:00,137.5592 -2011-09-22 03:00:00,140.68506 -2011-09-22 04:00:00,140.75516 -2011-09-22 05:00:00,137.8905 -2011-09-22 06:00:00,141.50368 -2011-09-22 07:00:00,141.13701 -2011-09-22 08:00:00,141.39902 -2011-09-22 09:00:00,144.1979 -2011-09-22 10:00:00,157.9906 -2011-09-22 11:00:00,157.7668 -2011-09-22 12:00:00,187.78793 -2011-09-22 13:00:00,187.59122 -2011-09-22 14:00:00,189.65344 -2011-09-22 15:00:00,190.66754 -2011-09-22 16:00:00,184.52023 -2011-09-22 17:00:00,187.59856 -2011-09-22 18:00:00,188.19687 -2011-09-22 19:00:00,159.16315 -2011-09-22 20:00:00,145.30067 -2011-09-22 21:00:00,159.41826 -2011-09-22 22:00:00,145.47008 -2011-09-22 23:00:00,143.8388 -2011-09-23 00:00:00,155.70993 -2011-09-23 01:00:00,157.11261 -2011-09-23 02:00:00,152.50903 -2011-09-23 03:00:00,157.11261 -2011-09-23 04:00:00,150.94135 -2011-09-23 05:00:00,156.6749 -2011-09-23 06:00:00,155.80962 -2011-09-23 07:00:00,157.1181 -2011-09-23 08:00:00,157.1181 -2011-09-23 09:00:00,150.96408 -2011-09-23 10:00:00,149.95818 -2011-09-23 11:00:00,149.8669 -2011-09-23 12:00:00,155.72182 -2011-09-23 13:00:00,151.15804 -2011-09-23 14:00:00,151.49974 -2011-09-23 15:00:00,155.8482 -2011-09-23 16:00:00,153.80334 -2011-09-23 17:00:00,157.95332 -2011-09-23 18:00:00,152.8283 -2011-09-23 19:00:00,154.5039 -2011-09-23 20:00:00,146.94786 -2011-09-23 21:00:00,148.49358 -2011-09-23 22:00:00,145.87685 -2011-09-23 23:00:00,152.56267 -2011-09-24 00:00:00,173.39197 -2011-09-24 01:00:00,171.11198 -2011-09-24 02:00:00,171.11198 -2011-09-24 03:00:00,168.54922 -2011-09-24 04:00:00,165.39288 -2011-09-24 05:00:00,167.46625 -2011-09-24 06:00:00,167.46625 -2011-09-24 07:00:00,177.31357 -2011-09-24 08:00:00,179.13501 -2011-09-24 09:00:00,180.63301 -2011-09-24 10:00:00,180.63301 -2011-09-24 11:00:00,192.20811 -2011-09-24 12:00:00,192.22818 -2011-09-24 13:00:00,205.7974 -2011-09-24 14:00:00,195.92252 -2011-09-24 15:00:00,195.92252 -2011-09-24 16:00:00,201.74998 -2011-09-24 17:00:00,194.00247 -2011-09-24 18:00:00,199.8454 -2011-09-24 19:00:00,177.9957 -2011-09-24 20:00:00,184.61923 -2011-09-24 21:00:00,192.45695 -2011-09-24 22:00:00,180.61598 -2011-09-24 23:00:00,180.67973 -2011-09-25 00:00:00,180.91644 -2011-09-25 01:00:00,180.94643 -2011-09-25 02:00:00,171.52194 -2011-09-25 03:00:00,171.52194 -2011-09-25 04:00:00,171.17113 -2011-09-25 05:00:00,180.105 -2011-09-25 06:00:00,180.56345 -2011-09-25 07:00:00,174.80052 -2011-09-25 08:00:00,182.0598 -2011-09-25 09:00:00,189.58182 -2011-09-25 10:00:00,147.20563 -2011-09-25 11:00:00,122.09766 -2011-09-25 12:00:00,74.91215 -2011-09-25 13:00:00,62.491253 -2011-09-25 14:00:00,47.21215 -2011-09-25 15:00:00,47.224854 -2011-09-25 16:00:00,48.772682 -2011-09-25 17:00:00,47.20842 -2011-09-25 18:00:00,47.20842 -2011-09-25 19:00:00,46.836365 -2011-09-25 20:00:00,45.917397 -2011-09-25 21:00:00,47.641426 -2011-09-25 22:00:00,46.35309 -2011-09-25 23:00:00,48.743866 -2011-09-26 00:00:00,47.030014 -2011-09-26 01:00:00,42.910686 -2011-09-26 02:00:00,42.92162 -2011-09-26 03:00:00,47.030014 -2011-09-26 04:00:00,44.080902 -2011-09-26 05:00:00,43.28613 -2011-09-26 06:00:00,44.080902 -2011-09-26 07:00:00,47.030014 -2011-09-26 08:00:00,47.030014 -2011-09-26 09:00:00,43.110847 -2011-09-26 10:00:00,42.96808 -2011-09-26 11:00:00,42.6737 -2011-09-26 12:00:00,43.82859 -2011-09-26 13:00:00,44.311047 -2011-09-26 14:00:00,43.108555 -2011-09-26 15:00:00,44.595207 -2011-09-26 16:00:00,42.40189 -2011-09-26 17:00:00,42.308636 -2011-09-26 18:00:00,42.874104 -2011-09-26 19:00:00,43.129375 -2011-09-26 20:00:00,42.095505 -2011-09-26 21:00:00,42.095505 -2011-09-26 22:00:00,44.800667 -2011-09-26 23:00:00,44.88492 -2011-09-27 00:00:00,45.68623 -2011-09-27 01:00:00,46.633343 -2011-09-27 02:00:00,44.91345 -2011-09-27 03:00:00,47.9191 -2011-09-27 04:00:00,46.406445 -2011-09-27 05:00:00,46.406445 -2011-09-27 06:00:00,46.20592 -2011-09-27 07:00:00,46.20592 -2011-09-27 08:00:00,42.910004 -2011-09-27 09:00:00,45.232834 -2011-09-27 10:00:00,47.528183 -2011-09-27 11:00:00,42.84284 -2011-09-27 12:00:00,43.517174 -2011-09-27 13:00:00,45.873146 -2011-09-27 14:00:00,44.3759 -2011-09-27 15:00:00,44.567543 -2011-09-27 16:00:00,44.579987 -2011-09-27 17:00:00,44.464092 -2011-09-27 18:00:00,43.99032 -2011-09-27 19:00:00,43.141674 -2011-09-27 20:00:00,43.024475 -2011-09-27 21:00:00,43.705643 -2011-09-27 22:00:00,43.06018 -2011-09-27 23:00:00,43.06018 -2011-09-28 00:00:00,45.40709 -2011-09-28 01:00:00,45.369644 -2011-09-28 02:00:00,43.817177 -2011-09-28 03:00:00,46.95959 -2011-09-28 04:00:00,45.369644 -2011-09-28 05:00:00,49.558308 -2011-09-28 06:00:00,49.537598 -2011-09-28 07:00:00,49.537598 -2011-09-28 08:00:00,45.88752 -2011-09-28 09:00:00,45.88752 -2011-09-28 10:00:00,48.73937 -2011-09-28 11:00:00,43.442505 -2011-09-28 12:00:00,45.508278 -2011-09-28 13:00:00,45.84343 -2011-09-28 14:00:00,45.325367 -2011-09-28 15:00:00,45.845146 -2011-09-28 16:00:00,46.89601 -2011-09-28 17:00:00,47.311386 -2011-09-28 18:00:00,48.11336 -2011-09-28 19:00:00,48.022083 -2011-09-28 20:00:00,46.76744 -2011-09-28 21:00:00,47.721107 -2011-09-28 22:00:00,46.385147 -2011-09-28 23:00:00,46.714733 -2011-09-29 00:00:00,48.119656 -2011-09-29 01:00:00,50.536854 -2011-09-29 02:00:00,50.541534 -2011-09-29 03:00:00,50.058243 -2011-09-29 04:00:00,48.481354 -2011-09-29 05:00:00,47.269173 -2011-09-29 06:00:00,47.884182 -2011-09-29 07:00:00,47.17362 -2011-09-29 08:00:00,47.95465 -2011-09-29 09:00:00,47.545628 -2011-09-29 10:00:00,47.91321 -2011-09-29 11:00:00,48.309677 -2011-09-29 12:00:00,48.61158 -2011-09-29 13:00:00,48.94993 -2011-09-29 14:00:00,49.789772 -2011-09-29 15:00:00,51.449516 -2011-09-29 16:00:00,51.53293 -2011-09-29 17:00:00,51.640327 -2011-09-29 18:00:00,51.358047 -2011-09-29 19:00:00,49.563034 -2011-09-29 20:00:00,49.256004 -2011-09-29 21:00:00,49.66606 -2011-09-29 22:00:00,48.770313 -2011-09-29 23:00:00,46.667076 -2011-09-30 00:00:00,47.947113 -2011-09-30 01:00:00,47.62304 -2011-09-30 02:00:00,48.23586 -2011-09-30 03:00:00,48.347622 -2011-09-30 04:00:00,50.861786 -2011-09-30 05:00:00,50.89221 -2011-09-30 06:00:00,52.64702 -2011-09-30 07:00:00,53.238728 -2011-09-30 08:00:00,52.004868 -2011-09-30 09:00:00,53.972424 -2011-09-30 10:00:00,53.30311 -2011-09-30 11:00:00,56.572792 -2011-09-30 12:00:00,54.700016 -2011-09-30 13:00:00,57.119713 -2011-09-30 14:00:00,57.165043 -2011-09-30 15:00:00,57.069893 -2011-09-30 16:00:00,62.862923 -2011-09-30 17:00:00,66.11668 -2011-09-30 18:00:00,65.82147 -2011-09-30 19:00:00,65.518364 -2011-09-30 20:00:00,66.65009 -2011-09-30 21:00:00,78.02768 -2011-09-30 22:00:00,89.83332 -2011-09-30 23:00:00,122.32391 -2011-10-20 00:00:00,64.816765 -2011-10-20 01:00:00,100.399414 -2011-10-20 02:00:00,100.11325 -2011-10-20 03:00:00,104.18579 -2011-10-20 04:00:00,105.45561 -2011-10-20 05:00:00,109.76273 -2011-10-20 06:00:00,107.73825 -2011-10-20 07:00:00,109.3772 -2011-10-20 08:00:00,122.228165 -2011-10-20 09:00:00,124.31527 -2011-10-20 10:00:00,118.4261 -2011-10-20 11:00:00,125.56857 -2011-10-20 12:00:00,124.768974 -2011-10-20 13:00:00,124.85427 -2011-10-20 14:00:00,125.94173 -2011-10-20 15:00:00,121.23144 -2011-10-20 16:00:00,121.297775 -2011-10-20 17:00:00,120.0327 -2011-10-20 18:00:00,120.28765 -2011-10-20 19:00:00,123.016754 -2011-10-20 20:00:00,121.090866 -2011-10-20 21:00:00,121.20024 -2011-10-20 22:00:00,121.324326 -2011-10-20 23:00:00,122.0477 -2011-10-21 00:00:00,117.33511 -2011-10-21 01:00:00,117.919136 -2011-10-21 02:00:00,112.823654 -2011-10-21 03:00:00,116.66846 -2011-10-21 04:00:00,118.01401 -2011-10-21 05:00:00,115.18322 -2011-10-21 06:00:00,118.01401 -2011-10-21 07:00:00,118.053696 -2011-10-21 08:00:00,114.807495 -2011-10-21 09:00:00,123.87479 -2011-10-21 10:00:00,120.85383 -2011-10-21 11:00:00,123.77278 -2011-10-21 12:00:00,124.20034 -2011-10-21 13:00:00,121.89683 -2011-10-21 14:00:00,122.3518 -2011-10-21 15:00:00,124.75319 -2011-10-21 16:00:00,123.41693 -2011-10-21 17:00:00,124.445244 -2011-10-21 18:00:00,121.97052 -2011-10-21 19:00:00,124.89348 -2011-10-21 20:00:00,123.05292 -2011-10-21 21:00:00,119.75803 -2011-10-21 22:00:00,121.703575 -2011-10-21 23:00:00,118.74986 -2011-10-22 00:00:00,117.616745 -2011-10-22 01:00:00,117.55362 -2011-10-22 02:00:00,116.777756 -2011-10-22 03:00:00,118.128365 -2011-10-22 04:00:00,117.267365 -2011-10-22 05:00:00,115.17636 -2011-10-22 06:00:00,119.62984 -2011-10-22 07:00:00,117.7721 -2011-10-22 08:00:00,117.94568 -2011-10-22 09:00:00,118.25869 -2011-10-22 10:00:00,123.176865 -2011-10-22 11:00:00,123.17702 -2011-10-22 12:00:00,124.01794 -2011-10-22 13:00:00,124.21878 -2011-10-22 14:00:00,125.47389 -2011-10-22 15:00:00,125.5191 -2011-10-22 16:00:00,121.60222 -2011-10-22 17:00:00,123.860245 -2011-10-22 18:00:00,122.54439 -2011-10-22 19:00:00,119.47341 -2011-10-22 20:00:00,118.776764 -2011-10-22 21:00:00,120.214874 -2011-10-22 22:00:00,120.214874 -2011-10-22 23:00:00,117.37982 -2011-10-23 00:00:00,116.74294 -2011-10-23 01:00:00,116.74294 -2011-10-23 02:00:00,118.317474 -2011-10-23 03:00:00,117.15484 -2011-10-23 04:00:00,117.15484 -2011-10-23 05:00:00,117.12866 -2011-10-23 06:00:00,118.740585 -2011-10-23 07:00:00,118.326126 -2011-10-23 08:00:00,120.01905 -2011-10-23 09:00:00,118.83369 -2011-10-23 10:00:00,119.790016 -2011-10-23 11:00:00,120.11054 -2011-10-23 12:00:00,123.64212 -2011-10-23 13:00:00,123.35388 -2011-10-23 14:00:00,121.57192 -2011-10-23 15:00:00,122.16693 -2011-10-23 16:00:00,123.35399 -2011-10-23 17:00:00,126.72006 -2011-10-23 18:00:00,127.057236 -2011-10-23 19:00:00,119.65787 -2011-10-23 20:00:00,119.23821 -2011-10-23 21:00:00,119.23821 -2011-10-23 22:00:00,119.27312 -2011-10-23 23:00:00,120.81986 -2011-10-24 00:00:00,119.34094 -2011-10-24 01:00:00,116.685196 -2011-10-24 02:00:00,119.61636 -2011-10-24 03:00:00,117.84743 -2011-10-24 04:00:00,114.94275 -2011-10-24 05:00:00,117.416084 -2011-10-24 06:00:00,119.61579 -2011-10-24 07:00:00,115.9057 -2011-10-24 08:00:00,117.956665 -2011-10-24 09:00:00,119.55974 -2011-10-24 10:00:00,124.3622 -2011-10-24 11:00:00,127.24361 -2011-10-24 12:00:00,126.567726 -2011-10-24 13:00:00,129.14023 -2011-10-24 14:00:00,129.05952 -2011-10-24 15:00:00,126.73835 -2011-10-24 16:00:00,129.18486 -2011-10-24 17:00:00,125.86612 -2011-10-24 18:00:00,126.3259 -2011-10-24 19:00:00,114.16512 -2011-10-24 20:00:00,121.975685 -2011-10-24 21:00:00,120.05707 -2011-10-24 22:00:00,122.610245 -2011-10-24 23:00:00,124.53908 -2011-10-25 00:00:00,124.29712 -2011-10-25 01:00:00,124.29712 -2011-10-25 02:00:00,118.14737 -2011-10-25 03:00:00,115.35125 -2011-10-25 04:00:00,118.47183 -2011-10-25 05:00:00,118.47183 -2011-10-25 06:00:00,113.69756 -2011-10-25 07:00:00,118.05731 -2011-10-25 08:00:00,122.45365 -2011-10-25 09:00:00,126.9242 -2011-10-25 10:00:00,128.12404 -2011-10-25 11:00:00,125.096886 -2011-10-25 12:00:00,127.97919 -2011-10-25 13:00:00,128.37086 -2011-10-25 14:00:00,125.45965 -2011-10-25 15:00:00,124.890755 -2011-10-25 16:00:00,124.00049 -2011-10-25 17:00:00,124.890755 -2011-10-25 18:00:00,125.32672 -2011-10-25 19:00:00,124.57899 -2011-10-25 20:00:00,127.150116 -2011-10-25 21:00:00,125.34954 -2011-10-25 22:00:00,76.26773 -2011-10-25 23:00:00,46.217274 -2011-10-26 00:00:00,33.547253 -2011-10-26 01:00:00,12.724919 -2011-10-26 02:00:00,9.988598 -2011-10-26 03:00:00,9.533513 -2011-10-26 04:00:00,9.180915 -2011-10-26 05:00:00,9.159987 -2011-10-26 06:00:00,9.159987 -2011-10-26 07:00:00,9.274427 -2011-10-26 08:00:00,9.919454 -2011-10-26 09:00:00,10.764907 -2011-10-26 10:00:00,10.529145 -2011-10-26 11:00:00,11.070849 -2011-10-26 12:00:00,14.854668 -2011-10-26 13:00:00,14.979101 -2011-10-26 14:00:00,9.873288 -2011-10-26 15:00:00,9.873288 -2011-10-26 16:00:00,10.115166 -2011-10-26 17:00:00,10.227272 -2011-10-26 18:00:00,9.368319 -2011-10-26 19:00:00,9.431614 -2011-10-26 20:00:00,8.838152 -2011-10-26 21:00:00,9.878869 -2011-10-26 22:00:00,9.888075 -2011-10-26 23:00:00,9.888075 -2011-10-27 00:00:00,6.96848 -2011-10-27 01:00:00,6.96848 -2011-10-27 02:00:00,9.696301 -2011-10-27 03:00:00,9.696301 -2011-10-27 04:00:00,10.457758 -2011-10-27 05:00:00,10.201181 -2011-10-27 06:00:00,9.915905 -2011-10-27 07:00:00,8.393945 -2011-10-27 08:00:00,10.1098795 -2011-10-27 09:00:00,9.376402 -2011-10-27 10:00:00,10.243021 -2011-10-27 11:00:00,10.175601 -2011-10-27 12:00:00,10.140135 -2011-10-27 13:00:00,9.843806 -2011-10-27 14:00:00,9.369445 -2011-10-27 15:00:00,10.28871 -2011-10-27 16:00:00,9.570521 -2011-10-27 17:00:00,10.160097 -2011-10-27 18:00:00,10.42157 -2011-10-27 19:00:00,10.188052 -2011-10-27 20:00:00,10.310066 -2011-10-27 21:00:00,11.880844 -2011-10-27 22:00:00,10.376338 -2011-10-27 23:00:00,10.303676 -2011-10-28 00:00:00,9.5799885 -2011-10-28 01:00:00,9.084033 -2011-10-28 02:00:00,9.477098 -2011-10-28 03:00:00,8.731009 -2011-10-28 04:00:00,9.319418 -2011-10-28 05:00:00,9.338107 -2011-10-28 06:00:00,9.221404 -2011-10-28 07:00:00,9.221404 -2011-10-28 08:00:00,9.971239 -2011-10-28 09:00:00,10.38141 -2011-10-28 10:00:00,10.315844 -2011-10-28 11:00:00,11.045193 -2011-10-28 12:00:00,13.845409 -2011-10-28 13:00:00,13.285574 -2011-10-28 14:00:00,11.274995 -2011-10-28 15:00:00,12.344967 -2011-10-28 16:00:00,10.715104 -2011-10-28 17:00:00,10.6412735 -2011-10-28 18:00:00,10.799023 -2011-10-28 19:00:00,10.6412735 -2011-10-28 20:00:00,10.077084 -2011-10-28 21:00:00,9.124042 -2011-10-28 22:00:00,9.389868 -2011-10-28 23:00:00,9.459806 -2011-10-29 00:00:00,9.769566 -2011-10-29 01:00:00,9.619568 -2011-10-29 02:00:00,9.619568 -2011-10-29 03:00:00,10.71038 -2011-10-29 04:00:00,10.71038 -2011-10-29 05:00:00,9.340362 -2011-10-29 06:00:00,9.784572 -2011-10-29 07:00:00,9.784572 -2011-10-29 08:00:00,9.809334 -2011-10-29 09:00:00,9.809334 -2011-10-29 10:00:00,9.229523 -2011-10-29 11:00:00,9.902886 -2011-10-29 12:00:00,9.604282 -2011-10-29 13:00:00,10.380892 -2011-10-29 14:00:00,9.851793 -2011-10-29 15:00:00,8.985389 -2011-10-29 16:00:00,8.94034 -2011-10-29 17:00:00,8.94034 -2011-10-29 18:00:00,8.94034 -2011-10-29 19:00:00,9.052784 -2011-10-29 20:00:00,9.052784 -2011-10-29 21:00:00,9.052784 -2011-10-29 22:00:00,8.265139 -2011-10-29 23:00:00,8.276853 -2011-10-30 00:00:00,8.648689 -2011-10-30 01:00:00,8.814196 -2011-10-30 02:00:00,8.778164 -2011-10-30 03:00:00,8.350302 -2011-10-30 04:00:00,8.7114 -2011-10-30 05:00:00,8.32293 -2011-10-30 06:00:00,8.160854 -2011-10-30 07:00:00,8.815638 -2011-10-30 08:00:00,7.947751 -2011-10-30 09:00:00,8.830129 -2011-10-30 10:00:00,10.578625 -2011-10-30 11:00:00,11.416644 -2011-10-30 12:00:00,11.50976 -2011-10-30 13:00:00,14.037947 -2011-10-30 14:00:00,16.028496 -2011-10-30 15:00:00,15.557501 -2011-10-30 16:00:00,16.421446 -2011-10-30 17:00:00,15.915848 -2011-10-30 18:00:00,13.537964 -2011-10-30 19:00:00,17.33869 -2011-10-30 20:00:00,10.95344 -2011-10-30 21:00:00,9.009458 -2011-10-30 22:00:00,8.8682 -2011-10-30 23:00:00,10.315638 -2011-10-31 00:00:00,8.044758 -2011-10-31 01:00:00,7.669114 -2011-10-31 02:00:00,7.892802 -2011-10-31 03:00:00,8.59621 -2011-10-31 04:00:00,7.892802 -2011-10-31 05:00:00,8.248019 -2011-10-31 06:00:00,7.958334 -2011-10-31 07:00:00,8.052834 -2011-10-31 08:00:00,8.974414 -2011-10-31 09:00:00,9.052935 -2011-10-31 10:00:00,10.507363 -2011-10-31 11:00:00,10.647409 -2011-10-31 12:00:00,12.908429 -2011-10-31 13:00:00,12.621941 -2011-10-31 14:00:00,11.167894 -2011-10-31 15:00:00,11.146707 -2011-10-31 16:00:00,11.614557 -2011-10-31 17:00:00,11.789439 -2011-10-31 18:00:00,10.174045 -2011-10-31 19:00:00,10.485016 -2011-10-31 20:00:00,10.716541 -2011-10-31 21:00:00,10.276452 -2011-10-31 22:00:00,10.373261 -2011-10-31 23:00:00,13.097183 -2011-11-20 00:00:00,89.213684 -2011-11-20 01:00:00,101.16389 -2011-11-20 02:00:00,103.12982 -2011-11-20 03:00:00,105.146774 -2011-11-20 04:00:00,106.42113 -2011-11-20 05:00:00,108.58976 -2011-11-20 06:00:00,108.87596 -2011-11-20 07:00:00,109.03923 -2011-11-20 08:00:00,112.54817 -2011-11-20 09:00:00,112.76482 -2011-11-20 10:00:00,113.483665 -2011-11-20 11:00:00,118.34712 -2011-11-20 12:00:00,118.18551 -2011-11-20 13:00:00,116.89319 -2011-11-20 14:00:00,116.06937 -2011-11-20 15:00:00,117.32181 -2011-11-20 16:00:00,119.530396 -2011-11-20 17:00:00,118.42833 -2011-11-20 18:00:00,117.755714 -2011-11-20 19:00:00,118.28584 -2011-11-20 20:00:00,120.82216 -2011-11-20 21:00:00,114.0349 -2011-11-20 22:00:00,107.07942 -2011-11-20 23:00:00,107.348114 -2011-11-21 00:00:00,101.51928 -2011-11-21 01:00:00,90.84136 -2011-11-21 02:00:00,89.04035 -2011-11-21 03:00:00,90.07115 -2011-11-21 04:00:00,90.07115 -2011-11-21 05:00:00,97.85393 -2011-11-21 06:00:00,98.85564 -2011-11-21 07:00:00,97.53308 -2011-11-21 08:00:00,101.89448 -2011-11-21 09:00:00,97.609695 -2011-11-21 10:00:00,117.43171 -2011-11-21 11:00:00,118.25095 -2011-11-21 12:00:00,116.29589 -2011-11-21 13:00:00,116.38835 -2011-11-21 14:00:00,113.77604 -2011-11-21 15:00:00,89.995094 -2011-11-21 16:00:00,90.28868 -2011-11-21 17:00:00,101.99247 -2011-11-21 18:00:00,93.83729 -2011-11-21 19:00:00,97.97873 -2011-11-21 20:00:00,97.00462 -2011-11-21 21:00:00,96.66468 -2011-11-21 22:00:00,97.04495 -2011-11-21 23:00:00,96.66468 -2011-11-22 00:00:00,102.764404 -2011-11-22 01:00:00,101.784996 -2011-11-22 02:00:00,99.9248 -2011-11-22 03:00:00,99.9248 -2011-11-22 04:00:00,104.492905 -2011-11-22 05:00:00,104.28578 -2011-11-22 06:00:00,98.3418 -2011-11-22 07:00:00,101.46227 -2011-11-22 08:00:00,101.46227 -2011-11-22 09:00:00,104.9072 -2011-11-22 10:00:00,104.912575 -2011-11-22 11:00:00,102.33973 -2011-11-22 12:00:00,98.57381 -2011-11-22 13:00:00,100.20638 -2011-11-22 14:00:00,100.39128 -2011-11-22 15:00:00,96.48713 -2011-11-22 16:00:00,96.49161 -2011-11-22 17:00:00,93.15757 -2011-11-22 18:00:00,98.14305 -2011-11-22 19:00:00,89.539894 -2011-11-22 20:00:00,96.510254 -2011-11-22 21:00:00,94.838104 -2011-11-22 22:00:00,100.01929 -2011-11-22 23:00:00,98.38085 -2011-11-23 00:00:00,97.36545 -2011-11-23 01:00:00,99.98161 -2011-11-23 02:00:00,105.81284 -2011-11-23 03:00:00,105.81284 -2011-11-23 04:00:00,106.956924 -2011-11-23 05:00:00,92.73089 -2011-11-23 06:00:00,88.455215 -2011-11-23 07:00:00,85.92778 -2011-11-23 08:00:00,96.71054 -2011-11-23 09:00:00,102.98979 -2011-11-23 10:00:00,102.98979 -2011-11-23 11:00:00,120.8994 -2011-11-23 12:00:00,117.631874 -2011-11-23 13:00:00,118.89888 -2011-11-23 14:00:00,119.0734 -2011-11-23 15:00:00,118.17361 -2011-11-23 16:00:00,110.7378 -2011-11-23 17:00:00,106.86826 -2011-11-23 18:00:00,115.8163 -2011-11-23 19:00:00,113.85639 -2011-11-23 20:00:00,110.97147 -2011-11-23 21:00:00,115.48329 -2011-11-23 22:00:00,114.691635 -2011-11-23 23:00:00,111.89532 -2011-11-24 00:00:00,115.78493 -2011-11-24 01:00:00,125.04374 -2011-11-24 02:00:00,109.81487 -2011-11-24 03:00:00,109.81116 -2011-11-24 04:00:00,116.212875 -2011-11-24 05:00:00,113.967705 -2011-11-24 06:00:00,116.212875 -2011-11-24 07:00:00,108.3561 -2011-11-24 08:00:00,115.761536 -2011-11-24 09:00:00,116.688614 -2011-11-24 10:00:00,121.573074 -2011-11-24 11:00:00,132.19522 -2011-11-24 12:00:00,128.66992 -2011-11-24 13:00:00,129.26141 -2011-11-24 14:00:00,130.7689 -2011-11-24 15:00:00,129.44456 -2011-11-24 16:00:00,130.60881 -2011-11-24 17:00:00,130.42506 -2011-11-24 18:00:00,128.45477 -2011-11-24 19:00:00,123.86965 -2011-11-24 20:00:00,115.22163 -2011-11-24 21:00:00,115.53841 -2011-11-24 22:00:00,115.53841 -2011-11-24 23:00:00,114.74232 -2011-11-25 00:00:00,105.443085 -2011-11-25 01:00:00,109.52907 -2011-11-25 02:00:00,104.532845 -2011-11-25 03:00:00,104.06082 -2011-11-25 04:00:00,106.16845 -2011-11-25 05:00:00,109.235016 -2011-11-25 06:00:00,104.47434 -2011-11-25 07:00:00,110.69049 -2011-11-25 08:00:00,106.047424 -2011-11-25 09:00:00,109.35299 -2011-11-25 10:00:00,83.39722 -2011-11-25 11:00:00,58.065025 -2011-11-25 12:00:00,38.05519 -2011-11-25 13:00:00,18.309973 -2011-11-25 14:00:00,16.849941 -2011-11-25 15:00:00,16.796734 -2011-11-25 16:00:00,16.755447 -2011-11-25 17:00:00,16.40512 -2011-11-25 18:00:00,14.989753 -2011-11-25 19:00:00,10.80172 -2011-11-25 20:00:00,12.294892 -2011-11-25 21:00:00,9.470642 -2011-11-25 22:00:00,9.40127 -2011-11-25 23:00:00,9.475126 -2011-11-26 00:00:00,10.445179 -2011-11-26 01:00:00,10.357642 -2011-11-26 02:00:00,10.786183 -2011-11-26 03:00:00,9.971991 -2011-11-26 04:00:00,9.971991 -2011-11-26 05:00:00,10.501471 -2011-11-26 06:00:00,10.4940195 -2011-11-26 07:00:00,10.799068 -2011-11-26 08:00:00,10.228676 -2011-11-26 09:00:00,10.2080965 -2011-11-26 10:00:00,10.11948 -2011-11-26 11:00:00,12.437725 -2011-11-26 12:00:00,13.943333 -2011-11-26 13:00:00,16.248842 -2011-11-26 14:00:00,14.360152 -2011-11-26 15:00:00,16.118977 -2011-11-26 16:00:00,14.094 -2011-11-26 17:00:00,14.094 -2011-11-26 18:00:00,12.511447 -2011-11-26 19:00:00,11.798424 -2011-11-26 20:00:00,12.844835 -2011-11-26 21:00:00,10.655475 -2011-11-26 22:00:00,10.691807 -2011-11-26 23:00:00,10.119503 -2011-11-27 00:00:00,10.061063 -2011-11-27 01:00:00,10.061063 -2011-11-27 02:00:00,10.16564 -2011-11-27 03:00:00,9.983776 -2011-11-27 04:00:00,10.245718 -2011-11-27 05:00:00,10.290592 -2011-11-27 06:00:00,10.469304 -2011-11-27 07:00:00,10.777472 -2011-11-27 08:00:00,10.906341 -2011-11-27 09:00:00,12.497604 -2011-11-27 10:00:00,12.497604 -2011-11-27 11:00:00,13.294521 -2011-11-27 12:00:00,16.075605 -2011-11-27 13:00:00,15.358816 -2011-11-27 14:00:00,26.588837 -2011-11-27 15:00:00,26.112963 -2011-11-27 16:00:00,17.955341 -2011-11-27 17:00:00,15.59668 -2011-11-27 18:00:00,14.242968 -2011-11-27 19:00:00,13.065152 -2011-11-27 20:00:00,14.01631 -2011-11-27 21:00:00,13.304334 -2011-11-27 22:00:00,12.419306 -2011-11-27 23:00:00,12.419306 -2011-11-28 00:00:00,10.642139 -2011-11-28 01:00:00,10.968838 -2011-11-28 03:00:00,10.697762 -2011-11-28 04:00:00,10.9643755 -2011-11-28 05:00:00,9.055103 -2011-11-28 06:00:00,10.8471775 -2011-11-28 07:00:00,9.657343 -2011-11-28 08:00:00,10.361225 -2011-11-28 09:00:00,10.726023 -2011-11-28 10:00:00,11.816446 -2011-11-28 11:00:00,14.041377 -2011-11-28 12:00:00,16.866875 -2011-11-28 13:00:00,14.736759 -2011-11-28 14:00:00,16.727346 -2011-11-28 15:00:00,14.091887 -2011-11-28 16:00:00,14.440783 -2011-11-28 17:00:00,14.55111 -2011-11-28 18:00:00,13.050341 -2011-11-28 19:00:00,11.711809 -2011-11-28 20:00:00,11.286462 -2011-11-28 21:00:00,11.796907 -2011-11-28 22:00:00,12.306691 -2011-11-28 23:00:00,12.093622 -2011-11-29 00:00:00,11.473745 -2011-11-29 01:00:00,12.703162 -2011-11-29 02:00:00,11.592948 -2011-11-29 03:00:00,11.592948 -2011-11-29 04:00:00,11.3717575 -2011-11-29 05:00:00,12.166302 -2011-11-29 06:00:00,11.840435 -2011-11-29 07:00:00,11.788296 -2011-11-29 08:00:00,11.528347 -2011-11-29 09:00:00,12.619546 -2011-11-29 10:00:00,12.619546 -2011-11-29 11:00:00,11.328112 -2011-11-29 12:00:00,11.348951 -2011-11-29 13:00:00,11.115942 -2011-11-29 14:00:00,11.135827 -2011-11-29 15:00:00,10.58631 -2011-11-29 16:00:00,11.033402 -2011-11-29 17:00:00,10.292148 -2011-11-29 18:00:00,10.757557 -2011-11-29 19:00:00,10.652825 -2011-11-29 20:00:00,10.334563 -2011-11-29 21:00:00,10.334563 -2011-11-29 22:00:00,10.3002405 -2011-11-29 23:00:00,10.319952 -2011-11-30 00:00:00,11.740649 -2011-11-30 01:00:00,10.8816185 -2011-11-30 02:00:00,10.367998 -2011-11-30 03:00:00,10.367998 -2011-11-30 04:00:00,10.285446 -2011-11-30 05:00:00,10.104189 -2011-11-30 06:00:00,10.836676 -2011-11-30 07:00:00,10.375155 -2011-11-30 08:00:00,10.228232 -2011-11-30 09:00:00,10.36699 -2011-11-30 10:00:00,11.355602 -2011-11-30 11:00:00,12.308936 -2011-11-30 12:00:00,12.020823 -2011-11-30 13:00:00,14.933995 -2011-11-30 14:00:00,15.0509405 -2011-11-30 15:00:00,13.75616 -2011-11-30 16:00:00,13.568401 -2011-11-30 17:00:00,12.135372 -2011-11-30 18:00:00,12.126856 -2011-11-30 19:00:00,12.250241 -2011-11-30 20:00:00,12.341517 -2011-11-30 21:00:00,12.83726 -2011-11-30 22:00:00,12.753297 -2011-11-30 23:00:00,12.983385 -2011-12-20 00:00:00,54.166763 -2011-12-20 01:00:00,89.40545 -2011-12-20 02:00:00,101.18727 -2011-12-20 03:00:00,111.77079 -2011-12-20 04:00:00,116.23253 -2011-12-20 05:00:00,117.703674 -2011-12-20 06:00:00,122.65091 -2011-12-20 07:00:00,125.044266 -2011-12-20 08:00:00,128.97678 -2011-12-20 09:00:00,123.7387 -2011-12-20 10:00:00,131.206 -2011-12-20 11:00:00,132.24689 -2011-12-20 12:00:00,132.47493 -2011-12-20 13:00:00,132.8436 -2011-12-20 14:00:00,133.32669 -2011-12-20 15:00:00,134.5859 -2011-12-20 16:00:00,137.8314 -2011-12-20 17:00:00,136.35587 -2011-12-20 18:00:00,132.7832 -2011-12-20 19:00:00,130.53235 -2011-12-20 20:00:00,130.16248 -2011-12-20 21:00:00,131.6002 -2011-12-20 22:00:00,130.4118 -2011-12-20 23:00:00,136.25069 -2011-12-21 00:00:00,125.157394 -2011-12-21 01:00:00,132.49539 -2011-12-21 02:00:00,120.70591 -2011-12-21 03:00:00,120.79427 -2011-12-21 04:00:00,120.79427 -2011-12-21 05:00:00,121.18888 -2011-12-21 06:00:00,119.80109 -2011-12-21 07:00:00,122.74087 -2011-12-21 08:00:00,116.060486 -2011-12-21 09:00:00,117.25763 -2011-12-21 10:00:00,132.40298 -2011-12-21 11:00:00,132.40768 -2011-12-21 12:00:00,110.98611 -2011-12-21 13:00:00,106.764984 -2011-12-21 14:00:00,122.24862 -2011-12-21 15:00:00,126.41258 -2011-12-21 16:00:00,106.84839 -2011-12-21 17:00:00,106.91626 -2011-12-21 18:00:00,108.84823 -2011-12-21 19:00:00,111.621544 -2011-12-21 20:00:00,114.26431 -2011-12-21 21:00:00,124.827866 -2011-12-21 22:00:00,126.457794 -2011-12-21 23:00:00,122.766655 -2011-12-22 00:00:00,133.49162 -2011-12-22 01:00:00,108.66345 -2011-12-22 02:00:00,120.205536 -2011-12-22 03:00:00,133.08138 -2011-12-22 04:00:00,120.43468 -2011-12-22 05:00:00,119.22003 -2011-12-22 06:00:00,124.43471 -2011-12-22 07:00:00,120.91237 -2011-12-22 08:00:00,125.254234 -2011-12-22 09:00:00,123.41939 -2011-12-22 10:00:00,121.64177 -2011-12-22 11:00:00,126.173836 -2011-12-22 12:00:00,140.21567 -2011-12-22 13:00:00,136.52185 -2011-12-22 14:00:00,136.61313 -2011-12-22 15:00:00,140.46873 -2011-12-22 16:00:00,136.61313 -2011-12-22 17:00:00,135.73839 -2011-12-22 18:00:00,140.12119 -2011-12-22 19:00:00,137.86557 -2011-12-22 20:00:00,123.80072 -2011-12-22 21:00:00,124.04399 -2011-12-22 22:00:00,113.134514 -2011-12-22 23:00:00,119.60621 -2011-12-23 00:00:00,117.356514 -2011-12-23 01:00:00,117.55311 -2011-12-23 02:00:00,109.800995 -2011-12-23 03:00:00,109.800995 -2011-12-23 04:00:00,109.43415 -2011-12-23 05:00:00,115.62424 -2011-12-23 06:00:00,123.12 -2011-12-23 07:00:00,119.63045 -2011-12-23 08:00:00,121.49499 -2011-12-23 09:00:00,135.76143 -2011-12-23 10:00:00,137.74886 -2011-12-23 11:00:00,141.96008 -2011-12-23 12:00:00,144.71715 -2011-12-23 13:00:00,143.56944 -2011-12-23 14:00:00,143.3679 -2011-12-23 15:00:00,139.54736 -2011-12-23 16:00:00,140.88634 -2011-12-23 17:00:00,140.30598 -2011-12-23 18:00:00,141.65033 -2011-12-23 19:00:00,139.30598 -2011-12-23 20:00:00,138.1474 -2011-12-23 21:00:00,138.09818 -2011-12-23 22:00:00,130.48904 -2011-12-23 23:00:00,132.727 -2011-12-24 00:00:00,138.30302 -2011-12-24 01:00:00,134.69086 -2011-12-24 02:00:00,137.75545 -2011-12-24 03:00:00,136.26923 -2011-12-24 04:00:00,136.25208 -2011-12-24 05:00:00,136.25208 -2011-12-24 06:00:00,134.33284 -2011-12-24 07:00:00,135.00943 -2011-12-24 08:00:00,132.8604 -2011-12-24 09:00:00,139.93915 -2011-12-24 10:00:00,141.31207 -2011-12-24 11:00:00,141.12317 -2011-12-24 12:00:00,141.95293 -2011-12-24 13:00:00,141.0864 -2011-12-24 14:00:00,141.0864 -2011-12-24 15:00:00,141.02191 -2011-12-24 16:00:00,141.0731 -2011-12-24 17:00:00,139.04518 -2011-12-24 18:00:00,141.47525 -2011-12-24 19:00:00,136.26617 -2011-12-24 20:00:00,131.5238 -2011-12-24 21:00:00,132.97168 -2011-12-24 22:00:00,132.03867 -2011-12-24 23:00:00,133.09567 -2011-12-25 00:00:00,137.51686 -2011-12-25 01:00:00,136.17145 -2011-12-25 02:00:00,130.78604 -2011-12-25 03:00:00,132.35254 -2011-12-25 05:00:00,131.03711 -2011-12-25 06:00:00,131.03711 -2011-12-25 07:00:00,133.18127 -2011-12-25 08:00:00,135.9449 -2011-12-25 09:00:00,136.04065 -2011-12-25 10:00:00,134.33492 -2011-12-25 11:00:00,134.39304 -2011-12-25 12:00:00,136.20532 -2011-12-25 13:00:00,137.30484 -2011-12-25 14:00:00,138.70006 -2011-12-25 15:00:00,140.92061 -2011-12-25 16:00:00,142.98453 -2011-12-25 17:00:00,140.84735 -2011-12-25 18:00:00,137.76218 -2011-12-25 19:00:00,141.37357 -2011-12-25 20:00:00,141.86217 -2011-12-25 21:00:00,139.28804 -2011-12-25 22:00:00,102.70444 -2011-12-25 23:00:00,87.21116 -2011-12-26 00:00:00,70.5432 -2011-12-26 01:00:00,63.471046 -2011-12-26 02:00:00,44.908733 -2011-12-26 04:00:00,44.773083 -2011-12-26 05:00:00,46.854126 -2011-12-26 06:00:00,44.386967 -2011-12-26 07:00:00,45.196545 -2011-12-26 08:00:00,45.3095 -2011-12-26 09:00:00,44.773083 -2011-12-26 10:00:00,47.987175 -2011-12-26 11:00:00,46.51762 -2011-12-26 12:00:00,47.11355 -2011-12-26 13:00:00,46.14764 -2011-12-26 14:00:00,46.28276 -2011-12-26 15:00:00,46.16456 -2011-12-26 16:00:00,45.84647 -2011-12-26 17:00:00,44.92811 -2011-12-26 18:00:00,46.5764 -2011-12-26 19:00:00,48.526527 -2011-12-26 20:00:00,49.216 -2011-12-26 21:00:00,42.19764 -2011-12-26 22:00:00,42.19792 -2011-12-26 23:00:00,45.583595 -2011-12-27 00:00:00,41.535458 -2011-12-27 01:00:00,42.56233 -2011-12-27 02:00:00,42.56233 -2011-12-27 03:00:00,41.320732 -2011-12-27 04:00:00,42.81319 -2011-12-27 05:00:00,42.88044 -2011-12-27 06:00:00,41.627396 -2011-12-27 07:00:00,43.028065 -2011-12-27 08:00:00,43.459774 -2011-12-27 09:00:00,46.63037 -2011-12-27 10:00:00,42.55586 -2011-12-27 11:00:00,46.56952 -2011-12-27 12:00:00,47.842728 -2011-12-27 13:00:00,50.32254 -2011-12-27 14:00:00,47.47003 -2011-12-27 15:00:00,47.47003 -2011-12-27 16:00:00,46.854416 -2011-12-27 17:00:00,46.795025 -2011-12-27 18:00:00,42.106586 -2011-12-27 19:00:00,43.466362 -2011-12-27 20:00:00,42.208374 -2011-12-27 21:00:00,44.401295 -2011-12-27 22:00:00,44.401295 -2011-12-27 23:00:00,43.79637 -2011-12-28 00:00:00,42.507114 -2011-12-28 01:00:00,41.596977 -2011-12-28 02:00:00,40.397602 -2011-12-28 03:00:00,40.397602 -2011-12-28 05:00:00,41.74201 -2011-12-28 06:00:00,41.71492 -2011-12-28 07:00:00,41.71492 -2011-12-28 08:00:00,41.83268 -2011-12-28 09:00:00,41.276024 -2011-12-28 10:00:00,40.750187 -2011-12-28 11:00:00,43.625988 -2011-12-28 12:00:00,44.390553 -2011-12-28 13:00:00,44.834328 -2011-12-28 14:00:00,44.041 -2011-12-28 15:00:00,44.308693 -2011-12-28 16:00:00,43.863605 -2011-12-28 17:00:00,42.069637 -2011-12-28 18:00:00,41.389233 -2011-12-28 19:00:00,42.59365 -2011-12-28 20:00:00,40.954964 -2011-12-28 21:00:00,41.828186 -2011-12-28 22:00:00,42.58398 -2011-12-28 23:00:00,39.504456 -2011-12-29 00:00:00,39.705017 -2011-12-29 01:00:00,38.060593 -2011-12-29 02:00:00,40.585487 -2011-12-29 03:00:00,38.942036 -2011-12-29 04:00:00,38.26409 -2011-12-29 05:00:00,39.179653 -2011-12-29 06:00:00,44.459618 -2011-12-29 07:00:00,43.273865 -2011-12-29 08:00:00,46.51654 -2011-12-29 09:00:00,40.773766 -2011-12-29 10:00:00,41.045944 -2011-12-29 11:00:00,43.194416 -2011-12-29 12:00:00,41.608154 -2011-12-29 13:00:00,42.572777 -2011-12-29 14:00:00,43.41747 -2011-12-29 15:00:00,43.814438 -2011-12-29 16:00:00,42.403046 -2011-12-29 17:00:00,42.133205 -2011-12-29 18:00:00,41.70116 -2011-12-29 19:00:00,39.96231 -2011-12-29 20:00:00,42.99233 -2011-12-29 21:00:00,42.50051 -2011-12-29 22:00:00,42.61464 -2011-12-29 23:00:00,43.789005 -2011-12-30 00:00:00,44.42935 -2011-12-30 01:00:00,45.037636 -2011-12-30 02:00:00,42.92949 -2011-12-30 03:00:00,42.92949 -2011-12-30 04:00:00,42.55714 -2011-12-30 05:00:00,43.41923 -2011-12-30 06:00:00,42.594883 -2011-12-30 07:00:00,41.92226 -2011-12-30 08:00:00,44.300446 -2011-12-30 09:00:00,43.4561 -2011-12-30 10:00:00,44.156364 -2011-12-30 11:00:00,43.885414 -2011-12-30 12:00:00,42.078854 -2011-12-30 13:00:00,41.483246 -2011-12-30 14:00:00,42.09973 -2011-12-30 15:00:00,43.04893 -2011-12-30 16:00:00,42.10785 -2011-12-30 17:00:00,41.405758 -2011-12-30 18:00:00,42.049904 -2011-12-30 19:00:00,44.377743 -2011-12-30 20:00:00,42.0971 -2011-12-30 21:00:00,42.552967 -2011-12-30 22:00:00,44.383324 -2011-12-30 23:00:00,42.402737 -2011-12-31 00:00:00,46.76065 -2011-12-31 01:00:00,46.825523 -2011-12-31 02:00:00,46.91279 -2011-12-31 03:00:00,47.028286 -2011-12-31 04:00:00,45.526947 -2011-12-31 05:00:00,46.83588 -2011-12-31 06:00:00,45.372513 -2011-12-31 07:00:00,48.780014 -2011-12-31 08:00:00,46.071877 -2011-12-31 09:00:00,46.168148 -2011-12-31 10:00:00,47.245346 -2011-12-31 11:00:00,46.912174 -2011-12-31 12:00:00,51.08285 -2011-12-31 13:00:00,48.941402 -2011-12-31 14:00:00,47.892838 -2011-12-31 15:00:00,47.750084 -2011-12-31 16:00:00,48.15624 -2011-12-31 17:00:00,46.750694 -2011-12-31 18:00:00,47.023365 -2011-12-31 19:00:00,48.37907 -2011-12-31 20:00:00,49.24066 -2011-12-31 21:00:00,51.49322 -2011-12-31 22:00:00,53.21402 -2011-12-31 23:00:00,52.282913 -2012-01-20 00:00:00,59.071434 -2012-01-20 01:00:00,87.870346 -2012-01-20 02:00:00,97.231 -2012-01-20 03:00:00,103.65601 -2012-01-20 04:00:00,104.48469 -2012-01-20 05:00:00,107.1902 -2012-01-20 06:00:00,111.13207 -2012-01-20 07:00:00,108.283356 -2012-01-20 08:00:00,110.52052 -2012-01-20 09:00:00,118.485985 -2012-01-20 10:00:00,117.25737 -2012-01-20 11:00:00,120.595825 -2012-01-20 12:00:00,122.496506 -2012-01-20 13:00:00,124.48331 -2012-01-20 14:00:00,124.97778 -2012-01-20 15:00:00,121.39662 -2012-01-20 16:00:00,118.9891 -2012-01-20 17:00:00,119.825935 -2012-01-20 18:00:00,120.16255 -2012-01-20 19:00:00,118.35208 -2012-01-20 20:00:00,120.55412 -2012-01-20 21:00:00,118.917175 -2012-01-20 22:00:00,122.31563 -2012-01-20 23:00:00,118.19378 -2012-01-21 00:00:00,122.57894 -2012-01-21 01:00:00,121.47637 -2012-01-21 02:00:00,123.77692 -2012-01-21 03:00:00,122.33705 -2012-01-21 04:00:00,120.14374 -2012-01-21 05:00:00,121.15347 -2012-01-21 06:00:00,120.75399 -2012-01-21 07:00:00,120.91672 -2012-01-21 08:00:00,122.95133 -2012-01-21 09:00:00,123.10798 -2012-01-21 10:00:00,121.23885 -2012-01-21 11:00:00,122.90786 -2012-01-21 12:00:00,121.93146 -2012-01-21 13:00:00,124.20534 -2012-01-21 14:00:00,123.50571 -2012-01-21 15:00:00,123.435486 -2012-01-21 16:00:00,125.671844 -2012-01-21 17:00:00,126.77558 -2012-01-21 18:00:00,124.62788 -2012-01-21 19:00:00,125.9252 -2012-01-21 20:00:00,126.65533 -2012-01-21 21:00:00,125.901 -2012-01-21 22:00:00,123.37128 -2012-01-21 23:00:00,124.514465 -2012-01-22 00:00:00,123.93851 -2012-01-22 01:00:00,122.05882 -2012-01-22 02:00:00,121.3964 -2012-01-22 03:00:00,122.10475 -2012-01-22 04:00:00,120.79472 -2012-01-22 05:00:00,122.769165 -2012-01-22 06:00:00,123.64461 -2012-01-22 07:00:00,123.64461 -2012-01-22 08:00:00,123.60484 -2012-01-22 09:00:00,123.605415 -2012-01-22 10:00:00,120.95635 -2012-01-22 11:00:00,122.772644 -2012-01-22 12:00:00,125.76514 -2012-01-22 13:00:00,124.329346 -2012-01-22 14:00:00,124.090485 -2012-01-22 15:00:00,126.17105 -2012-01-22 16:00:00,126.182465 -2012-01-22 17:00:00,124.27763 -2012-01-22 18:00:00,122.58234 -2012-01-22 19:00:00,122.58234 -2012-01-22 20:00:00,122.15802 -2012-01-22 21:00:00,122.72979 -2012-01-22 22:00:00,123.08885 -2012-01-22 23:00:00,124.090164 -2012-01-23 00:00:00,118.84689 -2012-01-23 01:00:00,119.36686 -2012-01-23 02:00:00,119.36686 -2012-01-23 03:00:00,118.70956 -2012-01-23 04:00:00,119.59448 -2012-01-23 05:00:00,120.91308 -2012-01-23 06:00:00,121.27585 -2012-01-23 07:00:00,123.70156 -2012-01-23 08:00:00,122.157646 -2012-01-23 09:00:00,119.89474 -2012-01-23 10:00:00,124.63735 -2012-01-23 11:00:00,120.56994 -2012-01-23 12:00:00,124.29689 -2012-01-23 13:00:00,121.550934 -2012-01-23 14:00:00,116.884995 -2012-01-23 15:00:00,119.77196 -2012-01-23 16:00:00,117.201645 -2012-01-23 17:00:00,120.08448 -2012-01-23 18:00:00,119.94673 -2012-01-23 19:00:00,117.76516 -2012-01-23 20:00:00,124.45073 -2012-01-23 21:00:00,121.87138 -2012-01-23 22:00:00,121.87138 -2012-01-23 23:00:00,115.35475 -2012-01-24 00:00:00,122.98647 -2012-01-24 01:00:00,113.301834 -2012-01-24 02:00:00,113.660385 -2012-01-24 03:00:00,123.92059 -2012-01-24 04:00:00,131.8928 -2012-01-24 05:00:00,131.8928 -2012-01-24 06:00:00,118.10347 -2012-01-24 07:00:00,123.92059 -2012-01-24 08:00:00,124.098465 -2012-01-24 09:00:00,129.34857 -2012-01-24 10:00:00,125.52444 -2012-01-24 11:00:00,124.59171 -2012-01-24 12:00:00,124.2115 -2012-01-24 13:00:00,124.21733 -2012-01-24 14:00:00,126.11101 -2012-01-24 15:00:00,124.985146 -2012-01-24 16:00:00,124.60419 -2012-01-24 17:00:00,128.63687 -2012-01-24 18:00:00,126.59735 -2012-01-24 19:00:00,129.17587 -2012-01-24 20:00:00,124.04471 -2012-01-24 21:00:00,123.836075 -2012-01-24 22:00:00,123.88979 -2012-01-24 23:00:00,124.1907 -2012-01-25 00:00:00,133.04337 -2012-01-25 01:00:00,129.34985 -2012-01-25 02:00:00,118.67766 -2012-01-25 03:00:00,124.472725 -2012-01-25 04:00:00,124.23715 -2012-01-25 05:00:00,123.90599 -2012-01-25 06:00:00,124.97417 -2012-01-25 07:00:00,122.63065 -2012-01-25 08:00:00,125.248436 -2012-01-25 09:00:00,125.028435 -2012-01-25 10:00:00,117.4268 -2012-01-25 11:00:00,130.27565 -2012-01-25 12:00:00,133.19824 -2012-01-25 13:00:00,132.71945 -2012-01-25 14:00:00,132.34346 -2012-01-25 15:00:00,136.91696 -2012-01-25 16:00:00,132.45404 -2012-01-25 17:00:00,128.63805 -2012-01-25 18:00:00,125.76461 -2012-01-25 19:00:00,127.22189 -2012-01-25 20:00:00,133.39 -2012-01-25 21:00:00,119.85108 -2012-01-25 22:00:00,86.29491 -2012-01-25 23:00:00,50.26985 -2012-01-26 00:00:00,25.217262 -2012-01-26 01:00:00,11.056711 -2012-01-26 02:00:00,9.466424 -2012-01-26 03:00:00,9.16167 -2012-01-26 04:00:00,8.70274 -2012-01-26 05:00:00,9.717077 -2012-01-26 06:00:00,9.144519 -2012-01-26 07:00:00,9.819021 -2012-01-26 08:00:00,9.819021 -2012-01-26 09:00:00,9.667271 -2012-01-26 10:00:00,10.320733 -2012-01-26 11:00:00,10.5222225 -2012-01-26 12:00:00,10.223698 -2012-01-26 13:00:00,9.279786 -2012-01-26 14:00:00,10.270159 -2012-01-26 15:00:00,10.503397 -2012-01-26 16:00:00,9.764139 -2012-01-26 17:00:00,9.524525 -2012-01-26 18:00:00,9.524525 -2012-01-26 19:00:00,10.025451 -2012-01-26 20:00:00,10.40753 -2012-01-26 21:00:00,10.025451 -2012-01-26 22:00:00,10.183707 -2012-01-26 23:00:00,10.175848 -2012-01-27 00:00:00,9.687448 -2012-01-27 01:00:00,10.245289 -2012-01-27 02:00:00,9.488549 -2012-01-27 03:00:00,9.964109 -2012-01-27 04:00:00,9.303419 -2012-01-27 05:00:00,9.599724 -2012-01-27 06:00:00,9.431024 -2012-01-27 07:00:00,10.160471 -2012-01-27 08:00:00,10.524859 -2012-01-27 09:00:00,10.524859 -2012-01-27 10:00:00,9.84869 -2012-01-27 11:00:00,9.865551 -2012-01-27 12:00:00,11.331904 -2012-01-27 13:00:00,13.237871 -2012-01-27 14:00:00,12.926681 -2012-01-27 15:00:00,12.522837 -2012-01-27 16:00:00,10.21595 -2012-01-27 17:00:00,9.57818 -2012-01-27 18:00:00,9.911928 -2012-01-27 19:00:00,10.43457 -2012-01-27 20:00:00,10.755672 -2012-01-27 21:00:00,10.179495 -2012-01-27 22:00:00,10.301233 -2012-01-27 23:00:00,11.323747 -2012-01-28 00:00:00,11.109646 -2012-01-28 01:00:00,11.419154 -2012-01-28 02:00:00,9.286331 -2012-01-28 03:00:00,9.536809 -2012-01-28 04:00:00,9.56264 -2012-01-28 05:00:00,8.37105 -2012-01-28 06:00:00,7.535999 -2012-01-28 07:00:00,8.244459 -2012-01-28 08:00:00,9.395161 -2012-01-28 09:00:00,8.447464 -2012-01-28 10:00:00,9.328255 -2012-01-28 11:00:00,11.673415 -2012-01-28 12:00:00,11.0520115 -2012-01-28 13:00:00,11.980218 -2012-01-28 14:00:00,12.183039 -2012-01-28 15:00:00,12.362523 -2012-01-28 16:00:00,15.449451 -2012-01-28 17:00:00,15.5706 -2012-01-28 18:00:00,15.362181 -2012-01-28 19:00:00,15.56237 -2012-01-28 20:00:00,16.370527 -2012-01-28 21:00:00,16.056688 -2012-01-28 22:00:00,15.518704 -2012-01-28 23:00:00,14.88231 -2012-01-29 00:00:00,13.38426 -2012-01-29 01:00:00,14.394028 -2012-01-29 02:00:00,14.474416 -2012-01-29 03:00:00,13.124601 -2012-01-29 04:00:00,12.123693 -2012-01-29 05:00:00,9.819621 -2012-01-29 06:00:00,10.988466 -2012-01-29 07:00:00,11.352051 -2012-01-29 08:00:00,10.236085 -2012-01-29 09:00:00,9.933917 -2012-01-29 10:00:00,12.399884 -2012-01-29 11:00:00,13.926631 -2012-01-29 12:00:00,15.322979 -2012-01-29 13:00:00,15.3233795 -2012-01-29 14:00:00,15.822649 -2012-01-29 15:00:00,17.281755 -2012-01-29 16:00:00,17.022858 -2012-01-29 17:00:00,17.022858 -2012-01-29 18:00:00,16.268288 -2012-01-29 19:00:00,15.301274 -2012-01-29 20:00:00,13.177771 -2012-01-29 21:00:00,13.854515 -2012-01-29 22:00:00,15.860161 -2012-01-29 23:00:00,14.713834 -2012-01-30 00:00:00,12.278018 -2012-01-30 01:00:00,9.984863 -2012-01-30 02:00:00,9.790699 -2012-01-30 03:00:00,8.922202 -2012-01-30 04:00:00,8.373437 -2012-01-30 05:00:00,8.373437 -2012-01-30 06:00:00,9.889773 -2012-01-30 07:00:00,9.680315 -2012-01-30 08:00:00,8.531624 -2012-01-30 09:00:00,8.531624 -2012-01-30 10:00:00,9.843442 -2012-01-30 11:00:00,9.562666 -2012-01-30 12:00:00,12.603608 -2012-01-30 13:00:00,12.845325 -2012-01-30 14:00:00,13.158873 -2012-01-30 15:00:00,13.539535 -2012-01-30 16:00:00,13.730426 -2012-01-30 17:00:00,13.828017 -2012-01-30 18:00:00,13.743477 -2012-01-30 19:00:00,10.874189 -2012-01-30 20:00:00,11.4449215 -2012-01-30 21:00:00,11.2653885 -2012-01-30 22:00:00,10.189893 -2012-01-30 23:00:00,9.955208 -2012-01-31 00:00:00,10.265516 -2012-01-31 01:00:00,11.425174 -2012-01-31 02:00:00,11.588744 -2012-01-31 03:00:00,11.367249 -2012-01-31 04:00:00,11.003113 -2012-01-31 05:00:00,11.003113 -2012-01-31 06:00:00,10.4658 -2012-01-31 07:00:00,10.17256 -2012-01-31 08:00:00,9.979877 -2012-01-31 09:00:00,11.587149 -2012-01-31 10:00:00,11.111911 -2012-01-31 11:00:00,15.1746 -2012-01-31 12:00:00,14.424757 -2012-01-31 13:00:00,15.240883 -2012-01-31 14:00:00,15.722961 -2012-01-31 15:00:00,18.501137 -2012-01-31 16:00:00,18.528856 -2012-01-31 17:00:00,17.602757 -2012-01-31 18:00:00,18.064959 -2012-01-31 19:00:00,16.128193 -2012-01-31 20:00:00,12.498238 -2012-01-31 21:00:00,15.68903 -2012-01-31 22:00:00,16.631935 -2012-01-31 23:00:00,20.447556 -2012-02-20 00:00:00,34.28961 -2012-02-20 01:00:00,39.09592 -2012-02-20 02:00:00,44.35129 -2012-02-20 03:00:00,45.317627 -2012-02-20 05:00:00,49.710133 -2012-02-20 06:00:00,49.343822 -2012-02-20 07:00:00,49.378338 -2012-02-20 08:00:00,49.79241 -2012-02-20 09:00:00,49.734993 -2012-02-20 10:00:00,50.82314 -2012-02-20 11:00:00,52.568237 -2012-02-20 12:00:00,51.80872 -2012-02-20 13:00:00,52.833923 -2012-02-20 14:00:00,53.795883 -2012-02-20 15:00:00,54.207558 -2012-02-20 16:00:00,53.06707 -2012-02-20 17:00:00,53.627327 -2012-02-20 18:00:00,54.88391 -2012-02-20 19:00:00,55.010708 -2012-02-20 20:00:00,54.227753 -2012-02-20 21:00:00,54.89419 -2012-02-20 22:00:00,54.743744 -2012-02-20 23:00:00,54.869003 -2012-02-21 00:00:00,43.726543 -2012-02-21 01:00:00,45.206528 -2012-02-21 02:00:00,44.732265 -2012-02-21 04:00:00,48.545372 -2012-02-21 05:00:00,46.09084 -2012-02-21 06:00:00,46.08378 -2012-02-21 07:00:00,48.65294 -2012-02-21 08:00:00,43.960087 -2012-02-21 09:00:00,43.429604 -2012-02-21 10:00:00,45.74749 -2012-02-21 11:00:00,48.889473 -2012-02-21 12:00:00,46.29727 -2012-02-21 13:00:00,44.333042 -2012-02-21 14:00:00,46.009155 -2012-02-21 15:00:00,44.47799 -2012-02-21 16:00:00,45.654186 -2012-02-21 17:00:00,50.95985 -2012-02-21 18:00:00,51.062828 -2012-02-21 19:00:00,45.934917 -2012-02-21 20:00:00,46.01994 -2012-02-21 21:00:00,46.419807 -2012-02-21 22:00:00,48.0132 -2012-02-21 23:00:00,48.08828 -2012-02-22 00:00:00,48.19777 -2012-02-22 01:00:00,48.66061 -2012-02-22 02:00:00,47.28622 -2012-02-22 03:00:00,48.274765 -2012-02-22 04:00:00,46.73695 -2012-02-22 05:00:00,47.20498 -2012-02-22 06:00:00,46.912613 -2012-02-22 07:00:00,47.63755 -2012-02-22 08:00:00,46.507397 -2012-02-22 09:00:00,48.73127 -2012-02-22 10:00:00,47.347458 -2012-02-22 11:00:00,47.53425 -2012-02-22 12:00:00,47.802784 -2012-02-22 13:00:00,47.539577 -2012-02-22 14:00:00,47.935104 -2012-02-22 15:00:00,53.085793 -2012-02-22 16:00:00,53.972908 -2012-02-22 17:00:00,53.628387 -2012-02-22 18:00:00,53.544712 -2012-02-22 19:00:00,52.712738 -2012-02-22 20:00:00,51.448093 -2012-02-22 21:00:00,54.301086 -2012-02-22 22:00:00,51.581127 -2012-02-22 23:00:00,55.263664 -2012-02-23 00:00:00,51.425385 -2012-02-23 01:00:00,51.427834 -2012-02-23 02:00:00,51.185806 -2012-02-23 03:00:00,53.909958 -2012-02-23 04:00:00,49.427414 -2012-02-23 05:00:00,49.427414 -2012-02-23 06:00:00,49.604225 -2012-02-23 07:00:00,48.915024 -2012-02-23 08:00:00,49.34421 -2012-02-23 09:00:00,48.50455 -2012-02-23 10:00:00,48.901344 -2012-02-23 11:00:00,49.422585 -2012-02-23 12:00:00,55.366802 -2012-02-23 13:00:00,54.058697 -2012-02-23 14:00:00,54.822094 -2012-02-23 15:00:00,53.918705 -2012-02-23 16:00:00,55.519436 -2012-02-23 17:00:00,53.379917 -2012-02-23 18:00:00,53.27065 -2012-02-23 19:00:00,54.719887 -2012-02-23 20:00:00,52.624588 -2012-02-23 21:00:00,50.782093 -2012-02-23 22:00:00,50.153397 -2012-02-23 23:00:00,48.61033 -2012-02-24 00:00:00,51.78801 -2012-02-24 01:00:00,50.63175 -2012-02-24 02:00:00,52.429436 -2012-02-24 03:00:00,49.339966 -2012-02-24 04:00:00,50.511387 -2012-02-24 05:00:00,52.317543 -2012-02-24 06:00:00,52.016342 -2012-02-24 07:00:00,51.950905 -2012-02-24 08:00:00,51.29133 -2012-02-24 09:00:00,53.795883 -2012-02-24 10:00:00,52.97583 -2012-02-24 11:00:00,52.126102 -2012-02-24 12:00:00,50.804497 -2012-02-24 13:00:00,51.339943 -2012-02-24 14:00:00,51.195374 -2012-02-24 15:00:00,53.935448 -2012-02-24 16:00:00,53.935448 -2012-02-24 17:00:00,52.903236 -2012-02-24 18:00:00,52.395123 -2012-02-24 19:00:00,51.71095 -2012-02-24 20:00:00,50.978374 -2012-02-24 21:00:00,55.87131 -2012-02-24 22:00:00,45.93382 -2012-02-24 23:00:00,21.245445 -2012-02-25 00:00:00,19.464025 -2012-02-25 01:00:00,12.718876 -2012-02-25 02:00:00,10.873806 -2012-02-25 03:00:00,9.095501 -2012-02-25 04:00:00,10.038803 -2012-02-25 05:00:00,8.5128765 -2012-02-25 06:00:00,8.5128765 -2012-02-25 07:00:00,8.131415 -2012-02-25 08:00:00,7.5400724 -2012-02-25 09:00:00,6.3595085 -2012-02-25 10:00:00,9.037388 -2012-02-25 11:00:00,9.052438 -2012-02-25 12:00:00,12.767602 -2012-02-25 13:00:00,13.359173 -2012-02-25 14:00:00,14.203066 -2012-02-25 15:00:00,15.141094 -2012-02-25 16:00:00,16.338476 -2012-02-25 17:00:00,11.069873 -2012-02-25 18:00:00,11.32317 -2012-02-25 19:00:00,9.760401 -2012-02-25 20:00:00,9.2372875 -2012-02-25 21:00:00,7.951724 -2012-02-25 22:00:00,8.196746 -2012-02-25 23:00:00,7.738168 -2012-02-26 00:00:00,8.050291 -2012-02-26 01:00:00,7.642387 -2012-02-26 02:00:00,7.642387 -2012-02-26 03:00:00,6.782215 -2012-02-26 04:00:00,6.7818017 -2012-02-26 05:00:00,6.790888 -2012-02-26 06:00:00,7.033452 -2012-02-26 07:00:00,5.835343 -2012-02-26 08:00:00,6.4945545 -2012-02-26 09:00:00,6.0944343 -2012-02-26 10:00:00,7.3552203 -2012-02-26 11:00:00,7.846803 -2012-02-26 12:00:00,8.962829 -2012-02-26 13:00:00,9.949491 -2012-02-26 14:00:00,14.326669 -2012-02-26 15:00:00,14.773742 -2012-02-26 16:00:00,15.685844 -2012-02-26 17:00:00,15.29083 -2012-02-26 18:00:00,11.51022 -2012-02-26 19:00:00,12.849527 -2012-02-26 20:00:00,9.964411 -2012-02-26 21:00:00,9.1470585 -2012-02-26 22:00:00,9.294285 -2012-02-26 23:00:00,7.1560836 -2012-02-27 00:00:00,6.137099 -2012-02-27 01:00:00,5.987974 -2012-02-27 02:00:00,6.2233124 -2012-02-27 03:00:00,5.514845 -2012-02-27 04:00:00,5.303254 -2012-02-27 05:00:00,5.303254 -2012-02-27 06:00:00,4.697062 -2012-02-27 07:00:00,5.967585 -2012-02-27 08:00:00,5.5345793 -2012-02-27 09:00:00,5.479554 -2012-02-27 10:00:00,8.684221 -2012-02-27 11:00:00,11.338784 -2012-02-27 12:00:00,12.944896 -2012-02-27 13:00:00,12.011442 -2012-02-27 14:00:00,13.88418 -2012-02-27 15:00:00,15.789287 -2012-02-27 16:00:00,15.315635 -2012-02-27 17:00:00,15.476686 -2012-02-27 18:00:00,14.499316 -2012-02-27 19:00:00,14.664253 -2012-02-27 20:00:00,14.334134 -2012-02-27 21:00:00,13.88418 -2012-02-27 22:00:00,13.375834 -2012-02-27 23:00:00,8.492965 -2012-02-28 00:00:00,10.370888 -2012-02-28 01:00:00,7.1778636 -2012-02-28 02:00:00,7.6083922 -2012-02-28 03:00:00,13.647836 -2012-02-28 04:00:00,11.156148 -2012-02-28 05:00:00,11.156148 -2012-02-28 06:00:00,7.4814587 -2012-02-28 07:00:00,6.5802245 -2012-02-28 08:00:00,5.316619 -2012-02-28 09:00:00,6.8012624 -2012-02-28 10:00:00,9.374023 -2012-02-28 11:00:00,8.805176 -2012-02-28 12:00:00,12.236343 -2012-02-28 13:00:00,12.181639 -2012-02-28 14:00:00,14.824893 -2012-02-28 15:00:00,15.456126 -2012-02-28 16:00:00,14.728687 -2012-02-28 17:00:00,15.455331 -2012-02-28 18:00:00,14.616968 -2012-02-28 19:00:00,15.1364 -2012-02-28 20:00:00,13.704126 -2012-02-28 21:00:00,8.272591 -2012-02-28 22:00:00,8.2866335 -2012-02-28 23:00:00,7.4744825 -2012-02-29 00:00:00,7.649463 -2012-02-29 01:00:00,7.6179504 -2012-02-29 02:00:00,7.565076 -2012-02-29 03:00:00,6.0864887 -2012-02-29 05:00:00,6.285755 -2012-02-29 06:00:00,7.669643 -2012-02-29 07:00:00,7.2843637 -2012-02-29 08:00:00,7.744155 -2012-02-29 09:00:00,6.5969462 -2012-02-29 10:00:00,6.72801 -2012-02-29 11:00:00,7.200349 -2012-02-29 12:00:00,6.2373414 -2012-02-29 13:00:00,6.497217 -2012-02-29 14:00:00,7.152644 -2012-02-29 15:00:00,8.434353 -2012-02-29 16:00:00,7.321559 -2012-02-29 17:00:00,9.344965 -2012-02-29 18:00:00,8.508831 -2012-02-29 19:00:00,11.00184 -2012-02-29 20:00:00,8.693598 -2012-02-29 21:00:00,8.74157 -2012-02-29 22:00:00,9.0745 -2012-02-29 23:00:00,9.255589 -2012-03-20 00:00:00,41.09035 -2012-03-20 01:00:00,77.47634 -2012-03-20 02:00:00,142.27777 -2012-03-20 03:00:00,161.61148 -2012-03-20 04:00:00,160.08192 -2012-03-20 05:00:00,151.59285 -2012-03-20 06:00:00,152.27258 -2012-03-20 07:00:00,154.2738 -2012-03-20 08:00:00,187.13367 -2012-03-20 09:00:00,185.8147 -2012-03-20 10:00:00,183.28394 -2012-03-20 11:00:00,187.05998 -2012-03-20 12:00:00,193.3204 -2012-03-20 13:00:00,189.23926 -2012-03-20 14:00:00,202.11269 -2012-03-20 15:00:00,207.92892 -2012-03-20 16:00:00,230.62193 -2012-03-20 17:00:00,218.81888 -2012-03-20 18:00:00,221.2585 -2012-03-20 19:00:00,209.68405 -2012-03-20 20:00:00,212.8453 -2012-03-20 21:00:00,217.1981 -2012-03-20 22:00:00,221.9909 -2012-03-20 23:00:00,220.23347 -2012-03-21 00:00:00,218.44733 -2012-03-21 01:00:00,213.93484 -2012-03-21 02:00:00,223.69835 -2012-03-21 03:00:00,230.75705 -2012-03-21 04:00:00,225.442 -2012-03-21 05:00:00,226.62442 -2012-03-21 06:00:00,218.9362 -2012-03-21 07:00:00,190.72388 -2012-03-21 08:00:00,191.87877 -2012-03-21 09:00:00,234.91417 -2012-03-21 10:00:00,230.7417 -2012-03-21 11:00:00,230.91301 -2012-03-21 12:00:00,236.45143 -2012-03-21 13:00:00,229.11342 -2012-03-21 14:00:00,232.77887 -2012-03-21 15:00:00,232.92163 -2012-03-21 16:00:00,235.48257 -2012-03-21 17:00:00,234.7283 -2012-03-21 18:00:00,235.8601 -2012-03-21 19:00:00,243.25912 -2012-03-21 20:00:00,218.07864 -2012-03-21 21:00:00,224.78044 -2012-03-21 22:00:00,228.57513 -2012-03-21 23:00:00,237.72427 -2012-03-22 00:00:00,229.27554 -2012-03-22 01:00:00,229.70384 -2012-03-22 02:00:00,229.83899 -2012-03-22 03:00:00,229.90218 -2012-03-22 04:00:00,238.43007 -2012-03-22 05:00:00,239.92093 -2012-03-22 06:00:00,240.3033 -2012-03-22 07:00:00,240.45052 -2012-03-22 08:00:00,235.0296 -2012-03-22 09:00:00,236.62166 -2012-03-22 10:00:00,243.49042 -2012-03-22 11:00:00,223.81276 -2012-03-22 12:00:00,247.96211 -2012-03-22 13:00:00,224.91806 -2012-03-22 14:00:00,245.28319 -2012-03-22 15:00:00,257.61765 -2012-03-22 16:00:00,265.7698 -2012-03-22 17:00:00,269.5835 -2012-03-22 18:00:00,269.74966 -2012-03-22 19:00:00,258.89407 -2012-03-22 20:00:00,253.51088 -2012-03-22 21:00:00,219.21512 -2012-03-22 22:00:00,217.2106 -2012-03-22 23:00:00,212.58516 -2012-03-23 00:00:00,237.49371 -2012-03-23 01:00:00,245.63039 -2012-03-23 02:00:00,229.18092 -2012-03-23 03:00:00,241.37717 -2012-03-23 04:00:00,250.8095 -2012-03-23 05:00:00,232.32451 -2012-03-23 06:00:00,249.63815 -2012-03-23 07:00:00,249.01295 -2012-03-23 08:00:00,249.98293 -2012-03-23 09:00:00,243.28424 -2012-03-23 10:00:00,245.27904 -2012-03-23 11:00:00,251.07364 -2012-03-23 12:00:00,262.30875 -2012-03-23 13:00:00,265.36417 -2012-03-23 14:00:00,273.4524 -2012-03-23 15:00:00,274.53543 -2012-03-23 16:00:00,275.228 -2012-03-23 17:00:00,275.46674 -2012-03-23 18:00:00,270.76276 -2012-03-23 19:00:00,269.6131 -2012-03-23 20:00:00,268.9476 -2012-03-23 21:00:00,264.73785 -2012-03-23 22:00:00,265.11578 -2012-03-23 23:00:00,259.46857 -2012-03-24 00:00:00,265.5007 -2012-03-24 01:00:00,264.02228 -2012-03-24 02:00:00,261.5088 -2012-03-24 03:00:00,261.5088 -2012-03-24 04:00:00,263.54282 -2012-03-24 05:00:00,260.31375 -2012-03-24 06:00:00,259.7777 -2012-03-24 07:00:00,261.44025 -2012-03-24 08:00:00,259.48395 -2012-03-24 09:00:00,256.84674 -2012-03-24 10:00:00,260.69177 -2012-03-24 11:00:00,259.48395 -2012-03-24 12:00:00,238.78323 -2012-03-24 13:00:00,238.10506 -2012-03-24 14:00:00,260.84662 -2012-03-24 15:00:00,235.37323 -2012-03-24 16:00:00,234.81955 -2012-03-24 17:00:00,256.24042 -2012-03-24 18:00:00,238.21875 -2012-03-24 19:00:00,246.12488 -2012-03-24 20:00:00,241.4887 -2012-03-24 21:00:00,241.4887 -2012-03-24 22:00:00,245.74768 -2012-03-24 23:00:00,266.4265 -2012-03-25 00:00:00,265.7911 -2012-03-25 01:00:00,256.6403 -2012-03-25 02:00:00,245.97858 -2012-03-25 03:00:00,244.5279 -2012-03-25 04:00:00,251.20508 -2012-03-25 05:00:00,246.15335 -2012-03-25 06:00:00,246.15335 -2012-03-25 07:00:00,252.1115 -2012-03-25 08:00:00,251.81894 -2012-03-25 09:00:00,243.26967 -2012-03-25 10:00:00,263.38293 -2012-03-25 11:00:00,243.26967 -2012-03-25 12:00:00,244.42 -2012-03-25 13:00:00,270.8302 -2012-03-25 14:00:00,271.60922 -2012-03-25 15:00:00,271.17285 -2012-03-25 16:00:00,242.1258 -2012-03-25 17:00:00,249.41963 -2012-03-25 18:00:00,252.20503 -2012-03-25 19:00:00,266.97784 -2012-03-25 20:00:00,247.86577 -2012-03-25 21:00:00,242.4897 -2012-03-25 22:00:00,163.22495 -2012-03-25 23:00:00,100.61749 -2012-03-26 00:00:00,65.52012 -2012-03-26 01:00:00,39.815372 -2012-03-26 02:00:00,40.643253 -2012-03-26 03:00:00,41.55885 -2012-03-26 04:00:00,41.11567 -2012-03-26 05:00:00,41.73062 -2012-03-26 06:00:00,41.548054 -2012-03-26 07:00:00,40.559254 -2012-03-26 08:00:00,40.647053 -2012-03-26 09:00:00,43.93537 -2012-03-26 10:00:00,45.8713 -2012-03-26 11:00:00,47.510513 -2012-03-26 12:00:00,46.111076 -2012-03-26 13:00:00,46.73839 -2012-03-26 14:00:00,44.04995 -2012-03-26 15:00:00,47.138664 -2012-03-26 16:00:00,46.406563 -2012-03-26 17:00:00,45.78903 -2012-03-26 18:00:00,44.97624 -2012-03-26 19:00:00,44.640854 -2012-03-26 20:00:00,47.347286 -2012-03-26 21:00:00,45.310482 -2012-03-26 22:00:00,44.087242 -2012-03-26 23:00:00,45.128086 -2012-03-27 00:00:00,45.417263 -2012-03-27 01:00:00,45.11127 -2012-03-27 02:00:00,45.755386 -2012-03-27 03:00:00,47.422012 -2012-03-27 04:00:00,47.25346 -2012-03-27 05:00:00,47.716946 -2012-03-27 06:00:00,47.123657 -2012-03-27 07:00:00,47.123657 -2012-03-27 08:00:00,46.795147 -2012-03-27 09:00:00,46.668114 -2012-03-27 10:00:00,46.950527 -2012-03-27 11:00:00,45.382404 -2012-03-27 12:00:00,45.093452 -2012-03-27 13:00:00,48.721687 -2012-03-27 14:00:00,46.910027 -2012-03-27 15:00:00,48.02702 -2012-03-27 16:00:00,48.02702 -2012-03-27 17:00:00,50.575336 -2012-03-27 18:00:00,50.342358 -2012-03-27 19:00:00,50.749813 -2012-03-27 20:00:00,50.34461 -2012-03-27 21:00:00,44.698112 -2012-03-27 22:00:00,47.45778 -2012-03-27 23:00:00,45.243538 -2012-03-28 00:00:00,45.57128 -2012-03-28 01:00:00,44.37465 -2012-03-28 02:00:00,43.631477 -2012-03-28 03:00:00,45.50415 -2012-03-28 04:00:00,44.827198 -2012-03-28 05:00:00,44.827198 -2012-03-28 06:00:00,44.521828 -2012-03-28 07:00:00,44.38562 -2012-03-28 08:00:00,44.406223 -2012-03-28 09:00:00,46.34147 -2012-03-28 10:00:00,45.926865 -2012-03-28 11:00:00,45.01354 -2012-03-28 12:00:00,41.53903 -2012-03-28 13:00:00,42.472702 -2012-03-28 14:00:00,45.014584 -2012-03-28 15:00:00,39.59014 -2012-03-28 16:00:00,45.737392 -2012-03-28 17:00:00,41.533146 -2012-03-28 18:00:00,41.533146 -2012-03-28 19:00:00,40.941265 -2012-03-28 20:00:00,41.956898 -2012-03-28 21:00:00,42.45684 -2012-03-28 22:00:00,41.903305 -2012-03-28 23:00:00,40.6443 -2012-03-29 00:00:00,39.85442 -2012-03-29 01:00:00,43.15329 -2012-03-29 02:00:00,47.40989 -2012-03-29 03:00:00,45.403973 -2012-03-29 04:00:00,44.59692 -2012-03-29 05:00:00,43.4865 -2012-03-29 06:00:00,44.788116 -2012-03-29 07:00:00,44.90788 -2012-03-29 08:00:00,45.90559 -2012-03-29 09:00:00,44.99856 -2012-03-29 10:00:00,46.237602 -2012-03-29 11:00:00,45.169975 -2012-03-29 12:00:00,44.91909 -2012-03-29 13:00:00,46.315403 -2012-03-29 14:00:00,42.79804 -2012-03-29 15:00:00,45.26772 -2012-03-29 16:00:00,44.187332 -2012-03-29 17:00:00,45.935524 -2012-03-29 18:00:00,42.94378 -2012-03-29 19:00:00,45.46119 -2012-03-29 20:00:00,46.647495 -2012-03-29 21:00:00,45.418427 -2012-03-29 22:00:00,45.672318 -2012-03-29 23:00:00,45.3913 -2012-03-30 00:00:00,46.57936 -2012-03-30 01:00:00,45.291733 -2012-03-30 02:00:00,45.63428 -2012-03-30 03:00:00,49.433784 -2012-03-30 04:00:00,54.01039 -2012-03-30 05:00:00,54.98691 -2012-03-30 06:00:00,56.343006 -2012-03-30 07:00:00,53.273254 -2012-03-30 08:00:00,55.12082 -2012-03-30 09:00:00,57.752457 -2012-03-30 10:00:00,65.70726 -2012-03-30 11:00:00,55.897877 -2012-03-30 12:00:00,54.081512 -2012-03-30 13:00:00,55.780304 -2012-03-30 14:00:00,53.71312 -2012-03-30 15:00:00,52.542397 -2012-03-30 16:00:00,51.061337 -2012-03-30 17:00:00,46.84399 -2012-03-30 18:00:00,48.35944 -2012-03-30 19:00:00,46.461903 -2012-03-30 20:00:00,46.45429 -2012-03-30 21:00:00,46.8111 -2012-03-30 22:00:00,47.151047 -2012-03-30 23:00:00,50.335403 -2012-03-31 00:00:00,52.776604 -2012-03-31 01:00:00,49.953026 -2012-03-31 02:00:00,50.842865 -2012-03-31 03:00:00,50.593933 -2012-03-31 04:00:00,50.362015 -2012-03-31 05:00:00,50.218643 -2012-03-31 06:00:00,53.36452 -2012-03-31 07:00:00,53.44664 -2012-03-31 08:00:00,53.550713 -2012-03-31 09:00:00,49.69196 -2012-03-31 10:00:00,51.342907 -2012-03-31 11:00:00,51.26579 -2012-03-31 12:00:00,50.88115 -2012-03-31 13:00:00,52.203495 -2012-03-31 14:00:00,48.44757 -2012-03-31 15:00:00,48.391033 -2012-03-31 16:00:00,49.038452 -2012-03-31 17:00:00,49.243732 -2012-03-31 18:00:00,51.974342 -2012-03-31 19:00:00,51.192974 -2012-03-31 20:00:00,49.162952 -2012-03-31 21:00:00,49.743202 -2012-03-31 22:00:00,52.82113 -2012-03-31 23:00:00,60.947975 -2012-04-20 00:00:00,157.88878 -2012-04-20 01:00:00,183.79488 -2012-04-20 02:00:00,187.57411 -2012-04-20 03:00:00,193.14261 -2012-04-20 04:00:00,200.7258 -2012-04-20 05:00:00,194.80269 -2012-04-20 06:00:00,200.46262 -2012-04-20 07:00:00,197.17957 -2012-04-20 08:00:00,198.91156 -2012-04-20 09:00:00,213.6886 -2012-04-20 10:00:00,213.14526 -2012-04-20 11:00:00,230.4089 -2012-04-20 12:00:00,255.2729 -2012-04-20 13:00:00,297.72064 -2012-04-20 14:00:00,306.2244 -2012-04-20 15:00:00,291.1731 -2012-04-20 16:00:00,313.36502 -2012-04-20 17:00:00,298.58102 -2012-04-20 18:00:00,276.85815 -2012-04-20 19:00:00,272.14764 -2012-04-20 20:00:00,275.69305 -2012-04-20 21:00:00,262.49545 -2012-04-20 22:00:00,253.66037 -2012-04-20 23:00:00,255.80742 -2012-04-21 00:00:00,288.86414 -2012-04-21 01:00:00,291.92365 -2012-04-21 02:00:00,291.37286 -2012-04-21 03:00:00,295.09766 -2012-04-21 04:00:00,294.6194 -2012-04-21 05:00:00,294.27707 -2012-04-21 06:00:00,297.00458 -2012-04-21 07:00:00,293.7073 -2012-04-21 08:00:00,296.56424 -2012-04-21 09:00:00,297.4239 -2012-04-21 10:00:00,320.51004 -2012-04-21 11:00:00,327.07108 -2012-04-21 12:00:00,338.71667 -2012-04-21 13:00:00,341.36395 -2012-04-21 14:00:00,338.8756 -2012-04-21 15:00:00,339.37338 -2012-04-21 16:00:00,336.4284 -2012-04-21 17:00:00,337.8454 -2012-04-21 18:00:00,334.11008 -2012-04-21 19:00:00,307.7183 -2012-04-21 20:00:00,289.4635 -2012-04-21 21:00:00,291.03842 -2012-04-21 22:00:00,293.43787 -2012-04-21 23:00:00,300.59607 -2012-04-22 00:00:00,311.11633 -2012-04-22 01:00:00,302.55945 -2012-04-22 02:00:00,309.6523 -2012-04-22 03:00:00,313.183 -2012-04-22 04:00:00,297.3106 -2012-04-22 05:00:00,297.60226 -2012-04-22 06:00:00,310.08282 -2012-04-22 07:00:00,288.16226 -2012-04-22 08:00:00,293.45786 -2012-04-22 09:00:00,293.4719 -2012-04-22 10:00:00,288.72687 -2012-04-22 11:00:00,294.15085 -2012-04-22 12:00:00,291.5214 -2012-04-22 13:00:00,290.94373 -2012-04-22 14:00:00,291.5214 -2012-04-22 15:00:00,293.45142 -2012-04-22 16:00:00,291.78812 -2012-04-22 17:00:00,294.20972 -2012-04-22 18:00:00,294.17694 -2012-04-22 19:00:00,292.65308 -2012-04-22 20:00:00,292.1953 -2012-04-22 21:00:00,291.51923 -2012-04-22 22:00:00,293.327 -2012-04-22 23:00:00,289.18396 -2012-04-23 00:00:00,255.05252 -2012-04-23 01:00:00,253.537 -2012-04-23 02:00:00,262.22028 -2012-04-23 03:00:00,260.53265 -2012-04-23 04:00:00,251.93098 -2012-04-23 05:00:00,251.93098 -2012-04-23 06:00:00,264.2837 -2012-04-23 07:00:00,253.70825 -2012-04-23 08:00:00,264.50415 -2012-04-23 09:00:00,263.71808 -2012-04-23 10:00:00,272.13007 -2012-04-23 11:00:00,273.56754 -2012-04-23 12:00:00,262.65723 -2012-04-23 13:00:00,268.4731 -2012-04-23 14:00:00,277.75613 -2012-04-23 15:00:00,277.7606 -2012-04-23 16:00:00,256.71362 -2012-04-23 17:00:00,255.5694 -2012-04-23 18:00:00,254.06891 -2012-04-23 19:00:00,259.18622 -2012-04-23 20:00:00,263.2394 -2012-04-23 21:00:00,263.9297 -2012-04-23 22:00:00,261.08087 -2012-04-23 23:00:00,262.79663 -2012-04-24 00:00:00,263.87604 -2012-04-24 01:00:00,267.64212 -2012-04-24 02:00:00,263.3381 -2012-04-24 03:00:00,264.0829 -2012-04-24 04:00:00,264.07132 -2012-04-24 05:00:00,264.07132 -2012-04-24 06:00:00,265.31995 -2012-04-24 07:00:00,268.45554 -2012-04-24 08:00:00,274.80032 -2012-04-24 09:00:00,277.63315 -2012-04-24 10:00:00,276.7447 -2012-04-24 11:00:00,283.49255 -2012-04-24 12:00:00,284.28607 -2012-04-24 13:00:00,283.6053 -2012-04-24 14:00:00,303.35205 -2012-04-24 15:00:00,297.78546 -2012-04-24 16:00:00,287.97168 -2012-04-24 17:00:00,299.42502 -2012-04-24 18:00:00,288.58514 -2012-04-24 19:00:00,283.4748 -2012-04-24 20:00:00,280.41556 -2012-04-24 21:00:00,284.89325 -2012-04-24 22:00:00,283.325 -2012-04-24 23:00:00,283.6097 -2012-04-25 00:00:00,283.8847 -2012-04-25 01:00:00,284.48843 -2012-04-25 02:00:00,279.38525 -2012-04-25 03:00:00,266.01993 -2012-04-25 04:00:00,268.1027 -2012-04-25 05:00:00,271.5385 -2012-04-25 06:00:00,271.5385 -2012-04-25 07:00:00,270.39636 -2012-04-25 08:00:00,262.33063 -2012-04-25 09:00:00,274.0405 -2012-04-25 10:00:00,197.26215 -2012-04-25 11:00:00,137.69798 -2012-04-25 12:00:00,70.78309 -2012-04-25 13:00:00,31.59732 -2012-04-25 14:00:00,26.047998 -2012-04-25 15:00:00,26.2325 -2012-04-25 16:00:00,27.39061 -2012-04-25 17:00:00,27.01392 -2012-04-25 18:00:00,26.67738 -2012-04-25 19:00:00,26.879663 -2012-04-25 20:00:00,23.23574 -2012-04-25 21:00:00,16.328869 -2012-04-25 22:00:00,12.421309 -2012-04-25 23:00:00,12.391739 -2012-04-26 00:00:00,11.637688 -2012-04-26 01:00:00,12.576054 -2012-04-26 02:00:00,14.264349 -2012-04-26 03:00:00,13.097275 -2012-04-26 04:00:00,12.621085 -2012-04-26 05:00:00,14.574459 -2012-04-26 06:00:00,12.173643 -2012-04-26 07:00:00,13.330797 -2012-04-26 08:00:00,13.095398 -2012-04-26 09:00:00,12.328983 -2012-04-26 10:00:00,12.846151 -2012-04-26 11:00:00,12.4932785 -2012-04-26 12:00:00,14.532546 -2012-04-26 13:00:00,10.509871 -2012-04-26 14:00:00,13.79307 -2012-04-26 15:00:00,14.041424 -2012-04-26 16:00:00,14.429516 -2012-04-26 17:00:00,13.636252 -2012-04-26 18:00:00,13.809781 -2012-04-26 19:00:00,13.4874935 -2012-04-26 20:00:00,13.4649515 -2012-04-26 21:00:00,13.414066 -2012-04-26 22:00:00,13.713469 -2012-04-26 23:00:00,12.734241 -2012-04-27 00:00:00,22.437157 -2012-04-27 01:00:00,20.58113 -2012-04-27 02:00:00,17.252802 -2012-04-27 03:00:00,17.348131 -2012-04-27 04:00:00,17.702879 -2012-04-27 05:00:00,20.769417 -2012-04-27 06:00:00,16.501175 -2012-04-27 07:00:00,14.284063 -2012-04-27 08:00:00,12.501567 -2012-04-27 09:00:00,18.41354 -2012-04-27 10:00:00,23.019817 -2012-04-27 11:00:00,22.761057 -2012-04-27 12:00:00,22.55447 -2012-04-27 13:00:00,23.72492 -2012-04-27 14:00:00,22.509554 -2012-04-27 15:00:00,25.674955 -2012-04-27 16:00:00,23.326769 -2012-04-27 17:00:00,29.781105 -2012-04-27 18:00:00,28.01775 -2012-04-27 19:00:00,24.515474 -2012-04-27 20:00:00,21.94767 -2012-04-27 21:00:00,20.67034 -2012-04-27 22:00:00,18.19548 -2012-04-27 23:00:00,16.087294 -2012-04-28 00:00:00,14.951985 -2012-04-28 01:00:00,14.272051 -2012-04-28 02:00:00,14.446919 -2012-04-28 03:00:00,14.191101 -2012-04-28 04:00:00,13.734392 -2012-04-28 05:00:00,13.006499 -2012-04-28 06:00:00,13.99225 -2012-04-28 07:00:00,13.733702 -2012-04-28 08:00:00,14.628079 -2012-04-28 09:00:00,13.39115 -2012-04-28 10:00:00,11.448568 -2012-04-28 11:00:00,11.647516 -2012-04-28 12:00:00,12.686368 -2012-04-28 13:00:00,12.914257 -2012-04-28 14:00:00,17.057096 -2012-04-28 15:00:00,18.141949 -2012-04-28 16:00:00,17.7839 -2012-04-28 17:00:00,16.082798 -2012-04-28 18:00:00,13.892678 -2012-04-28 19:00:00,13.568075 -2012-04-28 20:00:00,13.54734 -2012-04-28 21:00:00,13.936853 -2012-04-28 22:00:00,13.682299 -2012-04-28 23:00:00,13.417816 -2012-04-29 00:00:00,13.783014 -2012-04-29 01:00:00,14.332006 -2012-04-29 02:00:00,13.975754 -2012-04-29 03:00:00,13.892088 -2012-04-29 04:00:00,14.372664 -2012-04-29 05:00:00,13.826276 -2012-04-29 06:00:00,13.956191 -2012-04-29 07:00:00,13.880872 -2012-04-29 08:00:00,13.608207 -2012-04-29 09:00:00,13.944964 -2012-04-29 10:00:00,12.979119 -2012-04-29 11:00:00,14.625182 -2012-04-29 12:00:00,17.487701 -2012-04-29 13:00:00,17.570444 -2012-04-29 14:00:00,25.410587 -2012-04-29 15:00:00,29.834427 -2012-04-29 16:00:00,31.472452 -2012-04-29 17:00:00,30.875147 -2012-04-29 18:00:00,31.988644 -2012-04-29 19:00:00,32.220543 -2012-04-29 20:00:00,31.132067 -2012-04-29 21:00:00,18.673655 -2012-04-29 22:00:00,17.591799 -2012-04-29 23:00:00,13.605946 -2012-04-30 00:00:00,11.753121 -2012-04-30 01:00:00,12.119263 -2012-04-30 02:00:00,12.916235 -2012-04-30 03:00:00,11.857723 -2012-04-30 04:00:00,11.034679 -2012-04-30 05:00:00,11.025655 -2012-04-30 06:00:00,12.79939 -2012-04-30 07:00:00,12.760071 -2012-04-30 08:00:00,15.677051 -2012-04-30 09:00:00,15.588442 -2012-04-30 10:00:00,12.9458885 -2012-04-30 11:00:00,13.903939 -2012-04-30 12:00:00,13.212755 -2012-04-30 13:00:00,13.250142 -2012-04-30 14:00:00,15.156906 -2012-04-30 15:00:00,15.068466 -2012-04-30 16:00:00,16.446083 -2012-04-30 17:00:00,16.712637 -2012-04-30 18:00:00,13.975528 -2012-04-30 19:00:00,14.213096 -2012-04-30 20:00:00,15.485679 -2012-04-30 21:00:00,15.804811 -2012-04-30 22:00:00,20.43017 -2012-04-30 23:00:00,27.076319 -2012-05-20 00:00:00,246.33057 -2012-05-20 01:00:00,277.40414 -2012-05-20 02:00:00,288.03424 -2012-05-20 03:00:00,291.11588 -2012-05-20 04:00:00,284.18466 -2012-05-20 05:00:00,284.5889 -2012-05-20 06:00:00,288.27356 -2012-05-20 07:00:00,292.75897 -2012-05-20 08:00:00,309.65863 -2012-05-20 09:00:00,318.5555 -2012-05-20 10:00:00,323.43774 -2012-05-20 11:00:00,324.1028 -2012-05-20 12:00:00,325.3071 -2012-05-20 13:00:00,326.52078 -2012-05-20 14:00:00,326.48148 -2012-05-20 15:00:00,328.27728 -2012-05-20 16:00:00,327.80176 -2012-05-20 17:00:00,327.88425 -2012-05-20 18:00:00,330.4064 -2012-05-20 19:00:00,328.92715 -2012-05-20 20:00:00,329.0829 -2012-05-20 21:00:00,320.22775 -2012-05-20 22:00:00,312.77274 -2012-05-20 23:00:00,309.11276 -2012-05-21 00:00:00,197.67282 -2012-05-21 01:00:00,194.56746 -2012-05-21 02:00:00,190.63138 -2012-05-21 03:00:00,210.65744 -2012-05-21 04:00:00,195.08469 -2012-05-21 05:00:00,195.96582 -2012-05-21 06:00:00,196.1179 -2012-05-21 07:00:00,195.91663 -2012-05-21 08:00:00,201.66345 -2012-05-21 09:00:00,199.3655 -2012-05-21 10:00:00,200.95114 -2012-05-21 11:00:00,222.21797 -2012-05-21 12:00:00,217.82011 -2012-05-21 13:00:00,202.27615 -2012-05-21 14:00:00,197.65848 -2012-05-21 15:00:00,248.66812 -2012-05-21 16:00:00,237.49525 -2012-05-21 17:00:00,245.24889 -2012-05-21 18:00:00,247.01791 -2012-05-21 19:00:00,268.45905 -2012-05-21 20:00:00,267.02185 -2012-05-21 21:00:00,249.82797 -2012-05-21 22:00:00,236.94997 -2012-05-21 23:00:00,228.64665 -2012-05-22 00:00:00,218.9956 -2012-05-22 01:00:00,209.84903 -2012-05-22 02:00:00,214.3697 -2012-05-22 03:00:00,214.3697 -2012-05-22 04:00:00,201.50887 -2012-05-22 05:00:00,198.1708 -2012-05-22 06:00:00,194.2845 -2012-05-22 07:00:00,194.20259 -2012-05-22 08:00:00,200.12286 -2012-05-22 09:00:00,223.34438 -2012-05-22 10:00:00,211.17938 -2012-05-22 11:00:00,213.10223 -2012-05-22 12:00:00,214.41312 -2012-05-22 13:00:00,254.5508 -2012-05-22 14:00:00,249.91962 -2012-05-22 15:00:00,281.31784 -2012-05-22 16:00:00,275.14108 -2012-05-22 17:00:00,284.22498 -2012-05-22 18:00:00,276.73642 -2012-05-22 19:00:00,256.25528 -2012-05-22 20:00:00,248.36176 -2012-05-22 21:00:00,213.71686 -2012-05-22 22:00:00,237.53006 -2012-05-22 23:00:00,233.11038 -2012-05-23 00:00:00,215.57146 -2012-05-23 01:00:00,207.96426 -2012-05-23 02:00:00,226.10187 -2012-05-23 03:00:00,208.47858 -2012-05-23 04:00:00,195.641 -2012-05-23 05:00:00,195.9284 -2012-05-23 06:00:00,203.02817 -2012-05-23 07:00:00,230.67874 -2012-05-23 08:00:00,230.67874 -2012-05-23 09:00:00,224.12491 -2012-05-23 10:00:00,215.4606 -2012-05-23 11:00:00,251.3331 -2012-05-23 12:00:00,263.33014 -2012-05-23 13:00:00,259.08566 -2012-05-23 14:00:00,283.3451 -2012-05-23 15:00:00,265.49457 -2012-05-23 16:00:00,262.35248 -2012-05-23 17:00:00,237.75186 -2012-05-23 18:00:00,237.75186 -2012-05-23 19:00:00,226.43561 -2012-05-23 20:00:00,233.01038 -2012-05-23 21:00:00,234.71254 -2012-05-23 22:00:00,226.43561 -2012-05-23 23:00:00,214.25092 -2012-05-24 00:00:00,215.39268 -2012-05-24 01:00:00,214.35759 -2012-05-24 02:00:00,233.91275 -2012-05-24 03:00:00,213.67676 -2012-05-24 04:00:00,212.834 -2012-05-24 05:00:00,212.834 -2012-05-24 06:00:00,212.834 -2012-05-24 07:00:00,209.02586 -2012-05-24 08:00:00,235.62518 -2012-05-24 09:00:00,223.24301 -2012-05-24 10:00:00,273.23993 -2012-05-24 11:00:00,278.633 -2012-05-24 12:00:00,294.9752 -2012-05-24 13:00:00,297.29666 -2012-05-24 14:00:00,298.5445 -2012-05-24 15:00:00,300.09732 -2012-05-24 16:00:00,298.35965 -2012-05-24 17:00:00,300.27252 -2012-05-24 18:00:00,297.86124 -2012-05-24 19:00:00,293.428 -2012-05-24 20:00:00,250.18137 -2012-05-24 21:00:00,208.10023 -2012-05-24 22:00:00,228.54652 -2012-05-24 23:00:00,228.46918 -2012-05-25 00:00:00,242.01929 -2012-05-25 01:00:00,244.7625 -2012-05-25 02:00:00,254.09236 -2012-05-25 03:00:00,255.62535 -2012-05-25 04:00:00,249.41122 -2012-05-25 05:00:00,256.38278 -2012-05-25 06:00:00,255.85948 -2012-05-25 07:00:00,251.91078 -2012-05-25 08:00:00,262.7133 -2012-05-25 09:00:00,260.67392 -2012-05-25 10:00:00,261.10074 -2012-05-25 11:00:00,263.09317 -2012-05-25 12:00:00,291.92334 -2012-05-25 13:00:00,304.512 -2012-05-25 14:00:00,307.5152 -2012-05-25 15:00:00,309.53918 -2012-05-25 16:00:00,312.25607 -2012-05-25 17:00:00,313.70505 -2012-05-25 18:00:00,309.58813 -2012-05-25 19:00:00,309.91345 -2012-05-25 20:00:00,292.12012 -2012-05-25 21:00:00,295.6076 -2012-05-25 22:00:00,243.07346 -2012-05-25 23:00:00,180.62943 -2012-05-26 00:00:00,140.6573 -2012-05-26 01:00:00,63.07622 -2012-05-26 02:00:00,16.591633 -2012-05-26 03:00:00,17.016161 -2012-05-26 04:00:00,16.628233 -2012-05-26 05:00:00,16.477966 -2012-05-26 06:00:00,16.194853 -2012-05-26 07:00:00,17.475466 -2012-05-26 08:00:00,17.712648 -2012-05-26 09:00:00,16.877363 -2012-05-26 10:00:00,18.12914 -2012-05-26 11:00:00,19.369778 -2012-05-26 12:00:00,24.210182 -2012-05-26 13:00:00,23.673502 -2012-05-26 14:00:00,24.762459 -2012-05-26 15:00:00,24.22291 -2012-05-26 16:00:00,26.501545 -2012-05-26 17:00:00,27.251019 -2012-05-26 18:00:00,28.39608 -2012-05-26 19:00:00,24.233952 -2012-05-26 20:00:00,27.34983 -2012-05-26 21:00:00,24.428307 -2012-05-26 22:00:00,19.56722 -2012-05-26 23:00:00,19.56722 -2012-05-27 00:00:00,21.602709 -2012-05-27 01:00:00,19.884842 -2012-05-27 02:00:00,19.818539 -2012-05-27 03:00:00,18.822731 -2012-05-27 04:00:00,17.028 -2012-05-27 05:00:00,17.028 -2012-05-27 06:00:00,17.214613 -2012-05-27 07:00:00,16.545963 -2012-05-27 08:00:00,17.62447 -2012-05-27 09:00:00,17.656113 -2012-05-27 10:00:00,19.907131 -2012-05-27 11:00:00,27.542225 -2012-05-27 12:00:00,25.617977 -2012-05-27 13:00:00,25.987328 -2012-05-27 14:00:00,26.295254 -2012-05-27 15:00:00,26.309061 -2012-05-27 16:00:00,26.309061 -2012-05-27 17:00:00,27.1793 -2012-05-27 18:00:00,25.60347 -2012-05-27 19:00:00,26.010502 -2012-05-27 20:00:00,28.90254 -2012-05-27 21:00:00,20.118525 -2012-05-27 22:00:00,18.32072 -2012-05-27 23:00:00,17.983116 -2012-05-28 00:00:00,16.3688 -2012-05-28 01:00:00,15.981138 -2012-05-28 02:00:00,16.218483 -2012-05-28 03:00:00,16.258041 -2012-05-28 04:00:00,15.949131 -2012-05-28 05:00:00,15.949131 -2012-05-28 06:00:00,16.384422 -2012-05-28 07:00:00,16.687185 -2012-05-28 08:00:00,17.116928 -2012-05-28 09:00:00,24.072536 -2012-05-28 10:00:00,24.072536 -2012-05-28 11:00:00,22.747694 -2012-05-28 12:00:00,21.498234 -2012-05-28 13:00:00,24.959562 -2012-05-28 14:00:00,24.959562 -2012-05-28 15:00:00,26.875566 -2012-05-28 16:00:00,27.345016 -2012-05-28 17:00:00,26.646206 -2012-05-28 18:00:00,26.147758 -2012-05-28 19:00:00,25.795174 -2012-05-28 20:00:00,22.869898 -2012-05-28 21:00:00,21.04096 -2012-05-28 22:00:00,21.094933 -2012-05-28 23:00:00,19.178518 -2012-05-29 00:00:00,15.949654 -2012-05-29 01:00:00,15.977128 -2012-05-29 02:00:00,13.972175 -2012-05-29 03:00:00,15.09898 -2012-05-29 04:00:00,16.0141 -2012-05-29 05:00:00,16.0141 -2012-05-29 06:00:00,16.079632 -2012-05-29 07:00:00,16.079409 -2012-05-29 08:00:00,19.713224 -2012-05-29 09:00:00,20.730467 -2012-05-29 10:00:00,18.261732 -2012-05-29 11:00:00,22.16308 -2012-05-29 12:00:00,22.246517 -2012-05-29 13:00:00,24.520168 -2012-05-29 14:00:00,24.332924 -2012-05-29 15:00:00,25.71761 -2012-05-29 16:00:00,26.424364 -2012-05-29 17:00:00,26.714735 -2012-05-29 18:00:00,25.235144 -2012-05-29 19:00:00,24.334154 -2012-05-29 20:00:00,22.80083 -2012-05-29 21:00:00,17.328814 -2012-05-29 22:00:00,13.470268 -2012-05-29 23:00:00,17.255934 -2012-05-30 00:00:00,15.470927 -2012-05-30 01:00:00,15.943558 -2012-05-30 02:00:00,16.647104 -2012-05-30 03:00:00,16.36642 -2012-05-30 04:00:00,15.857945 -2012-05-30 05:00:00,16.138792 -2012-05-30 06:00:00,16.031433 -2012-05-30 07:00:00,15.921131 -2012-05-30 08:00:00,16.144455 -2012-05-30 09:00:00,17.26059 -2012-05-30 10:00:00,16.789312 -2012-05-30 11:00:00,17.013329 -2012-05-30 12:00:00,26.664463 -2012-05-30 13:00:00,26.14454 -2012-05-30 14:00:00,28.622341 -2012-05-30 15:00:00,26.040531 -2012-05-30 16:00:00,25.403954 -2012-05-30 17:00:00,24.960947 -2012-05-30 18:00:00,24.581955 -2012-05-30 19:00:00,25.48673 -2012-05-30 20:00:00,17.419872 -2012-05-30 21:00:00,24.278997 -2012-05-30 22:00:00,18.458359 -2012-05-30 23:00:00,19.702051 -2012-05-31 00:00:00,19.591 -2012-05-31 01:00:00,19.518948 -2012-05-31 02:00:00,19.725088 -2012-05-31 03:00:00,18.675335 -2012-05-31 04:00:00,20.097054 -2012-05-31 05:00:00,20.472315 -2012-05-31 06:00:00,19.09106 -2012-05-31 07:00:00,20.698654 -2012-05-31 08:00:00,23.247547 -2012-05-31 09:00:00,27.478123 -2012-05-31 10:00:00,26.525764 -2012-05-31 11:00:00,28.02904 -2012-05-31 12:00:00,30.43996 -2012-05-31 13:00:00,32.428547 -2012-05-31 14:00:00,32.761044 -2012-05-31 15:00:00,32.128468 -2012-05-31 16:00:00,32.36743 -2012-05-31 17:00:00,32.07344 -2012-05-31 18:00:00,33.902542 -2012-05-31 19:00:00,34.009277 -2012-05-31 20:00:00,35.820953 -2012-05-31 21:00:00,37.27011 -2012-05-31 22:00:00,61.89543 -2012-05-31 23:00:00,73.38144 -2012-06-20 00:00:00,179.15225 -2012-06-20 01:00:00,194.92397 -2012-06-20 02:00:00,187.34702 -2012-06-20 03:00:00,191.45198 -2012-06-20 04:00:00,198.0486 -2012-06-20 05:00:00,198.45642 -2012-06-20 06:00:00,206.08006 -2012-06-20 07:00:00,204.98218 -2012-06-20 08:00:00,215.46846 -2012-06-20 09:00:00,226.66374 -2012-06-20 10:00:00,284.22708 -2012-06-20 11:00:00,284.33893 -2012-06-20 12:00:00,280.84473 -2012-06-20 13:00:00,268.66083 -2012-06-20 14:00:00,293.9185 -2012-06-20 15:00:00,289.79135 -2012-06-20 16:00:00,283.80597 -2012-06-20 17:00:00,283.6402 -2012-06-20 18:00:00,286.5735 -2012-06-20 19:00:00,297.76364 -2012-06-20 20:00:00,303.04333 -2012-06-20 21:00:00,283.24728 -2012-06-20 22:00:00,284.2664 -2012-06-20 23:00:00,286.8059 -2012-06-21 00:00:00,251.1513 -2012-06-21 01:00:00,251.69695 -2012-06-21 02:00:00,252.01335 -2012-06-21 03:00:00,256.01663 -2012-06-21 04:00:00,254.43484 -2012-06-21 05:00:00,254.35695 -2012-06-21 06:00:00,248.08348 -2012-06-21 07:00:00,248.95515 -2012-06-21 08:00:00,257.48828 -2012-06-21 09:00:00,293.27533 -2012-06-21 10:00:00,269.67255 -2012-06-21 11:00:00,299.74377 -2012-06-21 12:00:00,304.2907 -2012-06-21 13:00:00,302.51978 -2012-06-21 14:00:00,299.93475 -2012-06-21 15:00:00,291.2327 -2012-06-21 16:00:00,307.65103 -2012-06-21 17:00:00,301.45377 -2012-06-21 18:00:00,302.1927 -2012-06-21 19:00:00,303.18686 -2012-06-21 20:00:00,307.53348 -2012-06-21 21:00:00,299.5102 -2012-06-21 22:00:00,279.48212 -2012-06-21 23:00:00,272.28122 -2012-06-22 00:00:00,269.60934 -2012-06-22 01:00:00,271.609 -2012-06-22 02:00:00,268.48212 -2012-06-22 03:00:00,268.61554 -2012-06-22 04:00:00,276.8515 -2012-06-22 05:00:00,270.24368 -2012-06-22 06:00:00,273.18665 -2012-06-22 07:00:00,280.29083 -2012-06-22 08:00:00,292.34503 -2012-06-22 09:00:00,304.43695 -2012-06-22 10:00:00,323.92114 -2012-06-22 11:00:00,322.93396 -2012-06-22 12:00:00,317.11557 -2012-06-22 13:00:00,323.69202 -2012-06-22 14:00:00,323.69202 -2012-06-22 15:00:00,332.9984 -2012-06-22 16:00:00,327.09375 -2012-06-22 17:00:00,322.0097 -2012-06-22 18:00:00,320.54327 -2012-06-22 19:00:00,326.56238 -2012-06-22 20:00:00,326.78067 -2012-06-22 21:00:00,280.1496 -2012-06-22 22:00:00,274.94574 -2012-06-22 23:00:00,277.38016 -2012-06-23 00:00:00,311.24094 -2012-06-23 01:00:00,303.6351 -2012-06-23 02:00:00,299.60876 -2012-06-23 03:00:00,303.5415 -2012-06-23 04:00:00,299.5717 -2012-06-23 05:00:00,299.71036 -2012-06-23 06:00:00,309.57184 -2012-06-23 07:00:00,303.5773 -2012-06-23 08:00:00,316.5005 -2012-06-23 09:00:00,321.6396 -2012-06-23 10:00:00,344.3645 -2012-06-23 11:00:00,344.61462 -2012-06-23 12:00:00,347.1869 -2012-06-23 13:00:00,346.11667 -2012-06-23 14:00:00,345.0323 -2012-06-23 15:00:00,339.42773 -2012-06-23 16:00:00,341.67523 -2012-06-23 17:00:00,343.3329 -2012-06-23 18:00:00,341.88742 -2012-06-23 19:00:00,344.58017 -2012-06-23 20:00:00,346.95203 -2012-06-23 21:00:00,346.303 -2012-06-23 22:00:00,351.60138 -2012-06-23 23:00:00,355.68167 -2012-06-24 00:00:00,351.75003 -2012-06-24 01:00:00,325.285 -2012-06-24 02:00:00,330.136 -2012-06-24 03:00:00,320.1942 -2012-06-24 04:00:00,327.68524 -2012-06-24 05:00:00,316.45963 -2012-06-24 06:00:00,319.70395 -2012-06-24 07:00:00,321.34833 -2012-06-24 08:00:00,330.6086 -2012-06-24 09:00:00,351.0863 -2012-06-24 10:00:00,353.05804 -2012-06-24 11:00:00,346.29547 -2012-06-24 12:00:00,341.6533 -2012-06-24 13:00:00,341.2081 -2012-06-24 14:00:00,341.1494 -2012-06-24 15:00:00,343.1888 -2012-06-24 16:00:00,342.43298 -2012-06-24 17:00:00,342.49393 -2012-06-24 18:00:00,343.92523 -2012-06-24 19:00:00,342.4682 -2012-06-24 20:00:00,344.2179 -2012-06-24 21:00:00,341.88174 -2012-06-24 22:00:00,347.51382 -2012-06-24 23:00:00,333.59897 -2012-06-25 00:00:00,272.72876 -2012-06-25 01:00:00,279.20694 -2012-06-25 02:00:00,272.77106 -2012-06-25 03:00:00,277.5341 -2012-06-25 04:00:00,278.84564 -2012-06-25 05:00:00,275.36765 -2012-06-25 06:00:00,279.3542 -2012-06-25 07:00:00,278.46506 -2012-06-25 08:00:00,278.78873 -2012-06-25 09:00:00,273.94284 -2012-06-25 10:00:00,262.18826 -2012-06-25 11:00:00,191.21144 -2012-06-25 12:00:00,143.53415 -2012-06-25 13:00:00,82.22666 -2012-06-25 14:00:00,59.06521 -2012-06-25 15:00:00,63.86048 -2012-06-25 16:00:00,61.467117 -2012-06-25 17:00:00,61.5847 -2012-06-25 18:00:00,61.26815 -2012-06-25 19:00:00,61.953423 -2012-06-25 20:00:00,62.231876 -2012-06-25 21:00:00,60.830677 -2012-06-25 22:00:00,59.702484 -2012-06-25 23:00:00,62.467278 -2012-06-26 00:00:00,60.648586 -2012-06-26 01:00:00,60.23328 -2012-06-26 02:00:00,56.10003 -2012-06-26 03:00:00,54.22579 -2012-06-26 04:00:00,53.84186 -2012-06-26 05:00:00,56.709953 -2012-06-26 06:00:00,52.28177 -2012-06-26 07:00:00,53.60224 -2012-06-26 08:00:00,56.735073 -2012-06-26 09:00:00,51.4043 -2012-06-26 10:00:00,60.263832 -2012-06-26 11:00:00,60.457226 -2012-06-26 12:00:00,62.35394 -2012-06-26 13:00:00,62.671825 -2012-06-26 14:00:00,62.671825 -2012-06-26 15:00:00,62.088512 -2012-06-26 16:00:00,63.526688 -2012-06-26 17:00:00,62.260567 -2012-06-26 18:00:00,63.293045 -2012-06-26 19:00:00,66.78826 -2012-06-26 20:00:00,65.90362 -2012-06-26 21:00:00,64.20078 -2012-06-26 22:00:00,63.577858 -2012-06-26 23:00:00,60.773563 -2012-06-27 00:00:00,60.243626 -2012-06-27 01:00:00,58.304546 -2012-06-27 02:00:00,57.798874 -2012-06-27 03:00:00,53.01559 -2012-06-27 04:00:00,61.282326 -2012-06-27 05:00:00,59.958897 -2012-06-27 06:00:00,50.066433 -2012-06-27 07:00:00,60.003998 -2012-06-27 08:00:00,60.1797 -2012-06-27 09:00:00,59.991364 -2012-06-27 10:00:00,63.893547 -2012-06-27 11:00:00,64.84065 -2012-06-27 12:00:00,62.763958 -2012-06-27 13:00:00,64.59962 -2012-06-27 14:00:00,65.625435 -2012-06-27 15:00:00,62.00634 -2012-06-27 16:00:00,64.33475 -2012-06-27 17:00:00,65.4856 -2012-06-27 18:00:00,64.5732 -2012-06-27 19:00:00,64.04797 -2012-06-27 20:00:00,62.2345 -2012-06-27 21:00:00,64.72299 -2012-06-27 22:00:00,60.003796 -2012-06-27 23:00:00,55.496506 -2012-06-28 00:00:00,54.267693 -2012-06-28 01:00:00,57.69868 -2012-06-28 02:00:00,55.03213 -2012-06-28 03:00:00,55.048515 -2012-06-28 04:00:00,56.800194 -2012-06-28 05:00:00,58.06566 -2012-06-28 06:00:00,58.06515 -2012-06-28 07:00:00,56.81893 -2012-06-28 08:00:00,54.17288 -2012-06-28 09:00:00,56.121563 -2012-06-28 10:00:00,56.861343 -2012-06-28 11:00:00,61.37986 -2012-06-28 12:00:00,59.568836 -2012-06-28 13:00:00,60.775642 -2012-06-28 14:00:00,63.34463 -2012-06-28 15:00:00,63.362576 -2012-06-28 16:00:00,62.39146 -2012-06-28 17:00:00,61.81676 -2012-06-28 18:00:00,63.554916 -2012-06-28 19:00:00,63.178562 -2012-06-28 20:00:00,63.663685 -2012-06-28 21:00:00,53.172512 -2012-06-28 22:00:00,53.075592 -2012-06-28 23:00:00,55.12237 -2012-06-29 00:00:00,57.20454 -2012-06-29 01:00:00,56.499107 -2012-06-29 02:00:00,57.738464 -2012-06-29 03:00:00,57.75485 -2012-06-29 04:00:00,57.112617 -2012-06-29 05:00:00,57.857506 -2012-06-29 06:00:00,58.46419 -2012-06-29 07:00:00,57.855164 -2012-06-29 08:00:00,59.423477 -2012-06-29 09:00:00,55.75078 -2012-06-29 10:00:00,65.49131 -2012-06-29 11:00:00,64.90488 -2012-06-29 12:00:00,66.928314 -2012-06-29 13:00:00,65.92105 -2012-06-29 14:00:00,66.58244 -2012-06-29 15:00:00,68.14795 -2012-06-29 16:00:00,68.43351 -2012-06-29 17:00:00,67.86551 -2012-06-29 18:00:00,67.31702 -2012-06-29 19:00:00,62.597427 -2012-06-29 20:00:00,67.17697 -2012-06-29 21:00:00,64.442764 -2012-06-29 22:00:00,67.92857 -2012-06-29 23:00:00,68.08509 -2012-06-30 00:00:00,69.120766 -2012-06-30 01:00:00,71.53479 -2012-06-30 02:00:00,69.19739 -2012-06-30 03:00:00,69.61067 -2012-06-30 04:00:00,67.36464 -2012-06-30 05:00:00,68.29297 -2012-06-30 06:00:00,68.22885 -2012-06-30 07:00:00,68.14234 -2012-06-30 08:00:00,68.26238 -2012-06-30 09:00:00,68.39277 -2012-06-30 10:00:00,74.69951 -2012-06-30 11:00:00,74.74933 -2012-06-30 12:00:00,75.0083 -2012-06-30 13:00:00,75.00004 -2012-06-30 14:00:00,75.9277 -2012-06-30 15:00:00,77.92764 -2012-06-30 16:00:00,80.874435 -2012-06-30 17:00:00,84.04698 -2012-06-30 18:00:00,91.36438 -2012-06-30 19:00:00,96.37927 -2012-06-30 20:00:00,105.6837 -2012-06-30 21:00:00,103.38011 -2012-06-30 22:00:00,129.89238 -2012-06-30 23:00:00,166.12488 -2012-07-20 00:00:00,49.066536 -2012-07-20 01:00:00,108.697556 -2012-07-20 02:00:00,172.56067 -2012-07-20 03:00:00,172.98987 -2012-07-20 04:00:00,175.20743 -2012-07-20 05:00:00,185.30122 -2012-07-20 06:00:00,185.22267 -2012-07-20 07:00:00,192.737 -2012-07-20 08:00:00,190.49359 -2012-07-20 09:00:00,206.97818 -2012-07-20 10:00:00,209.26796 -2012-07-20 11:00:00,204.18275 -2012-07-20 12:00:00,182.77692 -2012-07-20 13:00:00,181.97125 -2012-07-20 14:00:00,179.9866 -2012-07-20 15:00:00,211.27182 -2012-07-20 16:00:00,210.9313 -2012-07-20 17:00:00,210.07861 -2012-07-20 18:00:00,220.61784 -2012-07-20 19:00:00,209.24387 -2012-07-20 20:00:00,179.03683 -2012-07-20 21:00:00,176.04425 -2012-07-20 22:00:00,217.4563 -2012-07-20 23:00:00,214.37538 -2012-07-21 00:00:00,234.2012 -2012-07-21 01:00:00,250.96127 -2012-07-21 02:00:00,241.5144 -2012-07-21 03:00:00,245.81453 -2012-07-21 04:00:00,246.51903 -2012-07-21 05:00:00,256.99805 -2012-07-21 06:00:00,258.6246 -2012-07-21 07:00:00,269.2672 -2012-07-21 08:00:00,266.5026 -2012-07-21 09:00:00,265.58743 -2012-07-21 10:00:00,263.10828 -2012-07-21 11:00:00,269.4386 -2012-07-21 12:00:00,259.70364 -2012-07-21 13:00:00,259.51978 -2012-07-21 14:00:00,274.12033 -2012-07-21 15:00:00,266.63687 -2012-07-21 16:00:00,261.5435 -2012-07-21 17:00:00,261.2461 -2012-07-21 18:00:00,271.38446 -2012-07-21 19:00:00,272.25107 -2012-07-21 20:00:00,261.46875 -2012-07-21 21:00:00,272.01 -2012-07-21 22:00:00,273.60455 -2012-07-21 23:00:00,269.31256 -2012-07-22 00:00:00,271.4548 -2012-07-22 01:00:00,270.54578 -2012-07-22 02:00:00,272.55154 -2012-07-22 03:00:00,272.55154 -2012-07-22 04:00:00,270.95215 -2012-07-22 05:00:00,271.48108 -2012-07-22 06:00:00,272.23352 -2012-07-22 07:00:00,271.71027 -2012-07-22 08:00:00,282.37268 -2012-07-22 09:00:00,289.98297 -2012-07-22 10:00:00,286.26318 -2012-07-22 11:00:00,286.71255 -2012-07-22 12:00:00,287.04803 -2012-07-22 13:00:00,288.54172 -2012-07-22 14:00:00,284.07346 -2012-07-22 15:00:00,285.77768 -2012-07-22 16:00:00,287.40503 -2012-07-22 17:00:00,280.2398 -2012-07-22 18:00:00,280.0778 -2012-07-22 19:00:00,282.17593 -2012-07-22 20:00:00,278.85025 -2012-07-22 21:00:00,274.12402 -2012-07-22 22:00:00,278.0852 -2012-07-22 23:00:00,277.59787 -2012-07-23 00:00:00,215.81856 -2012-07-23 01:00:00,211.57648 -2012-07-23 02:00:00,228.0186 -2012-07-23 03:00:00,228.0186 -2012-07-23 04:00:00,225.50992 -2012-07-23 05:00:00,225.50992 -2012-07-23 06:00:00,203.98874 -2012-07-23 07:00:00,195.05919 -2012-07-23 08:00:00,197.92838 -2012-07-23 09:00:00,252.64325 -2012-07-23 10:00:00,266.28415 -2012-07-23 11:00:00,273.2953 -2012-07-23 12:00:00,273.28073 -2012-07-23 13:00:00,274.8742 -2012-07-23 14:00:00,263.83813 -2012-07-23 15:00:00,266.05566 -2012-07-23 16:00:00,270.3112 -2012-07-23 17:00:00,270.3112 -2012-07-23 18:00:00,270.94452 -2012-07-23 19:00:00,274.42715 -2012-07-23 20:00:00,266.70767 -2012-07-23 21:00:00,265.83856 -2012-07-23 22:00:00,261.2588 -2012-07-23 23:00:00,243.09221 -2012-07-24 00:00:00,203.10417 -2012-07-24 01:00:00,201.39795 -2012-07-24 02:00:00,208.12952 -2012-07-24 03:00:00,208.12952 -2012-07-24 04:00:00,202.40842 -2012-07-24 05:00:00,201.02844 -2012-07-24 06:00:00,198.2686 -2012-07-24 07:00:00,201.54831 -2012-07-24 08:00:00,246.70753 -2012-07-24 09:00:00,262.83228 -2012-07-24 10:00:00,265.01196 -2012-07-24 11:00:00,268.00314 -2012-07-24 12:00:00,258.864 -2012-07-24 13:00:00,268.84207 -2012-07-24 14:00:00,270.122 -2012-07-24 15:00:00,273.82828 -2012-07-24 16:00:00,274.62445 -2012-07-24 17:00:00,275.74368 -2012-07-24 18:00:00,263.2086 -2012-07-24 19:00:00,265.1027 -2012-07-24 20:00:00,259.1417 -2012-07-24 21:00:00,260.73547 -2012-07-24 22:00:00,260.0608 -2012-07-24 23:00:00,263.15823 -2012-07-25 00:00:00,270.64886 -2012-07-25 01:00:00,257.46396 -2012-07-25 02:00:00,260.56015 -2012-07-25 03:00:00,248.3623 -2012-07-25 04:00:00,252.16608 -2012-07-25 05:00:00,240.64175 -2012-07-25 06:00:00,242.49876 -2012-07-25 07:00:00,272.27313 -2012-07-25 08:00:00,272.53632 -2012-07-25 09:00:00,275.20154 -2012-07-25 10:00:00,271.88626 -2012-07-25 11:00:00,270.68344 -2012-07-25 12:00:00,270.68344 -2012-07-25 13:00:00,271.72455 -2012-07-25 14:00:00,271.5514 -2012-07-25 15:00:00,272.80237 -2012-07-25 16:00:00,274.86417 -2012-07-25 17:00:00,273.64594 -2012-07-25 18:00:00,275.84326 -2012-07-25 19:00:00,274.14032 -2012-07-25 20:00:00,273.78934 -2012-07-25 21:00:00,273.22504 -2012-07-25 22:00:00,196.57765 -2012-07-25 23:00:00,83.32241 -2012-07-26 00:00:00,28.414272 -2012-07-26 01:00:00,22.270441 -2012-07-26 02:00:00,11.883466 -2012-07-26 03:00:00,11.46462 -2012-07-26 04:00:00,11.9091425 -2012-07-26 05:00:00,12.06595 -2012-07-26 06:00:00,12.62548 -2012-07-26 07:00:00,12.065055 -2012-07-26 08:00:00,13.443674 -2012-07-26 09:00:00,12.074209 -2012-07-26 10:00:00,14.338411 -2012-07-26 11:00:00,27.544937 -2012-07-26 12:00:00,28.467836 -2012-07-26 13:00:00,31.914818 -2012-07-26 14:00:00,28.2474 -2012-07-26 15:00:00,30.98359 -2012-07-26 16:00:00,31.513058 -2012-07-26 17:00:00,26.24204 -2012-07-26 18:00:00,31.771011 -2012-07-26 19:00:00,29.568207 -2012-07-26 20:00:00,30.749367 -2012-07-26 21:00:00,37.87159 -2012-07-26 22:00:00,37.87159 -2012-07-26 23:00:00,12.298915 -2012-07-27 00:00:00,12.57614 -2012-07-27 01:00:00,12.675231 -2012-07-27 02:00:00,12.420638 -2012-07-27 03:00:00,12.235642 -2012-07-27 04:00:00,13.228575 -2012-07-27 05:00:00,13.326026 -2012-07-27 06:00:00,13.233255 -2012-07-27 07:00:00,12.145538 -2012-07-27 08:00:00,15.918375 -2012-07-27 09:00:00,33.61741 -2012-07-27 10:00:00,34.432884 -2012-07-27 11:00:00,37.1084 -2012-07-27 12:00:00,35.471962 -2012-07-27 13:00:00,37.30159 -2012-07-27 14:00:00,36.38114 -2012-07-27 15:00:00,34.053055 -2012-07-27 16:00:00,37.324398 -2012-07-27 17:00:00,33.721897 -2012-07-27 18:00:00,35.242638 -2012-07-27 19:00:00,36.564163 -2012-07-27 20:00:00,26.524506 -2012-07-27 21:00:00,26.514992 -2012-07-27 22:00:00,28.605713 -2012-07-27 23:00:00,17.466421 -2012-07-28 00:00:00,29.079037 -2012-07-28 01:00:00,17.249771 -2012-07-28 02:00:00,17.419773 -2012-07-28 03:00:00,17.419773 -2012-07-28 04:00:00,16.634115 -2012-07-28 05:00:00,16.5685 -2012-07-28 06:00:00,16.414742 -2012-07-28 07:00:00,16.355198 -2012-07-28 08:00:00,23.145514 -2012-07-28 09:00:00,35.303036 -2012-07-28 10:00:00,35.604088 -2012-07-28 11:00:00,35.74669 -2012-07-28 12:00:00,36.34121 -2012-07-28 13:00:00,36.910713 -2012-07-28 14:00:00,37.16366 -2012-07-28 15:00:00,35.483765 -2012-07-28 16:00:00,37.468697 -2012-07-28 17:00:00,36.566017 -2012-07-28 18:00:00,36.726166 -2012-07-28 19:00:00,17.061792 -2012-07-28 20:00:00,16.6577 -2012-07-28 21:00:00,16.49554 -2012-07-28 22:00:00,16.523624 -2012-07-28 23:00:00,16.583977 -2012-07-29 00:00:00,17.89561 -2012-07-29 01:00:00,17.331657 -2012-07-29 02:00:00,17.075062 -2012-07-29 03:00:00,17.712158 -2012-07-29 04:00:00,16.120184 -2012-07-29 05:00:00,16.305788 -2012-07-29 06:00:00,16.763529 -2012-07-29 07:00:00,17.83767 -2012-07-29 08:00:00,21.464497 -2012-07-29 09:00:00,31.589897 -2012-07-29 10:00:00,30.001345 -2012-07-29 11:00:00,39.606567 -2012-07-29 12:00:00,39.204475 -2012-07-29 13:00:00,38.659702 -2012-07-29 14:00:00,37.86131 -2012-07-29 15:00:00,38.971935 -2012-07-29 16:00:00,38.971935 -2012-07-29 17:00:00,40.708675 -2012-07-29 18:00:00,38.363472 -2012-07-29 19:00:00,40.73403 -2012-07-29 20:00:00,24.57327 -2012-07-29 21:00:00,19.229954 -2012-07-29 22:00:00,18.901054 -2012-07-29 23:00:00,19.93958 -2012-07-30 00:00:00,15.186944 -2012-07-30 01:00:00,15.67248 -2012-07-30 02:00:00,15.773516 -2012-07-30 03:00:00,15.729665 -2012-07-30 04:00:00,15.729665 -2012-07-30 05:00:00,15.077962 -2012-07-30 06:00:00,14.791882 -2012-07-30 07:00:00,15.546459 -2012-07-30 08:00:00,16.27153 -2012-07-30 09:00:00,22.952068 -2012-07-30 10:00:00,21.93007 -2012-07-30 11:00:00,32.720657 -2012-07-30 12:00:00,29.706253 -2012-07-30 13:00:00,38.469345 -2012-07-30 14:00:00,37.300682 -2012-07-30 15:00:00,37.39677 -2012-07-30 16:00:00,37.74849 -2012-07-30 17:00:00,34.585033 -2012-07-30 18:00:00,34.844227 -2012-07-30 19:00:00,37.295998 -2012-07-30 20:00:00,15.90923 -2012-07-30 21:00:00,16.202093 -2012-07-30 22:00:00,15.603284 -2012-07-30 23:00:00,17.487772 -2012-07-31 00:00:00,17.828768 -2012-07-31 01:00:00,16.835154 -2012-07-31 02:00:00,16.835154 -2012-07-31 03:00:00,16.71181 -2012-07-31 04:00:00,16.710909 -2012-07-31 05:00:00,17.037422 -2012-07-31 06:00:00,16.324728 -2012-07-31 07:00:00,18.185951 -2012-07-31 08:00:00,18.320396 -2012-07-31 09:00:00,20.978868 -2012-07-31 10:00:00,23.215036 -2012-07-31 11:00:00,36.11845 -2012-07-31 12:00:00,43.685112 -2012-07-31 13:00:00,47.2205 -2012-07-31 14:00:00,47.358932 -2012-07-31 15:00:00,42.119156 -2012-07-31 16:00:00,43.71154 -2012-07-31 17:00:00,46.692806 -2012-07-31 18:00:00,46.149036 -2012-07-31 19:00:00,40.407417 -2012-07-31 20:00:00,31.293665 -2012-07-31 21:00:00,25.47368 -2012-07-31 22:00:00,25.097507 -2012-07-31 23:00:00,27.498177 -2012-08-20 00:00:00,42.110348 -2012-08-20 01:00:00,66.66431 -2012-08-20 02:00:00,81.37534 -2012-08-20 03:00:00,103.49248 -2012-08-20 04:00:00,123.54437 -2012-08-20 05:00:00,131.31836 -2012-08-20 06:00:00,139.24762 -2012-08-20 07:00:00,141.88026 -2012-08-20 08:00:00,144.46251 -2012-08-20 09:00:00,145.74504 -2012-08-20 10:00:00,148.89984 -2012-08-20 11:00:00,143.99072 -2012-08-20 12:00:00,153.03682 -2012-08-20 13:00:00,158.87488 -2012-08-20 14:00:00,157.84012 -2012-08-20 15:00:00,153.74315 -2012-08-20 16:00:00,153.99142 -2012-08-20 17:00:00,158.91443 -2012-08-20 18:00:00,146.54413 -2012-08-20 19:00:00,151.73608 -2012-08-20 20:00:00,147.47603 -2012-08-20 21:00:00,145.71452 -2012-08-20 22:00:00,159.72919 -2012-08-20 23:00:00,160.26279 -2012-08-21 00:00:00,158.09126 -2012-08-21 01:00:00,158.91837 -2012-08-21 02:00:00,147.98676 -2012-08-21 03:00:00,151.52118 -2012-08-21 04:00:00,152.45413 -2012-08-21 05:00:00,153.17522 -2012-08-21 06:00:00,153.27504 -2012-08-21 07:00:00,156.3047 -2012-08-21 08:00:00,158.13301 -2012-08-21 09:00:00,160.60661 -2012-08-21 10:00:00,169.95721 -2012-08-21 11:00:00,171.25232 -2012-08-21 12:00:00,171.70242 -2012-08-21 13:00:00,171.88066 -2012-08-21 14:00:00,172.35646 -2012-08-21 15:00:00,171.17216 -2012-08-21 16:00:00,171.14116 -2012-08-21 17:00:00,170.12817 -2012-08-21 18:00:00,171.35916 -2012-08-21 19:00:00,162.99045 -2012-08-21 20:00:00,167.19136 -2012-08-21 21:00:00,167.42546 -2012-08-21 22:00:00,168.00253 -2012-08-21 23:00:00,159.799 -2012-08-22 00:00:00,152.6805 -2012-08-22 01:00:00,167.47404 -2012-08-22 02:00:00,168.46765 -2012-08-22 03:00:00,173.93726 -2012-08-22 04:00:00,160.59706 -2012-08-22 05:00:00,175.41072 -2012-08-22 06:00:00,174.27748 -2012-08-22 07:00:00,174.12479 -2012-08-22 08:00:00,171.48276 -2012-08-22 09:00:00,172.2988 -2012-08-22 10:00:00,184.69331 -2012-08-22 11:00:00,183.55725 -2012-08-22 12:00:00,185.18823 -2012-08-22 13:00:00,184.4323 -2012-08-22 14:00:00,184.49315 -2012-08-22 15:00:00,185.51923 -2012-08-22 16:00:00,183.2698 -2012-08-22 17:00:00,183.18573 -2012-08-22 18:00:00,181.43744 -2012-08-22 19:00:00,180.84363 -2012-08-22 20:00:00,171.74493 -2012-08-22 21:00:00,173.17963 -2012-08-22 22:00:00,173.18198 -2012-08-22 23:00:00,166.43552 -2012-08-23 00:00:00,178.39621 -2012-08-23 01:00:00,169.6601 -2012-08-23 02:00:00,169.83328 -2012-08-23 03:00:00,159.46608 -2012-08-23 04:00:00,169.83435 -2012-08-23 05:00:00,169.81607 -2012-08-23 06:00:00,182.82059 -2012-08-23 07:00:00,179.64029 -2012-08-23 08:00:00,183.59647 -2012-08-23 09:00:00,186.68315 -2012-08-23 10:00:00,185.96645 -2012-08-23 11:00:00,186.05371 -2012-08-23 12:00:00,188.32343 -2012-08-23 13:00:00,186.08762 -2012-08-23 14:00:00,186.20749 -2012-08-23 15:00:00,189.05972 -2012-08-23 16:00:00,188.60852 -2012-08-23 17:00:00,184.79828 -2012-08-23 18:00:00,183.66066 -2012-08-23 19:00:00,185.59445 -2012-08-23 20:00:00,184.63055 -2012-08-23 21:00:00,184.67763 -2012-08-23 22:00:00,187.68103 -2012-08-23 23:00:00,183.98788 -2012-08-24 00:00:00,187.01044 -2012-08-24 01:00:00,186.94998 -2012-08-24 02:00:00,184.21944 -2012-08-24 03:00:00,185.92867 -2012-08-24 04:00:00,187.27313 -2012-08-24 05:00:00,178.39813 -2012-08-24 06:00:00,187.22792 -2012-08-24 07:00:00,188.06013 -2012-08-24 08:00:00,189.10123 -2012-08-24 09:00:00,187.24728 -2012-08-24 10:00:00,188.42285 -2012-08-24 11:00:00,187.79048 -2012-08-24 12:00:00,187.5986 -2012-08-24 13:00:00,190.56723 -2012-08-24 14:00:00,190.14804 -2012-08-24 15:00:00,188.29907 -2012-08-24 16:00:00,188.29907 -2012-08-24 17:00:00,185.11327 -2012-08-24 18:00:00,188.19426 -2012-08-24 19:00:00,187.18498 -2012-08-24 20:00:00,185.8178 -2012-08-24 21:00:00,186.80846 -2012-08-24 22:00:00,188.73898 -2012-08-24 23:00:00,191.2041 -2012-08-25 00:00:00,188.94815 -2012-08-25 01:00:00,185.11504 -2012-08-25 02:00:00,184.7321 -2012-08-25 03:00:00,184.4837 -2012-08-25 04:00:00,187.63097 -2012-08-25 05:00:00,186.12283 -2012-08-25 06:00:00,186.15953 -2012-08-25 07:00:00,184.70328 -2012-08-25 08:00:00,185.70682 -2012-08-25 09:00:00,186.02307 -2012-08-25 10:00:00,186.43155 -2012-08-25 11:00:00,189.9451 -2012-08-25 12:00:00,190.70363 -2012-08-25 13:00:00,190.25317 -2012-08-25 14:00:00,185.05276 -2012-08-25 15:00:00,187.27339 -2012-08-25 16:00:00,185.31989 -2012-08-25 17:00:00,186.98904 -2012-08-25 18:00:00,189.79974 -2012-08-25 19:00:00,184.56615 -2012-08-25 20:00:00,181.022 -2012-08-25 21:00:00,170.53693 -2012-08-25 22:00:00,122.25 -2012-08-25 23:00:00,91.67275 -2012-08-26 00:00:00,68.49745 -2012-08-26 01:00:00,63.218803 -2012-08-26 02:00:00,60.45144 -2012-08-26 03:00:00,60.823463 -2012-08-26 04:00:00,60.50472 -2012-08-26 05:00:00,58.26862 -2012-08-26 06:00:00,58.20482 -2012-08-26 07:00:00,58.266468 -2012-08-26 08:00:00,63.439026 -2012-08-26 09:00:00,63.50824 -2012-08-26 10:00:00,66.73669 -2012-08-26 11:00:00,66.349335 -2012-08-26 12:00:00,66.2682 -2012-08-26 13:00:00,63.740658 -2012-08-26 14:00:00,61.05803 -2012-08-26 15:00:00,61.730408 -2012-08-26 16:00:00,61.73977 -2012-08-26 17:00:00,58.06332 -2012-08-26 18:00:00,61.9029 -2012-08-26 19:00:00,60.881477 -2012-08-26 20:00:00,59.807117 -2012-08-26 21:00:00,60.553722 -2012-08-26 22:00:00,59.183746 -2012-08-26 23:00:00,59.61718 -2012-08-27 00:00:00,48.661007 -2012-08-27 01:00:00,51.01229 -2012-08-27 02:00:00,50.362846 -2012-08-27 03:00:00,51.023388 -2012-08-27 04:00:00,48.667484 -2012-08-27 05:00:00,47.892483 -2012-08-27 06:00:00,47.892483 -2012-08-27 07:00:00,52.260555 -2012-08-27 08:00:00,51.419624 -2012-08-27 09:00:00,51.179707 -2012-08-27 10:00:00,50.421993 -2012-08-27 11:00:00,50.792923 -2012-08-27 12:00:00,56.38423 -2012-08-27 13:00:00,52.681835 -2012-08-27 14:00:00,56.705223 -2012-08-27 15:00:00,55.86519 -2012-08-27 16:00:00,56.334568 -2012-08-27 17:00:00,55.651703 -2012-08-27 18:00:00,52.446632 -2012-08-27 19:00:00,51.54961 -2012-08-27 20:00:00,51.30278 -2012-08-27 21:00:00,49.46406 -2012-08-27 22:00:00,43.80521 -2012-08-27 23:00:00,47.757324 -2012-08-28 00:00:00,45.675896 -2012-08-28 01:00:00,44.713078 -2012-08-28 02:00:00,47.66948 -2012-08-28 03:00:00,52.38377 -2012-08-28 04:00:00,50.871628 -2012-08-28 05:00:00,51.878437 -2012-08-28 06:00:00,46.837658 -2012-08-28 07:00:00,51.608177 -2012-08-28 08:00:00,49.870453 -2012-08-28 09:00:00,51.18821 -2012-08-28 10:00:00,53.82866 -2012-08-28 11:00:00,56.11781 -2012-08-28 12:00:00,55.067722 -2012-08-28 13:00:00,58.328247 -2012-08-28 14:00:00,58.410305 -2012-08-28 15:00:00,58.225037 -2012-08-28 16:00:00,59.507042 -2012-08-28 17:00:00,57.59708 -2012-08-28 18:00:00,60.62712 -2012-08-28 19:00:00,55.73811 -2012-08-28 20:00:00,54.71639 -2012-08-28 21:00:00,54.458633 -2012-08-28 22:00:00,55.33248 -2012-08-28 23:00:00,56.291534 -2012-08-29 00:00:00,47.9181 -2012-08-29 01:00:00,50.827065 -2012-08-29 02:00:00,49.534122 -2012-08-29 03:00:00,49.87245 -2012-08-29 04:00:00,50.080383 -2012-08-29 05:00:00,49.437885 -2012-08-29 06:00:00,49.364944 -2012-08-29 07:00:00,51.03971 -2012-08-29 08:00:00,52.43283 -2012-08-29 09:00:00,55.149456 -2012-08-29 10:00:00,54.06911 -2012-08-29 11:00:00,57.077744 -2012-08-29 12:00:00,61.38816 -2012-08-29 13:00:00,62.26988 -2012-08-29 14:00:00,59.073967 -2012-08-29 15:00:00,62.375053 -2012-08-29 16:00:00,62.217453 -2012-08-29 17:00:00,61.421585 -2012-08-29 18:00:00,61.636242 -2012-08-29 19:00:00,55.30298 -2012-08-29 20:00:00,56.446774 -2012-08-29 21:00:00,55.2167 -2012-08-29 22:00:00,56.535896 -2012-08-29 23:00:00,56.466866 -2012-08-30 00:00:00,47.93218 -2012-08-30 01:00:00,53.181427 -2012-08-30 02:00:00,46.14309 -2012-08-30 03:00:00,46.14309 -2012-08-30 04:00:00,46.620537 -2012-08-30 05:00:00,47.348408 -2012-08-30 06:00:00,51.983566 -2012-08-30 07:00:00,52.955574 -2012-08-30 08:00:00,56.00764 -2012-08-30 09:00:00,59.075478 -2012-08-30 10:00:00,59.948917 -2012-08-30 11:00:00,65.83958 -2012-08-30 12:00:00,59.133743 -2012-08-30 13:00:00,58.784615 -2012-08-30 14:00:00,60.07042 -2012-08-30 15:00:00,62.14268 -2012-08-30 16:00:00,64.530205 -2012-08-30 17:00:00,59.12728 -2012-08-30 18:00:00,64.09398 -2012-08-30 19:00:00,61.133984 -2012-08-30 20:00:00,59.966705 -2012-08-30 21:00:00,57.814407 -2012-08-30 22:00:00,57.32616 -2012-08-30 23:00:00,56.735706 -2012-08-31 00:00:00,59.386333 -2012-08-31 01:00:00,59.611652 -2012-08-31 02:00:00,61.073723 -2012-08-31 03:00:00,59.55454 -2012-08-31 04:00:00,63.396084 -2012-08-31 05:00:00,64.30706 -2012-08-31 06:00:00,64.0945 -2012-08-31 07:00:00,64.646324 -2012-08-31 08:00:00,70.54076 -2012-08-31 09:00:00,70.913055 -2012-08-31 10:00:00,69.790184 -2012-08-31 11:00:00,72.126854 -2012-08-31 12:00:00,73.93768 -2012-08-31 13:00:00,73.61477 -2012-08-31 14:00:00,74.77702 -2012-08-31 15:00:00,73.85406 -2012-08-31 16:00:00,76.92862 -2012-08-31 17:00:00,82.41258 -2012-08-31 18:00:00,82.047966 -2012-08-31 19:00:00,103.36794 -2012-08-31 20:00:00,112.57036 -2012-08-31 21:00:00,109.53461 -2012-08-31 22:00:00,137.94385 -2012-08-31 23:00:00,171.50589 -2012-09-20 00:00:00,166.37746 -2012-09-20 01:00:00,177.63683 -2012-09-20 02:00:00,176.74963 -2012-09-20 03:00:00,180.75623 -2012-09-20 04:00:00,187.43207 -2012-09-20 05:00:00,193.24286 -2012-09-20 06:00:00,199.38441 -2012-09-20 07:00:00,210.42783 -2012-09-20 08:00:00,219.45871 -2012-09-20 09:00:00,257.64127 -2012-09-20 10:00:00,260.3092 -2012-09-20 11:00:00,267.19684 -2012-09-20 12:00:00,295.45374 -2012-09-20 13:00:00,298.15564 -2012-09-20 14:00:00,294.46445 -2012-09-20 15:00:00,295.55405 -2012-09-20 16:00:00,292.54596 -2012-09-20 17:00:00,297.15286 -2012-09-20 18:00:00,288.4642 -2012-09-20 19:00:00,289.153 -2012-09-20 20:00:00,288.73523 -2012-09-20 21:00:00,286.05292 -2012-09-20 22:00:00,254.02907 -2012-09-20 23:00:00,256.35596 -2012-09-21 00:00:00,263.7253 -2012-09-21 01:00:00,264.88718 -2012-09-21 02:00:00,267.40063 -2012-09-21 03:00:00,255.99138 -2012-09-21 04:00:00,261.2191 -2012-09-21 05:00:00,265.1737 -2012-09-21 06:00:00,258.01044 -2012-09-21 07:00:00,268.61975 -2012-09-21 08:00:00,265.16202 -2012-09-21 09:00:00,277.10895 -2012-09-21 10:00:00,315.83783 -2012-09-21 11:00:00,320.10696 -2012-09-21 12:00:00,321.94043 -2012-09-21 13:00:00,325.27026 -2012-09-21 14:00:00,325.26263 -2012-09-21 15:00:00,326.64133 -2012-09-21 16:00:00,327.58044 -2012-09-21 17:00:00,327.11005 -2012-09-21 18:00:00,325.67593 -2012-09-21 19:00:00,315.39975 -2012-09-21 20:00:00,287.8528 -2012-09-21 21:00:00,281.85623 -2012-09-21 22:00:00,290.85376 -2012-09-21 23:00:00,283.0714 -2012-09-22 00:00:00,324.67368 -2012-09-22 01:00:00,324.78488 -2012-09-22 02:00:00,331.6348 -2012-09-22 03:00:00,332.4388 -2012-09-22 04:00:00,332.4388 -2012-09-22 05:00:00,334.20145 -2012-09-22 06:00:00,335.95688 -2012-09-22 07:00:00,327.2241 -2012-09-22 08:00:00,326.97537 -2012-09-22 09:00:00,340.52652 -2012-09-22 10:00:00,351.0817 -2012-09-22 11:00:00,358.5796 -2012-09-22 12:00:00,358.9894 -2012-09-22 13:00:00,356.50333 -2012-09-22 14:00:00,360.79514 -2012-09-22 15:00:00,358.12677 -2012-09-22 16:00:00,357.9385 -2012-09-22 17:00:00,358.87466 -2012-09-22 18:00:00,360.57446 -2012-09-22 19:00:00,359.3598 -2012-09-22 20:00:00,359.76642 -2012-09-22 21:00:00,357.37567 -2012-09-22 22:00:00,357.4851 -2012-09-22 23:00:00,361.31955 -2012-09-23 00:00:00,363.93268 -2012-09-23 01:00:00,348.7121 -2012-09-23 02:00:00,355.75565 -2012-09-23 03:00:00,341.54828 -2012-09-23 04:00:00,338.46475 -2012-09-23 05:00:00,339.85422 -2012-09-23 06:00:00,339.5633 -2012-09-23 07:00:00,344.9865 -2012-09-23 08:00:00,340.84985 -2012-09-23 09:00:00,347.92914 -2012-09-23 10:00:00,355.0989 -2012-09-23 11:00:00,358.87317 -2012-09-23 12:00:00,361.45712 -2012-09-23 13:00:00,365.1349 -2012-09-23 14:00:00,364.7584 -2012-09-23 15:00:00,364.16418 -2012-09-23 16:00:00,363.00012 -2012-09-23 17:00:00,365.55975 -2012-09-23 18:00:00,362.66168 -2012-09-23 19:00:00,360.58206 -2012-09-23 20:00:00,360.58206 -2012-09-23 21:00:00,350.441 -2012-09-23 22:00:00,359.5973 -2012-09-23 23:00:00,342.4322 -2012-09-24 00:00:00,288.15402 -2012-09-24 01:00:00,275.1444 -2012-09-24 02:00:00,287.63147 -2012-09-24 03:00:00,289.0824 -2012-09-24 04:00:00,276.49756 -2012-09-24 05:00:00,290.2275 -2012-09-24 06:00:00,292.92917 -2012-09-24 07:00:00,275.25253 -2012-09-24 08:00:00,298.01624 -2012-09-24 09:00:00,299.2139 -2012-09-24 10:00:00,304.27728 -2012-09-24 11:00:00,312.94318 -2012-09-24 12:00:00,310.73203 -2012-09-24 13:00:00,312.2974 -2012-09-24 14:00:00,309.86313 -2012-09-24 15:00:00,310.61395 -2012-09-24 16:00:00,316.41 -2012-09-24 17:00:00,311.81955 -2012-09-24 18:00:00,309.7939 -2012-09-24 19:00:00,310.57898 -2012-09-24 20:00:00,297.17392 -2012-09-24 21:00:00,295.36218 -2012-09-24 22:00:00,299.45563 -2012-09-24 23:00:00,285.5 -2012-09-25 00:00:00,277.2516 -2012-09-25 01:00:00,278.63754 -2012-09-25 02:00:00,278.47128 -2012-09-25 03:00:00,279.29105 -2012-09-25 04:00:00,279.79294 -2012-09-25 05:00:00,276.07712 -2012-09-25 06:00:00,272.67624 -2012-09-25 07:00:00,276.70435 -2012-09-25 08:00:00,275.61435 -2012-09-25 09:00:00,299.1339 -2012-09-25 10:00:00,252.25792 -2012-09-25 11:00:00,157.96527 -2012-09-25 12:00:00,72.14022 -2012-09-25 13:00:00,26.559261 -2012-09-25 14:00:00,29.607986 -2012-09-25 15:00:00,30.453588 -2012-09-25 16:00:00,30.608894 -2012-09-25 17:00:00,30.344711 -2012-09-25 18:00:00,29.332777 -2012-09-25 19:00:00,23.106956 -2012-09-25 20:00:00,28.254679 -2012-09-25 21:00:00,28.254679 -2012-09-25 22:00:00,26.596844 -2012-09-25 23:00:00,23.338192 -2012-09-26 00:00:00,18.990572 -2012-09-26 01:00:00,18.901253 -2012-09-26 02:00:00,15.276832 -2012-09-26 03:00:00,15.276832 -2012-09-26 04:00:00,12.447983 -2012-09-26 05:00:00,12.990419 -2012-09-26 06:00:00,12.255372 -2012-09-26 07:00:00,13.476908 -2012-09-26 08:00:00,12.630568 -2012-09-26 09:00:00,23.27648 -2012-09-26 10:00:00,14.624485 -2012-09-26 11:00:00,28.207756 -2012-09-26 12:00:00,27.141275 -2012-09-26 13:00:00,31.310417 -2012-09-26 14:00:00,26.235474 -2012-09-26 15:00:00,27.156384 -2012-09-26 16:00:00,28.086775 -2012-09-26 17:00:00,27.156384 -2012-09-26 18:00:00,27.77219 -2012-09-26 19:00:00,28.159376 -2012-09-26 20:00:00,19.882645 -2012-09-26 21:00:00,19.537842 -2012-09-26 22:00:00,16.279984 -2012-09-26 23:00:00,13.610545 -2012-09-27 00:00:00,16.724478 -2012-09-27 01:00:00,16.724478 -2012-09-27 02:00:00,16.724478 -2012-09-27 03:00:00,16.537724 -2012-09-27 04:00:00,11.925958 -2012-09-27 05:00:00,13.270869 -2012-09-27 06:00:00,12.271042 -2012-09-27 07:00:00,16.4983 -2012-09-27 08:00:00,17.321545 -2012-09-27 09:00:00,13.188234 -2012-09-27 10:00:00,25.161604 -2012-09-27 11:00:00,29.722034 -2012-09-27 12:00:00,22.565723 -2012-09-27 13:00:00,24.844553 -2012-09-27 14:00:00,24.416626 -2012-09-27 15:00:00,27.027355 -2012-09-27 16:00:00,31.779636 -2012-09-27 17:00:00,23.636955 -2012-09-27 18:00:00,19.048323 -2012-09-27 19:00:00,18.846762 -2012-09-27 20:00:00,23.338047 -2012-09-27 21:00:00,14.061785 -2012-09-27 22:00:00,14.061785 -2012-09-27 23:00:00,15.316752 -2012-09-28 00:00:00,14.684086 -2012-09-28 01:00:00,13.775595 -2012-09-28 02:00:00,13.819518 -2012-09-28 03:00:00,17.038387 -2012-09-28 04:00:00,14.154992 -2012-09-28 05:00:00,13.308781 -2012-09-28 06:00:00,12.485085 -2012-09-28 07:00:00,13.644986 -2012-09-28 08:00:00,16.22715 -2012-09-28 09:00:00,17.39658 -2012-09-28 10:00:00,20.821747 -2012-09-28 11:00:00,16.594791 -2012-09-28 12:00:00,26.820127 -2012-09-28 13:00:00,26.00504 -2012-09-28 14:00:00,26.82481 -2012-09-28 15:00:00,28.092464 -2012-09-28 16:00:00,22.482166 -2012-09-28 17:00:00,27.993301 -2012-09-28 18:00:00,21.575386 -2012-09-28 19:00:00,29.054619 -2012-09-28 20:00:00,25.5535 -2012-09-28 21:00:00,24.426697 -2012-09-28 22:00:00,25.984888 -2012-09-28 23:00:00,16.807707 -2012-09-29 00:00:00,18.604868 -2012-09-29 01:00:00,18.604868 -2012-09-29 02:00:00,16.807974 -2012-09-29 03:00:00,15.88644 -2012-09-29 04:00:00,18.086617 -2012-09-29 05:00:00,14.310953 -2012-09-29 06:00:00,14.309676 -2012-09-29 07:00:00,11.282289 -2012-09-29 08:00:00,10.556234 -2012-09-29 09:00:00,14.378109 -2012-09-29 10:00:00,17.984001 -2012-09-29 11:00:00,23.929966 -2012-09-29 12:00:00,31.707844 -2012-09-29 13:00:00,31.72189 -2012-09-29 14:00:00,31.65382 -2012-09-29 15:00:00,30.485523 -2012-09-29 16:00:00,31.194502 -2012-09-29 17:00:00,32.015114 -2012-09-29 18:00:00,24.910639 -2012-09-29 19:00:00,20.80447 -2012-09-29 20:00:00,19.124947 -2012-09-29 21:00:00,20.941116 -2012-09-29 22:00:00,13.912318 -2012-09-29 23:00:00,17.350178 -2012-09-30 00:00:00,17.078636 -2012-09-30 01:00:00,17.071615 -2012-09-30 02:00:00,13.479237 -2012-09-30 03:00:00,12.745309 -2012-09-30 04:00:00,12.752331 -2012-09-30 05:00:00,12.485207 -2012-09-30 06:00:00,12.83268 -2012-09-30 07:00:00,13.187338 -2012-09-30 08:00:00,12.241292 -2012-09-30 09:00:00,17.533276 -2012-09-30 10:00:00,27.676476 -2012-09-30 11:00:00,33.040794 -2012-09-30 12:00:00,34.16239 -2012-09-30 13:00:00,33.850216 -2012-09-30 14:00:00,34.14424 -2012-09-30 15:00:00,37.713097 -2012-09-30 16:00:00,40.784256 -2012-09-30 17:00:00,40.468864 -2012-09-30 18:00:00,24.705643 -2012-09-30 19:00:00,19.733 -2012-09-30 20:00:00,21.946842 -2012-09-30 21:00:00,25.34863 -2012-09-30 22:00:00,28.650515 -2012-09-30 23:00:00,29.10466 -2012-10-20 00:00:00,138.14494 -2012-10-20 01:00:00,152.95506 -2012-10-20 02:00:00,154.75806 -2012-10-20 03:00:00,162.177 -2012-10-20 04:00:00,170.11877 -2012-10-20 05:00:00,163.65071 -2012-10-20 06:00:00,175.30571 -2012-10-20 07:00:00,168.90576 -2012-10-20 08:00:00,176.12344 -2012-10-20 09:00:00,190.95367 -2012-10-20 10:00:00,187.28839 -2012-10-20 11:00:00,191.15262 -2012-10-20 12:00:00,197.79773 -2012-10-20 13:00:00,200.32733 -2012-10-20 14:00:00,204.08194 -2012-10-20 15:00:00,202.97557 -2012-10-20 16:00:00,202.01648 -2012-10-20 17:00:00,203.66046 -2012-10-20 18:00:00,204.46632 -2012-10-20 19:00:00,196.30388 -2012-10-20 20:00:00,202.77664 -2012-10-20 21:00:00,199.46516 -2012-10-20 22:00:00,198.74881 -2012-10-20 23:00:00,194.68219 -2012-10-21 00:00:00,200.08408 -2012-10-21 01:00:00,194.82202 -2012-10-21 02:00:00,191.99146 -2012-10-21 03:00:00,180.90211 -2012-10-21 04:00:00,181.94131 -2012-10-21 05:00:00,181.38255 -2012-10-21 06:00:00,192.94125 -2012-10-21 07:00:00,192.94125 -2012-10-21 08:00:00,188.18317 -2012-10-21 09:00:00,199.3638 -2012-10-21 10:00:00,200.76321 -2012-10-21 11:00:00,203.15091 -2012-10-21 12:00:00,206.99165 -2012-10-21 13:00:00,206.12204 -2012-10-21 14:00:00,206.8966 -2012-10-21 15:00:00,206.85715 -2012-10-21 16:00:00,205.21059 -2012-10-21 17:00:00,204.679 -2012-10-21 18:00:00,206.25398 -2012-10-21 19:00:00,201.42213 -2012-10-21 20:00:00,197.85997 -2012-10-21 21:00:00,198.57193 -2012-10-21 22:00:00,196.12042 -2012-10-21 23:00:00,200.9254 -2012-10-22 00:00:00,189.98253 -2012-10-22 01:00:00,180.58711 -2012-10-22 02:00:00,180.64278 -2012-10-22 03:00:00,189.65955 -2012-10-22 04:00:00,178.94989 -2012-10-22 05:00:00,147.9834 -2012-10-22 06:00:00,152.76929 -2012-10-22 07:00:00,176.7905 -2012-10-22 08:00:00,191.49004 -2012-10-22 09:00:00,197.18875 -2012-10-22 10:00:00,199.42548 -2012-10-22 11:00:00,202.87988 -2012-10-22 12:00:00,201.53122 -2012-10-22 13:00:00,198.99057 -2012-10-22 14:00:00,198.48712 -2012-10-22 15:00:00,198.95366 -2012-10-22 16:00:00,198.39 -2012-10-22 17:00:00,198.52902 -2012-10-22 18:00:00,195.01912 -2012-10-22 19:00:00,192.69131 -2012-10-22 20:00:00,197.68515 -2012-10-22 21:00:00,199.15314 -2012-10-22 22:00:00,186.17035 -2012-10-22 23:00:00,187.66112 -2012-10-23 00:00:00,188.10674 -2012-10-23 01:00:00,189.56332 -2012-10-23 02:00:00,182.01353 -2012-10-23 03:00:00,189.35426 -2012-10-23 04:00:00,192.48352 -2012-10-23 05:00:00,193.4692 -2012-10-23 06:00:00,177.85211 -2012-10-23 07:00:00,194.27798 -2012-10-23 08:00:00,196.19666 -2012-10-23 09:00:00,198.3938 -2012-10-23 10:00:00,202.14047 -2012-10-23 11:00:00,202.62036 -2012-10-23 12:00:00,201.36548 -2012-10-23 13:00:00,204.95958 -2012-10-23 14:00:00,200.6248 -2012-10-23 15:00:00,200.26678 -2012-10-23 16:00:00,200.99416 -2012-10-23 17:00:00,203.151 -2012-10-23 18:00:00,200.67422 -2012-10-23 19:00:00,200.46478 -2012-10-23 20:00:00,202.92938 -2012-10-23 21:00:00,204.44467 -2012-10-23 22:00:00,203.14523 -2012-10-23 23:00:00,201.48685 -2012-10-24 00:00:00,200.57693 -2012-10-24 01:00:00,200.6383 -2012-10-24 02:00:00,200.6383 -2012-10-24 03:00:00,190.01099 -2012-10-24 04:00:00,189.99634 -2012-10-24 05:00:00,190.85245 -2012-10-24 06:00:00,184.65425 -2012-10-24 07:00:00,188.68968 -2012-10-24 08:00:00,188.30556 -2012-10-24 09:00:00,195.34906 -2012-10-24 10:00:00,198.77104 -2012-10-24 11:00:00,200.13171 -2012-10-24 12:00:00,203.34283 -2012-10-24 13:00:00,203.71722 -2012-10-24 14:00:00,200.61269 -2012-10-24 15:00:00,202.75961 -2012-10-24 16:00:00,200.35623 -2012-10-24 17:00:00,204.44937 -2012-10-24 18:00:00,203.14357 -2012-10-24 19:00:00,203.33218 -2012-10-24 20:00:00,205.62119 -2012-10-24 21:00:00,206.12856 -2012-10-24 22:00:00,202.37025 -2012-10-24 23:00:00,202.36667 -2012-10-25 00:00:00,204.37997 -2012-10-25 01:00:00,204.07384 -2012-10-25 02:00:00,196.71217 -2012-10-25 03:00:00,191.6724 -2012-10-25 04:00:00,192.33438 -2012-10-25 05:00:00,193.03145 -2012-10-25 06:00:00,192.36395 -2012-10-25 07:00:00,192.36395 -2012-10-25 08:00:00,193.83896 -2012-10-25 09:00:00,193.42767 -2012-10-25 10:00:00,193.30461 -2012-10-25 11:00:00,193.1129 -2012-10-25 12:00:00,194.71182 -2012-10-25 13:00:00,194.68634 -2012-10-25 14:00:00,206.79518 -2012-10-25 15:00:00,205.10724 -2012-10-25 16:00:00,205.14929 -2012-10-25 17:00:00,205.14929 -2012-10-25 18:00:00,193.2946 -2012-10-25 19:00:00,194.94095 -2012-10-25 20:00:00,191.79642 -2012-10-25 21:00:00,191.95325 -2012-10-25 22:00:00,146.15164 -2012-10-25 23:00:00,112.19556 -2012-10-26 00:00:00,79.427574 -2012-10-26 01:00:00,33.919933 -2012-10-26 02:00:00,16.179049 -2012-10-26 03:00:00,16.44147 -2012-10-26 04:00:00,16.442354 -2012-10-26 05:00:00,16.179049 -2012-10-26 06:00:00,16.872864 -2012-10-26 07:00:00,16.179049 -2012-10-26 08:00:00,16.722744 -2012-10-26 09:00:00,16.722744 -2012-10-26 10:00:00,16.294195 -2012-10-26 11:00:00,18.488386 -2012-10-26 12:00:00,19.373146 -2012-10-26 13:00:00,24.40493 -2012-10-26 14:00:00,30.661732 -2012-10-26 15:00:00,35.920868 -2012-10-26 16:00:00,21.834536 -2012-10-26 17:00:00,18.163399 -2012-10-26 18:00:00,18.560452 -2012-10-26 19:00:00,17.525063 -2012-10-26 20:00:00,17.525063 -2012-10-26 21:00:00,19.56906 -2012-10-26 22:00:00,17.403458 -2012-10-26 23:00:00,17.642532 -2012-10-27 00:00:00,18.827225 -2012-10-27 01:00:00,18.853687 -2012-10-27 02:00:00,19.053888 -2012-10-27 03:00:00,18.62693 -2012-10-27 04:00:00,18.709919 -2012-10-27 05:00:00,19.531353 -2012-10-27 06:00:00,19.531353 -2012-10-27 07:00:00,19.040548 -2012-10-27 08:00:00,20.580399 -2012-10-27 09:00:00,20.580399 -2012-10-27 10:00:00,22.778755 -2012-10-27 11:00:00,26.66082 -2012-10-27 12:00:00,33.053062 -2012-10-27 13:00:00,34.787277 -2012-10-27 14:00:00,31.45062 -2012-10-27 15:00:00,30.417316 -2012-10-27 16:00:00,27.48207 -2012-10-27 17:00:00,27.48207 -2012-10-27 18:00:00,27.48207 -2012-10-27 19:00:00,22.466251 -2012-10-27 20:00:00,22.466251 -2012-10-27 21:00:00,22.495703 -2012-10-27 22:00:00,22.957146 -2012-10-27 23:00:00,25.352903 -2012-10-28 00:00:00,24.028229 -2012-10-28 01:00:00,22.944078 -2012-10-28 02:00:00,24.306759 -2012-10-28 03:00:00,25.54541 -2012-10-28 04:00:00,25.935265 -2012-10-28 05:00:00,27.0913 -2012-10-28 06:00:00,26.739845 -2012-10-28 07:00:00,27.928085 -2012-10-28 08:00:00,30.443743 -2012-10-28 09:00:00,28.336287 -2012-10-28 10:00:00,28.924685 -2012-10-28 11:00:00,28.521416 -2012-10-28 12:00:00,27.133167 -2012-10-28 13:00:00,27.227512 -2012-10-28 14:00:00,28.058807 -2012-10-28 15:00:00,26.407824 -2012-10-28 16:00:00,23.938457 -2012-10-28 17:00:00,25.573778 -2012-10-28 18:00:00,20.490566 -2012-10-28 19:00:00,20.309738 -2012-10-28 20:00:00,19.64677 -2012-10-28 21:00:00,20.589293 -2012-10-28 22:00:00,20.067043 -2012-10-28 23:00:00,20.309738 -2012-10-29 00:00:00,15.747685 -2012-10-30 13:00:00,14.855217 -2012-10-30 14:00:00,14.843515 -2012-10-30 15:00:00,15.274752 -2012-10-30 16:00:00,15.274752 -2012-10-30 17:00:00,16.17196 -2012-10-30 18:00:00,15.968475 -2012-10-30 19:00:00,18.176588 -2012-10-30 20:00:00,14.7246275 -2012-10-30 21:00:00,14.594512 -2012-10-30 22:00:00,14.683458 -2012-10-30 23:00:00,14.699841 -2012-10-31 00:00:00,14.098024 -2012-10-31 01:00:00,14.805232 -2012-10-31 02:00:00,14.796034 -2012-10-31 03:00:00,14.401968 -2012-10-31 04:00:00,13.860157 -2012-10-31 05:00:00,15.015244 -2012-10-31 06:00:00,14.146238 -2012-10-31 07:00:00,14.892247 -2012-10-31 08:00:00,15.071014 -2012-10-31 09:00:00,15.7526 -2012-10-31 10:00:00,16.062008 -2012-10-31 11:00:00,15.835594 -2012-10-31 12:00:00,24.062202 -2012-10-31 13:00:00,22.790157 -2012-10-31 14:00:00,22.76731 -2012-10-31 15:00:00,24.309706 -2012-10-31 16:00:00,22.343786 -2012-10-31 17:00:00,22.76268 -2012-10-31 18:00:00,22.94694 -2012-10-31 19:00:00,23.349422 -2012-10-31 20:00:00,24.988964 -2012-10-31 21:00:00,29.64164 -2012-10-31 22:00:00,30.348444 -2012-10-31 23:00:00,31.598188 -2012-11-20 00:00:00,67.788734 -2012-11-20 01:00:00,93.8722 -2012-11-20 02:00:00,120.2117 -2012-11-20 03:00:00,134.61868 -2012-11-20 04:00:00,139.01456 -2012-11-20 05:00:00,137.40636 -2012-11-20 06:00:00,144.86679 -2012-11-20 07:00:00,134.07538 -2012-11-20 08:00:00,146.87242 -2012-11-20 09:00:00,177.58972 -2012-11-20 10:00:00,189.80464 -2012-11-20 11:00:00,196.36731 -2012-11-20 12:00:00,199.82384 -2012-11-20 13:00:00,196.53165 -2012-11-20 14:00:00,198.39761 -2012-11-20 15:00:00,205.394 -2012-11-20 16:00:00,201.96658 -2012-11-20 17:00:00,186.44841 -2012-11-20 18:00:00,193.20894 -2012-11-20 19:00:00,198.24677 -2012-11-20 20:00:00,185.59192 -2012-11-20 21:00:00,174.6956 -2012-11-20 22:00:00,175.69963 -2012-11-20 23:00:00,153.60248 -2012-11-21 00:00:00,152.64236 -2012-11-21 01:00:00,165.91449 -2012-11-21 02:00:00,154.89557 -2012-11-21 03:00:00,155.05489 -2012-11-21 04:00:00,154.86298 -2012-11-21 05:00:00,154.69293 -2012-11-21 06:00:00,147.14832 -2012-11-21 07:00:00,147.44986 -2012-11-21 08:00:00,148.46335 -2012-11-21 09:00:00,162.92122 -2012-11-21 10:00:00,208.66139 -2012-11-21 11:00:00,217.70915 -2012-11-21 12:00:00,218.24362 -2012-11-21 13:00:00,219.71562 -2012-11-21 14:00:00,219.49686 -2012-11-21 15:00:00,213.94528 -2012-11-21 16:00:00,215.83878 -2012-11-21 17:00:00,220.73178 -2012-11-21 18:00:00,216.38078 -2012-11-21 19:00:00,217.75227 -2012-11-21 20:00:00,204.99811 -2012-11-21 21:00:00,214.66667 -2012-11-21 22:00:00,208.95357 -2012-11-21 23:00:00,202.35696 -2012-11-22 00:00:00,193.31561 -2012-11-22 01:00:00,188.99219 -2012-11-22 02:00:00,183.93887 -2012-11-22 03:00:00,182.91103 -2012-11-22 04:00:00,186.49104 -2012-11-22 05:00:00,182.9122 -2012-11-22 06:00:00,183.31366 -2012-11-22 07:00:00,188.6676 -2012-11-22 08:00:00,190.17485 -2012-11-22 09:00:00,196.30666 -2012-11-22 10:00:00,215.46106 -2012-11-22 11:00:00,217.9528 -2012-11-22 12:00:00,218.88245 -2012-11-22 13:00:00,221.68958 -2012-11-22 14:00:00,220.75815 -2012-11-22 15:00:00,220.76752 -2012-11-22 16:00:00,221.07693 -2012-11-22 17:00:00,219.00876 -2012-11-22 18:00:00,218.73146 -2012-11-22 19:00:00,208.54784 -2012-11-22 20:00:00,202.72185 -2012-11-22 21:00:00,210.10275 -2012-11-22 22:00:00,214.07634 -2012-11-22 23:00:00,197.89484 -2012-11-23 00:00:00,199.58073 -2012-11-23 01:00:00,193.66785 -2012-11-23 02:00:00,195.42567 -2012-11-23 03:00:00,193.15813 -2012-11-23 04:00:00,187.43611 -2012-11-23 05:00:00,191.47626 -2012-11-23 06:00:00,191.47626 -2012-11-23 07:00:00,191.47626 -2012-11-23 08:00:00,180.8274 -2012-11-23 09:00:00,188.36609 -2012-11-23 10:00:00,217.74698 -2012-11-23 11:00:00,222.21394 -2012-11-23 12:00:00,223.78236 -2012-11-23 13:00:00,227.80696 -2012-11-23 14:00:00,225.54675 -2012-11-23 15:00:00,224.37674 -2012-11-23 16:00:00,218.11067 -2012-11-23 17:00:00,218.05531 -2012-11-23 18:00:00,217.09163 -2012-11-23 19:00:00,221.0593 -2012-11-23 20:00:00,217.30757 -2012-11-23 21:00:00,222.9253 -2012-11-23 22:00:00,232.61392 -2012-11-23 23:00:00,225.82178 -2012-11-24 00:00:00,225.68747 -2012-11-24 01:00:00,225.37894 -2012-11-24 02:00:00,232.19562 -2012-11-24 03:00:00,223.94305 -2012-11-24 04:00:00,223.25508 -2012-11-24 05:00:00,219.10301 -2012-11-24 06:00:00,225.6975 -2012-11-24 07:00:00,219.19824 -2012-11-24 08:00:00,221.92891 -2012-11-24 09:00:00,222.06825 -2012-11-24 10:00:00,219.73914 -2012-11-24 11:00:00,223.18889 -2012-11-24 12:00:00,233.92259 -2012-11-24 13:00:00,226.81183 -2012-11-24 14:00:00,228.63135 -2012-11-24 15:00:00,226.89021 -2012-11-24 16:00:00,225.0045 -2012-11-24 17:00:00,220.41916 -2012-11-24 18:00:00,222.6711 -2012-11-24 19:00:00,218.50034 -2012-11-24 20:00:00,228.35353 -2012-11-24 21:00:00,226.70494 -2012-11-24 22:00:00,224.59537 -2012-11-24 23:00:00,226.8094 -2012-11-25 00:00:00,222.95546 -2012-11-25 01:00:00,225.2292 -2012-11-25 02:00:00,221.02817 -2012-11-25 03:00:00,222.7453 -2012-11-25 04:00:00,222.7453 -2012-11-25 05:00:00,232.42924 -2012-11-25 06:00:00,228.16896 -2012-11-25 07:00:00,233.47888 -2012-11-25 08:00:00,236.11606 -2012-11-25 09:00:00,228.19084 -2012-11-25 10:00:00,137.58026 -2012-11-25 11:00:00,106.09267 -2012-11-25 12:00:00,79.43936 -2012-11-25 13:00:00,57.715496 -2012-11-25 14:00:00,40.781593 -2012-11-25 15:00:00,43.81859 -2012-11-25 16:00:00,44.67701 -2012-11-25 17:00:00,44.47962 -2012-11-25 18:00:00,43.39209 -2012-11-25 19:00:00,47.563015 -2012-11-25 20:00:00,49.23467 -2012-11-25 21:00:00,47.39906 -2012-11-25 22:00:00,49.23467 -2012-11-25 23:00:00,44.962387 -2012-11-26 00:00:00,40.581596 -2012-11-26 01:00:00,41.74028 -2012-11-26 02:00:00,41.74028 -2012-11-26 03:00:00,41.74028 -2012-11-26 04:00:00,40.581596 -2012-11-26 05:00:00,36.581806 -2012-11-26 06:00:00,40.581596 -2012-11-26 07:00:00,40.944195 -2012-11-26 08:00:00,40.944195 -2012-11-26 09:00:00,38.056194 -2012-11-26 10:00:00,40.653446 -2012-11-26 11:00:00,40.808666 -2012-11-26 12:00:00,44.207027 -2012-11-26 13:00:00,44.207027 -2012-11-26 14:00:00,44.013786 -2012-11-26 15:00:00,43.88946 -2012-11-26 16:00:00,45.928604 -2012-11-26 17:00:00,43.518936 -2012-11-26 18:00:00,38.686344 -2012-11-26 19:00:00,41.114132 -2012-11-26 20:00:00,40.19522 -2012-11-26 21:00:00,40.19522 -2012-11-26 22:00:00,38.21653 -2012-11-26 23:00:00,36.344513 -2012-11-27 00:00:00,36.17616 -2012-11-27 01:00:00,34.006454 -2012-11-27 02:00:00,32.938164 -2012-11-27 03:00:00,37.238384 -2012-11-27 04:00:00,38.00448 -2012-11-27 05:00:00,34.044144 -2012-11-27 06:00:00,34.28579 -2012-11-27 07:00:00,37.036945 -2012-11-27 08:00:00,35.484024 -2012-11-27 09:00:00,35.653576 -2012-11-27 10:00:00,37.52921 -2012-11-27 11:00:00,37.24057 -2012-11-27 12:00:00,36.57063 -2012-11-27 13:00:00,38.055866 -2012-11-27 14:00:00,38.662174 -2012-11-27 15:00:00,37.62468 -2012-11-27 16:00:00,38.58717 -2012-11-27 17:00:00,38.45538 -2012-11-27 18:00:00,38.598526 -2012-11-27 19:00:00,40.221813 -2012-11-27 20:00:00,42.02729 -2012-11-27 21:00:00,44.368668 -2012-11-27 22:00:00,45.42183 -2012-11-27 23:00:00,45.87597 -2012-11-28 00:00:00,46.22065 -2012-11-28 01:00:00,46.683697 -2012-11-28 02:00:00,49.067986 -2012-11-28 03:00:00,50.24926 -2012-11-28 04:00:00,49.638577 -2012-11-28 05:00:00,43.379944 -2012-11-28 06:00:00,39.844498 -2012-11-28 07:00:00,42.272842 -2012-11-28 08:00:00,41.727585 -2012-11-28 09:00:00,40.230938 -2012-11-28 10:00:00,46.480103 -2012-11-28 11:00:00,48.335995 -2012-11-28 12:00:00,45.719513 -2012-11-28 13:00:00,47.601654 -2012-11-28 14:00:00,49.878353 -2012-11-28 15:00:00,50.619267 -2012-11-28 16:00:00,48.561363 -2012-11-28 17:00:00,46.841724 -2012-11-28 18:00:00,48.311283 -2012-11-28 19:00:00,48.094143 -2012-11-28 20:00:00,48.9946 -2012-11-28 21:00:00,46.987476 -2012-11-28 22:00:00,44.291397 -2012-11-28 23:00:00,43.63492 -2012-11-29 00:00:00,44.98828 -2012-11-29 01:00:00,46.93792 -2012-11-29 02:00:00,50.276226 -2012-11-29 04:00:00,44.104183 -2012-11-29 05:00:00,48.830765 -2012-11-29 06:00:00,50.256165 -2012-11-29 07:00:00,48.746746 -2012-11-29 08:00:00,41.955677 -2012-11-29 09:00:00,47.57593 -2012-11-29 10:00:00,44.682777 -2012-11-29 11:00:00,50.331753 -2012-11-29 12:00:00,49.95827 -2012-11-29 13:00:00,48.102448 -2012-11-29 14:00:00,48.10727 -2012-11-29 15:00:00,47.90645 -2012-11-29 16:00:00,49.585155 -2012-11-29 17:00:00,48.90746 -2012-11-29 18:00:00,48.74547 -2012-11-29 19:00:00,41.163773 -2012-11-29 20:00:00,40.72738 -2012-11-29 21:00:00,42.621044 -2012-11-29 22:00:00,48.201344 -2012-11-29 23:00:00,44.168755 -2012-11-30 00:00:00,42.11769 -2012-11-30 01:00:00,49.410393 -2012-11-30 02:00:00,52.08577 -2012-11-30 03:00:00,52.29752 -2012-11-30 04:00:00,52.24601 -2012-11-30 05:00:00,55.299995 -2012-11-30 06:00:00,49.65924 -2012-11-30 07:00:00,55.980534 -2012-11-30 08:00:00,58.659756 -2012-11-30 09:00:00,55.979275 -2012-11-30 10:00:00,58.18192 -2012-11-30 11:00:00,51.98502 -2012-11-30 12:00:00,49.713318 -2012-11-30 13:00:00,58.293274 -2012-11-30 14:00:00,56.46714 -2012-11-30 15:00:00,61.388428 -2012-11-30 16:00:00,62.83544 -2012-11-30 17:00:00,56.095444 -2012-11-30 18:00:00,55.90925 -2012-11-30 19:00:00,63.813263 -2012-11-30 20:00:00,65.696556 -2012-11-30 21:00:00,69.632324 -2012-11-30 22:00:00,88.51251 -2012-11-30 23:00:00,92.69095 -2012-12-20 00:00:00,82.940704 -2012-12-20 01:00:00,125.552055 -2012-12-20 02:00:00,137.50446 -2012-12-20 03:00:00,137.16762 -2012-12-20 04:00:00,142.61903 -2012-12-20 05:00:00,131.74525 -2012-12-20 06:00:00,146.43982 -2012-12-20 07:00:00,144.70305 -2012-12-20 08:00:00,144.72401 -2012-12-20 09:00:00,144.52686 -2012-12-20 10:00:00,146.09485 -2012-12-20 11:00:00,167.92737 -2012-12-20 12:00:00,158.45209 -2012-12-20 13:00:00,169.06961 -2012-12-20 14:00:00,158.433 -2012-12-20 15:00:00,169.37112 -2012-12-20 16:00:00,176.94624 -2012-12-20 17:00:00,145.08116 -2012-12-20 18:00:00,146.27158 -2012-12-20 19:00:00,139.03026 -2012-12-20 20:00:00,139.68626 -2012-12-20 21:00:00,139.49207 -2012-12-20 22:00:00,146.41931 -2012-12-20 23:00:00,168.47935 -2012-12-21 00:00:00,164.23798 -2012-12-21 01:00:00,160.70564 -2012-12-21 02:00:00,161.76761 -2012-12-21 03:00:00,161.97758 -2012-12-21 04:00:00,165.37677 -2012-12-21 05:00:00,170.40053 -2012-12-21 06:00:00,176.37106 -2012-12-21 07:00:00,168.82245 -2012-12-21 08:00:00,171.60736 -2012-12-21 09:00:00,177.73442 -2012-12-21 10:00:00,178.51555 -2012-12-21 11:00:00,174.34163 -2012-12-21 12:00:00,174.95308 -2012-12-21 13:00:00,175.4685 -2012-12-21 14:00:00,177.12198 -2012-12-21 15:00:00,169.68372 -2012-12-21 16:00:00,173.5478 -2012-12-21 17:00:00,160.98058 -2012-12-21 18:00:00,161.63535 -2012-12-21 19:00:00,172.53236 -2012-12-21 20:00:00,168.73909 -2012-12-21 21:00:00,174.43538 -2012-12-21 22:00:00,172.10675 -2012-12-21 23:00:00,161.59256 -2012-12-22 00:00:00,180.08249 -2012-12-22 01:00:00,176.51324 -2012-12-22 02:00:00,178.48732 -2012-12-22 03:00:00,172.33138 -2012-12-22 04:00:00,167.43326 -2012-12-22 05:00:00,173.7013 -2012-12-22 06:00:00,176.40245 -2012-12-22 07:00:00,176.40245 -2012-12-22 08:00:00,181.11044 -2012-12-22 09:00:00,173.74281 -2012-12-22 10:00:00,173.4808 -2012-12-22 11:00:00,176.73544 -2012-12-22 12:00:00,179.26218 -2012-12-22 13:00:00,182.34229 -2012-12-22 14:00:00,182.63405 -2012-12-22 15:00:00,180.70834 -2012-12-22 16:00:00,181.42987 -2012-12-22 17:00:00,176.34734 -2012-12-22 18:00:00,176.64124 -2012-12-22 19:00:00,169.64716 -2012-12-22 20:00:00,167.99057 -2012-12-22 21:00:00,159.19101 -2012-12-22 22:00:00,159.19101 -2012-12-22 23:00:00,162.49197 -2012-12-23 00:00:00,165.37129 -2012-12-23 01:00:00,163.86577 -2012-12-23 02:00:00,158.50851 -2012-12-23 03:00:00,159.04599 -2012-12-23 04:00:00,162.70969 -2012-12-23 05:00:00,166.60487 -2012-12-23 06:00:00,162.69629 -2012-12-23 07:00:00,162.69629 -2012-12-23 08:00:00,155.97382 -2012-12-23 09:00:00,168.56467 -2012-12-23 10:00:00,158.11029 -2012-12-23 11:00:00,165.71779 -2012-12-23 12:00:00,175.54993 -2012-12-23 13:00:00,181.57062 -2012-12-23 14:00:00,183.88345 -2012-12-23 15:00:00,181.1054 -2012-12-23 16:00:00,182.18832 -2012-12-23 17:00:00,172.57634 -2012-12-23 18:00:00,174.98627 -2012-12-23 19:00:00,173.14803 -2012-12-23 20:00:00,165.70546 -2012-12-23 21:00:00,167.46786 -2012-12-23 22:00:00,166.00215 -2012-12-23 23:00:00,166.81046 -2012-12-24 00:00:00,143.87541 -2012-12-24 01:00:00,143.94797 -2012-12-24 02:00:00,138.87468 -2012-12-24 03:00:00,138.87468 -2012-12-24 05:00:00,134.22849 -2012-12-24 06:00:00,138.87338 -2012-12-24 07:00:00,140.05545 -2012-12-24 08:00:00,143.94797 -2012-12-24 09:00:00,142.41602 -2012-12-24 10:00:00,143.9413 -2012-12-24 11:00:00,152.80875 -2012-12-24 12:00:00,152.95384 -2012-12-24 13:00:00,144.73376 -2012-12-24 14:00:00,153.43732 -2012-12-24 15:00:00,148.27469 -2012-12-24 16:00:00,148.27469 -2012-12-24 17:00:00,150.27829 -2012-12-24 18:00:00,150.29465 -2012-12-24 19:00:00,144.26991 -2012-12-24 20:00:00,144.79793 -2012-12-24 21:00:00,151.98926 -2012-12-24 22:00:00,149.55737 -2012-12-24 23:00:00,150.44664 -2012-12-25 00:00:00,159.33185 -2012-12-25 01:00:00,161.5735 -2012-12-25 02:00:00,161.5735 -2012-12-25 04:00:00,160.87526 -2012-12-25 05:00:00,155.8113 -2012-12-25 06:00:00,155.8113 -2012-12-25 07:00:00,156.95851 -2012-12-25 08:00:00,161.16501 -2012-12-25 09:00:00,160.17456 -2012-12-25 10:00:00,165.68584 -2012-12-25 11:00:00,165.01498 -2012-12-25 12:00:00,164.448 -2012-12-25 13:00:00,184.01233 -2012-12-25 14:00:00,184.21124 -2012-12-25 15:00:00,171.43271 -2012-12-25 16:00:00,170.66962 -2012-12-25 17:00:00,174.04907 -2012-12-25 18:00:00,166.06142 -2012-12-25 19:00:00,165.34009 -2012-12-25 20:00:00,167.39471 -2012-12-25 21:00:00,166.16177 -2012-12-25 22:00:00,165.95871 -2012-12-25 23:00:00,167.83026 -2012-12-26 00:00:00,147.26817 -2012-12-26 01:00:00,161.33107 -2012-12-26 02:00:00,161.33107 -2012-12-26 03:00:00,156.44373 -2012-12-26 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-2011-01-20 14:00:00,61.473534 -2011-01-20 15:00:00,65.11461 -2011-01-20 16:00:00,78.0226 -2011-01-20 17:00:00,164.12315 -2011-01-20 18:00:00,147.73209 -2011-01-20 19:00:00,90.66138 -2011-01-20 20:00:00,69.18109 -2011-01-20 21:00:00,57.853127 -2011-01-20 22:00:00,43.940327 -2011-01-20 23:00:00,30.484138 -2011-01-21 00:00:00,18.856514 -2011-01-21 01:00:00,14.241718 -2011-01-21 02:00:00,12.05891 -2011-01-21 03:00:00,10.601664 -2011-01-21 04:00:00,9.694784 -2011-01-21 05:00:00,9.899708 -2011-01-21 06:00:00,30.349754 -2011-01-21 07:00:00,69.034096 -2011-01-21 08:00:00,185.3994 -2011-01-21 09:00:00,95.48421 -2011-01-21 10:00:00,46.755768 -2011-01-21 11:00:00,55.93889 -2011-01-21 12:00:00,61.9339 -2011-01-21 13:00:00,54.81703 -2011-01-21 14:00:00,54.662094 -2011-01-21 15:00:00,56.98726 -2011-01-21 16:00:00,73.2767 -2011-01-21 17:00:00,134.01897 -2011-01-21 18:00:00,115.31343 -2011-01-21 19:00:00,74.24901 -2011-01-21 20:00:00,55.03798 -2011-01-21 21:00:00,47.08317 -2011-01-21 22:00:00,41.411594 -2011-01-21 23:00:00,32.29 -2011-01-22 00:00:00,30.42497 -2011-01-22 01:00:00,23.602047 -2011-01-22 02:00:00,18.960382 -2011-01-22 03:00:00,13.220314 -2011-01-22 04:00:00,10.326511 -2011-01-22 06:00:00,10.745695 -2011-01-22 07:00:00,17.583584 -2011-01-22 08:00:00,26.344627 -2011-01-22 09:00:00,33.69342 -2011-01-22 10:00:00,53.013298 -2011-01-22 11:00:00,61.459797 -2011-01-22 12:00:00,79.30452 -2011-01-22 13:00:00,81.16829 -2011-01-22 14:00:00,77.97325 -2011-01-22 15:00:00,79.30348 -2011-01-22 16:00:00,78.62788 -2011-01-22 17:00:00,74.37705 -2011-01-22 18:00:00,58.990147 -2011-01-22 19:00:00,50.13324 -2011-01-22 20:00:00,41.233536 -2011-01-22 21:00:00,36.60036 -2011-01-22 22:00:00,36.65513 -2011-01-22 23:00:00,31.791603 -2011-01-23 00:00:00,36.167896 -2011-01-23 01:00:00,28.697706 -2011-01-23 02:00:00,21.487158 -2011-01-23 03:00:00,16.410168 -2011-01-23 05:00:00,10.92358 -2011-01-23 06:00:00,11.157406 -2011-01-23 07:00:00,15.265117 -2011-01-23 08:00:00,21.880919 -2011-01-23 09:00:00,30.909428 -2011-01-23 10:00:00,53.81543 -2011-01-23 11:00:00,63.058136 -2011-01-23 12:00:00,74.18714 -2011-01-23 13:00:00,81.57565 -2011-01-23 14:00:00,74.58923 -2011-01-23 15:00:00,75.9409 -2011-01-23 16:00:00,71.866844 -2011-01-23 17:00:00,64.85767 -2011-01-23 18:00:00,57.086563 -2011-01-23 19:00:00,46.571648 -2011-01-23 20:00:00,36.834724 -2011-01-23 21:00:00,33.11978 -2011-01-23 22:00:00,29.641914 -2011-01-23 23:00:00,22.111313 -2011-01-24 00:00:00,16.673481 -2011-01-24 01:00:00,12.998914 -2011-01-24 03:00:00,9.777451 -2011-01-24 04:00:00,8.384328 -2011-01-24 05:00:00,9.44772 -2011-01-24 06:00:00,24.73985 -2011-01-24 07:00:00,56.042107 -2011-01-24 08:00:00,157.27884 -2011-01-24 09:00:00,80.53543 -2011-01-24 10:00:00,35.904434 -2011-01-24 11:00:00,38.73848 -2011-01-24 12:00:00,54.138977 -2011-01-24 13:00:00,52.435062 -2011-01-24 14:00:00,42.89425 -2011-01-24 15:00:00,52.189384 -2011-01-24 16:00:00,63.7464 -2011-01-24 17:00:00,137.48624 -2011-01-24 18:00:00,130.39597 -2011-01-24 19:00:00,87.99693 -2011-01-24 20:00:00,62.720943 -2011-01-24 21:00:00,47.575256 -2011-01-24 22:00:00,33.106762 -2011-01-24 23:00:00,20.946785 -2011-01-25 00:00:00,16.253014 -2011-01-25 01:00:00,13.854578 -2011-01-25 02:00:00,12.082077 -2011-01-25 04:00:00,9.261095 -2011-01-25 05:00:00,9.969197 -2011-01-25 06:00:00,26.53357 -2011-01-25 07:00:00,66.600204 -2011-01-25 08:00:00,171.98456 -2011-01-25 09:00:00,88.28436 -2011-01-25 10:00:00,46.177284 -2011-01-25 11:00:00,50.896584 -2011-01-25 12:00:00,65.75279 -2011-01-25 13:00:00,65.1048 -2011-01-25 14:00:00,57.261456 -2011-01-25 15:00:00,60.81881 -2011-01-25 16:00:00,77.26238 -2011-01-25 17:00:00,170.39217 -2011-01-25 18:00:00,161.7731 -2011-01-25 19:00:00,94.928604 -2011-01-25 20:00:00,70.409164 -2011-01-25 21:00:00,57.25516 -2011-01-25 22:00:00,38.26996 -2011-01-25 23:00:00,18.9879 -2011-01-26 00:00:00,8.580997 -2011-01-26 01:00:00,5.9070134 -2011-01-26 02:00:00,3.1959908 -2011-01-26 05:00:00,1.8759146 -2011-01-26 06:00:00,10.688897 -2011-01-26 07:00:00,35.08946 -2011-01-26 08:00:00,84.5192 -2011-01-26 09:00:00,47.65428 -2011-01-26 10:00:00,22.390873 -2011-01-26 11:00:00,23.02636 -2011-01-26 12:00:00,26.114918 -2011-01-26 13:00:00,26.140303 -2011-01-26 14:00:00,21.916515 -2011-01-26 15:00:00,21.100468 -2011-01-26 16:00:00,32.29451 -2011-01-26 17:00:00,55.415333 -2011-01-27 16:00:00,57.84091 -2011-01-27 17:00:00,123.216736 -2011-01-27 18:00:00,109.71562 -2011-01-27 19:00:00,72.77155 -2011-01-27 20:00:00,57.41351 -2011-01-27 21:00:00,45.651268 -2011-01-27 22:00:00,36.98469 -2011-01-27 23:00:00,23.825611 -2011-01-28 00:00:00,10.202543 -2011-01-28 01:00:00,6.5704203 -2011-01-28 02:00:00,4.98298 -2011-01-28 03:00:00,3.7746077 -2011-01-28 05:00:00,4.3465505 -2011-01-28 06:00:00,21.419523 -2011-01-28 07:00:00,55.693848 -2011-01-28 08:00:00,151.28018 -2011-01-28 09:00:00,59.398045 -2011-01-28 10:00:00,32.513687 -2011-01-28 11:00:00,33.285954 -2011-01-28 12:00:00,38.53872 -2011-01-28 13:00:00,38.25373 -2011-01-28 14:00:00,29.245289 -2011-01-28 15:00:00,42.311256 -2011-01-28 16:00:00,56.84181 -2011-01-28 17:00:00,121.937256 -2011-01-28 18:00:00,98.18925 -2011-01-28 19:00:00,70.233246 -2011-01-28 20:00:00,49.94345 -2011-01-28 21:00:00,42.2535 -2011-01-28 22:00:00,38.31904 -2011-01-28 23:00:00,29.302359 -2011-01-29 00:00:00,24.609005 -2011-01-29 01:00:00,18.232246 -2011-01-29 02:00:00,12.822746 -2011-01-29 03:00:00,8.1950245 -2011-01-29 04:00:00,4.138556 -2011-01-29 06:00:00,4.3390303 -2011-01-29 07:00:00,8.807071 -2011-01-29 08:00:00,16.401321 -2011-01-29 09:00:00,34.44571 -2011-01-29 10:00:00,47.642006 -2011-01-29 11:00:00,53.544865 -2011-01-29 12:00:00,70.39246 -2011-01-29 13:00:00,70.317505 -2011-01-29 14:00:00,64.87524 -2011-01-29 15:00:00,69.0559 -2011-01-29 16:00:00,68.33621 -2011-01-29 17:00:00,62.545246 -2011-01-29 18:00:00,53.477386 -2011-01-29 19:00:00,47.104126 -2011-01-29 20:00:00,39.185806 -2011-01-29 21:00:00,32.436745 -2011-01-29 22:00:00,30.065838 -2011-01-29 23:00:00,24.11519 -2011-01-30 00:00:00,27.702236 -2011-01-30 01:00:00,24.68192 -2011-01-30 02:00:00,16.475842 -2011-01-30 03:00:00,9.348237 -2011-01-30 04:00:00,3.9138143 -2011-01-30 05:00:00,4.0938673 -2011-01-30 07:00:00,7.890122 -2011-01-30 08:00:00,14.696309 -2011-01-30 09:00:00,26.211311 -2011-01-30 10:00:00,47.64942 -2011-01-30 11:00:00,58.422863 -2011-01-30 12:00:00,78.735725 -2011-01-30 13:00:00,75.18942 -2011-01-30 14:00:00,72.83086 -2011-01-30 15:00:00,75.92619 -2011-01-30 16:00:00,74.02859 -2011-01-30 17:00:00,64.596085 -2011-01-30 18:00:00,51.936806 -2011-01-30 19:00:00,43.785625 -2011-01-30 20:00:00,34.53128 -2011-01-30 21:00:00,28.617502 -2011-01-30 22:00:00,26.04012 -2011-01-30 23:00:00,14.291969 -2011-01-31 00:00:00,8.303935 -2011-01-31 01:00:00,5.017061 -2011-01-31 02:00:00,4.0197735 -2011-01-31 03:00:00,2.9892836 -2011-01-31 04:00:00,2.2613611 -2011-01-31 05:00:00,2.448307 -2011-01-31 06:00:00,15.020992 -2011-01-31 07:00:00,46.514442 -2011-01-31 08:00:00,125.74806 -2011-01-31 09:00:00,63.136482 -2011-01-31 10:00:00,28.203798 -2011-01-31 11:00:00,29.440815 -2011-01-31 12:00:00,43.746964 -2011-01-31 13:00:00,41.633522 -2011-01-31 14:00:00,36.619545 -2011-01-31 15:00:00,38.550537 -2011-01-31 16:00:00,52.351486 -2011-01-31 17:00:00,114.02779 -2011-01-31 18:00:00,103.43085 -2011-01-31 19:00:00,77.332275 -2011-01-31 20:00:00,39.911896 -2011-01-31 21:00:00,29.463215 -2011-01-31 22:00:00,26.77585 -2011-01-31 23:00:00,14.378774 -2011-02-20 00:00:00,28.872566 -2011-02-20 01:00:00,24.763939 -2011-02-20 02:00:00,18.624966 -2011-02-20 03:00:00,10.029263 -2011-02-20 04:00:00,6.443736 -2011-02-20 06:00:00,6.746085 -2011-02-20 07:00:00,14.682411 -2011-02-20 08:00:00,22.901329 -2011-02-20 09:00:00,38.561676 -2011-02-20 10:00:00,59.30894 -2011-02-20 11:00:00,71.343254 -2011-02-20 12:00:00,100.59774 -2011-02-20 13:00:00,106.34265 -2011-02-20 14:00:00,102.46911 -2011-02-20 15:00:00,111.84916 -2011-02-20 16:00:00,109.083885 -2011-02-20 17:00:00,78.481384 -2011-02-20 18:00:00,66.94849 -2011-02-20 19:00:00,54.281532 -2011-02-20 20:00:00,42.27391 -2011-02-20 21:00:00,40.52388 -2011-02-20 22:00:00,41.27234 -2011-02-20 23:00:00,25.142086 -2011-02-21 00:00:00,26.733953 -2011-02-21 01:00:00,17.716684 -2011-02-21 02:00:00,13.024541 -2011-02-21 03:00:00,6.8296447 -2011-02-21 04:00:00,5.22462 -2011-02-21 05:00:00,6.346616 -2011-02-21 06:00:00,15.366435 -2011-02-21 07:00:00,48.09119 -2011-02-21 08:00:00,80.481964 -2011-02-21 09:00:00,63.339806 -2011-02-21 10:00:00,61.14813 -2011-02-21 11:00:00,69.16485 -2011-02-21 12:00:00,76.98577 -2011-02-21 13:00:00,54.684853 -2011-02-21 14:00:00,70.62394 -2011-02-21 15:00:00,71.16756 -2011-02-21 16:00:00,54.91627 -2011-02-21 17:00:00,76.9861 -2011-02-21 18:00:00,65.345856 -2011-02-21 19:00:00,60.34073 -2011-02-21 20:00:00,40.296646 -2011-02-21 21:00:00,30.990108 -2011-02-21 22:00:00,26.649563 -2011-02-21 23:00:00,15.513913 -2011-02-22 06:00:00,23.727036 -2011-02-22 07:00:00,59.481804 -2011-02-22 08:00:00,150.52734 -2011-02-22 09:00:00,82.24173 -2011-02-22 10:00:00,44.043083 -2011-02-22 11:00:00,45.846504 -2011-02-22 12:00:00,59.874443 -2011-02-22 13:00:00,59.93682 -2011-02-22 14:00:00,52.401234 -2011-02-22 15:00:00,55.74352 -2011-02-22 16:00:00,63.62947 -2011-02-22 17:00:00,133.23026 -2011-02-22 18:00:00,128.08525 -2011-02-22 19:00:00,78.11423 -2011-02-22 20:00:00,60.133484 -2011-02-22 21:00:00,50.811783 -2011-02-22 22:00:00,37.586952 -2011-02-22 23:00:00,25.108181 -2011-02-23 00:00:00,13.500942 -2011-02-23 01:00:00,9.098183 -2011-02-23 02:00:00,7.501293 -2011-02-23 03:00:00,6.3682604 -2011-02-23 05:00:00,6.746519 -2011-02-23 06:00:00,25.864262 -2011-02-23 07:00:00,68.61685 -2011-02-23 08:00:00,168.04799 -2011-02-23 09:00:00,88.9018 -2011-02-23 10:00:00,45.65925 -2011-02-23 11:00:00,50.057495 -2011-02-23 12:00:00,63.377575 -2011-02-23 13:00:00,66.45992 -2011-02-23 14:00:00,56.943947 -2011-02-23 15:00:00,61.69725 -2011-02-23 16:00:00,71.58889 -2011-02-23 17:00:00,169.92444 -2011-02-23 18:00:00,156.40495 -2011-02-23 19:00:00,86.260574 -2011-02-23 20:00:00,64.64319 -2011-02-23 21:00:00,52.731655 -2011-02-23 22:00:00,43.531105 -2011-02-23 23:00:00,33.52641 -2011-02-24 00:00:00,14.521061 -2011-02-24 01:00:00,9.477178 -2011-02-24 02:00:00,7.7207017 -2011-02-24 03:00:00,6.55085 -2011-02-24 05:00:00,6.8808713 -2011-02-24 06:00:00,29.426308 -2011-02-24 07:00:00,72.79275 -2011-02-24 08:00:00,198.43951 -2011-02-24 09:00:00,88.4119 -2011-02-24 10:00:00,45.28531 -2011-02-24 11:00:00,52.04104 -2011-02-24 12:00:00,63.68306 -2011-02-24 13:00:00,62.684357 -2011-02-24 14:00:00,54.616714 -2011-02-24 15:00:00,32.586433 -2011-02-24 16:00:00,41.339195 -2011-02-24 17:00:00,110.317154 -2011-02-24 18:00:00,96.624084 -2011-02-24 19:00:00,49.515465 -2011-02-24 20:00:00,50.96163 -2011-02-24 21:00:00,49.07287 -2011-02-24 22:00:00,27.197786 -2011-02-24 23:00:00,25.238605 -2011-02-25 00:00:00,8.98606 -2011-02-25 01:00:00,7.305375 -2011-02-25 02:00:00,5.6217136 -2011-02-25 03:00:00,3.9227457 -2011-02-25 05:00:00,4.2654734 -2011-02-25 06:00:00,24.234278 -2011-02-25 07:00:00,45.836445 -2011-02-25 08:00:00,126.67102 -2011-02-25 09:00:00,53.550346 -2011-02-25 10:00:00,31.88389 -2011-02-25 11:00:00,75.590996 -2011-02-25 12:00:00,70.66851 -2011-02-25 13:00:00,67.966736 -2011-02-25 14:00:00,67.69922 -2011-02-25 15:00:00,82.78175 -2011-02-25 16:00:00,72.764786 -2011-02-25 17:00:00,131.92923 -2011-02-25 18:00:00,106.037125 -2011-02-25 19:00:00,72.21573 -2011-02-25 20:00:00,45.343964 -2011-02-25 21:00:00,46.510635 -2011-02-25 22:00:00,41.28557 -2011-02-25 23:00:00,30.016912 -2011-02-26 00:00:00,27.709621 -2011-02-26 01:00:00,18.645557 -2011-02-26 02:00:00,13.040109 -2011-02-26 03:00:00,8.020229 -2011-02-26 04:00:00,3.855689 -2011-02-26 05:00:00,3.8101354 -2011-02-26 06:00:00,4.6260834 -2011-02-26 07:00:00,13.21497 -2011-02-26 08:00:00,30.332253 -2011-02-26 09:00:00,45.164173 -2011-02-26 10:00:00,64.24339 -2011-02-26 11:00:00,80.73344 -2011-02-26 12:00:00,97.231125 -2011-02-26 13:00:00,102.401306 -2011-02-26 14:00:00,85.80632 -2011-02-26 15:00:00,101.05246 -2011-02-26 16:00:00,94.74834 -2011-02-26 17:00:00,80.74556 -2011-02-26 18:00:00,70.09798 -2011-02-26 19:00:00,51.961777 -2011-02-26 20:00:00,48.0132 -2011-02-26 21:00:00,40.71524 -2011-02-26 22:00:00,41.043007 -2011-02-26 23:00:00,30.676838 -2011-02-27 00:00:00,30.034107 -2011-02-27 01:00:00,27.131237 -2011-02-27 02:00:00,18.930046 -2011-02-27 03:00:00,11.383758 -2011-02-27 04:00:00,4.1908784 -2011-02-27 06:00:00,4.2748547 -2011-02-27 07:00:00,11.862216 -2011-02-27 08:00:00,29.379856 -2011-02-27 09:00:00,45.520298 -2011-02-27 10:00:00,63.746895 -2011-02-27 11:00:00,85.52374 -2011-02-27 12:00:00,122.44867 -2011-02-27 13:00:00,127.45076 -2011-02-27 14:00:00,133.73892 -2011-02-27 15:00:00,157.75049 -2011-02-27 16:00:00,162.81238 -2011-02-27 17:00:00,100.4402 -2011-02-27 18:00:00,73.925186 -2011-02-27 19:00:00,59.474777 -2011-02-27 20:00:00,48.766983 -2011-02-27 21:00:00,45.66387 -2011-02-27 22:00:00,39.651634 -2011-02-27 23:00:00,27.352512 -2011-02-28 00:00:00,11.026855 -2011-02-28 01:00:00,4.417588 -2011-02-28 03:00:00,2.8283262 -2011-02-28 05:00:00,3.839227 -2011-02-28 06:00:00,24.901669 -2011-02-28 07:00:00,69.37501 -2011-02-28 08:00:00,148.70084 -2011-02-28 09:00:00,85.43674 -2011-02-28 10:00:00,53.91873 -2011-02-28 11:00:00,66.27918 -2011-02-28 12:00:00,82.05257 -2011-02-28 13:00:00,46.355957 -2011-02-28 14:00:00,30.976887 -2011-02-28 15:00:00,30.021378 -2011-02-28 16:00:00,48.009796 -2011-02-28 17:00:00,67.446884 -2011-02-28 18:00:00,73.767105 -2011-02-28 19:00:00,49.577538 -2011-02-28 20:00:00,38.7439 -2011-02-28 21:00:00,45.10208 -2011-02-28 22:00:00,19.558037 -2011-02-28 23:00:00,15.306001 -2011-03-20 00:00:00,41.526173 -2011-03-20 01:00:00,42.841293 -2011-03-20 02:00:00,31.07394 -2011-03-20 03:00:00,21.548107 -2011-03-20 04:00:00,12.916292 -2011-03-20 05:00:00,13.261459 -2011-03-20 06:00:00,14.220598 -2011-03-20 07:00:00,24.593493 -2011-03-20 08:00:00,46.260254 -2011-03-20 09:00:00,75.18901 -2011-03-20 10:00:00,105.37378 -2011-03-20 11:00:00,136.34811 -2011-03-20 12:00:00,172.16586 -2011-03-20 13:00:00,178.47672 -2011-03-20 14:00:00,176.8956 -2011-03-20 15:00:00,186.12398 -2011-03-20 16:00:00,190.28136 -2011-03-20 17:00:00,163.59198 -2011-03-20 18:00:00,131.16138 -2011-03-20 19:00:00,92.506454 -2011-03-20 20:00:00,80.94697 -2011-03-20 21:00:00,65.05358 -2011-03-20 22:00:00,56.779995 -2011-03-20 23:00:00,29.726698 -2011-03-21 00:00:00,25.377453 -2011-03-21 01:00:00,19.073023 -2011-03-21 02:00:00,18.718027 -2011-03-21 03:00:00,14.710352 -2011-03-21 05:00:00,13.08123 -2011-03-21 06:00:00,30.641655 -2011-03-21 07:00:00,63.209198 -2011-03-21 08:00:00,219.78915 -2011-03-21 09:00:00,108.074326 -2011-03-21 10:00:00,62.738884 -2011-03-21 11:00:00,73.67186 -2011-03-21 12:00:00,92.65563 -2011-03-21 13:00:00,114.28557 -2011-03-21 14:00:00,102.73358 -2011-03-21 15:00:00,113.45382 -2011-03-21 16:00:00,140.7133 -2011-03-21 17:00:00,285.92743 -2011-03-21 18:00:00,265.79623 -2011-03-21 19:00:00,229.73924 -2011-03-21 20:00:00,149.6615 -2011-03-21 21:00:00,76.96853 -2011-03-21 22:00:00,67.81595 -2011-03-21 23:00:00,48.172318 -2011-03-22 00:00:00,33.651443 -2011-03-22 01:00:00,21.329714 -2011-03-22 02:00:00,20.793161 -2011-03-22 03:00:00,15.2412815 -2011-03-22 04:00:00,11.70204 -2011-03-22 05:00:00,16.023254 -2011-03-22 06:00:00,54.739403 -2011-03-22 07:00:00,131.91714 -2011-03-22 08:00:00,272.13724 -2011-03-22 09:00:00,122.0975 -2011-03-22 10:00:00,80.81244 -2011-03-22 11:00:00,88.0979 -2011-03-22 12:00:00,113.68582 -2011-03-22 13:00:00,116.58566 -2011-03-22 14:00:00,106.26343 -2011-03-22 15:00:00,110.69926 -2011-03-22 16:00:00,156.24396 -2011-03-22 17:00:00,282.13815 -2011-03-22 18:00:00,266.38934 -2011-03-22 19:00:00,177.07681 -2011-03-22 20:00:00,113.53096 -2011-03-22 21:00:00,89.164215 -2011-03-22 22:00:00,68.34837 -2011-03-22 23:00:00,45.688915 -2011-03-23 00:00:00,26.559889 -2011-03-23 01:00:00,21.344572 -2011-03-23 02:00:00,19.912123 -2011-03-23 03:00:00,15.319937 -2011-03-23 05:00:00,15.70339 -2011-03-23 06:00:00,42.629765 -2011-03-23 07:00:00,100.16142 -2011-03-23 08:00:00,255.21307 -2011-03-23 09:00:00,119.14689 -2011-03-23 10:00:00,57.725082 -2011-03-23 11:00:00,62.060383 -2011-03-23 12:00:00,70.9859 -2011-03-23 13:00:00,72.945755 -2011-03-23 14:00:00,67.45759 -2011-03-23 15:00:00,73.53567 -2011-03-23 16:00:00,108.55971 -2011-03-23 17:00:00,229.6329 -2011-03-23 18:00:00,137.91182 -2011-03-23 19:00:00,101.290764 -2011-03-23 20:00:00,47.10772 -2011-03-23 21:00:00,40.962734 -2011-03-23 22:00:00,48.93444 -2011-03-23 23:00:00,34.132465 -2011-03-24 00:00:00,26.740383 -2011-03-24 01:00:00,20.975014 -2011-03-24 02:00:00,19.897827 -2011-03-24 03:00:00,15.62737 -2011-03-24 04:00:00,11.561583 -2011-03-24 05:00:00,13.107038 -2011-03-24 06:00:00,42.220047 -2011-03-24 07:00:00,74.36636 -2011-03-24 08:00:00,142.26631 -2011-03-24 09:00:00,113.3394 -2011-03-24 10:00:00,57.16794 -2011-03-24 11:00:00,61.982624 -2011-03-24 12:00:00,79.6781 -2011-03-24 13:00:00,87.85478 -2011-03-24 14:00:00,78.704834 -2011-03-24 15:00:00,77.97744 -2011-03-24 16:00:00,99.00795 -2011-03-24 17:00:00,200.95947 -2011-03-24 18:00:00,183.0144 -2011-03-24 19:00:00,127.647354 -2011-03-24 20:00:00,92.22986 -2011-03-24 21:00:00,78.87553 -2011-03-24 22:00:00,67.64607 -2011-03-24 23:00:00,46.616028 -2011-03-25 00:00:00,30.03926 -2011-03-25 01:00:00,21.885963 -2011-03-25 02:00:00,20.358526 -2011-03-25 03:00:00,16.182045 -2011-03-25 04:00:00,12.100552 -2011-03-25 05:00:00,14.869564 -2011-03-25 06:00:00,39.236294 -2011-03-25 07:00:00,105.01427 -2011-03-25 08:00:00,257.27515 -2011-03-25 09:00:00,125.104774 -2011-03-25 10:00:00,76.83874 -2011-03-25 11:00:00,84.52435 -2011-03-25 12:00:00,104.84895 -2011-03-25 13:00:00,106.78776 -2011-03-25 14:00:00,101.92231 -2011-03-25 15:00:00,98.22656 -2011-03-25 16:00:00,118.449356 -2011-03-25 17:00:00,214.54993 -2011-03-25 18:00:00,181.84004 -2011-03-25 19:00:00,114.2914 -2011-03-25 20:00:00,86.24892 -2011-03-25 21:00:00,70.36446 -2011-03-25 22:00:00,50.376194 -2011-03-25 23:00:00,32.78696 -2011-03-26 00:00:00,28.98991 -2011-03-26 01:00:00,20.037071 -2011-03-26 02:00:00,12.539499 -2011-03-26 03:00:00,7.292097 -2011-03-26 04:00:00,3.6790805 -2011-03-26 05:00:00,4.0966806 -2011-03-26 06:00:00,8.299376 -2011-03-26 07:00:00,16.753086 -2011-03-26 08:00:00,36.10744 -2011-03-26 09:00:00,55.415337 -2011-03-26 10:00:00,76.17859 -2011-03-26 11:00:00,83.68407 -2011-03-26 12:00:00,121.06154 -2011-03-26 13:00:00,130.55775 -2011-03-26 14:00:00,133.18149 -2011-03-26 15:00:00,138.2757 -2011-03-26 16:00:00,126.49281 -2011-03-26 17:00:00,102.97866 -2011-03-26 18:00:00,83.9144 -2011-03-26 19:00:00,59.930157 -2011-03-26 20:00:00,47.617043 -2011-03-26 21:00:00,40.161713 -2011-03-26 22:00:00,39.809547 -2011-03-26 23:00:00,26.950245 -2011-03-27 00:00:00,29.38516 -2011-03-27 01:00:00,24.646088 -2011-03-27 02:00:00,13.619139 -2011-03-27 03:00:00,7.7241364 -2011-03-27 04:00:00,2.8525028 -2011-03-27 06:00:00,7.1328597 -2011-03-27 07:00:00,16.640285 -2011-03-27 08:00:00,29.847874 -2011-03-27 09:00:00,48.797256 -2011-03-27 10:00:00,66.82616 -2011-03-27 11:00:00,76.70873 -2011-03-27 12:00:00,98.808426 -2011-03-27 13:00:00,117.94156 -2011-03-27 14:00:00,124.93677 -2011-03-27 15:00:00,123.69693 -2011-03-27 16:00:00,121.97859 -2011-03-27 17:00:00,103.60667 -2011-03-27 18:00:00,76.834076 -2011-03-27 19:00:00,60.860096 -2011-03-27 20:00:00,46.01758 -2011-03-27 21:00:00,38.065193 -2011-03-27 22:00:00,35.267593 -2011-03-27 23:00:00,20.864159 -2011-03-28 00:00:00,10.347401 -2011-03-28 01:00:00,5.2063084 -2011-03-28 02:00:00,4.917664 -2011-03-28 03:00:00,3.1726303 -2011-03-28 05:00:00,4.9225116 -2011-03-28 06:00:00,24.232075 -2011-03-28 07:00:00,70.54199 -2011-03-28 08:00:00,176.29706 -2011-03-28 09:00:00,80.91013 -2011-03-28 10:00:00,44.256004 -2011-03-28 11:00:00,45.838776 -2011-03-28 12:00:00,62.328712 -2011-03-28 13:00:00,63.01111 -2011-03-28 14:00:00,54.51187 -2011-03-28 15:00:00,55.354507 -2011-03-28 16:00:00,72.22217 -2011-03-28 17:00:00,174.79443 -2011-03-28 18:00:00,157.31448 -2011-03-28 19:00:00,102.90112 -2011-03-28 20:00:00,63.567326 -2011-03-28 21:00:00,51.876785 -2011-03-28 22:00:00,38.777283 -2011-03-28 23:00:00,19.512568 -2011-03-29 00:00:00,9.2540245 -2011-03-29 01:00:00,4.0585947 -2011-03-29 02:00:00,4.272291 -2011-03-29 03:00:00,2.6835592 -2011-03-29 04:00:00,2.6433778 -2011-03-29 05:00:00,4.428225 -2011-03-29 06:00:00,31.575375 -2011-03-29 07:00:00,78.11647 -2011-03-29 08:00:00,211.69916 -2011-03-29 09:00:00,85.94774 -2011-03-29 10:00:00,47.35457 -2011-03-29 11:00:00,48.635555 -2011-03-29 12:00:00,68.971664 -2011-03-29 13:00:00,64.47724 -2011-03-29 14:00:00,57.986534 -2011-03-29 15:00:00,60.750477 -2011-03-29 16:00:00,79.257034 -2011-03-29 17:00:00,218.60056 -2011-03-29 18:00:00,196.13622 -2011-03-29 19:00:00,118.16197 -2011-03-29 20:00:00,68.90897 -2011-03-29 21:00:00,51.536186 -2011-03-29 22:00:00,43.096447 -2011-03-29 23:00:00,27.293697 -2011-03-30 00:00:00,11.4564 -2011-03-30 01:00:00,7.22414 -2011-03-30 02:00:00,5.3147006 -2011-03-30 03:00:00,3.4270701 -2011-03-30 04:00:00,2.8179624 -2011-03-30 05:00:00,6.752735 -2011-03-30 06:00:00,35.95749 -2011-03-30 07:00:00,87.14053 -2011-03-30 08:00:00,219.2286 -2011-03-30 09:00:00,87.30318 -2011-03-30 10:00:00,48.031586 -2011-03-30 11:00:00,47.902805 -2011-03-30 12:00:00,66.46293 -2011-03-30 13:00:00,63.69919 -2011-03-30 14:00:00,50.614616 -2011-03-30 15:00:00,31.371548 -2011-03-30 16:00:00,40.44288 -2011-03-30 17:00:00,90.37082 -2011-03-30 18:00:00,85.79071 -2011-03-30 19:00:00,59.9891 -2011-03-30 20:00:00,37.011475 -2011-03-30 21:00:00,37.427807 -2011-03-30 22:00:00,26.038475 -2011-03-30 23:00:00,14.530488 -2011-03-31 00:00:00,8.527253 -2011-03-31 01:00:00,6.0679817 -2011-03-31 02:00:00,6.177538 -2011-03-31 03:00:00,3.0793593 -2011-03-31 04:00:00,1.9955139 -2011-03-31 05:00:00,4.4856424 -2011-03-31 06:00:00,22.43208 -2011-03-31 07:00:00,49.5922 -2011-03-31 08:00:00,176.57257 -2011-03-31 09:00:00,59.259388 -2011-03-31 10:00:00,37.30696 -2011-03-31 11:00:00,43.51859 -2011-03-31 12:00:00,48.095688 -2011-03-31 13:00:00,52.20492 -2011-03-31 14:00:00,44.233086 -2011-03-31 15:00:00,35.545883 -2011-03-31 16:00:00,55.473324 -2011-03-31 17:00:00,123.14244 -2011-03-31 18:00:00,122.71098 -2011-03-31 19:00:00,83.26004 -2011-03-31 20:00:00,40.821316 -2011-03-31 21:00:00,44.77272 -2011-03-31 22:00:00,27.487213 -2011-03-31 23:00:00,21.491375 -2011-04-20 00:00:00,43.18632 -2011-04-20 01:00:00,29.401184 -2011-04-20 02:00:00,29.27059 -2011-04-20 03:00:00,20.91737 -2011-04-20 04:00:00,13.577423 -2011-04-20 05:00:00,19.188793 -2011-04-20 06:00:00,65.70987 -2011-04-20 07:00:00,163.65561 -2011-04-20 08:00:00,356.082 -2011-04-20 09:00:00,164.21451 -2011-04-20 10:00:00,105.80826 -2011-04-20 11:00:00,119.596085 -2011-04-20 12:00:00,160.40294 -2011-04-20 13:00:00,156.66473 -2011-04-20 14:00:00,133.86569 -2011-04-20 15:00:00,137.99367 -2011-04-20 16:00:00,185.362 -2011-04-20 17:00:00,350.61285 -2011-04-20 18:00:00,325.38922 -2011-04-20 19:00:00,247.50485 -2011-04-20 20:00:00,185.18466 -2011-04-20 21:00:00,158.14073 -2011-04-20 22:00:00,120.83377 -2011-04-20 23:00:00,77.16504 -2011-04-21 00:00:00,61.810726 -2011-04-21 01:00:00,41.953243 -2011-04-21 02:00:00,39.878548 -2011-04-21 03:00:00,27.528587 -2011-04-21 04:00:00,17.298676 -2011-04-21 05:00:00,24.276897 -2011-04-21 06:00:00,60.178314 -2011-04-21 07:00:00,176.01321 -2011-04-21 08:00:00,315.68793 -2011-04-21 09:00:00,164.34053 -2011-04-21 10:00:00,102.662445 -2011-04-21 11:00:00,114.80159 -2011-04-21 12:00:00,152.52882 -2011-04-21 13:00:00,149.71646 -2011-04-21 14:00:00,137.09804 -2011-04-21 15:00:00,143.76132 -2011-04-21 16:00:00,177.40631 -2011-04-21 17:00:00,365.9404 -2011-04-21 18:00:00,324.65283 -2011-04-21 19:00:00,212.25407 -2011-04-21 20:00:00,173.13028 -2011-04-21 21:00:00,132.20866 -2011-04-21 22:00:00,105.07835 -2011-04-21 23:00:00,77.06288 -2011-04-22 00:00:00,61.91905 -2011-04-22 01:00:00,45.329742 -2011-04-22 02:00:00,40.04596 -2011-04-22 03:00:00,29.238054 -2011-04-22 04:00:00,17.25587 -2011-04-22 05:00:00,22.733902 -2011-04-22 06:00:00,64.47505 -2011-04-22 07:00:00,160.27878 -2011-04-22 08:00:00,308.3133 -2011-04-22 09:00:00,130.62535 -2011-04-22 10:00:00,107.66101 -2011-04-22 11:00:00,96.45932 -2011-04-22 12:00:00,111.97933 -2011-04-22 13:00:00,106.32887 -2011-04-22 14:00:00,85.41429 -2011-04-22 15:00:00,99.82761 -2011-04-22 16:00:00,140.04544 -2011-04-22 17:00:00,161.61417 -2011-04-22 18:00:00,143.53873 -2011-04-22 19:00:00,127.49621 -2011-04-22 20:00:00,103.75455 -2011-04-22 21:00:00,82.994415 -2011-04-22 22:00:00,69.70238 -2011-04-22 23:00:00,72.62256 -2011-04-23 00:00:00,66.36224 -2011-04-23 01:00:00,65.11787 -2011-04-23 02:00:00,64.45436 -2011-04-23 03:00:00,46.747894 -2011-04-23 04:00:00,27.536873 -2011-04-23 05:00:00,24.140167 -2011-04-23 06:00:00,25.25911 -2011-04-23 07:00:00,47.19135 -2011-04-23 08:00:00,67.96777 -2011-04-23 09:00:00,88.46338 -2011-04-23 10:00:00,152.05011 -2011-04-23 11:00:00,179.87842 -2011-04-23 12:00:00,206.45197 -2011-04-23 13:00:00,212.16164 -2011-04-23 14:00:00,223.89473 -2011-04-23 15:00:00,253.35219 -2011-04-23 16:00:00,253.7872 -2011-04-23 17:00:00,251.43097 -2011-04-23 18:00:00,211.8718 -2011-04-23 19:00:00,160.79187 -2011-04-23 20:00:00,125.58683 -2011-04-23 21:00:00,115.401596 -2011-04-23 22:00:00,108.150696 -2011-04-23 23:00:00,82.987946 -2011-04-24 00:00:00,81.21944 -2011-04-24 01:00:00,69.85082 -2011-04-24 02:00:00,58.609535 -2011-04-24 03:00:00,40.044006 -2011-04-24 04:00:00,20.321957 -2011-04-24 05:00:00,21.940672 -2011-04-24 06:00:00,24.843613 -2011-04-24 07:00:00,41.644703 -2011-04-24 08:00:00,77.94832 -2011-04-24 09:00:00,127.97543 -2011-04-24 10:00:00,195.74042 -2011-04-24 11:00:00,264.44977 -2011-04-24 12:00:00,302.18723 -2011-04-24 13:00:00,300.06842 -2011-04-24 14:00:00,284.3709 -2011-04-24 15:00:00,289.51608 -2011-04-24 16:00:00,289.9276 -2011-04-24 17:00:00,268.62863 -2011-04-24 18:00:00,242.70148 -2011-04-24 19:00:00,147.77695 -2011-04-24 20:00:00,125.179344 -2011-04-24 21:00:00,71.728745 -2011-04-24 22:00:00,58.73314 -2011-04-24 23:00:00,58.764565 -2011-04-25 00:00:00,55.89638 -2011-04-25 01:00:00,40.710926 -2011-04-25 02:00:00,37.361298 -2011-04-25 03:00:00,27.215807 -2011-04-25 04:00:00,17.007477 -2011-04-25 05:00:00,21.883343 -2011-04-25 06:00:00,63.093124 -2011-04-25 07:00:00,160.71597 -2011-04-25 08:00:00,301.0514 -2011-04-25 09:00:00,165.3876 -2011-04-25 10:00:00,97.420334 -2011-04-25 11:00:00,97.335464 -2011-04-25 12:00:00,112.50229 -2011-04-25 13:00:00,109.75995 -2011-04-25 14:00:00,87.84036 -2011-04-25 15:00:00,93.77242 -2011-04-25 16:00:00,148.67087 -2011-04-25 17:00:00,295.17947 -2011-04-25 18:00:00,284.8844 -2011-04-25 19:00:00,204.91486 -2011-04-25 20:00:00,146.70483 -2011-04-25 21:00:00,94.95004 -2011-04-25 22:00:00,69.7141 -2011-04-25 23:00:00,48.16055 -2011-04-26 00:00:00,27.926193 -2011-04-26 01:00:00,14.061869 -2011-04-26 02:00:00,11.258532 -2011-04-26 03:00:00,7.572654 -2011-04-26 04:00:00,6.708906 -2011-04-26 05:00:00,11.903141 -2011-04-26 06:00:00,57.357162 -2011-04-26 07:00:00,168.49225 -2011-04-26 08:00:00,279.76965 -2011-04-26 09:00:00,122.957184 -2011-04-26 10:00:00,69.05841 -2011-04-26 11:00:00,78.47618 -2011-04-26 12:00:00,112.11191 -2011-04-26 13:00:00,102.93723 -2011-04-26 14:00:00,84.6776 -2011-04-26 15:00:00,95.428894 -2011-04-26 16:00:00,151.40776 -2011-04-26 17:00:00,297.38776 -2011-04-26 18:00:00,291.05453 -2011-04-26 19:00:00,201.202 -2011-04-26 20:00:00,143.07991 -2011-04-26 21:00:00,100.654564 -2011-04-26 22:00:00,71.89494 -2011-04-26 23:00:00,50.041008 -2011-04-27 00:00:00,28.470787 -2011-04-27 01:00:00,14.654256 -2011-04-27 02:00:00,11.319723 -2011-04-27 03:00:00,7.930381 -2011-04-27 04:00:00,6.279133 -2011-04-27 05:00:00,11.6991825 -2011-04-27 06:00:00,50.995766 -2011-04-27 07:00:00,144.28918 -2011-04-27 08:00:00,254.21518 -2011-04-27 09:00:00,104.72539 -2011-04-27 10:00:00,63.103004 -2011-04-27 11:00:00,68.8764 -2011-04-27 12:00:00,87.13511 -2011-04-27 13:00:00,85.75789 -2011-04-27 14:00:00,81.3885 -2011-04-27 15:00:00,84.403824 -2011-04-27 16:00:00,128.5895 -2011-04-27 17:00:00,166.7594 -2011-04-27 18:00:00,163.37761 -2011-04-27 19:00:00,177.88208 -2011-04-27 20:00:00,109.494896 -2011-04-27 21:00:00,77.03722 -2011-04-27 22:00:00,61.45958 -2011-04-27 23:00:00,42.91117 -2011-04-28 00:00:00,33.202923 -2011-04-28 01:00:00,15.85342 -2011-04-28 02:00:00,11.359896 -2011-04-28 03:00:00,8.7407055 -2011-04-28 04:00:00,7.5360866 -2011-04-28 05:00:00,14.353104 -2011-04-28 06:00:00,58.073547 -2011-04-28 07:00:00,162.14027 -2011-04-28 08:00:00,277.65814 -2011-04-28 09:00:00,95.02707 -2011-04-28 10:00:00,64.77845 -2011-04-28 11:00:00,68.406586 -2011-04-28 12:00:00,88.2115 -2011-04-28 13:00:00,78.951706 -2011-04-28 14:00:00,69.57387 -2011-04-28 15:00:00,93.734985 -2011-04-28 16:00:00,127.13943 -2011-04-28 17:00:00,282.62744 -2011-04-28 18:00:00,269.4219 -2011-04-28 19:00:00,179.45837 -2011-04-28 20:00:00,149.26985 -2011-04-28 21:00:00,120.097626 -2011-04-28 22:00:00,80.282135 -2011-04-28 23:00:00,63.429634 -2011-04-29 00:00:00,38.933754 -2011-04-29 01:00:00,19.161015 -2011-04-29 02:00:00,16.049992 -2011-04-29 03:00:00,9.7928295 -2011-04-29 04:00:00,8.124971 -2011-04-29 05:00:00,16.397926 -2011-04-29 06:00:00,58.86863 -2011-04-29 07:00:00,153.49136 -2011-04-29 08:00:00,290.8432 -2011-04-29 09:00:00,145.6756 -2011-04-29 10:00:00,89.4087 -2011-04-29 11:00:00,116.04485 -2011-04-29 12:00:00,149.72264 -2011-04-29 13:00:00,148.61494 -2011-04-29 14:00:00,135.80191 -2011-04-29 15:00:00,132.76555 -2011-04-29 16:00:00,175.27936 -2011-04-29 17:00:00,291.30682 -2011-04-29 18:00:00,252.55698 -2011-04-29 19:00:00,159.39716 -2011-04-29 20:00:00,120.37729 -2011-04-29 21:00:00,86.806335 -2011-04-29 22:00:00,78.44815 -2011-04-29 23:00:00,62.976845 -2011-04-30 00:00:00,52.849144 -2011-04-30 01:00:00,42.07933 -2011-04-30 02:00:00,34.371124 -2011-04-30 03:00:00,18.777687 -2011-04-30 04:00:00,9.317479 -2011-04-30 05:00:00,10.019869 -2011-04-30 06:00:00,16.907936 -2011-04-30 07:00:00,44.440052 -2011-04-30 08:00:00,67.12809 -2011-04-30 09:00:00,100.41104 -2011-04-30 10:00:00,160.01212 -2011-04-30 11:00:00,200.9468 -2011-04-30 12:00:00,232.45079 -2011-04-30 13:00:00,240.21234 -2011-04-30 14:00:00,224.32642 -2011-04-30 15:00:00,246.07608 -2011-04-30 16:00:00,242.52625 -2011-04-30 17:00:00,223.31781 -2011-04-30 18:00:00,190.63956 -2011-04-30 19:00:00,158.39478 -2011-04-30 20:00:00,109.19524 -2011-04-30 21:00:00,82.68736 -2011-04-30 22:00:00,77.95535 -2011-04-30 23:00:00,71.04534 -2011-05-20 00:00:00,61.90554 -2011-05-20 01:00:00,44.71789 -2011-05-20 02:00:00,41.858555 -2011-05-20 03:00:00,29.764345 -2011-05-20 04:00:00,19.237116 -2011-05-20 05:00:00,30.776937 -2011-05-20 06:00:00,106.694435 -2011-05-20 07:00:00,270.48257 -2011-05-20 08:00:00,443.89935 -2011-05-20 09:00:00,232.41837 -2011-05-20 10:00:00,160.1291 -2011-05-20 11:00:00,184.4194 -2011-05-20 12:00:00,248.21591 -2011-05-20 13:00:00,222.56918 -2011-05-20 14:00:00,232.0651 -2011-05-20 15:00:00,243.96304 -2011-05-20 16:00:00,321.1952 -2011-05-20 17:00:00,430.3932 -2011-05-20 18:00:00,428.85095 -2011-05-20 19:00:00,327.30115 -2011-05-20 20:00:00,252.12564 -2011-05-20 21:00:00,198.82901 -2011-05-20 22:00:00,158.76701 -2011-05-20 23:00:00,127.895905 -2011-05-21 00:00:00,113.043594 -2011-05-21 01:00:00,88.504524 -2011-05-21 02:00:00,79.405685 -2011-05-21 03:00:00,50.70659 -2011-05-21 04:00:00,26.58593 -2011-05-21 05:00:00,27.556007 -2011-05-21 06:00:00,39.58419 -2011-05-21 07:00:00,75.20962 -2011-05-21 08:00:00,139.08118 -2011-05-21 09:00:00,209.20833 -2011-05-21 10:00:00,292.39667 -2011-05-21 11:00:00,363.47974 -2011-05-21 12:00:00,381.05267 -2011-05-21 13:00:00,368.6323 -2011-05-21 14:00:00,364.1877 -2011-05-21 15:00:00,367.15436 -2011-05-21 16:00:00,366.4771 -2011-05-21 17:00:00,360.09918 -2011-05-21 18:00:00,340.41815 -2011-05-21 19:00:00,310.15833 -2011-05-21 20:00:00,232.4646 -2011-05-21 21:00:00,209.69977 -2011-05-21 22:00:00,173.6164 -2011-05-21 23:00:00,139.34023 -2011-05-22 00:00:00,116.44377 -2011-05-22 01:00:00,91.79907 -2011-05-22 02:00:00,81.80936 -2011-05-22 03:00:00,51.13159 -2011-05-22 04:00:00,28.282932 -2011-05-22 05:00:00,28.970165 -2011-05-22 06:00:00,32.193356 -2011-05-22 07:00:00,61.48905 -2011-05-22 08:00:00,107.140076 -2011-05-22 09:00:00,184.12866 -2011-05-22 10:00:00,294.16437 -2011-05-22 11:00:00,352.90363 -2011-05-22 12:00:00,374.99408 -2011-05-22 13:00:00,367.39398 -2011-05-22 14:00:00,314.56195 -2011-05-22 15:00:00,343.7625 -2011-05-22 16:00:00,361.07123 -2011-05-22 17:00:00,364.32025 -2011-05-22 18:00:00,342.03137 -2011-05-22 19:00:00,303.62558 -2011-05-22 20:00:00,239.00583 -2011-05-22 21:00:00,186.62129 -2011-05-22 22:00:00,129.15704 -2011-05-22 23:00:00,93.560104 -2011-05-23 00:00:00,65.21394 -2011-05-23 01:00:00,49.605713 -2011-05-23 02:00:00,60.0966 -2011-05-23 03:00:00,43.974056 -2011-05-23 04:00:00,22.241123 -2011-05-23 05:00:00,29.742096 -2011-05-23 06:00:00,95.44932 -2011-05-23 07:00:00,224.90115 -2011-05-23 08:00:00,400.26007 -2011-05-23 09:00:00,192.69852 -2011-05-23 10:00:00,119.02013 -2011-05-23 11:00:00,149.35675 -2011-05-23 12:00:00,191.62286 -2011-05-23 13:00:00,188.10086 -2011-05-23 14:00:00,174.35172 -2011-05-23 15:00:00,173.74925 -2011-05-23 16:00:00,263.8723 -2011-05-23 17:00:00,416.25897 -2011-05-23 18:00:00,441.30292 -2011-05-23 19:00:00,344.72327 -2011-05-23 20:00:00,217.01212 -2011-05-23 21:00:00,146.54047 -2011-05-23 22:00:00,107.49831 -2011-05-23 23:00:00,83.2287 -2011-05-24 00:00:00,56.2338 -2011-05-24 01:00:00,46.092216 -2011-05-24 02:00:00,42.966267 -2011-05-24 03:00:00,33.533875 -2011-05-24 04:00:00,23.533947 -2011-05-24 05:00:00,30.005943 -2011-05-24 06:00:00,101.21756 -2011-05-24 07:00:00,211.71846 -2011-05-24 08:00:00,331.19833 -2011-05-24 09:00:00,217.49054 -2011-05-24 10:00:00,126.96619 -2011-05-24 11:00:00,152.13669 -2011-05-24 12:00:00,200.35565 -2011-05-24 13:00:00,184.88492 -2011-05-24 14:00:00,160.90643 -2011-05-24 15:00:00,171.5415 -2011-05-24 16:00:00,286.41132 -2011-05-24 17:00:00,477.37347 -2011-05-24 18:00:00,460.9248 -2011-05-24 19:00:00,358.36774 -2011-05-24 20:00:00,281.2209 -2011-05-24 21:00:00,205.42188 -2011-05-24 22:00:00,132.09384 -2011-05-24 23:00:00,119.60801 -2011-05-25 00:00:00,75.713264 -2011-05-25 01:00:00,64.96067 -2011-05-25 02:00:00,42.20919 -2011-05-25 03:00:00,32.875004 -2011-05-25 04:00:00,22.99598 -2011-05-25 05:00:00,37.94722 -2011-05-25 06:00:00,104.418816 -2011-05-25 07:00:00,320.26837 -2011-05-25 08:00:00,458.9447 -2011-05-25 09:00:00,213.58011 -2011-05-25 10:00:00,130.38927 -2011-05-25 11:00:00,153.25827 -2011-05-25 12:00:00,200.37433 -2011-05-25 13:00:00,191.03206 -2011-05-25 14:00:00,172.75961 -2011-05-25 15:00:00,171.03331 -2011-05-25 16:00:00,271.6535 -2011-05-25 17:00:00,483.39874 -2011-05-25 18:00:00,455.90924 -2011-05-25 19:00:00,377.75146 -2011-05-25 20:00:00,300.94974 -2011-05-25 21:00:00,223.47566 -2011-05-25 22:00:00,157.24771 -2011-05-25 23:00:00,95.88461 -2011-05-26 00:00:00,41.00193 -2011-05-26 01:00:00,19.189922 -2011-05-26 02:00:00,10.325254 -2011-05-26 03:00:00,5.859563 -2011-05-26 04:00:00,4.5436325 -2011-05-26 05:00:00,20.284864 -2011-05-26 06:00:00,59.49258 -2011-05-26 07:00:00,165.0581 -2011-05-26 08:00:00,296.71338 -2011-05-26 09:00:00,149.34242 -2011-05-26 10:00:00,67.8434 -2011-05-26 11:00:00,89.37986 -2011-05-26 12:00:00,123.92534 -2011-05-26 13:00:00,117.41864 -2011-05-26 14:00:00,101.707214 -2011-05-26 15:00:00,102.804565 -2011-05-26 16:00:00,172.01929 -2011-05-26 17:00:00,322.4068 -2011-05-26 18:00:00,299.79645 -2011-05-26 19:00:00,237.29526 -2011-05-26 20:00:00,195.85245 -2011-05-26 21:00:00,156.98239 -2011-05-26 22:00:00,115.82315 -2011-05-26 23:00:00,71.51151 -2011-05-27 00:00:00,49.83751 -2011-05-27 01:00:00,25.596155 -2011-05-27 02:00:00,17.412 -2011-05-27 03:00:00,7.4322124 -2011-05-27 04:00:00,6.0350003 -2011-05-27 05:00:00,24.778736 -2011-05-27 06:00:00,70.02514 -2011-05-27 07:00:00,198.70547 -2011-05-27 08:00:00,312.19708 -2011-05-27 09:00:00,167.45245 -2011-05-27 10:00:00,105.840164 -2011-05-27 11:00:00,113.53162 -2011-05-27 12:00:00,148.0177 -2011-05-27 13:00:00,160.87192 -2011-05-27 14:00:00,133.53821 -2011-05-27 15:00:00,146.51312 -2011-05-27 16:00:00,201.30968 -2011-05-27 17:00:00,318.8277 -2011-05-27 18:00:00,268.41418 -2011-05-27 19:00:00,183.07993 -2011-05-27 20:00:00,163.31311 -2011-05-27 21:00:00,107.13742 -2011-05-27 22:00:00,107.98538 -2011-05-27 23:00:00,70.676605 -2011-05-28 00:00:00,73.120575 -2011-05-28 01:00:00,58.963547 -2011-05-28 02:00:00,45.24649 -2011-05-28 03:00:00,22.009003 -2011-05-28 04:00:00,8.145974 -2011-05-28 05:00:00,9.362312 -2011-05-28 06:00:00,22.745493 -2011-05-28 07:00:00,45.65924 -2011-05-28 08:00:00,69.70039 -2011-05-28 09:00:00,134.44008 -2011-05-28 10:00:00,188.43546 -2011-05-28 11:00:00,242.17487 -2011-05-28 12:00:00,253.76486 -2011-05-28 13:00:00,254.05966 -2011-05-28 14:00:00,243.61194 -2011-05-28 15:00:00,246.0412 -2011-05-28 16:00:00,247.44412 -2011-05-28 17:00:00,253.23413 -2011-05-28 18:00:00,235.08682 -2011-05-28 19:00:00,195.09181 -2011-05-28 20:00:00,161.65796 -2011-05-28 21:00:00,122.29758 -2011-05-28 22:00:00,109.49656 -2011-05-28 23:00:00,77.31267 -2011-05-29 00:00:00,75.06613 -2011-05-29 01:00:00,64.864044 -2011-05-29 02:00:00,52.151146 -2011-05-29 03:00:00,28.062317 -2011-05-29 04:00:00,9.40632 -2011-05-29 05:00:00,9.402976 -2011-05-29 06:00:00,17.53787 -2011-05-29 07:00:00,35.016678 -2011-05-29 08:00:00,54.681664 -2011-05-29 09:00:00,73.990265 -2011-05-29 10:00:00,154.88791 -2011-05-29 11:00:00,178.47267 -2011-05-29 12:00:00,236.58032 -2011-05-29 13:00:00,252.42812 -2011-05-29 14:00:00,219.72699 -2011-05-29 15:00:00,219.37627 -2011-05-29 16:00:00,220.83101 -2011-05-29 17:00:00,211.37735 -2011-05-29 18:00:00,187.56665 -2011-05-29 19:00:00,165.88591 -2011-05-29 20:00:00,127.64026 -2011-05-29 21:00:00,98.01634 -2011-05-29 22:00:00,67.873535 -2011-05-29 23:00:00,59.054886 -2011-05-30 00:00:00,68.18112 -2011-05-30 01:00:00,59.089645 -2011-05-30 02:00:00,39.89219 -2011-05-30 03:00:00,22.866617 -2011-05-30 04:00:00,17.367283 -2011-05-30 05:00:00,28.947914 -2011-05-30 06:00:00,43.029686 -2011-05-30 07:00:00,65.55173 -2011-05-30 08:00:00,119.543106 -2011-05-30 09:00:00,129.4932 -2011-05-30 10:00:00,135.99588 -2011-05-30 11:00:00,184.07765 -2011-05-30 12:00:00,191.94879 -2011-05-30 13:00:00,193.5149 -2011-05-30 14:00:00,182.48386 -2011-05-30 15:00:00,166.01132 -2011-05-30 16:00:00,192.37216 -2011-05-30 17:00:00,260.05133 -2011-05-30 18:00:00,256.09454 -2011-05-30 19:00:00,205.30486 -2011-05-30 20:00:00,210.04764 -2011-05-30 21:00:00,165.78497 -2011-05-30 22:00:00,112.91899 -2011-05-30 23:00:00,55.998146 -2011-05-31 00:00:00,30.231062 -2011-05-31 01:00:00,17.166616 -2011-05-31 02:00:00,8.003376 -2011-05-31 03:00:00,4.171377 -2011-05-31 04:00:00,4.219513 -2011-05-31 05:00:00,19.135027 -2011-05-31 06:00:00,65.49077 -2011-05-31 07:00:00,213.22948 -2011-05-31 08:00:00,310.72815 -2011-05-31 09:00:00,134.73465 -2011-05-31 10:00:00,66.20592 -2011-05-31 11:00:00,72.85721 -2011-05-31 12:00:00,104.25609 -2011-05-31 13:00:00,101.946945 -2011-05-31 14:00:00,76.198425 -2011-05-31 15:00:00,86.57695 -2011-05-31 16:00:00,173.8765 -2011-05-31 17:00:00,333.46796 -2011-05-31 18:00:00,310.69244 -2011-05-31 19:00:00,264.37946 -2011-05-31 20:00:00,195.93625 -2011-05-31 21:00:00,146.84363 -2011-05-31 22:00:00,98.56657 -2011-05-31 23:00:00,60.392044 -2011-06-20 00:00:00,63.254105 -2011-06-20 01:00:00,44.71677 -2011-06-20 02:00:00,38.696262 -2011-06-20 03:00:00,32.82061 -2011-06-20 04:00:00,30.400946 -2011-06-20 05:00:00,41.314373 -2011-06-20 06:00:00,94.37515 -2011-06-20 07:00:00,169.77173 -2011-06-20 08:00:00,280.39853 -2011-06-20 09:00:00,200.54147 -2011-06-20 10:00:00,116.06038 -2011-06-20 11:00:00,127.64012 -2011-06-20 12:00:00,177.02023 -2011-06-20 13:00:00,179.1733 -2011-06-20 14:00:00,169.73749 -2011-06-20 15:00:00,183.55655 -2011-06-20 16:00:00,268.7967 -2011-06-20 17:00:00,429.43494 -2011-06-20 18:00:00,439.0882 -2011-06-20 19:00:00,351.0282 -2011-06-20 20:00:00,257.73962 -2011-06-20 21:00:00,202.5755 -2011-06-20 22:00:00,145.8648 -2011-06-20 23:00:00,93.46757 -2011-06-21 00:00:00,63.239388 -2011-06-21 01:00:00,53.57183 -2011-06-21 02:00:00,46.819366 -2011-06-21 03:00:00,37.141533 -2011-06-21 04:00:00,21.524967 -2011-06-21 05:00:00,32.29068 -2011-06-21 06:00:00,108.80951 -2011-06-21 07:00:00,237.4719 -2011-06-21 08:00:00,396.25977 -2011-06-21 09:00:00,195.39801 -2011-06-21 10:00:00,111.79229 -2011-06-21 11:00:00,122.8635 -2011-06-21 12:00:00,172.7703 -2011-06-21 13:00:00,171.7904 -2011-06-21 14:00:00,160.69287 -2011-06-21 15:00:00,166.45404 -2011-06-21 16:00:00,254.94012 -2011-06-21 17:00:00,465.16916 -2011-06-21 18:00:00,410.16553 -2011-06-21 19:00:00,321.39624 -2011-06-21 20:00:00,205.18216 -2011-06-21 21:00:00,213.08585 -2011-06-21 22:00:00,161.89528 -2011-06-21 23:00:00,104.22325 -2011-06-22 00:00:00,64.221214 -2011-06-22 01:00:00,48.56346 -2011-06-22 02:00:00,39.86415 -2011-06-22 03:00:00,31.219955 -2011-06-22 04:00:00,21.113503 -2011-06-22 05:00:00,33.04839 -2011-06-22 06:00:00,109.79209 -2011-06-22 07:00:00,313.76324 -2011-06-22 08:00:00,437.43265 -2011-06-22 09:00:00,206.04636 -2011-06-22 10:00:00,112.06983 -2011-06-22 11:00:00,136.74356 -2011-06-22 12:00:00,178.10454 -2011-06-22 13:00:00,162.7973 -2011-06-22 14:00:00,155.45004 -2011-06-22 15:00:00,147.17694 -2011-06-22 16:00:00,230.84798 -2011-06-22 17:00:00,458.11523 -2011-06-22 18:00:00,417.08664 -2011-06-22 19:00:00,342.96976 -2011-06-22 20:00:00,261.96414 -2011-06-22 21:00:00,209.19217 -2011-06-22 22:00:00,154.83423 -2011-06-22 23:00:00,105.982086 -2011-06-23 00:00:00,71.43187 -2011-06-23 01:00:00,49.40934 -2011-06-23 02:00:00,41.1175 -2011-06-23 03:00:00,32.779007 -2011-06-23 04:00:00,21.876392 -2011-06-23 05:00:00,36.651875 -2011-06-23 06:00:00,121.928314 -2011-06-23 07:00:00,313.8314 -2011-06-23 08:00:00,432.24722 -2011-06-23 09:00:00,206.46596 -2011-06-23 10:00:00,127.73322 -2011-06-23 11:00:00,127.63963 -2011-06-23 12:00:00,175.55649 -2011-06-23 13:00:00,172.21234 -2011-06-23 14:00:00,143.6361 -2011-06-23 15:00:00,167.40118 -2011-06-23 16:00:00,237.33698 -2011-06-23 17:00:00,393.52264 -2011-06-23 18:00:00,403.7835 -2011-06-23 19:00:00,304.1692 -2011-06-23 20:00:00,254.48221 -2011-06-23 21:00:00,215.98566 -2011-06-23 22:00:00,162.68202 -2011-06-23 23:00:00,120.76102 -2011-06-24 00:00:00,82.966446 -2011-06-24 01:00:00,57.987 -2011-06-24 02:00:00,47.378693 -2011-06-24 03:00:00,32.57759 -2011-06-24 04:00:00,21.872482 -2011-06-24 05:00:00,33.307274 -2011-06-24 06:00:00,108.425514 -2011-06-24 07:00:00,269.04648 -2011-06-24 08:00:00,439.91357 -2011-06-24 09:00:00,225.9024 -2011-06-24 10:00:00,149.0934 -2011-06-24 11:00:00,180.84163 -2011-06-24 12:00:00,229.56705 -2011-06-24 13:00:00,238.66678 -2011-06-24 14:00:00,206.79684 -2011-06-24 15:00:00,221.50748 -2011-06-24 16:00:00,304.10815 -2011-06-24 17:00:00,450.19876 -2011-06-24 18:00:00,416.4798 -2011-06-24 19:00:00,334.86798 -2011-06-24 20:00:00,264.56635 -2011-06-24 21:00:00,230.90657 -2011-06-24 22:00:00,201.5129 -2011-06-24 23:00:00,173.76654 -2011-06-25 00:00:00,134.34023 -2011-06-25 01:00:00,102.37358 -2011-06-25 02:00:00,86.36466 -2011-06-25 03:00:00,56.335358 -2011-06-25 04:00:00,30.53032 -2011-06-25 05:00:00,29.678604 -2011-06-25 06:00:00,48.822815 -2011-06-25 07:00:00,85.11973 -2011-06-25 08:00:00,152.30363 -2011-06-25 09:00:00,212.31265 -2011-06-25 10:00:00,244.56985 -2011-06-25 11:00:00,280.66998 -2011-06-25 12:00:00,262.03046 -2011-06-25 13:00:00,246.91612 -2011-06-25 14:00:00,239.04822 -2011-06-25 15:00:00,226.57596 -2011-06-25 16:00:00,239.76192 -2011-06-25 17:00:00,250.06229 -2011-06-25 18:00:00,239.22763 -2011-06-25 19:00:00,204.41199 -2011-06-25 20:00:00,170.29913 -2011-06-25 21:00:00,158.74503 -2011-06-25 22:00:00,130.24054 -2011-06-25 23:00:00,92.50461 -2011-06-26 00:00:00,80.57779 -2011-06-26 01:00:00,72.810234 -2011-06-26 02:00:00,59.670464 -2011-06-26 03:00:00,30.571404 -2011-06-26 04:00:00,11.744995 -2011-06-26 05:00:00,10.897242 -2011-06-26 06:00:00,18.108786 -2011-06-26 07:00:00,41.77161 -2011-06-26 08:00:00,64.49019 -2011-06-26 09:00:00,123.01555 -2011-06-26 10:00:00,183.32904 -2011-06-26 11:00:00,242.72733 -2011-06-26 12:00:00,245.66049 -2011-06-26 13:00:00,235.85712 -2011-06-26 14:00:00,239.21579 -2011-06-26 15:00:00,231.83932 -2011-06-26 16:00:00,237.39767 -2011-06-26 17:00:00,247.31305 -2011-06-26 18:00:00,219.42079 -2011-06-26 19:00:00,193.55136 -2011-06-26 20:00:00,162.2557 -2011-06-26 21:00:00,122.26047 -2011-06-26 22:00:00,112.34485 -2011-06-26 23:00:00,68.095695 -2011-06-27 00:00:00,26.173752 -2011-06-27 01:00:00,12.942202 -2011-06-27 02:00:00,9.166794 -2011-06-27 03:00:00,5.7802563 -2011-06-27 04:00:00,4.521085 -2011-06-27 05:00:00,17.783512 -2011-06-27 06:00:00,61.80295 -2011-06-27 07:00:00,191.79866 -2011-06-27 08:00:00,263.2635 -2011-06-27 09:00:00,130.76555 -2011-06-27 10:00:00,69.52107 -2011-06-27 11:00:00,86.49646 -2011-06-27 12:00:00,120.61128 -2011-06-27 13:00:00,116.43978 -2011-06-27 14:00:00,100.727585 -2011-06-27 15:00:00,104.53195 -2011-06-27 16:00:00,171.22821 -2011-06-27 17:00:00,316.21512 -2011-06-27 18:00:00,293.09467 -2011-06-27 19:00:00,244.04413 -2011-06-27 20:00:00,174.03616 -2011-06-27 21:00:00,128.05325 -2011-06-27 22:00:00,84.071945 -2011-06-27 23:00:00,52.37449 -2011-06-28 00:00:00,28.582302 -2011-06-28 01:00:00,13.65147 -2011-06-28 02:00:00,8.580235 -2011-06-28 03:00:00,5.6228137 -2011-06-28 04:00:00,4.1354036 -2011-06-28 05:00:00,16.410553 -2011-06-28 06:00:00,63.92404 -2011-06-28 07:00:00,204.62547 -2011-06-28 08:00:00,292.9279 -2011-06-28 09:00:00,128.02487 -2011-06-28 10:00:00,68.99624 -2011-06-28 11:00:00,81.03125 -2011-06-28 12:00:00,114.99297 -2011-06-28 13:00:00,110.867584 -2011-06-28 14:00:00,84.62422 -2011-06-28 15:00:00,84.98146 -2011-06-28 16:00:00,164.10458 -2011-06-28 17:00:00,243.61386 -2011-06-28 18:00:00,242.64032 -2011-06-28 19:00:00,235.99469 -2011-06-28 20:00:00,182.85681 -2011-06-28 21:00:00,123.84337 -2011-06-28 22:00:00,83.502686 -2011-06-28 23:00:00,53.23285 -2011-06-29 00:00:00,29.968954 -2011-06-29 01:00:00,14.144638 -2011-06-29 02:00:00,8.603741 -2011-06-29 03:00:00,5.818906 -2011-06-29 04:00:00,4.462277 -2011-06-29 05:00:00,19.769585 -2011-06-29 06:00:00,67.17854 -2011-06-29 07:00:00,213.34833 -2011-06-29 08:00:00,309.3587 -2011-06-29 09:00:00,138.96985 -2011-06-29 10:00:00,68.84752 -2011-06-29 11:00:00,97.61958 -2011-06-29 12:00:00,133.63876 -2011-06-29 13:00:00,118.06288 -2011-06-29 14:00:00,105.896454 -2011-06-29 15:00:00,117.22203 -2011-06-29 16:00:00,172.41577 -2011-06-29 17:00:00,343.7338 -2011-06-29 18:00:00,311.48373 -2011-06-29 19:00:00,250.73041 -2011-06-29 20:00:00,189.70743 -2011-06-29 21:00:00,165.5934 -2011-06-29 22:00:00,123.26341 -2011-06-29 23:00:00,66.68545 -2011-06-30 00:00:00,38.380665 -2011-06-30 01:00:00,16.605566 -2011-06-30 02:00:00,9.761751 -2011-06-30 03:00:00,6.6053667 -2011-06-30 04:00:00,5.362559 -2011-06-30 05:00:00,22.87758 -2011-06-30 06:00:00,68.88321 -2011-06-30 07:00:00,208.99258 -2011-06-30 08:00:00,307.3825 -2011-06-30 09:00:00,139.3095 -2011-06-30 10:00:00,70.06464 -2011-06-30 11:00:00,100.59131 -2011-06-30 12:00:00,133.38953 -2011-06-30 13:00:00,129.26047 -2011-06-30 14:00:00,109.354645 -2011-06-30 15:00:00,116.49016 -2011-06-30 16:00:00,180.93437 -2011-06-30 17:00:00,328.07343 -2011-06-30 18:00:00,308.84186 -2011-06-30 19:00:00,238.04787 -2011-06-30 20:00:00,193.3758 -2011-06-30 21:00:00,166.01358 -2011-06-30 22:00:00,125.52936 -2011-06-30 23:00:00,78.33275 -2011-07-20 00:00:00,58.942776 -2011-07-20 01:00:00,45.18685 -2011-07-20 02:00:00,36.75769 -2011-07-20 03:00:00,28.595665 -2011-07-20 04:00:00,20.345013 -2011-07-20 05:00:00,33.603836 -2011-07-20 06:00:00,118.11112 -2011-07-20 07:00:00,296.4266 -2011-07-20 08:00:00,437.51132 -2011-07-20 09:00:00,201.93272 -2011-07-20 10:00:00,121.57778 -2011-07-20 11:00:00,134.18808 -2011-07-20 12:00:00,166.50052 -2011-07-20 13:00:00,166.24582 -2011-07-20 14:00:00,155.15009 -2011-07-20 15:00:00,155.81769 -2011-07-20 16:00:00,234.05608 -2011-07-20 17:00:00,449.52942 -2011-07-20 18:00:00,430.1742 -2011-07-20 19:00:00,332.00772 -2011-07-20 20:00:00,266.4416 -2011-07-20 21:00:00,233.48099 -2011-07-20 22:00:00,172.03018 -2011-07-20 23:00:00,109.43767 -2011-07-21 00:00:00,78.37799 -2011-07-21 01:00:00,54.023598 -2011-07-21 02:00:00,45.104046 -2011-07-21 03:00:00,35.207016 -2011-07-21 04:00:00,25.167316 -2011-07-21 05:00:00,39.9978 -2011-07-21 06:00:00,125.07138 -2011-07-21 07:00:00,316.42123 -2011-07-21 08:00:00,431.25793 -2011-07-21 09:00:00,188.37482 -2011-07-21 10:00:00,121.14183 -2011-07-21 11:00:00,141.37764 -2011-07-21 12:00:00,176.319 -2011-07-21 13:00:00,170.9877 -2011-07-21 14:00:00,158.89116 -2011-07-21 15:00:00,159.79568 -2011-07-21 16:00:00,240.09387 -2011-07-21 17:00:00,444.9586 -2011-07-21 18:00:00,409.75824 -2011-07-21 19:00:00,300.58136 -2011-07-21 20:00:00,266.49097 -2011-07-21 21:00:00,221.55325 -2011-07-21 22:00:00,179.28691 -2011-07-21 23:00:00,124.70096 -2011-07-22 00:00:00,88.27658 -2011-07-22 01:00:00,54.45852 -2011-07-22 02:00:00,53.038887 -2011-07-22 03:00:00,37.17298 -2011-07-22 04:00:00,29.08173 -2011-07-22 05:00:00,39.65246 -2011-07-22 06:00:00,120.24519 -2011-07-22 07:00:00,277.9427 -2011-07-22 08:00:00,443.8687 -2011-07-22 09:00:00,201.47842 -2011-07-22 10:00:00,141.2511 -2011-07-22 11:00:00,161.12291 -2011-07-22 12:00:00,194.43414 -2011-07-22 13:00:00,195.80829 -2011-07-22 14:00:00,174.6561 -2011-07-22 15:00:00,185.55318 -2011-07-22 16:00:00,222.66583 -2011-07-22 17:00:00,420.10138 -2011-07-22 18:00:00,388.64716 -2011-07-22 19:00:00,305.09186 -2011-07-22 20:00:00,252.32861 -2011-07-22 21:00:00,227.87518 -2011-07-22 22:00:00,197.03268 -2011-07-22 23:00:00,149.88394 -2011-07-23 00:00:00,126.73108 -2011-07-23 01:00:00,108.45279 -2011-07-23 02:00:00,89.61505 -2011-07-23 03:00:00,64.221016 -2011-07-23 04:00:00,35.926983 -2011-07-23 05:00:00,39.36801 -2011-07-23 06:00:00,57.430077 -2011-07-23 07:00:00,91.46346 -2011-07-23 08:00:00,142.2349 -2011-07-23 09:00:00,206.94214 -2011-07-23 10:00:00,266.00555 -2011-07-23 11:00:00,309.36786 -2011-07-23 12:00:00,316.82495 -2011-07-23 13:00:00,309.50806 -2011-07-23 14:00:00,279.9034 -2011-07-23 15:00:00,268.49997 -2011-07-23 16:00:00,282.08813 -2011-07-23 17:00:00,294.96216 -2011-07-23 18:00:00,293.52618 -2011-07-23 19:00:00,294.55255 -2011-07-23 20:00:00,265.16742 -2011-07-23 21:00:00,233.8663 -2011-07-23 22:00:00,207.83362 -2011-07-23 23:00:00,163.82214 -2011-07-24 00:00:00,141.45105 -2011-07-24 01:00:00,114.91083 -2011-07-24 02:00:00,101.739044 -2011-07-24 03:00:00,66.63208 -2011-07-24 04:00:00,41.029915 -2011-07-24 05:00:00,42.846355 -2011-07-24 06:00:00,52.114365 -2011-07-24 07:00:00,83.73742 -2011-07-24 08:00:00,120.05809 -2011-07-24 09:00:00,184.22025 -2011-07-24 10:00:00,269.38782 -2011-07-24 11:00:00,317.82938 -2011-07-24 12:00:00,319.4149 -2011-07-24 13:00:00,338.6181 -2011-07-24 14:00:00,318.8171 -2011-07-24 15:00:00,301.91174 -2011-07-24 16:00:00,298.14426 -2011-07-24 17:00:00,306.8103 -2011-07-24 18:00:00,295.77228 -2011-07-24 19:00:00,292.29022 -2011-07-24 20:00:00,272.52008 -2011-07-24 21:00:00,201.63152 -2011-07-24 22:00:00,151.82599 -2011-07-24 23:00:00,107.36157 -2011-07-25 00:00:00,73.14995 -2011-07-25 01:00:00,60.53477 -2011-07-25 02:00:00,49.30039 -2011-07-25 03:00:00,36.358955 -2011-07-25 04:00:00,27.598263 -2011-07-25 05:00:00,41.07753 -2011-07-25 06:00:00,119.20025 -2011-07-25 07:00:00,304.61823 -2011-07-25 08:00:00,404.58423 -2011-07-25 09:00:00,179.89609 -2011-07-25 10:00:00,110.10953 -2011-07-25 11:00:00,141.52788 -2011-07-25 12:00:00,178.34312 -2011-07-25 13:00:00,157.99236 -2011-07-25 14:00:00,134.3016 -2011-07-25 15:00:00,126.533646 -2011-07-25 16:00:00,193.82877 -2011-07-25 17:00:00,413.25488 -2011-07-25 18:00:00,423.00797 -2011-07-25 19:00:00,342.751 -2011-07-25 20:00:00,265.44077 -2011-07-25 21:00:00,176.39981 -2011-07-25 22:00:00,130.31483 -2011-07-25 23:00:00,80.07942 -2011-07-26 00:00:00,37.732925 -2011-07-26 01:00:00,15.143903 -2011-07-26 02:00:00,9.052162 -2011-07-26 03:00:00,5.7520647 -2011-07-26 04:00:00,4.543867 -2011-07-26 05:00:00,18.474266 -2011-07-26 06:00:00,65.41474 -2011-07-26 07:00:00,210.26305 -2011-07-26 08:00:00,301.46204 -2011-07-26 09:00:00,133.64154 -2011-07-26 10:00:00,68.49048 -2011-07-26 11:00:00,83.9039 -2011-07-26 12:00:00,120.44835 -2011-07-26 13:00:00,119.88193 -2011-07-26 14:00:00,101.75308 -2011-07-26 15:00:00,103.559555 -2011-07-26 16:00:00,172.52301 -2011-07-26 17:00:00,345.97693 -2011-07-26 18:00:00,317.50836 -2011-07-26 19:00:00,245.06483 -2011-07-26 20:00:00,191.91466 -2011-07-26 21:00:00,160.03918 -2011-07-26 22:00:00,118.52542 -2011-07-26 23:00:00,60.01013 -2011-07-27 00:00:00,36.208054 -2011-07-27 01:00:00,14.6736965 -2011-07-27 02:00:00,8.367921 -2011-07-27 03:00:00,4.888138 -2011-07-27 04:00:00,5.020522 -2011-07-27 05:00:00,20.573105 -2011-07-27 06:00:00,68.31632 -2011-07-27 07:00:00,211.36655 -2011-07-27 08:00:00,306.74094 -2011-07-27 09:00:00,132.73209 -2011-07-27 10:00:00,67.17496 -2011-07-27 11:00:00,84.57669 -2011-07-27 12:00:00,130.2372 -2011-07-27 13:00:00,123.38237 -2011-07-27 14:00:00,108.596054 -2011-07-27 15:00:00,110.43347 -2011-07-27 16:00:00,182.77423 -2011-07-27 17:00:00,340.95316 -2011-07-27 18:00:00,323.6278 -2011-07-27 19:00:00,247.31546 -2011-07-27 20:00:00,194.6619 -2011-07-27 21:00:00,160.64511 -2011-07-27 22:00:00,112.73036 -2011-07-27 23:00:00,65.12482 -2011-07-28 00:00:00,40.890873 -2011-07-28 01:00:00,15.837492 -2011-07-28 02:00:00,9.398582 -2011-07-28 03:00:00,5.3930798 -2011-07-28 04:00:00,4.6996083 -2011-07-28 05:00:00,19.33038 -2011-07-28 06:00:00,67.09667 -2011-07-28 07:00:00,207.2714 -2011-07-28 08:00:00,300.88983 -2011-07-28 09:00:00,133.05795 -2011-07-28 10:00:00,69.0217 -2011-07-28 11:00:00,77.6868 -2011-07-28 12:00:00,116.66753 -2011-07-28 13:00:00,106.920006 -2011-07-28 14:00:00,92.32985 -2011-07-28 15:00:00,92.773094 -2011-07-28 16:00:00,168.30399 -2011-07-28 17:00:00,304.3982 -2011-07-28 18:00:00,283.58246 -2011-07-28 19:00:00,235.02087 -2011-07-28 20:00:00,173.36093 -2011-07-28 21:00:00,134.79251 -2011-07-28 22:00:00,91.17822 -2011-07-28 23:00:00,75.369095 -2011-07-29 00:00:00,49.988342 -2011-07-29 01:00:00,26.194046 -2011-07-29 02:00:00,17.949978 -2011-07-29 03:00:00,7.7629714 -2011-07-29 04:00:00,7.1527357 -2011-07-29 05:00:00,21.030647 -2011-07-29 06:00:00,66.403275 -2011-07-29 07:00:00,184.377 -2011-07-29 08:00:00,294.2277 -2011-07-29 09:00:00,134.90433 -2011-07-29 10:00:00,83.51761 -2011-07-29 11:00:00,101.814316 -2011-07-29 12:00:00,118.515045 -2011-07-29 13:00:00,107.840164 -2011-07-29 14:00:00,102.64978 -2011-07-29 15:00:00,105.70075 -2011-07-29 16:00:00,158.14462 -2011-07-29 17:00:00,296.5548 -2011-07-29 18:00:00,258.09943 -2011-07-29 19:00:00,196.23291 -2011-07-29 20:00:00,166.70578 -2011-07-29 21:00:00,156.9224 -2011-07-29 22:00:00,133.7482 -2011-07-29 23:00:00,103.71661 -2011-07-30 00:00:00,80.94874 -2011-07-30 01:00:00,64.37149 -2011-07-30 02:00:00,56.69728 -2011-07-30 03:00:00,32.07468 -2011-07-30 04:00:00,12.339583 -2011-07-30 05:00:00,12.497723 -2011-07-30 06:00:00,22.975409 -2011-07-30 07:00:00,52.130905 -2011-07-30 08:00:00,84.78578 -2011-07-30 09:00:00,131.36133 -2011-07-30 10:00:00,185.05215 -2011-07-30 11:00:00,228.23419 -2011-07-30 12:00:00,241.43036 -2011-07-30 13:00:00,226.09923 -2011-07-30 14:00:00,203.92166 -2011-07-30 15:00:00,210.96518 -2011-07-30 16:00:00,214.10883 -2011-07-30 17:00:00,220.62436 -2011-07-30 18:00:00,221.27164 -2011-07-30 19:00:00,229.846 -2011-07-30 20:00:00,170.99878 -2011-07-30 21:00:00,154.66766 -2011-07-30 22:00:00,130.06912 -2011-07-30 23:00:00,111.889 -2011-07-31 00:00:00,81.4603 -2011-07-31 01:00:00,70.166954 -2011-07-31 02:00:00,58.88836 -2011-07-31 03:00:00,28.778492 -2011-07-31 04:00:00,9.885237 -2011-07-31 05:00:00,11.385754 -2011-07-31 06:00:00,18.117838 -2011-07-31 07:00:00,49.62739 -2011-07-31 08:00:00,62.692474 -2011-07-31 09:00:00,120.50255 -2011-07-31 10:00:00,175.41895 -2011-07-31 11:00:00,202.25488 -2011-07-31 12:00:00,212.2826 -2011-07-31 13:00:00,221.89217 -2011-07-31 14:00:00,204.593 -2011-07-31 15:00:00,192.62411 -2011-07-31 16:00:00,196.61516 -2011-07-31 17:00:00,198.3949 -2011-07-31 18:00:00,206.64313 -2011-07-31 19:00:00,191.9543 -2011-07-31 20:00:00,163.83319 -2011-07-31 21:00:00,127.51071 -2011-07-31 22:00:00,76.7324 -2011-07-31 23:00:00,60.01895 -2011-08-20 00:00:00,105.71915 -2011-08-20 01:00:00,86.43462 -2011-08-20 02:00:00,68.63071 -2011-08-20 03:00:00,36.51455 -2011-08-20 04:00:00,18.265293 -2011-08-20 05:00:00,19.360205 -2011-08-20 06:00:00,26.074106 -2011-08-20 07:00:00,51.451202 -2011-08-20 08:00:00,102.430534 -2011-08-20 09:00:00,159.60275 -2011-08-20 10:00:00,218.02179 -2011-08-20 11:00:00,265.52673 -2011-08-20 12:00:00,268.37646 -2011-08-20 13:00:00,268.19128 -2011-08-20 14:00:00,265.6931 -2011-08-20 15:00:00,265.13443 -2011-08-20 16:00:00,262.28445 -2011-08-20 17:00:00,268.48932 -2011-08-20 18:00:00,249.44011 -2011-08-20 19:00:00,229.74669 -2011-08-20 20:00:00,197.13562 -2011-08-20 21:00:00,146.6025 -2011-08-20 22:00:00,128.123 -2011-08-20 23:00:00,113.1781 -2011-08-21 00:00:00,114.22737 -2011-08-21 01:00:00,91.65556 -2011-08-21 02:00:00,80.300316 -2011-08-21 03:00:00,43.7804 -2011-08-21 04:00:00,18.474955 -2011-08-21 05:00:00,19.384224 -2011-08-21 06:00:00,23.068508 -2011-08-21 07:00:00,47.567562 -2011-08-21 08:00:00,81.59742 -2011-08-21 09:00:00,136.09142 -2011-08-21 10:00:00,185.24567 -2011-08-21 11:00:00,238.50351 -2011-08-21 12:00:00,262.912 -2011-08-21 13:00:00,262.89905 -2011-08-21 14:00:00,178.76077 -2011-08-21 15:00:00,187.82077 -2011-08-21 16:00:00,200.58038 -2011-08-21 17:00:00,191.14857 -2011-08-21 18:00:00,178.68906 -2011-08-21 19:00:00,198.09663 -2011-08-21 20:00:00,145.03804 -2011-08-21 21:00:00,122.782166 -2011-08-21 22:00:00,106.2471 -2011-08-21 23:00:00,83.37433 -2011-08-22 00:00:00,51.225136 -2011-08-22 01:00:00,34.051094 -2011-08-22 02:00:00,27.378155 -2011-08-22 03:00:00,22.371754 -2011-08-22 04:00:00,14.3372345 -2011-08-22 05:00:00,27.528015 -2011-08-22 06:00:00,91.19339 -2011-08-22 07:00:00,235.42494 -2011-08-22 08:00:00,309.11414 -2011-08-22 09:00:00,160.57916 -2011-08-22 10:00:00,107.23836 -2011-08-22 11:00:00,125.24571 -2011-08-22 12:00:00,166.38766 -2011-08-22 13:00:00,153.59698 -2011-08-22 14:00:00,142.30687 -2011-08-22 15:00:00,140.90057 -2011-08-22 16:00:00,217.11044 -2011-08-22 17:00:00,392.21823 -2011-08-22 18:00:00,365.2052 -2011-08-22 19:00:00,273.9745 -2011-08-22 20:00:00,216.52069 -2011-08-22 21:00:00,165.84972 -2011-08-22 22:00:00,121.58399 -2011-08-22 23:00:00,84.51984 -2011-08-23 00:00:00,51.213448 -2011-08-23 01:00:00,32.378666 -2011-08-23 02:00:00,26.455582 -2011-08-23 03:00:00,19.528934 -2011-08-23 04:00:00,14.521479 -2011-08-23 05:00:00,30.243158 -2011-08-23 06:00:00,100.8329 -2011-08-23 07:00:00,261.94482 -2011-08-23 08:00:00,350.94067 -2011-08-23 09:00:00,169.48767 -2011-08-23 10:00:00,111.25855 -2011-08-23 11:00:00,131.64194 -2011-08-23 12:00:00,170.40604 -2011-08-23 13:00:00,168.92465 -2011-08-23 14:00:00,148.33966 -2011-08-23 15:00:00,154.68939 -2011-08-23 16:00:00,231.15382 -2011-08-23 17:00:00,395.6916 -2011-08-23 18:00:00,365.69003 -2011-08-23 19:00:00,275.25464 -2011-08-23 20:00:00,208.65668 -2011-08-23 21:00:00,160.31833 -2011-08-23 22:00:00,142.25647 -2011-08-23 23:00:00,88.90575 -2011-08-24 00:00:00,52.963882 -2011-08-24 01:00:00,32.487152 -2011-08-24 02:00:00,26.399368 -2011-08-24 03:00:00,19.906742 -2011-08-24 04:00:00,14.362912 -2011-08-24 05:00:00,28.241741 -2011-08-24 06:00:00,98.561714 -2011-08-24 07:00:00,256.26794 -2011-08-24 08:00:00,346.59082 -2011-08-24 09:00:00,169.80638 -2011-08-24 10:00:00,108.36348 -2011-08-24 11:00:00,126.159355 -2011-08-24 12:00:00,151.34998 -2011-08-24 13:00:00,151.49359 -2011-08-24 14:00:00,139.80838 -2011-08-24 15:00:00,137.95448 -2011-08-24 16:00:00,201.0187 -2011-08-24 17:00:00,359.57568 -2011-08-24 18:00:00,341.56268 -2011-08-24 19:00:00,267.3353 -2011-08-24 20:00:00,201.56776 -2011-08-24 21:00:00,160.71465 -2011-08-24 22:00:00,128.22925 -2011-08-24 23:00:00,83.90965 -2011-08-25 00:00:00,55.59289 -2011-08-25 01:00:00,33.965355 -2011-08-25 02:00:00,26.69039 -2011-08-25 03:00:00,20.202787 -2011-08-25 04:00:00,15.034342 -2011-08-25 05:00:00,26.128105 -2011-08-25 06:00:00,94.14483 -2011-08-25 07:00:00,231.23456 -2011-08-25 08:00:00,330.84283 -2011-08-25 09:00:00,164.88058 -2011-08-25 10:00:00,102.83482 -2011-08-25 11:00:00,100.161644 -2011-08-25 12:00:00,108.27565 -2011-08-25 13:00:00,111.841415 -2011-08-25 14:00:00,107.24164 -2011-08-25 15:00:00,108.64987 -2011-08-25 16:00:00,124.30617 -2011-08-25 17:00:00,255.48163 -2011-08-25 18:00:00,231.57764 -2011-08-25 19:00:00,191.62451 -2011-08-25 20:00:00,162.1886 -2011-08-25 21:00:00,151.02226 -2011-08-25 22:00:00,100.53821 -2011-08-25 23:00:00,78.65663 -2011-08-26 00:00:00,54.106777 -2011-08-26 01:00:00,20.52122 -2011-08-26 02:00:00,12.745873 -2011-08-26 03:00:00,6.540981 -2011-08-26 04:00:00,4.8690977 -2011-08-26 05:00:00,14.464757 -2011-08-26 06:00:00,60.28862 -2011-08-26 07:00:00,168.86087 -2011-08-26 08:00:00,264.84558 -2011-08-26 09:00:00,134.44827 -2011-08-26 10:00:00,87.491135 -2011-08-26 11:00:00,105.46115 -2011-08-26 12:00:00,133.11247 -2011-08-26 13:00:00,138.26297 -2011-08-26 14:00:00,108.38262 -2011-08-26 15:00:00,127.27066 -2011-08-26 16:00:00,181.91853 -2011-08-26 17:00:00,252.45511 -2011-08-26 18:00:00,227.74088 -2011-08-26 19:00:00,150.54822 -2011-08-26 20:00:00,120.14955 -2011-08-26 21:00:00,104.32599 -2011-08-26 22:00:00,93.42179 -2011-08-26 23:00:00,74.295135 -2011-08-27 00:00:00,75.276215 -2011-08-27 01:00:00,63.94053 -2011-08-27 02:00:00,51.344154 -2011-08-27 03:00:00,26.632793 -2011-08-27 04:00:00,8.188561 -2011-08-27 05:00:00,9.058453 -2011-08-27 06:00:00,16.566595 -2011-08-27 07:00:00,36.208946 -2011-08-27 08:00:00,61.01285 -2011-08-27 09:00:00,97.59427 -2011-08-27 10:00:00,135.23297 -2011-08-27 11:00:00,115.80702 -2011-08-27 12:00:00,130.18816 -2011-08-27 13:00:00,129.24162 -2011-08-27 14:00:00,99.74521 -2011-08-27 15:00:00,101.29079 -2011-08-27 16:00:00,106.86096 -2011-08-27 17:00:00,79.12607 -2011-08-28 07:00:00,28.727352 -2011-08-28 08:00:00,50.41046 -2011-08-28 09:00:00,99.58883 -2011-08-28 10:00:00,159.67352 -2011-08-28 11:00:00,202.97272 -2011-08-28 12:00:00,231.71509 -2011-08-28 13:00:00,237.0808 -2011-08-28 14:00:00,222.95322 -2011-08-28 15:00:00,223.31308 -2011-08-28 16:00:00,224.21785 -2011-08-28 17:00:00,241.39001 -2011-08-28 18:00:00,224.47034 -2011-08-28 19:00:00,185.93698 -2011-08-28 20:00:00,155.88098 -2011-08-28 21:00:00,113.83423 -2011-08-28 22:00:00,78.711716 -2011-08-28 23:00:00,53.225098 -2011-08-29 00:00:00,28.972443 -2011-08-29 01:00:00,11.717972 -2011-08-29 02:00:00,7.148707 -2011-08-29 03:00:00,5.3605623 -2011-08-29 04:00:00,4.1007047 -2011-08-29 05:00:00,17.000166 -2011-08-29 06:00:00,66.24097 -2011-08-29 07:00:00,192.94418 -2011-08-29 08:00:00,266.70056 -2011-08-29 09:00:00,124.123505 -2011-08-29 10:00:00,68.7276 -2011-08-29 11:00:00,84.26228 -2011-08-29 12:00:00,130.2601 -2011-08-29 13:00:00,124.0643 -2011-08-29 14:00:00,105.495186 -2011-08-29 15:00:00,112.21341 -2011-08-29 16:00:00,175.96895 -2011-08-29 17:00:00,321.87427 -2011-08-29 18:00:00,300.96545 -2011-08-29 19:00:00,234.8169 -2011-08-29 20:00:00,175.91902 -2011-08-29 21:00:00,126.195984 -2011-08-29 22:00:00,90.33559 -2011-08-29 23:00:00,52.00895 -2011-08-30 00:00:00,28.871632 -2011-08-30 01:00:00,11.229695 -2011-08-30 02:00:00,7.6302986 -2011-08-30 03:00:00,5.300994 -2011-08-30 04:00:00,4.268973 -2011-08-30 05:00:00,18.281946 -2011-08-30 06:00:00,66.885086 -2011-08-30 07:00:00,205.08847 -2011-08-30 08:00:00,291.43622 -2011-08-30 09:00:00,130.8774 -2011-08-30 10:00:00,69.87787 -2011-08-30 11:00:00,94.52954 -2011-08-30 12:00:00,129.71883 -2011-08-30 13:00:00,127.87123 -2011-08-30 14:00:00,109.43109 -2011-08-30 15:00:00,117.45981 -2011-08-30 16:00:00,183.83426 -2011-08-30 17:00:00,330.7755 -2011-08-30 18:00:00,299.71008 -2011-08-30 19:00:00,229.14748 -2011-08-30 20:00:00,170.63626 -2011-08-30 21:00:00,114.98515 -2011-08-30 22:00:00,87.340775 -2011-08-30 23:00:00,54.39879 -2011-08-31 00:00:00,28.001556 -2011-08-31 01:00:00,11.336952 -2011-08-31 02:00:00,6.9433603 -2011-08-31 03:00:00,5.524437 -2011-08-31 04:00:00,4.203293 -2011-08-31 05:00:00,17.2536 -2011-08-31 06:00:00,65.29068 -2011-08-31 07:00:00,202.14154 -2011-08-31 08:00:00,288.68158 -2011-08-31 09:00:00,125.22705 -2011-08-31 10:00:00,69.44508 -2011-08-31 11:00:00,90.40782 -2011-08-31 12:00:00,124.969086 -2011-08-31 13:00:00,123.80078 -2011-08-31 14:00:00,106.50755 -2011-08-31 15:00:00,111.36415 -2011-08-31 16:00:00,172.2767 -2011-08-31 17:00:00,310.6377 -2011-08-31 18:00:00,295.36844 -2011-08-31 19:00:00,232.00903 -2011-08-31 20:00:00,171.53328 -2011-08-31 21:00:00,128.94147 -2011-08-31 22:00:00,78.79083 -2011-08-31 23:00:00,53.81603 -2011-09-20 00:00:00,58.268448 -2011-09-20 01:00:00,40.051674 -2011-09-20 02:00:00,37.165707 -2011-09-20 03:00:00,28.260208 -2011-09-20 04:00:00,19.14461 -2011-09-20 05:00:00,31.354542 -2011-09-20 06:00:00,107.222046 -2011-09-20 07:00:00,276.304 -2011-09-20 08:00:00,234.81259 -2011-09-20 09:00:00,138.83688 -2011-09-20 10:00:00,106.00061 -2011-09-20 11:00:00,108.62993 -2011-09-20 12:00:00,105.70049 -2011-09-20 13:00:00,100.56599 -2011-09-20 14:00:00,106.63397 -2011-09-20 15:00:00,143.26932 -2011-09-20 16:00:00,185.33969 -2011-09-20 17:00:00,335.0089 -2011-09-20 18:00:00,323.5221 -2011-09-20 19:00:00,246.04654 -2011-09-20 20:00:00,175.94771 -2011-09-20 21:00:00,139.88318 -2011-09-20 22:00:00,120.469 -2011-09-20 23:00:00,87.12459 -2011-09-21 00:00:00,61.8721 -2011-09-21 01:00:00,47.072502 -2011-09-21 02:00:00,39.77015 -2011-09-21 03:00:00,30.72391 -2011-09-21 04:00:00,21.228968 -2011-09-21 05:00:00,28.680336 -2011-09-21 06:00:00,98.265396 -2011-09-21 07:00:00,251.31418 -2011-09-21 08:00:00,366.40686 -2011-09-21 09:00:00,152.61435 -2011-09-21 10:00:00,98.50582 -2011-09-21 11:00:00,113.04271 -2011-09-21 12:00:00,151.9885 -2011-09-21 13:00:00,160.7733 -2011-09-21 14:00:00,142.72273 -2011-09-21 15:00:00,147.72826 -2011-09-21 16:00:00,226.74301 -2011-09-21 17:00:00,348.37915 -2011-09-21 18:00:00,254.19203 -2011-09-21 19:00:00,161.94728 -2011-09-21 20:00:00,129.11095 -2011-09-21 21:00:00,114.76604 -2011-09-21 22:00:00,102.576645 -2011-09-21 23:00:00,87.3734 -2011-09-22 00:00:00,66.204254 -2011-09-22 01:00:00,46.084217 -2011-09-22 02:00:00,41.243042 -2011-09-22 03:00:00,32.841793 -2011-09-22 04:00:00,22.310768 -2011-09-22 05:00:00,29.83897 -2011-09-22 06:00:00,97.90636 -2011-09-22 07:00:00,256.85455 -2011-09-22 08:00:00,359.4968 -2011-09-22 09:00:00,169.90489 -2011-09-22 10:00:00,109.62164 -2011-09-22 11:00:00,111.29932 -2011-09-22 12:00:00,140.56155 -2011-09-22 13:00:00,131.29306 -2011-09-22 14:00:00,116.88253 -2011-09-22 15:00:00,142.47787 -2011-09-22 16:00:00,234.94424 -2011-09-22 17:00:00,360.2933 -2011-09-22 18:00:00,284.9697 -2011-09-22 19:00:00,206.14688 -2011-09-22 20:00:00,133.80515 -2011-09-22 21:00:00,133.38524 -2011-09-22 22:00:00,105.45955 -2011-09-22 23:00:00,85.36162 -2011-09-23 00:00:00,67.68951 -2011-09-23 01:00:00,49.91392 -2011-09-23 02:00:00,42.884068 -2011-09-23 03:00:00,33.508804 -2011-09-23 04:00:00,31.330742 -2011-09-23 05:00:00,28.759514 -2011-09-23 06:00:00,91.31583 -2011-09-23 07:00:00,156.75021 -2011-09-23 08:00:00,274.70227 -2011-09-23 09:00:00,142.56302 -2011-09-23 10:00:00,118.43988 -2011-09-23 11:00:00,122.143326 -2011-09-23 12:00:00,139.58841 -2011-09-23 13:00:00,126.954475 -2011-09-23 14:00:00,121.15056 -2011-09-23 15:00:00,133.19563 -2011-09-23 16:00:00,160.00957 -2011-09-23 17:00:00,244.19705 -2011-09-23 18:00:00,235.4657 -2011-09-23 19:00:00,191.52649 -2011-09-23 20:00:00,155.42117 -2011-09-23 21:00:00,123.3018 -2011-09-23 22:00:00,126.34479 -2011-09-23 23:00:00,97.00523 -2011-09-24 00:00:00,115.56649 -2011-09-24 01:00:00,95.79416 -2011-09-24 02:00:00,81.5574 -2011-09-24 03:00:00,54.528732 -2011-09-24 04:00:00,30.055244 -2011-09-24 05:00:00,30.916025 -2011-09-24 06:00:00,32.446987 -2011-09-24 07:00:00,64.12073 -2011-09-24 08:00:00,97.96826 -2011-09-24 09:00:00,172.00287 -2011-09-24 10:00:00,241.9279 -2011-09-24 11:00:00,278.1529 -2011-09-24 12:00:00,315.07202 -2011-09-24 13:00:00,321.10873 -2011-09-24 14:00:00,315.40155 -2011-09-24 15:00:00,320.38358 -2011-09-24 16:00:00,309.61502 -2011-09-24 17:00:00,316.52826 -2011-09-24 18:00:00,277.9405 -2011-09-24 19:00:00,205.18053 -2011-09-24 20:00:00,174.20915 -2011-09-24 21:00:00,157.79083 -2011-09-24 22:00:00,132.55472 -2011-09-24 23:00:00,124.71828 -2011-09-25 00:00:00,113.768234 -2011-09-25 01:00:00,100.8344 -2011-09-25 02:00:00,89.17826 -2011-09-25 03:00:00,59.94166 -2011-09-25 04:00:00,39.196915 -2011-09-25 05:00:00,33.526405 -2011-09-25 06:00:00,32.127125 -2011-09-25 07:00:00,48.951977 -2011-09-25 08:00:00,95.04814 -2011-09-25 09:00:00,156.82098 -2011-09-25 10:00:00,202.047 -2011-09-25 11:00:00,233.01833 -2011-09-25 12:00:00,229.40094 -2011-09-25 13:00:00,225.16275 -2011-09-25 14:00:00,184.57986 -2011-09-25 15:00:00,186.17786 -2011-09-25 16:00:00,227.57657 -2011-09-25 17:00:00,203.25845 -2011-09-25 18:00:00,189.43831 -2011-09-25 19:00:00,125.82007 -2011-09-25 20:00:00,109.10632 -2011-09-25 21:00:00,84.62021 -2011-09-25 22:00:00,79.49461 -2011-09-25 23:00:00,60.85914 -2011-09-26 00:00:00,24.91153 -2011-09-26 01:00:00,14.2873955 -2011-09-26 02:00:00,11.535083 -2011-09-26 03:00:00,8.675713 -2011-09-26 04:00:00,7.7545004 -2011-09-26 05:00:00,19.099657 -2011-09-26 06:00:00,69.00269 -2011-09-26 07:00:00,170.53467 -2011-09-26 08:00:00,250.78813 -2011-09-26 09:00:00,134.61641 -2011-09-26 10:00:00,72.96088 -2011-09-26 11:00:00,85.98898 -2011-09-26 12:00:00,112.14299 -2011-09-26 13:00:00,123.4497 -2011-09-26 14:00:00,119.354164 -2011-09-26 15:00:00,136.49728 -2011-09-26 16:00:00,195.22484 -2011-09-26 17:00:00,347.2231 -2011-09-26 18:00:00,230.47911 -2011-09-26 19:00:00,196.01678 -2011-09-26 20:00:00,124.73624 -2011-09-26 21:00:00,91.864525 -2011-09-26 22:00:00,70.685486 -2011-09-26 23:00:00,48.796814 -2011-09-27 00:00:00,30.717468 -2011-09-27 01:00:00,15.117117 -2011-09-27 02:00:00,11.34786 -2011-09-27 03:00:00,8.746655 -2011-09-27 04:00:00,10.493301 -2011-09-27 05:00:00,21.077663 -2011-09-27 06:00:00,72.04608 -2011-09-27 07:00:00,186.10718 -2011-09-27 08:00:00,289.26797 -2011-09-27 09:00:00,112.75964 -2011-09-27 10:00:00,74.398186 -2011-09-27 11:00:00,77.8161 -2011-09-27 12:00:00,95.134186 -2011-09-27 13:00:00,115.71502 -2011-09-27 14:00:00,90.85959 -2011-09-27 15:00:00,87.41812 -2011-09-27 16:00:00,123.49395 -2011-09-27 17:00:00,209.84232 -2011-09-27 18:00:00,198.08551 -2011-09-27 19:00:00,166.68933 -2011-09-27 20:00:00,163.52365 -2011-09-27 21:00:00,112.25195 -2011-09-27 22:00:00,84.882904 -2011-09-27 23:00:00,61.541527 -2011-09-28 00:00:00,32.04715 -2011-09-28 01:00:00,14.859409 -2011-09-28 02:00:00,11.246834 -2011-09-28 03:00:00,9.044973 -2011-09-28 04:00:00,8.23249 -2011-09-28 05:00:00,16.93552 -2011-09-28 06:00:00,56.249886 -2011-09-28 07:00:00,96.19742 -2011-09-28 08:00:00,186.61565 -2011-09-28 09:00:00,104.33832 -2011-09-28 10:00:00,60.58844 -2011-09-28 11:00:00,76.76178 -2011-09-28 12:00:00,103.29907 -2011-09-28 13:00:00,116.79985 -2011-09-28 14:00:00,123.54817 -2011-09-28 15:00:00,123.27341 -2011-09-28 16:00:00,171.10297 -2011-09-28 17:00:00,329.30307 -2011-09-28 18:00:00,173.77185 -2011-09-28 19:00:00,135.66066 -2011-09-28 20:00:00,83.6915 -2011-09-28 21:00:00,74.65901 -2011-09-28 22:00:00,83.53782 -2011-09-28 23:00:00,55.48581 -2011-09-29 00:00:00,33.894398 -2011-09-29 01:00:00,15.752683 -2011-09-29 02:00:00,11.806625 -2011-09-29 03:00:00,10.222977 -2011-09-29 04:00:00,8.688799 -2011-09-29 05:00:00,19.314156 -2011-09-29 06:00:00,74.14546 -2011-09-29 07:00:00,211.57758 -2011-09-29 08:00:00,299.70355 -2011-09-29 09:00:00,158.04663 -2011-09-29 10:00:00,89.65744 -2011-09-29 11:00:00,118.72015 -2011-09-29 12:00:00,139.8442 -2011-09-29 13:00:00,138.25478 -2011-09-29 14:00:00,119.92952 -2011-09-29 15:00:00,121.94931 -2011-09-29 16:00:00,185.78922 -2011-09-29 17:00:00,334.52155 -2011-09-29 18:00:00,314.18182 -2011-09-29 19:00:00,233.77686 -2011-09-29 20:00:00,178.97595 -2011-09-29 21:00:00,136.19511 -2011-09-29 22:00:00,103.22656 -2011-09-29 23:00:00,73.508286 -2011-09-30 00:00:00,47.448837 -2011-09-30 01:00:00,27.146782 -2011-09-30 02:00:00,16.276802 -2011-09-30 03:00:00,11.2490635 -2011-09-30 04:00:00,9.228342 -2011-09-30 05:00:00,22.936108 -2011-09-30 06:00:00,71.8551 -2011-09-30 07:00:00,191.52989 -2011-09-30 08:00:00,302.6906 -2011-09-30 09:00:00,166.92352 -2011-09-30 10:00:00,117.88749 -2011-09-30 11:00:00,139.82253 -2011-09-30 12:00:00,166.52461 -2011-09-30 13:00:00,160.13785 -2011-09-30 14:00:00,145.27867 -2011-09-30 15:00:00,161.2822 -2011-09-30 16:00:00,213.79256 -2011-09-30 17:00:00,307.13303 -2011-09-30 18:00:00,307.21155 -2011-09-30 19:00:00,186.99191 -2011-09-30 20:00:00,147.4978 -2011-09-30 21:00:00,129.26299 -2011-09-30 22:00:00,110.8801 -2011-09-30 23:00:00,93.40962 -2011-10-20 00:00:00,47.125748 -2011-10-20 01:00:00,31.962875 -2011-10-20 02:00:00,26.238304 -2011-10-20 03:00:00,19.599657 -2011-10-20 04:00:00,14.172524 -2011-10-20 05:00:00,32.511063 -2011-10-20 06:00:00,99.838715 -2011-10-20 07:00:00,241.74904 -2011-10-20 08:00:00,358.03345 -2011-10-20 09:00:00,164.76117 -2011-10-20 10:00:00,119.148605 -2011-10-20 11:00:00,134.89804 -2011-10-20 12:00:00,161.12549 -2011-10-20 13:00:00,148.56621 -2011-10-20 14:00:00,134.21223 -2011-10-20 15:00:00,138.64093 -2011-10-20 16:00:00,190.8746 -2011-10-20 17:00:00,356.88763 -2011-10-20 18:00:00,308.44165 -2011-10-20 19:00:00,225.93716 -2011-10-20 20:00:00,163.03084 -2011-10-20 21:00:00,142.80708 -2011-10-20 22:00:00,117.20441 -2011-10-20 23:00:00,89.00772 -2011-10-21 00:00:00,60.24099 -2011-10-21 01:00:00,44.583626 -2011-10-21 02:00:00,34.088715 -2011-10-21 03:00:00,24.37305 -2011-10-21 04:00:00,15.742488 -2011-10-21 05:00:00,26.6554 -2011-10-21 06:00:00,87.74599 -2011-10-21 07:00:00,218.95557 -2011-10-21 08:00:00,354.909 -2011-10-21 09:00:00,190.59637 -2011-10-21 10:00:00,138.51547 -2011-10-21 11:00:00,155.99648 -2011-10-21 12:00:00,188.26447 -2011-10-21 13:00:00,171.59732 -2011-10-21 14:00:00,171.72455 -2011-10-21 15:00:00,177.75534 -2011-10-21 16:00:00,239.83807 -2011-10-21 17:00:00,343.86908 -2011-10-21 18:00:00,308.17807 -2011-10-21 19:00:00,202.00659 -2011-10-21 20:00:00,151.05367 -2011-10-21 21:00:00,140.47754 -2011-10-21 22:00:00,124.94725 -2011-10-21 23:00:00,97.14501 -2011-10-22 00:00:00,95.71697 -2011-10-22 01:00:00,77.11716 -2011-10-22 02:00:00,65.7394 -2011-10-22 03:00:00,40.758797 -2011-10-22 04:00:00,17.90213 -2011-10-22 05:00:00,17.773037 -2011-10-22 06:00:00,24.32244 -2011-10-22 07:00:00,57.934853 -2011-10-22 08:00:00,98.496216 -2011-10-22 09:00:00,154.24503 -2011-10-22 10:00:00,192.84099 -2011-10-22 11:00:00,223.26491 -2011-10-22 12:00:00,285.39276 -2011-10-22 13:00:00,296.10962 -2011-10-22 14:00:00,263.67615 -2011-10-22 15:00:00,270.31555 -2011-10-22 16:00:00,276.50812 -2011-10-22 17:00:00,236.59882 -2011-10-22 18:00:00,204.03128 -2011-10-22 19:00:00,151.46167 -2011-10-22 20:00:00,140.05183 -2011-10-22 21:00:00,120.56497 -2011-10-22 22:00:00,109.74631 -2011-10-22 23:00:00,89.59697 -2011-10-23 00:00:00,93.8808 -2011-10-23 01:00:00,81.97458 -2011-10-23 02:00:00,72.81218 -2011-10-23 03:00:00,42.420967 -2011-10-23 04:00:00,19.138874 -2011-10-23 05:00:00,19.423155 -2011-10-23 06:00:00,23.638165 -2011-10-23 07:00:00,50.51403 -2011-10-23 08:00:00,80.77254 -2011-10-23 09:00:00,135.22551 -2011-10-23 10:00:00,185.28503 -2011-10-23 11:00:00,220.9289 -2011-10-23 12:00:00,287.70407 -2011-10-23 13:00:00,279.39835 -2011-10-23 14:00:00,267.9159 -2011-10-23 15:00:00,265.16675 -2011-10-23 16:00:00,276.49072 -2011-10-23 17:00:00,239.11 -2011-10-23 18:00:00,206.4244 -2011-10-23 19:00:00,146.10974 -2011-10-23 20:00:00,133.68909 -2011-10-23 21:00:00,110.831825 -2011-10-23 22:00:00,95.728745 -2011-10-23 23:00:00,72.26738 -2011-10-24 00:00:00,53.126102 -2011-10-24 01:00:00,35.91838 -2011-10-24 02:00:00,30.973837 -2011-10-24 03:00:00,23.575123 -2011-10-24 04:00:00,15.3892 -2011-10-24 05:00:00,27.188885 -2011-10-24 06:00:00,95.427414 -2011-10-24 07:00:00,209.80066 -2011-10-24 08:00:00,346.7559 -2011-10-24 09:00:00,173.59186 -2011-10-24 10:00:00,111.746765 -2011-10-24 11:00:00,124.59715 -2011-10-24 12:00:00,158.43462 -2011-10-24 13:00:00,157.68387 -2011-10-24 14:00:00,144.24597 -2011-10-24 15:00:00,154.12256 -2011-10-24 16:00:00,223.2526 -2011-10-24 17:00:00,395.8161 -2011-10-24 18:00:00,374.2188 -2011-10-24 19:00:00,157.9342 -2011-10-24 20:00:00,160.41217 -2011-10-24 21:00:00,127.71025 -2011-10-24 22:00:00,113.422775 -2011-10-24 23:00:00,74.76108 -2011-10-25 00:00:00,56.865814 -2011-10-25 01:00:00,37.74288 -2011-10-25 02:00:00,31.491566 -2011-10-25 03:00:00,22.920174 -2011-10-25 04:00:00,15.67034 -2011-10-25 05:00:00,31.681715 -2011-10-25 06:00:00,100.9373 -2011-10-25 07:00:00,246.90604 -2011-10-25 08:00:00,378.04007 -2011-10-25 09:00:00,189.4343 -2011-10-25 10:00:00,119.23822 -2011-10-25 11:00:00,136.3609 -2011-10-25 12:00:00,163.99216 -2011-10-25 13:00:00,160.70639 -2011-10-25 14:00:00,148.30048 -2011-10-25 15:00:00,154.72989 -2011-10-25 16:00:00,230.37347 -2011-10-25 17:00:00,421.4303 -2011-10-25 18:00:00,378.64935 -2011-10-25 19:00:00,241.66011 -2011-10-25 20:00:00,184.26315 -2011-10-25 21:00:00,149.91551 -2011-10-25 22:00:00,102.51929 -2011-10-25 23:00:00,64.29424 -2011-10-26 00:00:00,31.560925 -2011-10-26 01:00:00,11.110812 -2011-10-26 02:00:00,6.6759233 -2011-10-26 03:00:00,3.823614 -2011-10-26 04:00:00,2.888853 -2011-10-26 05:00:00,17.0112 -2011-10-26 06:00:00,66.34338 -2011-10-26 07:00:00,197.57349 -2011-10-26 08:00:00,296.0279 -2011-10-26 09:00:00,138.66573 -2011-10-26 10:00:00,69.21242 -2011-10-26 11:00:00,90.190414 -2011-10-26 12:00:00,102.36848 -2011-10-26 13:00:00,82.19293 -2011-10-26 14:00:00,75.22358 -2011-10-26 15:00:00,80.60581 -2011-10-26 16:00:00,132.39882 -2011-10-26 17:00:00,273.34845 -2011-10-26 18:00:00,274.7244 -2011-10-26 19:00:00,159.67331 -2011-10-26 20:00:00,108.18356 -2011-10-26 21:00:00,96.80167 -2011-10-26 22:00:00,62.618515 -2011-10-26 23:00:00,49.432755 -2011-10-27 00:00:00,26.991665 -2011-10-27 01:00:00,10.987551 -2011-10-27 02:00:00,5.92717 -2011-10-27 03:00:00,3.9179168 -2011-10-27 04:00:00,3.149508 -2011-10-27 05:00:00,13.591396 -2011-10-27 06:00:00,41.194973 -2011-10-27 07:00:00,171.63159 -2011-10-27 08:00:00,174.5209 -2011-10-27 09:00:00,134.79327 -2011-10-27 10:00:00,58.60659 -2011-10-27 11:00:00,60.226063 -2011-10-27 12:00:00,66.287445 -2011-10-27 13:00:00,75.007935 -2011-10-27 14:00:00,67.621635 -2011-10-27 15:00:00,68.75466 -2011-10-27 16:00:00,147.38348 -2011-10-27 17:00:00,272.59503 -2011-10-27 18:00:00,259.92053 -2011-10-27 19:00:00,162.28326 -2011-10-27 20:00:00,109.499466 -2011-10-27 21:00:00,82.25191 -2011-10-27 22:00:00,63.83693 -2011-10-27 23:00:00,50.20945 -2011-10-28 00:00:00,31.387598 -2011-10-28 01:00:00,13.28933 -2011-10-28 02:00:00,8.41463 -2011-10-28 03:00:00,4.323368 -2011-10-28 04:00:00,3.5974844 -2011-10-28 05:00:00,14.139124 -2011-10-28 06:00:00,54.75199 -2011-10-28 07:00:00,149.04855 -2011-10-28 08:00:00,301.67108 -2011-10-28 09:00:00,137.48346 -2011-10-28 10:00:00,76.55602 -2011-10-28 11:00:00,90.86038 -2011-10-28 12:00:00,123.26185 -2011-10-28 13:00:00,116.65271 -2011-10-28 14:00:00,98.9812 -2011-10-28 15:00:00,110.37675 -2011-10-28 16:00:00,158.34805 -2011-10-28 17:00:00,264.83234 -2011-10-28 18:00:00,225.67137 -2011-10-28 19:00:00,145.2612 -2011-10-28 20:00:00,70.635895 -2011-10-28 21:00:00,48.143658 -2011-10-28 22:00:00,37.855637 -2011-10-28 23:00:00,31.969397 -2011-10-29 00:00:00,41.586365 -2011-10-29 01:00:00,33.066616 -2011-10-29 02:00:00,29.689384 -2011-10-29 03:00:00,9.287493 -2011-10-29 04:00:00,3.715709 -2011-10-29 05:00:00,5.1537013 -2011-10-29 06:00:00,8.706339 -2011-10-29 07:00:00,24.469616 -2011-10-29 08:00:00,50.028328 -2011-10-29 09:00:00,63.22451 -2011-10-29 10:00:00,73.153244 -2011-10-29 11:00:00,91.02306 -2011-10-29 12:00:00,93.973045 -2011-10-29 13:00:00,80.605095 -2011-10-29 14:00:00,97.12735 -2011-10-29 15:00:00,92.90808 -2011-10-29 16:00:00,90.42056 -2011-10-29 17:00:00,68.06855 -2011-10-29 18:00:00,63.324936 -2011-10-29 19:00:00,69.69955 -2011-10-29 20:00:00,59.523422 -2011-10-29 21:00:00,55.484 -2011-10-29 22:00:00,50.095024 -2011-10-29 23:00:00,44.303802 -2011-10-30 00:00:00,55.12835 -2011-10-30 01:00:00,47.768135 -2011-10-30 02:00:00,36.380844 -2011-10-30 03:00:00,13.5460615 -2011-10-30 04:00:00,4.2418356 -2011-10-30 05:00:00,4.3859305 -2011-10-30 06:00:00,7.8569536 -2011-10-30 07:00:00,21.594728 -2011-10-30 08:00:00,42.909878 -2011-10-30 09:00:00,76.976845 -2011-10-30 10:00:00,126.70921 -2011-10-30 11:00:00,160.97556 -2011-10-30 12:00:00,194.969 -2011-10-30 13:00:00,197.11957 -2011-10-30 14:00:00,203.909 -2011-10-30 15:00:00,203.96365 -2011-10-30 16:00:00,197.53828 -2011-10-30 17:00:00,169.51642 -2011-10-30 18:00:00,134.55507 -2011-10-30 19:00:00,149.90477 -2011-10-30 20:00:00,79.00332 -2011-10-30 21:00:00,58.520344 -2011-10-30 22:00:00,52.930065 -2011-10-30 23:00:00,37.425934 -2011-10-31 00:00:00,15.51253 -2011-10-31 01:00:00,7.6218567 -2011-10-31 02:00:00,4.5830884 -2011-10-31 03:00:00,3.9322548 -2011-10-31 04:00:00,3.1051297 -2011-10-31 05:00:00,14.384718 -2011-10-31 06:00:00,55.926315 -2011-10-31 07:00:00,180.44952 -2011-10-31 08:00:00,291.0874 -2011-10-31 09:00:00,121.61656 -2011-10-31 10:00:00,67.741035 -2011-10-31 11:00:00,74.62891 -2011-10-31 12:00:00,112.192314 -2011-10-31 13:00:00,108.65512 -2011-10-31 14:00:00,89.45379 -2011-10-31 15:00:00,110.15652 -2011-10-31 16:00:00,169.02843 -2011-10-31 17:00:00,344.97583 -2011-10-31 18:00:00,284.34937 -2011-10-31 19:00:00,180.05591 -2011-10-31 20:00:00,121.83139 -2011-10-31 21:00:00,73.351715 -2011-10-31 22:00:00,61.632782 -2011-10-31 23:00:00,41.60556 -2011-11-20 00:00:00,91.64433 -2011-11-20 01:00:00,76.65944 -2011-11-20 02:00:00,68.4159 -2011-11-20 03:00:00,39.11433 -2011-11-20 04:00:00,16.50695 -2011-11-20 05:00:00,17.040089 -2011-11-20 06:00:00,23.085072 -2011-11-20 07:00:00,49.409943 -2011-11-20 08:00:00,77.65509 -2011-11-20 09:00:00,140.21347 -2011-11-20 10:00:00,174.50298 -2011-11-20 11:00:00,236.02458 -2011-11-20 12:00:00,272.03616 -2011-11-20 13:00:00,266.18195 -2011-11-20 14:00:00,261.26083 -2011-11-20 15:00:00,225.89163 -2011-11-20 16:00:00,235.43631 -2011-11-20 17:00:00,203.86894 -2011-11-20 18:00:00,193.50392 -2011-11-20 19:00:00,154.93253 -2011-11-20 20:00:00,145.16977 -2011-11-20 21:00:00,117.162315 -2011-11-20 22:00:00,72.00096 -2011-11-20 23:00:00,59.89953 -2011-11-21 00:00:00,54.571953 -2011-11-21 01:00:00,43.924038 -2011-11-21 02:00:00,41.407684 -2011-11-21 03:00:00,30.832417 -2011-11-21 04:00:00,20.54636 -2011-11-21 05:00:00,24.485209 -2011-11-21 06:00:00,82.63431 -2011-11-21 07:00:00,217.13402 -2011-11-21 08:00:00,341.07764 -2011-11-21 09:00:00,155.37183 -2011-11-21 10:00:00,108.82168 -2011-11-21 11:00:00,114.83542 -2011-11-21 12:00:00,149.41751 -2011-11-21 13:00:00,145.44974 -2011-11-21 14:00:00,120.5912 -2011-11-21 15:00:00,85.65907 -2011-11-21 16:00:00,116.65128 -2011-11-21 17:00:00,156.93695 -2011-11-21 18:00:00,168.4188 -2011-11-21 19:00:00,138.34726 -2011-11-21 20:00:00,115.38402 -2011-11-21 21:00:00,93.96928 -2011-11-21 22:00:00,76.2484 -2011-11-21 23:00:00,55.746796 -2011-11-22 00:00:00,48.407333 -2011-11-22 01:00:00,40.525635 -2011-11-22 02:00:00,38.936558 -2011-11-22 03:00:00,30.423313 -2011-11-22 04:00:00,18.300797 -2011-11-22 05:00:00,26.429674 -2011-11-22 06:00:00,84.86688 -2011-11-22 07:00:00,114.167854 -2011-11-22 08:00:00,212.78278 -2011-11-22 09:00:00,111.54788 -2011-11-22 10:00:00,76.790215 -2011-11-22 11:00:00,86.98648 -2011-11-22 12:00:00,95.95004 -2011-11-22 13:00:00,92.10848 -2011-11-22 14:00:00,82.58278 -2011-11-22 15:00:00,71.85379 -2011-11-22 16:00:00,108.43463 -2011-11-22 17:00:00,167.89151 -2011-11-22 18:00:00,150.65952 -2011-11-22 19:00:00,150.29573 -2011-11-22 20:00:00,135.17197 -2011-11-22 21:00:00,112.74207 -2011-11-22 22:00:00,100.5412 -2011-11-22 23:00:00,71.439705 -2011-11-23 00:00:00,52.32057 -2011-11-23 01:00:00,37.464806 -2011-11-23 02:00:00,39.83592 -2011-11-23 03:00:00,28.081848 -2011-11-23 04:00:00,19.532324 -2011-11-23 05:00:00,25.49445 -2011-11-23 06:00:00,83.35149 -2011-11-23 07:00:00,219.16579 -2011-11-23 08:00:00,342.98627 -2011-11-23 09:00:00,156.63734 -2011-11-23 10:00:00,91.81927 -2011-11-23 11:00:00,118.5927 -2011-11-23 12:00:00,157.52487 -2011-11-23 13:00:00,136.63388 -2011-11-23 14:00:00,125.54891 -2011-11-23 15:00:00,128.71571 -2011-11-23 16:00:00,158.27136 -2011-11-23 17:00:00,214.09607 -2011-11-23 18:00:00,310.19995 -2011-11-23 19:00:00,203.448 -2011-11-23 20:00:00,153.36783 -2011-11-23 21:00:00,127.38042 -2011-11-23 22:00:00,97.86511 -2011-11-23 23:00:00,66.40992 -2011-11-24 00:00:00,67.766754 -2011-11-24 01:00:00,56.27754 -2011-11-24 02:00:00,46.458267 -2011-11-24 03:00:00,32.23282 -2011-11-24 04:00:00,19.112103 -2011-11-24 05:00:00,24.665157 -2011-11-24 06:00:00,45.638863 -2011-11-24 07:00:00,99.77489 -2011-11-24 08:00:00,195.61325 -2011-11-24 09:00:00,165.90765 -2011-11-24 10:00:00,155.48793 -2011-11-24 11:00:00,166.0658 -2011-11-24 12:00:00,206.3926 -2011-11-24 13:00:00,204.99773 -2011-11-24 14:00:00,200.6926 -2011-11-24 15:00:00,185.19148 -2011-11-24 16:00:00,209.78404 -2011-11-24 17:00:00,271.87482 -2011-11-24 18:00:00,215.59067 -2011-11-24 19:00:00,177.93143 -2011-11-24 20:00:00,145.11063 -2011-11-24 21:00:00,118.03023 -2011-11-24 22:00:00,100.8165 -2011-11-24 23:00:00,76.712204 -2011-11-25 00:00:00,61.333424 -2011-11-25 01:00:00,44.21608 -2011-11-25 02:00:00,39.27156 -2011-11-25 03:00:00,26.153599 -2011-11-25 04:00:00,15.6440525 -2011-11-25 05:00:00,24.986694 -2011-11-25 06:00:00,79.61078 -2011-11-25 07:00:00,200.19534 -2011-11-25 08:00:00,356.2995 -2011-11-25 09:00:00,180.29999 -2011-11-25 10:00:00,112.98594 -2011-11-25 11:00:00,118.23443 -2011-11-25 12:00:00,129.2323 -2011-11-25 13:00:00,134.35529 -2011-11-25 14:00:00,116.9736 -2011-11-25 15:00:00,132.10455 -2011-11-25 16:00:00,177.1392 -2011-11-25 17:00:00,292.79974 -2011-11-25 18:00:00,247.10205 -2011-11-25 19:00:00,139.37668 -2011-11-25 20:00:00,108.556274 -2011-11-25 21:00:00,74.16875 -2011-11-25 22:00:00,68.70117 -2011-11-25 23:00:00,56.88284 -2011-11-26 00:00:00,62.207497 -2011-11-26 01:00:00,50.77002 -2011-11-26 02:00:00,40.20282 -2011-11-26 03:00:00,16.506067 -2011-11-26 04:00:00,5.3435655 -2011-11-26 05:00:00,5.412077 -2011-11-26 06:00:00,11.700348 -2011-11-26 07:00:00,31.692612 -2011-11-26 08:00:00,56.656937 -2011-11-26 09:00:00,100.26498 -2011-11-26 10:00:00,123.98867 -2011-11-26 11:00:00,168.76506 -2011-11-26 12:00:00,207.71364 -2011-11-26 13:00:00,231.69849 -2011-11-26 14:00:00,209.59592 -2011-11-26 15:00:00,222.05664 -2011-11-26 16:00:00,186.23041 -2011-11-26 17:00:00,161.85373 -2011-11-26 18:00:00,140.31798 -2011-11-26 19:00:00,117.37219 -2011-11-26 20:00:00,88.10306 -2011-11-26 21:00:00,62.253258 -2011-11-26 22:00:00,65.15996 -2011-11-26 23:00:00,51.74064 -2011-11-27 00:00:00,63.6363 -2011-11-27 01:00:00,56.29014 -2011-11-27 02:00:00,45.96942 -2011-11-27 03:00:00,22.842594 -2011-11-27 04:00:00,6.024564 -2011-11-27 05:00:00,6.0527763 -2011-11-27 06:00:00,12.193451 -2011-11-27 07:00:00,28.625507 -2011-11-27 08:00:00,54.23929 -2011-11-27 09:00:00,96.26952 -2011-11-27 10:00:00,141.74803 -2011-11-27 11:00:00,191.21516 -2011-11-27 12:00:00,235.00648 -2011-11-27 13:00:00,229.94885 -2011-11-27 14:00:00,232.90445 -2011-11-27 15:00:00,221.43733 -2011-11-27 16:00:00,229.9132 -2011-11-27 17:00:00,178.6717 -2011-11-27 18:00:00,151.91193 -2011-11-27 19:00:00,111.54172 -2011-11-27 20:00:00,102.72688 -2011-11-27 21:00:00,63.919487 -2011-11-27 22:00:00,62.544052 -2011-11-27 23:00:00,46.011322 -2011-11-28 00:00:00,26.878262 -2011-11-28 01:00:00,10.729145 -2011-11-28 03:00:00,3.809849 -2011-11-28 04:00:00,3.8964825 -2011-11-28 05:00:00,15.2819805 -2011-11-28 06:00:00,60.0904 -2011-11-28 07:00:00,182.76172 -2011-11-28 08:00:00,282.92783 -2011-11-28 09:00:00,119.24695 -2011-11-28 10:00:00,67.161026 -2011-11-28 11:00:00,77.03171 -2011-11-28 12:00:00,122.07411 -2011-11-28 13:00:00,111.35171 -2011-11-28 14:00:00,105.852325 -2011-11-28 15:00:00,118.077736 -2011-11-28 16:00:00,162.21353 -2011-11-28 17:00:00,331.7669 -2011-11-28 18:00:00,306.92422 -2011-11-28 19:00:00,180.46349 -2011-11-28 20:00:00,128.7419 -2011-11-28 21:00:00,98.1858 -2011-11-28 22:00:00,63.606888 -2011-11-28 23:00:00,46.616882 -2011-11-29 00:00:00,23.117737 -2011-11-29 01:00:00,9.837931 -2011-11-29 02:00:00,6.1122456 -2011-11-29 03:00:00,4.0780916 -2011-11-29 04:00:00,3.2695289 -2011-11-29 05:00:00,19.509373 -2011-11-29 06:00:00,65.874435 -2011-11-29 07:00:00,200.36217 -2011-11-29 08:00:00,300.9187 -2011-11-29 09:00:00,92.95619 -2011-11-29 10:00:00,62.925438 -2011-11-29 11:00:00,57.74042 -2011-11-29 12:00:00,58.64508 -2011-11-29 13:00:00,55.49189 -2011-11-29 14:00:00,49.009155 -2011-11-29 15:00:00,50.20504 -2011-11-29 16:00:00,66.214355 -2011-11-29 17:00:00,169.5835 -2011-11-29 18:00:00,189.92455 -2011-11-29 19:00:00,130.20052 -2011-11-29 20:00:00,86.27905 -2011-11-29 21:00:00,68.12416 -2011-11-29 22:00:00,62.0326 -2011-11-29 23:00:00,40.025536 -2011-11-30 00:00:00,24.526108 -2011-11-30 01:00:00,8.564428 -2011-11-30 02:00:00,5.9857707 -2011-11-30 03:00:00,3.9193487 -2011-11-30 04:00:00,3.015944 -2011-11-30 05:00:00,14.425116 -2011-11-30 06:00:00,57.734802 -2011-11-30 07:00:00,176.39124 -2011-11-30 08:00:00,302.74933 -2011-11-30 09:00:00,125.478775 -2011-11-30 10:00:00,66.530205 -2011-11-30 11:00:00,71.968666 -2011-11-30 12:00:00,87.55144 -2011-11-30 13:00:00,87.36232 -2011-11-30 14:00:00,73.682335 -2011-11-30 15:00:00,80.94034 -2011-11-30 16:00:00,116.70375 -2011-11-30 17:00:00,232.63675 -2011-11-30 18:00:00,224.35599 -2011-11-30 19:00:00,139.99997 -2011-11-30 20:00:00,97.54848 -2011-11-30 21:00:00,71.73593 -2011-11-30 22:00:00,59.16881 -2011-11-30 23:00:00,39.526627 -2011-12-20 00:00:00,46.300156 -2011-12-20 01:00:00,36.880596 -2011-12-20 02:00:00,31.535505 -2011-12-20 03:00:00,23.126492 -2011-12-20 04:00:00,14.177227 -2011-12-20 05:00:00,26.582424 -2011-12-20 06:00:00,89.198746 -2011-12-20 07:00:00,237.70201 -2011-12-20 08:00:00,389.10922 -2011-12-20 09:00:00,176.63495 -2011-12-20 10:00:00,118.89108 -2011-12-20 11:00:00,125.22637 -2011-12-20 12:00:00,160.11191 -2011-12-20 13:00:00,156.288 -2011-12-20 14:00:00,137.29251 -2011-12-20 15:00:00,138.7024 -2011-12-20 16:00:00,188.9348 -2011-12-20 17:00:00,349.91772 -2011-12-20 18:00:00,318.6363 -2011-12-20 19:00:00,212.4093 -2011-12-20 20:00:00,162.72458 -2011-12-20 21:00:00,140.73657 -2011-12-20 22:00:00,103.00462 -2011-12-20 23:00:00,81.11655 -2011-12-21 00:00:00,63.630394 -2011-12-21 01:00:00,47.94811 -2011-12-21 02:00:00,41.219994 -2011-12-21 03:00:00,29.321312 -2011-12-21 04:00:00,16.806873 -2011-12-21 05:00:00,28.64971 -2011-12-21 06:00:00,87.40689 -2011-12-21 07:00:00,206.2555 -2011-12-21 08:00:00,209.79446 -2011-12-21 09:00:00,171.49088 -2011-12-21 10:00:00,110.74615 -2011-12-21 11:00:00,118.36063 -2011-12-21 12:00:00,101.344696 -2011-12-21 13:00:00,86.714035 -2011-12-21 14:00:00,109.04216 -2011-12-21 15:00:00,113.55472 -2011-12-21 16:00:00,100.467636 -2011-12-21 17:00:00,131.68436 -2011-12-21 18:00:00,173.52283 -2011-12-21 19:00:00,148.58739 -2011-12-21 20:00:00,136.51273 -2011-12-21 21:00:00,135.18805 -2011-12-21 22:00:00,114.44717 -2011-12-21 23:00:00,78.41078 -2011-12-22 00:00:00,63.731274 -2011-12-22 01:00:00,50.581146 -2011-12-22 02:00:00,40.218258 -2011-12-22 03:00:00,28.365475 -2011-12-22 04:00:00,18.024136 -2011-12-22 05:00:00,29.101048 -2011-12-22 06:00:00,90.49106 -2011-12-22 07:00:00,215.5351 -2011-12-22 08:00:00,378.62836 -2011-12-22 09:00:00,181.25018 -2011-12-22 10:00:00,112.315155 -2011-12-22 11:00:00,119.676865 -2011-12-22 12:00:00,161.04047 -2011-12-22 13:00:00,150.51776 -2011-12-22 14:00:00,131.96204 -2011-12-22 15:00:00,140.27942 -2011-12-22 16:00:00,171.55307 -2011-12-22 17:00:00,314.57953 -2011-12-22 18:00:00,308.68378 -2011-12-22 19:00:00,198.09497 -2011-12-22 20:00:00,121.81781 -2011-12-22 21:00:00,94.94895 -2011-12-22 22:00:00,78.611176 -2011-12-22 23:00:00,69.28495 -2011-12-23 00:00:00,65.13325 -2011-12-23 01:00:00,56.43825 -2011-12-23 02:00:00,50.763527 -2011-12-23 03:00:00,39.953068 -2011-12-23 04:00:00,23.578247 -2011-12-23 05:00:00,28.243065 -2011-12-23 06:00:00,84.02931 -2011-12-23 07:00:00,203.51546 -2011-12-23 08:00:00,373.65652 -2011-12-23 09:00:00,187.65625 -2011-12-23 10:00:00,133.73138 -2011-12-23 11:00:00,146.92 -2011-12-23 12:00:00,170.35074 -2011-12-23 13:00:00,165.437 -2011-12-23 14:00:00,156.72684 -2011-12-23 15:00:00,162.77036 -2011-12-23 16:00:00,180.94243 -2011-12-23 17:00:00,298.47656 -2011-12-23 18:00:00,236.7108 -2011-12-23 19:00:00,183.53143 -2011-12-23 20:00:00,141.74097 -2011-12-23 21:00:00,119.43013 -2011-12-23 22:00:00,109.110344 -2011-12-23 23:00:00,92.45856 -2011-12-24 00:00:00,87.0509 -2011-12-24 01:00:00,78.70279 -2011-12-24 02:00:00,72.35364 -2011-12-24 03:00:00,45.138496 -2011-12-24 04:00:00,20.255953 -2011-12-24 05:00:00,20.34217 -2011-12-24 06:00:00,24.587767 -2011-12-24 07:00:00,42.95203 -2011-12-24 08:00:00,80.633865 -2011-12-24 09:00:00,131.6103 -2011-12-24 10:00:00,160.72812 -2011-12-24 11:00:00,186.4266 -2011-12-24 12:00:00,221.22272 -2011-12-24 13:00:00,208.69612 -2011-12-24 14:00:00,201.49258 -2011-12-24 15:00:00,196.25583 -2011-12-24 16:00:00,193.8705 -2011-12-24 17:00:00,161.3518 -2011-12-24 18:00:00,164.11945 -2011-12-24 19:00:00,151.78348 -2011-12-24 20:00:00,114.2173 -2011-12-24 21:00:00,95.21689 -2011-12-24 22:00:00,91.38666 -2011-12-24 23:00:00,78.04115 -2011-12-25 00:00:00,86.3943 -2011-12-25 01:00:00,81.54607 -2011-12-25 02:00:00,76.28914 -2011-12-25 03:00:00,44.106308 -2011-12-25 05:00:00,20.752209 -2011-12-25 06:00:00,20.695131 -2011-12-25 07:00:00,30.50362 -2011-12-25 08:00:00,58.365387 -2011-12-25 09:00:00,105.754456 -2011-12-25 10:00:00,152.74155 -2011-12-25 11:00:00,180.48938 -2011-12-25 12:00:00,192.32959 -2011-12-25 13:00:00,202.46431 -2011-12-25 14:00:00,192.88612 -2011-12-25 15:00:00,193.27713 -2011-12-25 16:00:00,194.11292 -2011-12-25 17:00:00,170.15868 -2011-12-25 18:00:00,156.11047 -2011-12-25 19:00:00,142.84091 -2011-12-25 20:00:00,112.149574 -2011-12-25 21:00:00,89.46202 -2011-12-25 22:00:00,75.72672 -2011-12-25 23:00:00,52.85015 -2011-12-26 00:00:00,43.222992 -2011-12-26 01:00:00,28.196854 -2011-12-26 02:00:00,17.047726 -2011-12-26 04:00:00,8.83886 -2011-12-26 05:00:00,13.28457 -2011-12-26 06:00:00,24.663462 -2011-12-26 07:00:00,70.48652 -2011-12-26 08:00:00,128.99292 -2011-12-26 09:00:00,122.65733 -2011-12-26 10:00:00,124.0036 -2011-12-26 11:00:00,124.48159 -2011-12-26 12:00:00,141.24576 -2011-12-26 13:00:00,140.50455 -2011-12-26 14:00:00,130.3601 -2011-12-26 15:00:00,125.42338 -2011-12-26 16:00:00,134.91812 -2011-12-26 17:00:00,150.99188 -2011-12-26 18:00:00,151.87723 -2011-12-26 19:00:00,125.25041 -2011-12-26 20:00:00,97.65625 -2011-12-26 21:00:00,75.14784 -2011-12-26 22:00:00,58.86032 -2011-12-26 23:00:00,41.7201 -2011-12-27 00:00:00,21.665512 -2011-12-27 01:00:00,13.464191 -2011-12-27 02:00:00,10.556572 -2011-12-27 03:00:00,8.555186 -2011-12-27 04:00:00,7.364419 -2011-12-27 05:00:00,17.937813 -2011-12-27 06:00:00,64.91708 -2011-12-27 07:00:00,170.75035 -2011-12-27 08:00:00,309.38284 -2011-12-27 09:00:00,85.21033 -2011-12-27 10:00:00,78.67311 -2011-12-27 11:00:00,60.74186 -2011-12-27 12:00:00,69.08561 -2011-12-27 13:00:00,68.19957 -2011-12-27 14:00:00,59.29693 -2011-12-27 15:00:00,63.31655 -2011-12-27 16:00:00,78.97676 -2011-12-27 17:00:00,138.65215 -2011-12-27 18:00:00,164.55978 -2011-12-27 19:00:00,122.128204 -2011-12-27 20:00:00,111.40164 -2011-12-27 21:00:00,87.009 -2011-12-27 22:00:00,75.18776 -2011-12-27 23:00:00,49.894722 -2011-12-28 00:00:00,26.48095 -2011-12-28 01:00:00,14.468334 -2011-12-28 02:00:00,10.87269 -2011-12-28 03:00:00,8.504926 -2011-12-28 05:00:00,20.255033 -2011-12-28 06:00:00,66.53998 -2011-12-28 07:00:00,173.3049 -2011-12-28 08:00:00,303.49585 -2011-12-28 09:00:00,149.16516 -2011-12-28 10:00:00,77.999916 -2011-12-28 11:00:00,84.3817 -2011-12-28 12:00:00,105.76138 -2011-12-28 13:00:00,95.7659 -2011-12-28 14:00:00,87.537125 -2011-12-28 15:00:00,94.226776 -2011-12-28 16:00:00,125.131195 -2011-12-28 17:00:00,232.61981 -2011-12-28 18:00:00,206.76596 -2011-12-28 19:00:00,145.98132 -2011-12-28 20:00:00,118.20505 -2011-12-28 21:00:00,79.870865 -2011-12-28 22:00:00,69.45984 -2011-12-28 23:00:00,45.94676 -2011-12-29 00:00:00,22.822897 -2011-12-29 01:00:00,14.522036 -2011-12-29 02:00:00,11.1907625 -2011-12-29 03:00:00,8.760347 -2011-12-29 04:00:00,7.674904 -2011-12-29 05:00:00,16.653658 -2011-12-29 06:00:00,60.427227 -2011-12-29 07:00:00,158.7207 -2011-12-29 08:00:00,301.1263 -2011-12-29 09:00:00,140.00061 -2011-12-29 10:00:00,76.027084 -2011-12-29 11:00:00,78.91782 -2011-12-29 12:00:00,94.66596 -2011-12-29 13:00:00,96.367905 -2011-12-29 14:00:00,86.046814 -2011-12-29 15:00:00,95.27254 -2011-12-29 16:00:00,123.71537 -2011-12-29 17:00:00,235.63147 -2011-12-29 18:00:00,216.34842 -2011-12-29 19:00:00,150.3154 -2011-12-29 20:00:00,123.3129 -2011-12-29 21:00:00,87.4949 -2011-12-29 22:00:00,79.2577 -2011-12-29 23:00:00,61.880478 -2011-12-30 00:00:00,33.755493 -2011-12-30 01:00:00,17.903524 -2011-12-30 02:00:00,13.819458 -2011-12-30 03:00:00,9.50096 -2011-12-30 04:00:00,7.934223 -2011-12-30 05:00:00,15.867663 -2011-12-30 06:00:00,59.581875 -2011-12-30 07:00:00,150.15811 -2011-12-30 08:00:00,287.02933 -2011-12-30 09:00:00,138.80954 -2011-12-30 10:00:00,82.37378 -2011-12-30 11:00:00,100.69404 -2011-12-30 12:00:00,130.9379 -2011-12-30 13:00:00,128.43913 -2011-12-30 14:00:00,119.5649 -2011-12-30 15:00:00,117.12309 -2011-12-30 16:00:00,156.76733 -2011-12-30 17:00:00,250.68706 -2011-12-30 18:00:00,212.26007 -2011-12-30 19:00:00,126.34198 -2011-12-30 20:00:00,115.66763 -2011-12-30 21:00:00,88.13654 -2011-12-30 22:00:00,83.234436 -2011-12-30 23:00:00,64.07289 -2011-12-31 00:00:00,65.52479 -2011-12-31 01:00:00,57.379303 -2011-12-31 02:00:00,48.418835 -2011-12-31 03:00:00,22.624733 -2011-12-31 04:00:00,9.64679 -2011-12-31 05:00:00,9.878397 -2011-12-31 06:00:00,15.992124 -2011-12-31 07:00:00,30.841415 -2011-12-31 08:00:00,69.91438 -2011-12-31 09:00:00,119.23547 -2011-12-31 10:00:00,143.10387 -2011-12-31 11:00:00,167.23032 -2011-12-31 12:00:00,251.44948 -2011-12-31 13:00:00,245.38498 -2011-12-31 14:00:00,190.7821 -2011-12-31 15:00:00,187.23058 -2011-12-31 16:00:00,177.10449 -2011-12-31 17:00:00,148.56375 -2011-12-31 18:00:00,156.82031 -2011-12-31 19:00:00,130.29684 -2011-12-31 20:00:00,117.07498 -2011-12-31 21:00:00,86.91253 -2011-12-31 22:00:00,82.960724 -2011-12-31 23:00:00,67.3905 -2012-01-20 00:00:00,44.33323 -2012-01-20 01:00:00,33.10279 -2012-01-20 02:00:00,32.745308 -2012-01-20 03:00:00,23.079908 -2012-01-20 04:00:00,14.338379 -2012-01-20 05:00:00,23.402763 -2012-01-20 06:00:00,78.911575 -2012-01-20 07:00:00,171.56238 -2012-01-20 08:00:00,385.2261 -2012-01-20 09:00:00,173.75066 -2012-01-20 10:00:00,111.636215 -2012-01-20 11:00:00,117.40668 -2012-01-20 12:00:00,143.683 -2012-01-20 13:00:00,148.45198 -2012-01-20 14:00:00,129.5948 -2012-01-20 15:00:00,138.68745 -2012-01-20 16:00:00,161.59119 -2012-01-20 17:00:00,273.9923 -2012-01-20 18:00:00,250.74805 -2012-01-20 19:00:00,163.62843 -2012-01-20 20:00:00,134.38768 -2012-01-20 21:00:00,104.90418 -2012-01-20 22:00:00,89.48086 -2012-01-20 23:00:00,63.71112 -2012-01-21 00:00:00,65.86018 -2012-01-21 01:00:00,63.201904 -2012-01-21 02:00:00,60.32883 -2012-01-21 03:00:00,45.638336 -2012-01-21 04:00:00,23.291462 -2012-01-21 05:00:00,22.292 -2012-01-21 06:00:00,24.531805 -2012-01-21 07:00:00,41.108047 -2012-01-21 08:00:00,78.44332 -2012-01-21 09:00:00,111.05951 -2012-01-21 10:00:00,122.13536 -2012-01-21 11:00:00,168.06395 -2012-01-21 12:00:00,207.41727 -2012-01-21 13:00:00,185.43735 -2012-01-21 14:00:00,142.1582 -2012-01-21 15:00:00,142.4201 -2012-01-21 16:00:00,161.69525 -2012-01-21 17:00:00,140.6035 -2012-01-21 18:00:00,138.65398 -2012-01-21 19:00:00,110.2817 -2012-01-21 20:00:00,94.623184 -2012-01-21 21:00:00,77.48314 -2012-01-21 22:00:00,74.44676 -2012-01-21 23:00:00,64.26543 -2012-01-22 00:00:00,79.01959 -2012-01-22 01:00:00,69.51796 -2012-01-22 02:00:00,63.654423 -2012-01-22 03:00:00,38.870018 -2012-01-22 04:00:00,23.209341 -2012-01-22 05:00:00,20.918762 -2012-01-22 06:00:00,19.329046 -2012-01-22 07:00:00,27.563654 -2012-01-22 08:00:00,58.36456 -2012-01-22 09:00:00,93.83676 -2012-01-22 10:00:00,135.81635 -2012-01-22 11:00:00,127.57715 -2012-01-22 12:00:00,173.95642 -2012-01-22 13:00:00,183.4398 -2012-01-22 14:00:00,161.32816 -2012-01-22 15:00:00,159.4129 -2012-01-22 16:00:00,158.88441 -2012-01-22 17:00:00,134.53937 -2012-01-22 18:00:00,117.15335 -2012-01-22 19:00:00,104.36742 -2012-01-22 20:00:00,87.13347 -2012-01-22 21:00:00,78.704636 -2012-01-22 22:00:00,75.80255 -2012-01-22 23:00:00,54.99102 -2012-01-23 00:00:00,46.38845 -2012-01-23 01:00:00,38.264046 -2012-01-23 02:00:00,36.778313 -2012-01-23 03:00:00,26.118084 -2012-01-23 04:00:00,14.46188 -2012-01-23 05:00:00,22.926525 -2012-01-23 06:00:00,73.09946 -2012-01-23 07:00:00,117.551605 -2012-01-23 08:00:00,215.78638 -2012-01-23 09:00:00,152.37917 -2012-01-23 10:00:00,87.292725 -2012-01-23 11:00:00,88.198654 -2012-01-23 12:00:00,107.19709 -2012-01-23 13:00:00,85.23068 -2012-01-23 14:00:00,72.6149 -2012-01-23 15:00:00,92.87874 -2012-01-23 16:00:00,125.04708 -2012-01-23 17:00:00,181.80609 -2012-01-23 18:00:00,185.26155 -2012-01-23 19:00:00,153.06024 -2012-01-23 20:00:00,131.13327 -2012-01-23 21:00:00,97.510056 -2012-01-23 22:00:00,72.99568 -2012-01-23 23:00:00,44.758224 -2012-01-24 00:00:00,46.94207 -2012-01-24 01:00:00,37.85037 -2012-01-24 02:00:00,36.892128 -2012-01-24 03:00:00,26.030243 -2012-01-24 04:00:00,15.081774 -2012-01-24 05:00:00,23.256943 -2012-01-24 06:00:00,77.44443 -2012-01-24 07:00:00,191.02927 -2012-01-24 08:00:00,383.46136 -2012-01-24 09:00:00,172.21805 -2012-01-24 10:00:00,102.00372 -2012-01-24 11:00:00,105.79295 -2012-01-24 12:00:00,122.063965 -2012-01-24 13:00:00,115.8862 -2012-01-24 14:00:00,105.7755 -2012-01-24 15:00:00,129.76547 -2012-01-24 16:00:00,169.00102 -2012-01-24 17:00:00,356.36462 -2012-01-24 18:00:00,341.9931 -2012-01-24 19:00:00,250.98657 -2012-01-24 20:00:00,155.39622 -2012-01-24 21:00:00,135.9379 -2012-01-24 22:00:00,95.896965 -2012-01-24 23:00:00,63.70175 -2012-01-25 00:00:00,49.91108 -2012-01-25 01:00:00,40.563835 -2012-01-25 02:00:00,38.20875 -2012-01-25 03:00:00,26.516697 -2012-01-25 04:00:00,15.135747 -2012-01-25 05:00:00,24.020554 -2012-01-25 06:00:00,83.03143 -2012-01-25 07:00:00,217.11932 -2012-01-25 08:00:00,408.84732 -2012-01-25 09:00:00,175.21921 -2012-01-25 10:00:00,95.205414 -2012-01-25 11:00:00,99.17394 -2012-01-25 12:00:00,144.96654 -2012-01-25 13:00:00,138.07092 -2012-01-25 14:00:00,119.08707 -2012-01-25 15:00:00,131.97197 -2012-01-25 16:00:00,160.52649 -2012-01-25 17:00:00,330.2782 -2012-01-25 18:00:00,312.9914 -2012-01-25 19:00:00,216.3469 -2012-01-25 20:00:00,157.17337 -2012-01-25 21:00:00,133.75235 -2012-01-25 22:00:00,97.58344 -2012-01-25 23:00:00,50.255318 -2012-01-26 00:00:00,18.372578 -2012-01-26 01:00:00,6.7895594 -2012-01-26 02:00:00,5.802772 -2012-01-26 03:00:00,3.6400506 -2012-01-26 04:00:00,2.7287946 -2012-01-26 05:00:00,12.707714 -2012-01-26 06:00:00,55.817963 -2012-01-26 07:00:00,156.98569 -2012-01-26 08:00:00,328.72186 -2012-01-26 09:00:00,128.26917 -2012-01-26 10:00:00,60.643967 -2012-01-26 11:00:00,63.135002 -2012-01-26 12:00:00,82.698654 -2012-01-26 13:00:00,83.612915 -2012-01-26 14:00:00,74.06354 -2012-01-26 15:00:00,90.72432 -2012-01-26 16:00:00,114.31085 -2012-01-26 17:00:00,262.18243 -2012-01-26 18:00:00,267.33517 -2012-01-26 19:00:00,166.89676 -2012-01-26 20:00:00,109.91815 -2012-01-26 21:00:00,95.60533 -2012-01-26 22:00:00,69.10891 -2012-01-26 23:00:00,52.866043 -2012-01-27 00:00:00,28.907429 -2012-01-27 01:00:00,13.242777 -2012-01-27 02:00:00,9.798788 -2012-01-27 03:00:00,3.5763006 -2012-01-27 04:00:00,2.4411898 -2012-01-27 05:00:00,12.38248 -2012-01-27 06:00:00,56.104218 -2012-01-27 07:00:00,142.15128 -2012-01-27 08:00:00,182.88635 -2012-01-27 09:00:00,82.71776 -2012-01-27 10:00:00,59.0393 -2012-01-27 11:00:00,76.54523 -2012-01-27 12:00:00,104.2757 -2012-01-27 13:00:00,147.73044 -2012-01-27 14:00:00,120.14389 -2012-01-27 15:00:00,131.21461 -2012-01-27 16:00:00,161.7041 -2012-01-27 17:00:00,262.88776 -2012-01-27 18:00:00,246.42154 -2012-01-27 19:00:00,135.99124 -2012-01-27 20:00:00,101.6891 -2012-01-27 21:00:00,70.53349 -2012-01-27 22:00:00,70.715744 -2012-01-27 23:00:00,54.729393 -2012-01-28 00:00:00,51.00264 -2012-01-28 01:00:00,44.390182 -2012-01-28 02:00:00,31.516888 -2012-01-28 03:00:00,14.644949 -2012-01-28 04:00:00,5.0695653 -2012-01-28 05:00:00,4.3656816 -2012-01-28 06:00:00,5.8271346 -2012-01-28 07:00:00,22.95372 -2012-01-28 08:00:00,55.692825 -2012-01-28 09:00:00,76.12474 -2012-01-28 10:00:00,111.83542 -2012-01-28 11:00:00,150.04245 -2012-01-28 12:00:00,161.65056 -2012-01-28 13:00:00,185.69376 -2012-01-28 14:00:00,193.62929 -2012-01-28 15:00:00,201.72939 -2012-01-28 16:00:00,216.31387 -2012-01-28 17:00:00,179.2812 -2012-01-28 18:00:00,143.53627 -2012-01-28 19:00:00,112.8302 -2012-01-28 20:00:00,89.11712 -2012-01-28 21:00:00,66.34341 -2012-01-28 22:00:00,63.203133 -2012-01-28 23:00:00,53.102226 -2012-01-29 00:00:00,52.979683 -2012-01-29 01:00:00,43.366665 -2012-01-29 02:00:00,33.524086 -2012-01-29 03:00:00,18.1363 -2012-01-29 04:00:00,5.590519 -2012-01-29 05:00:00,4.3147397 -2012-01-29 06:00:00,6.068864 -2012-01-29 07:00:00,19.32875 -2012-01-29 08:00:00,40.731537 -2012-01-29 09:00:00,58.88034 -2012-01-29 10:00:00,107.281494 -2012-01-29 11:00:00,112.77219 -2012-01-29 12:00:00,162.73178 -2012-01-29 13:00:00,158.01024 -2012-01-29 14:00:00,160.69456 -2012-01-29 15:00:00,166.81561 -2012-01-29 16:00:00,149.6361 -2012-01-29 17:00:00,116.087494 -2012-01-29 18:00:00,82.64061 -2012-01-29 19:00:00,73.28162 -2012-01-29 20:00:00,59.933914 -2012-01-29 21:00:00,50.898026 -2012-01-29 22:00:00,45.09106 -2012-01-29 23:00:00,34.049812 -2012-01-30 00:00:00,17.812208 -2012-01-30 01:00:00,5.1733274 -2012-01-30 02:00:00,5.1543603 -2012-01-30 03:00:00,3.0913777 -2012-01-30 04:00:00,2.4742403 -2012-01-30 05:00:00,11.534695 -2012-01-30 06:00:00,52.16535 -2012-01-30 07:00:00,135.0098 -2012-01-30 08:00:00,293.18622 -2012-01-30 09:00:00,120.518715 -2012-01-30 10:00:00,58.453342 -2012-01-30 11:00:00,61.611065 -2012-01-30 12:00:00,83.10444 -2012-01-30 13:00:00,76.70745 -2012-01-30 14:00:00,68.19241 -2012-01-30 15:00:00,76.31346 -2012-01-30 16:00:00,112.55847 -2012-01-30 17:00:00,270.63425 -2012-01-30 18:00:00,264.26474 -2012-01-30 19:00:00,160.3063 -2012-01-30 20:00:00,114.27 -2012-01-30 21:00:00,75.72093 -2012-01-30 22:00:00,53.095627 -2012-01-30 23:00:00,33.883804 -2012-01-31 00:00:00,13.873762 -2012-01-31 01:00:00,5.498515 -2012-01-31 02:00:00,5.3710175 -2012-01-31 03:00:00,3.3362064 -2012-01-31 04:00:00,2.6347756 -2012-01-31 05:00:00,12.667273 -2012-01-31 06:00:00,56.100365 -2012-01-31 07:00:00,164.14136 -2012-01-31 08:00:00,329.75995 -2012-01-31 09:00:00,128.18282 -2012-01-31 10:00:00,58.94271 -2012-01-31 11:00:00,67.83445 -2012-01-31 12:00:00,100.53992 -2012-01-31 13:00:00,107.24693 -2012-01-31 14:00:00,91.59755 -2012-01-31 15:00:00,105.08737 -2012-01-31 16:00:00,157.5968 -2012-01-31 17:00:00,345.5041 -2012-01-31 18:00:00,324.9448 -2012-01-31 19:00:00,212.93658 -2012-01-31 20:00:00,123.37068 -2012-01-31 21:00:00,100.48573 -2012-01-31 22:00:00,69.39918 -2012-01-31 23:00:00,48.488785 -2012-02-20 00:00:00,47.624504 -2012-02-20 01:00:00,41.706482 -2012-02-20 02:00:00,34.43964 -2012-02-20 03:00:00,23.144594 -2012-02-20 05:00:00,15.353013 -2012-02-20 06:00:00,23.360205 -2012-02-20 07:00:00,70.54363 -2012-02-20 08:00:00,132.80324 -2012-02-20 09:00:00,121.05478 -2012-02-20 10:00:00,117.8222 -2012-02-20 11:00:00,132.2769 -2012-02-20 12:00:00,133.67625 -2012-02-20 13:00:00,137.61827 -2012-02-20 14:00:00,123.89987 -2012-02-20 15:00:00,123.35514 -2012-02-20 16:00:00,153.00626 -2012-02-20 17:00:00,201.17111 -2012-02-20 18:00:00,171.76404 -2012-02-20 19:00:00,128.9914 -2012-02-20 20:00:00,107.19389 -2012-02-20 21:00:00,79.39012 -2012-02-20 22:00:00,70.61102 -2012-02-20 23:00:00,43.855774 -2012-02-21 00:00:00,20.661583 -2012-02-21 01:00:00,13.365199 -2012-02-21 02:00:00,12.29121 -2012-02-21 04:00:00,8.505517 -2012-02-21 05:00:00,18.037498 -2012-02-21 06:00:00,69.76198 -2012-02-21 07:00:00,193.93927 -2012-02-21 08:00:00,375.0156 -2012-02-21 09:00:00,167.91705 -2012-02-21 10:00:00,83.003105 -2012-02-21 11:00:00,83.49692 -2012-02-21 12:00:00,108.00755 -2012-02-21 13:00:00,115.16243 -2012-02-21 14:00:00,92.56211 -2012-02-21 15:00:00,105.956604 -2012-02-21 16:00:00,143.74808 -2012-02-21 17:00:00,313.33588 -2012-02-21 18:00:00,307.84448 -2012-02-21 19:00:00,197.97528 -2012-02-21 20:00:00,137.74805 -2012-02-21 21:00:00,120.614815 -2012-02-21 22:00:00,79.39923 -2012-02-21 23:00:00,53.67128 -2012-02-22 00:00:00,25.821453 -2012-02-22 01:00:00,14.418213 -2012-02-22 02:00:00,12.771248 -2012-02-22 03:00:00,10.013526 -2012-02-22 04:00:00,8.469854 -2012-02-22 05:00:00,20.719162 -2012-02-22 06:00:00,74.3887 -2012-02-22 07:00:00,205.68243 -2012-02-22 08:00:00,395.0396 -2012-02-22 09:00:00,183.18286 -2012-02-22 10:00:00,85.94426 -2012-02-22 11:00:00,93.754745 -2012-02-22 12:00:00,126.73657 -2012-02-22 13:00:00,124.64053 -2012-02-22 14:00:00,112.92324 -2012-02-22 15:00:00,122.49216 -2012-02-22 16:00:00,179.78912 -2012-02-22 17:00:00,349.7004 -2012-02-22 18:00:00,330.47064 -2012-02-22 19:00:00,216.03235 -2012-02-22 20:00:00,153.42604 -2012-02-22 21:00:00,121.78616 -2012-02-22 22:00:00,86.633514 -2012-02-22 23:00:00,64.624504 -2012-02-23 00:00:00,30.947105 -2012-02-23 01:00:00,17.887726 -2012-02-23 02:00:00,13.621886 -2012-02-23 03:00:00,9.314245 -2012-02-23 04:00:00,8.591818 -2012-02-23 05:00:00,23.851868 -2012-02-23 06:00:00,78.33128 -2012-02-23 07:00:00,206.66994 -2012-02-23 08:00:00,405.30273 -2012-02-23 09:00:00,181.98602 -2012-02-23 10:00:00,92.783554 -2012-02-23 11:00:00,115.64493 -2012-02-23 12:00:00,138.11395 -2012-02-23 13:00:00,137.47325 -2012-02-23 14:00:00,116.35948 -2012-02-23 15:00:00,133.2899 -2012-02-23 16:00:00,197.46397 -2012-02-23 17:00:00,358.9569 -2012-02-23 18:00:00,338.86536 -2012-02-23 19:00:00,242.68062 -2012-02-23 20:00:00,181.00208 -2012-02-23 21:00:00,132.41238 -2012-02-23 22:00:00,101.1877 -2012-02-23 23:00:00,78.14064 -2012-02-24 00:00:00,42.157097 -2012-02-24 01:00:00,27.170815 -2012-02-24 02:00:00,13.218157 -2012-02-24 03:00:00,12.051565 -2012-02-24 04:00:00,9.481833 -2012-02-24 05:00:00,20.726772 -2012-02-24 06:00:00,76.9836 -2012-02-24 07:00:00,190.48126 -2012-02-24 08:00:00,366.5855 -2012-02-24 09:00:00,96.189705 -2012-02-24 10:00:00,68.19885 -2012-02-24 11:00:00,110.48811 -2012-02-24 12:00:00,135.87483 -2012-02-24 13:00:00,126.565155 -2012-02-24 14:00:00,113.37097 -2012-02-24 15:00:00,76.497635 -2012-02-24 16:00:00,89.05656 -2012-02-24 17:00:00,149.68573 -2012-02-24 18:00:00,174.75397 -2012-02-24 19:00:00,150.39935 -2012-02-24 20:00:00,129.20143 -2012-02-24 21:00:00,100.276855 -2012-02-24 22:00:00,76.77112 -2012-02-24 23:00:00,51.79172 -2012-02-25 00:00:00,59.603687 -2012-02-25 01:00:00,46.887238 -2012-02-25 02:00:00,34.145603 -2012-02-25 03:00:00,12.338438 -2012-02-25 04:00:00,4.250573 -2012-02-25 05:00:00,3.69271 -2012-02-25 06:00:00,7.932792 -2012-02-25 07:00:00,31.462389 -2012-02-25 08:00:00,52.194748 -2012-02-25 09:00:00,51.548298 -2012-02-25 10:00:00,114.43712 -2012-02-25 11:00:00,126.69641 -2012-02-25 12:00:00,155.2144 -2012-02-25 13:00:00,167.01614 -2012-02-25 14:00:00,164.98573 -2012-02-25 15:00:00,165.31131 -2012-02-25 16:00:00,140.18301 -2012-02-25 17:00:00,129.5701 -2012-02-25 18:00:00,102.68915 -2012-02-25 19:00:00,74.96763 -2012-02-25 20:00:00,61.119446 -2012-02-25 21:00:00,56.303078 -2012-02-25 22:00:00,53.85015 -2012-02-25 23:00:00,43.5336 -2012-02-26 00:00:00,51.420956 -2012-02-26 01:00:00,45.933716 -2012-02-26 02:00:00,36.388428 -2012-02-26 03:00:00,19.309929 -2012-02-26 04:00:00,4.517191 -2012-02-26 05:00:00,3.9663997 -2012-02-26 06:00:00,5.3799896 -2012-02-26 07:00:00,14.503439 -2012-02-26 08:00:00,38.553444 -2012-02-26 09:00:00,62.589584 -2012-02-26 10:00:00,111.461426 -2012-02-26 11:00:00,130.67471 -2012-02-26 12:00:00,175.47762 -2012-02-26 13:00:00,180.26193 -2012-02-26 14:00:00,184.32297 -2012-02-26 15:00:00,185.52353 -2012-02-26 16:00:00,173.04454 -2012-02-26 17:00:00,139.25012 -2012-02-26 18:00:00,108.631775 -2012-02-26 19:00:00,83.10464 -2012-02-26 20:00:00,64.82353 -2012-02-26 21:00:00,50.048645 -2012-02-26 22:00:00,50.70758 -2012-02-26 23:00:00,33.33451 -2012-02-27 00:00:00,12.165609 -2012-02-27 01:00:00,5.310525 -2012-02-27 02:00:00,4.7648554 -2012-02-27 03:00:00,3.080104 -2012-02-27 04:00:00,2.3211963 -2012-02-27 05:00:00,11.43364 -2012-02-27 06:00:00,51.382812 -2012-02-27 07:00:00,168.203 -2012-02-27 08:00:00,337.45825 -2012-02-27 09:00:00,139.53592 -2012-02-27 10:00:00,65.95019 -2012-02-27 11:00:00,72.20945 -2012-02-27 12:00:00,107.362076 -2012-02-27 13:00:00,105.31271 -2012-02-27 14:00:00,98.77281 -2012-02-27 15:00:00,109.5041 -2012-02-27 16:00:00,164.10242 -2012-02-27 17:00:00,349.76688 -2012-02-27 18:00:00,332.77594 -2012-02-27 19:00:00,220.22342 -2012-02-27 20:00:00,134.48041 -2012-02-27 21:00:00,102.7985 -2012-02-27 22:00:00,69.96454 -2012-02-27 23:00:00,44.76647 -2012-02-28 00:00:00,21.343773 -2012-02-28 01:00:00,7.386962 -2012-02-28 02:00:00,5.817692 -2012-02-28 03:00:00,2.7771873 -2012-02-28 04:00:00,2.3847203 -2012-02-28 05:00:00,17.406374 -2012-02-28 06:00:00,58.89793 -2012-02-28 07:00:00,177.78308 -2012-02-28 08:00:00,334.75983 -2012-02-28 09:00:00,145.36035 -2012-02-28 10:00:00,70.45898 -2012-02-28 11:00:00,70.658966 -2012-02-28 12:00:00,105.90511 -2012-02-28 13:00:00,104.27219 -2012-02-28 14:00:00,94.44165 -2012-02-28 15:00:00,108.04873 -2012-02-28 16:00:00,157.31982 -2012-02-28 17:00:00,334.3847 -2012-02-28 18:00:00,326.48264 -2012-02-28 19:00:00,196.44423 -2012-02-28 20:00:00,125.962364 -2012-02-28 21:00:00,90.20095 -2012-02-28 22:00:00,68.37993 -2012-02-28 23:00:00,47.083313 -2012-02-29 00:00:00,18.524572 -2012-02-29 01:00:00,6.4281244 -2012-02-29 02:00:00,5.3582964 -2012-02-29 03:00:00,3.401105 -2012-02-29 05:00:00,14.354484 -2012-02-29 06:00:00,57.777016 -2012-02-29 07:00:00,171.73038 -2012-02-29 08:00:00,367.74072 -2012-02-29 09:00:00,81.1792 -2012-02-29 10:00:00,40.001778 -2012-02-29 11:00:00,48.989143 -2012-02-29 12:00:00,48.73473 -2012-02-29 13:00:00,66.69121 -2012-02-29 14:00:00,62.23056 -2012-02-29 15:00:00,71.388794 -2012-02-29 16:00:00,66.451645 -2012-02-29 17:00:00,179.20862 -2012-02-29 18:00:00,157.05458 -2012-02-29 19:00:00,146.54904 -2012-02-29 20:00:00,73.22522 -2012-02-29 21:00:00,66.776375 -2012-02-29 22:00:00,48.915543 -2012-02-29 23:00:00,33.139412 -2012-03-20 00:00:00,54.006622 -2012-03-20 01:00:00,41.470848 -2012-03-20 02:00:00,37.233368 -2012-03-20 03:00:00,28.225649 -2012-03-20 04:00:00,20.673382 -2012-03-20 05:00:00,32.358818 -2012-03-20 06:00:00,109.46095 -2012-03-20 07:00:00,176.41122 -2012-03-20 08:00:00,550.0117 -2012-03-20 09:00:00,299.3813 -2012-03-20 10:00:00,175.07571 -2012-03-20 11:00:00,188.92328 -2012-03-20 12:00:00,244.87134 -2012-03-20 13:00:00,237.90157 -2012-03-20 14:00:00,210.06982 -2012-03-20 15:00:00,231.9163 -2012-03-20 16:00:00,317.09534 -2012-03-20 17:00:00,579.0957 -2012-03-20 18:00:00,559.18884 -2012-03-20 19:00:00,419.836 -2012-03-20 20:00:00,306.38458 -2012-03-20 21:00:00,224.23563 -2012-03-20 22:00:00,159.60518 -2012-03-20 23:00:00,93.18634 -2012-03-21 00:00:00,70.492004 -2012-03-21 01:00:00,54.360832 -2012-03-21 02:00:00,48.04851 -2012-03-21 03:00:00,37.58032 -2012-03-21 04:00:00,27.89093 -2012-03-21 05:00:00,42.89376 -2012-03-21 06:00:00,111.01503 -2012-03-21 07:00:00,213.63148 -2012-03-21 08:00:00,420.22247 -2012-03-21 09:00:00,312.96753 -2012-03-21 10:00:00,178.49109 -2012-03-21 11:00:00,182.70447 -2012-03-21 12:00:00,226.27629 -2012-03-21 13:00:00,188.85092 -2012-03-21 14:00:00,183.5541 -2012-03-21 15:00:00,196.58542 -2012-03-21 16:00:00,304.0821 -2012-03-21 17:00:00,580.58813 -2012-03-21 18:00:00,577.56433 -2012-03-21 19:00:00,435.09982 -2012-03-21 20:00:00,311.5559 -2012-03-21 21:00:00,223.94658 -2012-03-21 22:00:00,172.68275 -2012-03-21 23:00:00,112.21392 -2012-03-22 00:00:00,75.80145 -2012-03-22 01:00:00,58.076492 -2012-03-22 02:00:00,49.311424 -2012-03-22 03:00:00,39.085007 -2012-03-22 04:00:00,28.620354 -2012-03-22 05:00:00,38.238205 -2012-03-22 06:00:00,117.65927 -2012-03-22 07:00:00,329.04266 -2012-03-22 08:00:00,595.9824 -2012-03-22 09:00:00,305.3443 -2012-03-22 10:00:00,176.742 -2012-03-22 11:00:00,177.93536 -2012-03-22 12:00:00,227.19754 -2012-03-22 13:00:00,249.37274 -2012-03-22 14:00:00,230.84119 -2012-03-22 15:00:00,251.35057 -2012-03-22 16:00:00,323.2818 -2012-03-22 17:00:00,617.8357 -2012-03-22 18:00:00,614.65686 -2012-03-22 19:00:00,438.03937 -2012-03-22 20:00:00,333.74518 -2012-03-22 21:00:00,264.4211 -2012-03-22 22:00:00,192.56267 -2012-03-22 23:00:00,142.31984 -2012-03-23 00:00:00,86.618256 -2012-03-23 01:00:00,66.417755 -2012-03-23 02:00:00,51.75135 -2012-03-23 03:00:00,41.378716 -2012-03-23 04:00:00,29.260902 -2012-03-23 05:00:00,37.338196 -2012-03-23 06:00:00,117.89699 -2012-03-23 07:00:00,307.5613 -2012-03-23 08:00:00,577.7279 -2012-03-23 09:00:00,300.54828 -2012-03-23 10:00:00,215.00285 -2012-03-23 11:00:00,260.05585 -2012-03-23 12:00:00,327.81564 -2012-03-23 13:00:00,330.21503 -2012-03-23 14:00:00,314.17902 -2012-03-23 15:00:00,330.52377 -2012-03-23 16:00:00,426.0397 -2012-03-23 17:00:00,613.62476 -2012-03-23 18:00:00,565.5558 -2012-03-23 19:00:00,386.39966 -2012-03-23 20:00:00,316.53436 -2012-03-23 21:00:00,264.75928 -2012-03-23 22:00:00,236.51163 -2012-03-23 23:00:00,169.30716 -2012-03-24 00:00:00,130.78171 -2012-03-24 01:00:00,115.04544 -2012-03-24 02:00:00,92.55126 -2012-03-24 03:00:00,63.042408 -2012-03-24 04:00:00,41.98654 -2012-03-24 05:00:00,48.25975 -2012-03-24 06:00:00,67.73214 -2012-03-24 07:00:00,112.07347 -2012-03-24 08:00:00,187.46585 -2012-03-24 09:00:00,284.8022 -2012-03-24 10:00:00,355.51996 -2012-03-24 11:00:00,403.28876 -2012-03-24 12:00:00,328.25787 -2012-03-24 13:00:00,313.77374 -2012-03-24 14:00:00,303.92288 -2012-03-24 15:00:00,268.7766 -2012-03-24 16:00:00,261.45804 -2012-03-24 17:00:00,248.80806 -2012-03-24 18:00:00,222.59726 -2012-03-24 19:00:00,226.85489 -2012-03-24 20:00:00,165.89597 -2012-03-24 21:00:00,149.89825 -2012-03-24 22:00:00,125.87456 -2012-03-24 23:00:00,125.251915 -2012-03-25 00:00:00,112.457794 -2012-03-25 01:00:00,102.71968 -2012-03-25 02:00:00,95.52699 -2012-03-25 03:00:00,70.27182 -2012-03-25 04:00:00,38.11477 -2012-03-25 05:00:00,38.089508 -2012-03-25 06:00:00,46.59899 -2012-03-25 07:00:00,72.28352 -2012-03-25 08:00:00,119.54352 -2012-03-25 09:00:00,201.47585 -2012-03-25 10:00:00,301.8542 -2012-03-25 11:00:00,317.48883 -2012-03-25 12:00:00,381.227 -2012-03-25 13:00:00,410.92676 -2012-03-25 14:00:00,386.14563 -2012-03-25 15:00:00,382.51715 -2012-03-25 16:00:00,401.49213 -2012-03-25 17:00:00,412.12274 -2012-03-25 18:00:00,358.73978 -2012-03-25 19:00:00,284.2331 -2012-03-25 20:00:00,208.32089 -2012-03-25 21:00:00,163.06744 -2012-03-25 22:00:00,119.317406 -2012-03-25 23:00:00,76.07178 -2012-03-26 00:00:00,35.105946 -2012-03-26 01:00:00,15.524621 -2012-03-26 02:00:00,9.698526 -2012-03-26 03:00:00,7.5931053 -2012-03-26 04:00:00,6.1753144 -2012-03-26 05:00:00,20.405838 -2012-03-26 06:00:00,72.757706 -2012-03-26 07:00:00,245.32132 -2012-03-26 08:00:00,418.48395 -2012-03-26 09:00:00,189.68756 -2012-03-26 10:00:00,113.17113 -2012-03-26 11:00:00,118.60611 -2012-03-26 12:00:00,156.08005 -2012-03-26 13:00:00,139.50339 -2012-03-26 14:00:00,122.910065 -2012-03-26 15:00:00,131.24677 -2012-03-26 16:00:00,210.24268 -2012-03-26 17:00:00,388.66412 -2012-03-26 18:00:00,362.0279 -2012-03-26 19:00:00,246.38303 -2012-03-26 20:00:00,152.79926 -2012-03-26 21:00:00,108.56639 -2012-03-26 22:00:00,72.94708 -2012-03-26 23:00:00,54.191467 -2012-03-27 00:00:00,26.631317 -2012-03-27 01:00:00,10.680858 -2012-03-27 02:00:00,8.952212 -2012-03-27 03:00:00,6.403456 -2012-03-27 04:00:00,6.07229 -2012-03-27 05:00:00,20.325909 -2012-03-27 06:00:00,68.19914 -2012-03-27 07:00:00,203.91318 -2012-03-27 08:00:00,392.37817 -2012-03-27 09:00:00,194.48457 -2012-03-27 10:00:00,103.00969 -2012-03-27 11:00:00,109.7706 -2012-03-27 12:00:00,131.55501 -2012-03-27 13:00:00,133.73444 -2012-03-27 14:00:00,127.17992 -2012-03-27 15:00:00,136.24384 -2012-03-27 16:00:00,204.36987 -2012-03-27 17:00:00,380.17514 -2012-03-27 18:00:00,368.45514 -2012-03-27 19:00:00,270.88986 -2012-03-27 20:00:00,187.58392 -2012-03-27 21:00:00,115.74222 -2012-03-27 22:00:00,90.04518 -2012-03-27 23:00:00,59.61916 -2012-03-28 00:00:00,27.922535 -2012-03-28 01:00:00,12.230415 -2012-03-28 02:00:00,9.633305 -2012-03-28 03:00:00,7.340825 -2012-03-28 04:00:00,6.1262436 -2012-03-28 05:00:00,20.633205 -2012-03-28 06:00:00,74.27857 -2012-03-28 07:00:00,220.26904 -2012-03-28 08:00:00,420.84036 -2012-03-28 09:00:00,199.66714 -2012-03-28 10:00:00,107.86252 -2012-03-28 11:00:00,129.12994 -2012-03-28 12:00:00,161.0659 -2012-03-28 13:00:00,152.74847 -2012-03-28 14:00:00,131.38243 -2012-03-28 15:00:00,142.23795 -2012-03-28 16:00:00,183.39722 -2012-03-28 17:00:00,418.05408 -2012-03-28 18:00:00,420.1106 -2012-03-28 19:00:00,291.22916 -2012-03-28 20:00:00,222.46448 -2012-03-28 21:00:00,155.03662 -2012-03-28 22:00:00,114.89891 -2012-03-28 23:00:00,71.29393 -2012-03-29 00:00:00,41.284286 -2012-03-29 01:00:00,20.366184 -2012-03-29 02:00:00,13.960255 -2012-03-29 03:00:00,10.702243 -2012-03-29 04:00:00,8.861005 -2012-03-29 05:00:00,26.858501 -2012-03-29 06:00:00,76.47231 -2012-03-29 07:00:00,247.38057 -2012-03-29 08:00:00,428.75507 -2012-03-29 09:00:00,201.26694 -2012-03-29 10:00:00,104.16356 -2012-03-29 11:00:00,129.93275 -2012-03-29 12:00:00,165.84401 -2012-03-29 13:00:00,148.76685 -2012-03-29 14:00:00,137.98953 -2012-03-29 15:00:00,155.74232 -2012-03-29 16:00:00,222.76039 -2012-03-29 17:00:00,409.32935 -2012-03-29 18:00:00,403.5326 -2012-03-29 19:00:00,267.27655 -2012-03-29 20:00:00,185.41959 -2012-03-29 21:00:00,128.95403 -2012-03-29 22:00:00,110.42377 -2012-03-29 23:00:00,71.920944 -2012-03-30 00:00:00,43.987293 -2012-03-30 01:00:00,23.107868 -2012-03-30 02:00:00,13.043259 -2012-03-30 03:00:00,9.319267 -2012-03-30 04:00:00,7.0304184 -2012-03-30 05:00:00,19.45903 -2012-03-30 06:00:00,69.14778 -2012-03-30 07:00:00,198.81248 -2012-03-30 08:00:00,406.6742 -2012-03-30 09:00:00,200.1429 -2012-03-30 10:00:00,117.58688 -2012-03-30 11:00:00,127.44048 -2012-03-30 12:00:00,159.99023 -2012-03-30 13:00:00,99.66762 -2012-03-30 14:00:00,85.98896 -2012-03-30 15:00:00,91.10591 -2012-03-30 16:00:00,125.170044 -2012-03-30 17:00:00,346.63525 -2012-03-30 18:00:00,338.89166 -2012-03-30 19:00:00,230.60394 -2012-03-30 20:00:00,154.07379 -2012-03-30 21:00:00,120.066956 -2012-03-30 22:00:00,105.032166 -2012-03-30 23:00:00,85.24451 -2012-03-31 00:00:00,76.21927 -2012-03-31 01:00:00,63.96467 -2012-03-31 02:00:00,48.19005 -2012-03-31 03:00:00,25.38331 -2012-03-31 04:00:00,10.72847 -2012-03-31 05:00:00,13.640541 -2012-03-31 06:00:00,30.471365 -2012-03-31 07:00:00,59.956932 -2012-03-31 08:00:00,91.42694 -2012-03-31 09:00:00,148.6768 -2012-03-31 10:00:00,216.74149 -2012-03-31 11:00:00,300.4266 -2012-03-31 12:00:00,314.85242 -2012-03-31 13:00:00,328.80673 -2012-03-31 14:00:00,291.83923 -2012-03-31 15:00:00,306.0726 -2012-03-31 16:00:00,308.1834 -2012-03-31 17:00:00,294.71417 -2012-03-31 18:00:00,203.84262 -2012-03-31 19:00:00,144.27986 -2012-03-31 20:00:00,124.01048 -2012-03-31 21:00:00,111.026184 -2012-03-31 22:00:00,99.94762 -2012-03-31 23:00:00,73.856186 -2012-04-20 00:00:00,78.55756 -2012-04-20 01:00:00,66.609726 -2012-04-20 02:00:00,51.757988 -2012-04-20 03:00:00,46.8115 -2012-04-20 04:00:00,39.42774 -2012-04-20 05:00:00,55.873627 -2012-04-20 06:00:00,134.48854 -2012-04-20 07:00:00,358.03098 -2012-04-20 08:00:00,641.3173 -2012-04-20 09:00:00,344.4714 -2012-04-20 10:00:00,223.20847 -2012-04-20 11:00:00,266.7801 -2012-04-20 12:00:00,340.97852 -2012-04-20 13:00:00,354.24585 -2012-04-20 14:00:00,323.71857 -2012-04-20 15:00:00,339.63538 -2012-04-20 16:00:00,460.036 -2012-04-20 17:00:00,627.4909 -2012-04-20 18:00:00,583.1221 -2012-04-20 19:00:00,446.9959 -2012-04-20 20:00:00,329.86917 -2012-04-20 21:00:00,262.7744 -2012-04-20 22:00:00,229.78583 -2012-04-20 23:00:00,179.43738 -2012-04-21 00:00:00,147.40195 -2012-04-21 01:00:00,134.88762 -2012-04-21 02:00:00,112.05684 -2012-04-21 03:00:00,81.56294 -2012-04-21 04:00:00,58.737427 -2012-04-21 05:00:00,61.327705 -2012-04-21 06:00:00,79.83467 -2012-04-21 07:00:00,128.06169 -2012-04-21 08:00:00,212.90678 -2012-04-21 09:00:00,296.02267 -2012-04-21 10:00:00,410.74426 -2012-04-21 11:00:00,490.22626 -2012-04-21 12:00:00,562.6334 -2012-04-21 13:00:00,560.7039 -2012-04-21 14:00:00,553.77655 -2012-04-21 15:00:00,564.52466 -2012-04-21 16:00:00,556.42334 -2012-04-21 17:00:00,552.6105 -2012-04-21 18:00:00,455.32974 -2012-04-21 19:00:00,259.44345 -2012-04-21 20:00:00,166.75119 -2012-04-21 21:00:00,157.70221 -2012-04-21 22:00:00,191.8483 -2012-04-21 23:00:00,148.63422 -2012-04-22 00:00:00,151.54129 -2012-04-22 01:00:00,136.07245 -2012-04-22 02:00:00,109.901695 -2012-04-22 03:00:00,85.37204 -2012-04-22 04:00:00,58.253273 -2012-04-22 05:00:00,56.57937 -2012-04-22 06:00:00,63.41211 -2012-04-22 07:00:00,106.93141 -2012-04-22 08:00:00,153.34933 -2012-04-22 09:00:00,172.52667 -2012-04-22 10:00:00,252.90685 -2012-04-22 11:00:00,281.62885 -2012-04-22 12:00:00,298.33936 -2012-04-22 13:00:00,297.53754 -2012-04-22 14:00:00,279.86777 -2012-04-22 15:00:00,279.29932 -2012-04-22 16:00:00,279.22168 -2012-04-22 17:00:00,218.79547 -2012-04-22 18:00:00,197.90588 -2012-04-22 19:00:00,177.06197 -2012-04-22 20:00:00,157.90482 -2012-04-22 21:00:00,169.60612 -2012-04-22 22:00:00,139.6186 -2012-04-22 23:00:00,111.099106 -2012-04-23 00:00:00,89.49042 -2012-04-23 01:00:00,83.50204 -2012-04-23 02:00:00,66.64186 -2012-04-23 03:00:00,54.30481 -2012-04-23 04:00:00,55.350697 -2012-04-23 05:00:00,65.585365 -2012-04-23 06:00:00,114.865326 -2012-04-23 07:00:00,189.89699 -2012-04-23 08:00:00,583.19666 -2012-04-23 09:00:00,272.25626 -2012-04-23 10:00:00,148.20027 -2012-04-23 11:00:00,150.12885 -2012-04-23 12:00:00,159.09735 -2012-04-23 13:00:00,149.73299 -2012-04-23 14:00:00,159.858 -2012-04-23 15:00:00,179.24554 -2012-04-23 16:00:00,173.19118 -2012-04-23 17:00:00,289.38663 -2012-04-23 18:00:00,366.04773 -2012-04-23 19:00:00,319.4005 -2012-04-23 20:00:00,236.215 -2012-04-23 21:00:00,165.64426 -2012-04-23 22:00:00,140.95116 -2012-04-23 23:00:00,106.943 -2012-04-24 00:00:00,80.837456 -2012-04-24 01:00:00,68.80072 -2012-04-24 02:00:00,63.54122 -2012-04-24 03:00:00,55.3535 -2012-04-24 04:00:00,40.099785 -2012-04-24 05:00:00,49.671272 -2012-04-24 06:00:00,125.128525 -2012-04-24 07:00:00,353.66492 -2012-04-24 08:00:00,640.73267 -2012-04-24 09:00:00,316.87598 -2012-04-24 10:00:00,175.56439 -2012-04-24 11:00:00,214.38574 -2012-04-24 12:00:00,259.27512 -2012-04-24 13:00:00,256.61652 -2012-04-24 14:00:00,247.3349 -2012-04-24 15:00:00,256.14435 -2012-04-24 16:00:00,363.7983 -2012-04-24 17:00:00,663.96326 -2012-04-24 18:00:00,649.5591 -2012-04-24 19:00:00,483.81442 -2012-04-24 20:00:00,310.18805 -2012-04-24 21:00:00,236.1304 -2012-04-24 22:00:00,179.89604 -2012-04-24 23:00:00,130.44203 -2012-04-25 00:00:00,84.50882 -2012-04-25 01:00:00,67.13838 -2012-04-25 02:00:00,61.76196 -2012-04-25 03:00:00,52.644337 -2012-04-25 04:00:00,40.779404 -2012-04-25 05:00:00,51.030865 -2012-04-25 06:00:00,126.05063 -2012-04-25 07:00:00,383.6933 -2012-04-25 08:00:00,665.9066 -2012-04-25 09:00:00,322.02747 -2012-04-25 10:00:00,194.8309 -2012-04-25 11:00:00,174.21027 -2012-04-25 12:00:00,183.98666 -2012-04-25 13:00:00,152.7273 -2012-04-25 14:00:00,128.59686 -2012-04-25 15:00:00,148.27733 -2012-04-25 16:00:00,204.40646 -2012-04-25 17:00:00,418.22656 -2012-04-25 18:00:00,407.01306 -2012-04-25 19:00:00,278.46167 -2012-04-25 20:00:00,211.24252 -2012-04-25 21:00:00,151.08578 -2012-04-25 22:00:00,102.17169 -2012-04-25 23:00:00,61.9116 -2012-04-26 00:00:00,28.361904 -2012-04-26 01:00:00,12.168651 -2012-04-26 02:00:00,7.6989546 -2012-04-26 03:00:00,4.7079716 -2012-04-26 04:00:00,3.9777672 -2012-04-26 05:00:00,20.584341 -2012-04-26 06:00:00,69.03078 -2012-04-26 07:00:00,146.44424 -2012-04-26 08:00:00,248.30377 -2012-04-26 09:00:00,127.86279 -2012-04-26 10:00:00,97.38034 -2012-04-26 11:00:00,93.72368 -2012-04-26 12:00:00,117.61867 -2012-04-26 13:00:00,109.25284 -2012-04-26 14:00:00,93.026306 -2012-04-26 15:00:00,80.978226 -2012-04-26 16:00:00,124.45471 -2012-04-26 17:00:00,310.4313 -2012-04-26 18:00:00,282.01245 -2012-04-26 19:00:00,238.93936 -2012-04-26 20:00:00,188.54474 -2012-04-26 21:00:00,117.415665 -2012-04-26 22:00:00,104.95273 -2012-04-26 23:00:00,71.4691 -2012-04-27 00:00:00,48.14724 -2012-04-27 01:00:00,22.213055 -2012-04-27 02:00:00,12.0476675 -2012-04-27 03:00:00,5.5796328 -2012-04-27 04:00:00,5.1661115 -2012-04-27 05:00:00,19.615242 -2012-04-27 06:00:00,66.55196 -2012-04-27 07:00:00,209.41628 -2012-04-27 08:00:00,392.83786 -2012-04-27 09:00:00,194.91519 -2012-04-27 10:00:00,124.981155 -2012-04-27 11:00:00,153.25555 -2012-04-27 12:00:00,182.96011 -2012-04-27 13:00:00,182.93082 -2012-04-27 14:00:00,171.03918 -2012-04-27 15:00:00,204.36696 -2012-04-27 16:00:00,272.8717 -2012-04-27 17:00:00,393.15247 -2012-04-27 18:00:00,327.5207 -2012-04-27 19:00:00,229.74448 -2012-04-27 20:00:00,138.65369 -2012-04-27 21:00:00,96.91586 -2012-04-27 22:00:00,105.055145 -2012-04-27 23:00:00,67.5484 -2012-04-28 00:00:00,75.9165 -2012-04-28 01:00:00,52.25663 -2012-04-28 02:00:00,43.243454 -2012-04-28 03:00:00,15.490808 -2012-04-28 04:00:00,7.648326 -2012-04-28 05:00:00,8.237446 -2012-04-28 06:00:00,17.4413 -2012-04-28 07:00:00,43.927444 -2012-04-28 08:00:00,98.50523 -2012-04-28 09:00:00,130.49165 -2012-04-28 10:00:00,194.70471 -2012-04-28 11:00:00,248.99396 -2012-04-28 12:00:00,251.8822 -2012-04-28 13:00:00,260.82965 -2012-04-28 14:00:00,288.24017 -2012-04-28 15:00:00,287.38535 -2012-04-28 16:00:00,283.0415 -2012-04-28 17:00:00,268.68237 -2012-04-28 18:00:00,143.70999 -2012-04-28 19:00:00,99.198166 -2012-04-28 20:00:00,103.92117 -2012-04-28 21:00:00,65.64107 -2012-04-28 22:00:00,88.36969 -2012-04-28 23:00:00,81.81029 -2012-04-29 00:00:00,59.336098 -2012-04-29 01:00:00,65.06293 -2012-04-29 02:00:00,50.864937 -2012-04-29 03:00:00,24.62579 -2012-04-29 04:00:00,10.700898 -2012-04-29 05:00:00,8.432117 -2012-04-29 06:00:00,17.851406 -2012-04-29 07:00:00,41.007195 -2012-04-29 08:00:00,67.33166 -2012-04-29 09:00:00,127.46158 -2012-04-29 10:00:00,189.28491 -2012-04-29 11:00:00,261.75443 -2012-04-29 12:00:00,298.22958 -2012-04-29 13:00:00,297.91202 -2012-04-29 14:00:00,306.7744 -2012-04-29 15:00:00,300.17346 -2012-04-29 16:00:00,293.24988 -2012-04-29 17:00:00,294.3189 -2012-04-29 18:00:00,241.06882 -2012-04-29 19:00:00,224.10522 -2012-04-29 20:00:00,150.79967 -2012-04-29 21:00:00,108.18242 -2012-04-29 22:00:00,72.63278 -2012-04-29 23:00:00,56.906208 -2012-04-30 00:00:00,27.394886 -2012-04-30 01:00:00,10.559502 -2012-04-30 02:00:00,6.28929 -2012-04-30 03:00:00,4.2350283 -2012-04-30 04:00:00,2.9625926 -2012-04-30 05:00:00,14.735168 -2012-04-30 06:00:00,65.91463 -2012-04-30 07:00:00,241.3046 -2012-04-30 08:00:00,400.81778 -2012-04-30 09:00:00,181.42584 -2012-04-30 10:00:00,103.29689 -2012-04-30 11:00:00,100.093414 -2012-04-30 12:00:00,129.51993 -2012-04-30 13:00:00,119.094955 -2012-04-30 14:00:00,106.01607 -2012-04-30 15:00:00,118.32362 -2012-04-30 16:00:00,196.22983 -2012-04-30 17:00:00,399.17383 -2012-04-30 18:00:00,375.30566 -2012-04-30 19:00:00,260.7514 -2012-04-30 20:00:00,174.44344 -2012-04-30 21:00:00,115.571976 -2012-04-30 22:00:00,100.208046 -2012-04-30 23:00:00,53.51755 -2012-05-20 00:00:00,171.73802 -2012-05-20 01:00:00,134.0747 -2012-05-20 02:00:00,113.290436 -2012-05-20 03:00:00,80.23572 -2012-05-20 04:00:00,55.20099 -2012-05-20 05:00:00,54.525753 -2012-05-20 06:00:00,61.55738 -2012-05-20 07:00:00,99.08523 -2012-05-20 08:00:00,178.55763 -2012-05-20 09:00:00,316.54865 -2012-05-20 10:00:00,442.41663 -2012-05-20 11:00:00,524.2134 -2012-05-20 12:00:00,581.8075 -2012-05-20 13:00:00,587.9193 -2012-05-20 14:00:00,565.68335 -2012-05-20 15:00:00,545.4565 -2012-05-20 16:00:00,546.63586 -2012-05-20 17:00:00,527.7385 -2012-05-20 18:00:00,453.02246 -2012-05-20 19:00:00,363.80487 -2012-05-20 20:00:00,296.39294 -2012-05-20 21:00:00,240.26257 -2012-05-20 22:00:00,185.06686 -2012-05-20 23:00:00,123.10177 -2012-05-21 00:00:00,95.26737 -2012-05-21 01:00:00,88.17244 -2012-05-21 02:00:00,79.296524 -2012-05-21 03:00:00,58.54983 -2012-05-21 04:00:00,62.022778 -2012-05-21 05:00:00,70.67238 -2012-05-21 06:00:00,110.7215 -2012-05-21 07:00:00,206.90489 -2012-05-21 08:00:00,306.46893 -2012-05-21 09:00:00,162.19408 -2012-05-21 10:00:00,127.35425 -2012-05-21 11:00:00,154.46034 -2012-05-21 12:00:00,187.98167 -2012-05-21 13:00:00,141.86188 -2012-05-21 14:00:00,133.01663 -2012-05-21 15:00:00,227.33919 -2012-05-21 16:00:00,322.34082 -2012-05-21 17:00:00,629.24023 -2012-05-21 18:00:00,641.69824 -2012-05-21 19:00:00,493.85492 -2012-05-21 20:00:00,360.1256 -2012-05-21 21:00:00,273.93686 -2012-05-21 22:00:00,182.47 -2012-05-21 23:00:00,129.29604 -2012-05-22 00:00:00,87.845665 -2012-05-22 01:00:00,72.64352 -2012-05-22 02:00:00,65.07091 -2012-05-22 03:00:00,57.294678 -2012-05-22 04:00:00,50.663628 -2012-05-22 05:00:00,73.971886 -2012-05-22 06:00:00,118.29381 -2012-05-22 07:00:00,219.39935 -2012-05-22 08:00:00,599.87756 -2012-05-22 09:00:00,315.96936 -2012-05-22 10:00:00,183.97209 -2012-05-22 11:00:00,198.99219 -2012-05-22 12:00:00,233.14938 -2012-05-22 13:00:00,223.36172 -2012-05-22 14:00:00,207.84186 -2012-05-22 15:00:00,270.5108 -2012-05-22 16:00:00,354.3285 -2012-05-22 17:00:00,746.32117 -2012-05-22 18:00:00,690.9175 -2012-05-22 19:00:00,487.63123 -2012-05-22 20:00:00,364.64908 -2012-05-22 21:00:00,274.42767 -2012-05-22 22:00:00,226.66301 -2012-05-22 23:00:00,143.07126 -2012-05-23 00:00:00,101.95471 -2012-05-23 01:00:00,81.041824 -2012-05-23 02:00:00,67.29343 -2012-05-23 03:00:00,57.286873 -2012-05-23 04:00:00,60.298843 -2012-05-23 05:00:00,75.67612 -2012-05-23 06:00:00,168.37976 -2012-05-23 07:00:00,450.78812 -2012-05-23 08:00:00,677.4619 -2012-05-23 09:00:00,330.001 -2012-05-23 10:00:00,200.23938 -2012-05-23 11:00:00,227.00763 -2012-05-23 12:00:00,276.13223 -2012-05-23 13:00:00,257.997 -2012-05-23 14:00:00,245.50098 -2012-05-23 15:00:00,255.46689 -2012-05-23 16:00:00,327.92352 -2012-05-23 17:00:00,534.8829 -2012-05-23 18:00:00,556.7138 -2012-05-23 19:00:00,348.56378 -2012-05-23 20:00:00,283.9398 -2012-05-23 21:00:00,225.37447 -2012-05-23 22:00:00,186.4513 -2012-05-23 23:00:00,141.42766 -2012-05-24 00:00:00,109.64859 -2012-05-24 01:00:00,83.51823 -2012-05-24 02:00:00,71.52585 -2012-05-24 03:00:00,61.127335 -2012-05-24 04:00:00,53.607487 -2012-05-24 05:00:00,70.647125 -2012-05-24 06:00:00,163.41747 -2012-05-24 07:00:00,469.00992 -2012-05-24 08:00:00,689.9646 -2012-05-24 09:00:00,351.33582 -2012-05-24 10:00:00,205.07364 -2012-05-24 11:00:00,250.71439 -2012-05-24 12:00:00,317.0146 -2012-05-24 13:00:00,312.12674 -2012-05-24 14:00:00,260.86972 -2012-05-24 15:00:00,276.54523 -2012-05-24 16:00:00,367.88602 -2012-05-24 17:00:00,719.0648 -2012-05-24 18:00:00,727.4817 -2012-05-24 19:00:00,516.6836 -2012-05-24 20:00:00,351.84338 -2012-05-24 21:00:00,223.90723 -2012-05-24 22:00:00,223.74155 -2012-05-24 23:00:00,166.12158 -2012-05-25 00:00:00,122.732414 -2012-05-25 01:00:00,92.02075 -2012-05-25 02:00:00,71.60637 -2012-05-25 03:00:00,63.539642 -2012-05-25 04:00:00,52.43953 -2012-05-25 05:00:00,71.08255 -2012-05-25 06:00:00,159.99445 -2012-05-25 07:00:00,404.49664 -2012-05-25 08:00:00,649.75507 -2012-05-25 09:00:00,323.4486 -2012-05-25 10:00:00,252.61584 -2012-05-25 11:00:00,279.35254 -2012-05-25 12:00:00,343.43134 -2012-05-25 13:00:00,336.77933 -2012-05-25 14:00:00,321.43292 -2012-05-25 15:00:00,324.57532 -2012-05-25 16:00:00,433.41418 -2012-05-25 17:00:00,605.14996 -2012-05-25 18:00:00,600.28143 -2012-05-25 19:00:00,438.2953 -2012-05-25 20:00:00,351.25995 -2012-05-25 21:00:00,293.11954 -2012-05-25 22:00:00,262.1934 -2012-05-25 23:00:00,207.42175 -2012-05-26 00:00:00,157.79477 -2012-05-26 01:00:00,96.566475 -2012-05-26 02:00:00,63.427658 -2012-05-26 03:00:00,33.03501 -2012-05-26 04:00:00,17.06034 -2012-05-26 05:00:00,19.43872 -2012-05-26 06:00:00,36.07659 -2012-05-26 07:00:00,55.96804 -2012-05-26 08:00:00,103.19868 -2012-05-26 09:00:00,147.00665 -2012-05-26 10:00:00,239.60474 -2012-05-26 11:00:00,267.31107 -2012-05-26 12:00:00,266.70154 -2012-05-26 13:00:00,277.5205 -2012-05-26 14:00:00,250.64087 -2012-05-26 15:00:00,249.225 -2012-05-26 16:00:00,259.95407 -2012-05-26 17:00:00,269.69547 -2012-05-26 18:00:00,258.83664 -2012-05-26 19:00:00,193.36914 -2012-05-26 20:00:00,180.06142 -2012-05-26 21:00:00,130.92339 -2012-05-26 22:00:00,115.034775 -2012-05-26 23:00:00,104.79273 -2012-05-27 00:00:00,105.005646 -2012-05-27 01:00:00,78.87309 -2012-05-27 02:00:00,65.98182 -2012-05-27 03:00:00,37.6351 -2012-05-27 04:00:00,16.077578 -2012-05-27 05:00:00,15.702944 -2012-05-27 06:00:00,26.51073 -2012-05-27 07:00:00,48.673523 -2012-05-27 08:00:00,76.27582 -2012-05-27 09:00:00,146.85718 -2012-05-27 10:00:00,238.01105 -2012-05-27 11:00:00,266.27994 -2012-05-27 12:00:00,253.41962 -2012-05-27 13:00:00,279.3419 -2012-05-27 14:00:00,265.27307 -2012-05-27 15:00:00,268.04297 -2012-05-27 16:00:00,259.12775 -2012-05-27 17:00:00,280.26794 -2012-05-27 18:00:00,234.5862 -2012-05-27 19:00:00,207.1908 -2012-05-27 20:00:00,168.70477 -2012-05-27 21:00:00,59.440166 -2012-05-27 22:00:00,58.236694 -2012-05-27 23:00:00,50.06289 -2012-05-28 00:00:00,79.54317 -2012-05-28 01:00:00,55.120464 -2012-05-28 02:00:00,47.292168 -2012-05-28 03:00:00,17.419401 -2012-05-28 04:00:00,20.49174 -2012-05-28 05:00:00,30.470219 -2012-05-28 06:00:00,49.34246 -2012-05-28 07:00:00,137.7914 -2012-05-28 08:00:00,180.22879 -2012-05-28 09:00:00,138.1808 -2012-05-28 10:00:00,138.19978 -2012-05-28 11:00:00,171.78786 -2012-05-28 12:00:00,201.98035 -2012-05-28 13:00:00,196.58731 -2012-05-28 14:00:00,188.85217 -2012-05-28 15:00:00,193.43895 -2012-05-28 16:00:00,200.4704 -2012-05-28 17:00:00,330.51266 -2012-05-28 18:00:00,309.6811 -2012-05-28 19:00:00,256.83823 -2012-05-28 20:00:00,220.00558 -2012-05-28 21:00:00,175.4059 -2012-05-28 22:00:00,119.09385 -2012-05-28 23:00:00,73.04274 -2012-05-29 00:00:00,42.386284 -2012-05-29 01:00:00,18.72359 -2012-05-29 02:00:00,11.5408745 -2012-05-29 03:00:00,6.5154066 -2012-05-29 04:00:00,5.880547 -2012-05-29 05:00:00,27.634195 -2012-05-29 06:00:00,98.903625 -2012-05-29 07:00:00,290.19794 -2012-05-29 08:00:00,410.3224 -2012-05-29 09:00:00,170.9508 -2012-05-29 10:00:00,82.98543 -2012-05-29 11:00:00,102.44026 -2012-05-29 12:00:00,143.88586 -2012-05-29 13:00:00,140.50577 -2012-05-29 14:00:00,113.17503 -2012-05-29 15:00:00,135.91101 -2012-05-29 16:00:00,205.93053 -2012-05-29 17:00:00,468.864 -2012-05-29 18:00:00,453.39166 -2012-05-29 19:00:00,292.833 -2012-05-29 20:00:00,124.02026 -2012-05-29 21:00:00,61.774445 -2012-05-29 22:00:00,87.047165 -2012-05-29 23:00:00,44.946728 -2012-05-30 00:00:00,31.564302 -2012-05-30 01:00:00,17.881588 -2012-05-30 02:00:00,10.321326 -2012-05-30 03:00:00,8.215841 -2012-05-30 04:00:00,5.9504266 -2012-05-30 05:00:00,28.862526 -2012-05-30 06:00:00,94.95766 -2012-05-30 07:00:00,159.6146 -2012-05-30 08:00:00,411.99365 -2012-05-30 09:00:00,181.38277 -2012-05-30 10:00:00,96.05835 -2012-05-30 11:00:00,115.04947 -2012-05-30 12:00:00,171.62978 -2012-05-30 13:00:00,159.60281 -2012-05-30 14:00:00,144.7352 -2012-05-30 15:00:00,149.00653 -2012-05-30 16:00:00,213.92874 -2012-05-30 17:00:00,477.7092 -2012-05-30 18:00:00,474.28534 -2012-05-30 19:00:00,302.46945 -2012-05-30 20:00:00,202.35913 -2012-05-30 21:00:00,178.02005 -2012-05-30 22:00:00,136.4258 -2012-05-30 23:00:00,101.257935 -2012-05-31 00:00:00,51.069168 -2012-05-31 01:00:00,24.737768 -2012-05-31 02:00:00,12.7484 -2012-05-31 03:00:00,7.5245914 -2012-05-31 04:00:00,6.151475 -2012-05-31 05:00:00,26.44184 -2012-05-31 06:00:00,102.529205 -2012-05-31 07:00:00,301.63025 -2012-05-31 08:00:00,417.84344 -2012-05-31 09:00:00,194.1013 -2012-05-31 10:00:00,121.390305 -2012-05-31 11:00:00,141.94 -2012-05-31 12:00:00,180.41187 -2012-05-31 13:00:00,173.4891 -2012-05-31 14:00:00,150.25087 -2012-05-31 15:00:00,148.95605 -2012-05-31 16:00:00,223.29965 -2012-05-31 17:00:00,500.70584 -2012-05-31 18:00:00,495.25208 -2012-05-31 19:00:00,305.16113 -2012-05-31 20:00:00,229.33101 -2012-05-31 21:00:00,186.10025 -2012-05-31 22:00:00,153.58667 -2012-05-31 23:00:00,136.9679 -2012-06-20 00:00:00,78.23578 -2012-06-20 01:00:00,58.048523 -2012-06-20 02:00:00,51.977173 -2012-06-20 03:00:00,47.239983 -2012-06-20 04:00:00,42.901054 -2012-06-20 05:00:00,62.668022 -2012-06-20 06:00:00,155.13278 -2012-06-20 07:00:00,419.62903 -2012-06-20 08:00:00,669.6531 -2012-06-20 09:00:00,328.55862 -2012-06-20 10:00:00,186.74931 -2012-06-20 11:00:00,210.09164 -2012-06-20 12:00:00,263.56125 -2012-06-20 13:00:00,250.96742 -2012-06-20 14:00:00,226.38745 -2012-06-20 15:00:00,239.84421 -2012-06-20 16:00:00,346.7669 -2012-06-20 17:00:00,643.9366 -2012-06-20 18:00:00,629.198 -2012-06-20 19:00:00,491.6713 -2012-06-20 20:00:00,400.26212 -2012-06-20 21:00:00,334.23788 -2012-06-20 22:00:00,292.24646 -2012-06-20 23:00:00,173.06146 -2012-06-21 00:00:00,107.51813 -2012-06-21 01:00:00,78.71582 -2012-06-21 02:00:00,66.92598 -2012-06-21 03:00:00,57.429543 -2012-06-21 04:00:00,52.646324 -2012-06-21 05:00:00,70.45352 -2012-06-21 06:00:00,168.65915 -2012-06-21 07:00:00,435.99176 -2012-06-21 08:00:00,660.5951 -2012-06-21 09:00:00,314.10767 -2012-06-21 10:00:00,182.2977 -2012-06-21 11:00:00,217.14697 -2012-06-21 12:00:00,271.79977 -2012-06-21 13:00:00,253.87836 -2012-06-21 14:00:00,227.63297 -2012-06-21 15:00:00,234.686 -2012-06-21 16:00:00,349.65167 -2012-06-21 17:00:00,655.72046 -2012-06-21 18:00:00,674.10706 -2012-06-21 19:00:00,481.81683 -2012-06-21 20:00:00,390.0573 -2012-06-21 21:00:00,348.68134 -2012-06-21 22:00:00,263.52472 -2012-06-21 23:00:00,187.22339 -2012-06-22 00:00:00,117.86063 -2012-06-22 01:00:00,90.97308 -2012-06-22 02:00:00,76.69881 -2012-06-22 03:00:00,61.598103 -2012-06-22 04:00:00,51.44014 -2012-06-22 05:00:00,73.43684 -2012-06-22 06:00:00,156.23618 -2012-06-22 07:00:00,425.24292 -2012-06-22 08:00:00,645.241 -2012-06-22 09:00:00,328.38892 -2012-06-22 10:00:00,231.763 -2012-06-22 11:00:00,277.17963 -2012-06-22 12:00:00,325.72638 -2012-06-22 13:00:00,314.27667 -2012-06-22 14:00:00,278.5057 -2012-06-22 15:00:00,288.9371 -2012-06-22 16:00:00,385.51807 -2012-06-22 17:00:00,686.55566 -2012-06-22 18:00:00,584.8357 -2012-06-22 19:00:00,434.90305 -2012-06-22 20:00:00,347.13953 -2012-06-22 21:00:00,233.84933 -2012-06-22 22:00:00,257.9466 -2012-06-22 23:00:00,196.51659 -2012-06-23 00:00:00,185.22229 -2012-06-23 01:00:00,155.34598 -2012-06-23 02:00:00,127.13904 -2012-06-23 03:00:00,87.74494 -2012-06-23 04:00:00,64.250885 -2012-06-23 05:00:00,64.37215 -2012-06-23 06:00:00,82.73721 -2012-06-23 07:00:00,116.15723 -2012-06-23 08:00:00,200.47444 -2012-06-23 09:00:00,294.0673 -2012-06-23 10:00:00,412.2657 -2012-06-23 11:00:00,487.311 -2012-06-23 12:00:00,510.6369 -2012-06-23 13:00:00,530.8897 -2012-06-23 14:00:00,547.0858 -2012-06-23 15:00:00,490.43695 -2012-06-23 16:00:00,488.21115 -2012-06-23 17:00:00,519.2958 -2012-06-23 18:00:00,494.92102 -2012-06-23 19:00:00,397.9788 -2012-06-23 20:00:00,352.7292 -2012-06-23 21:00:00,322.44916 -2012-06-23 22:00:00,311.4206 -2012-06-23 23:00:00,243.81131 -2012-06-24 00:00:00,202.38184 -2012-06-24 01:00:00,156.69214 -2012-06-24 02:00:00,141.77853 -2012-06-24 03:00:00,93.333336 -2012-06-24 04:00:00,63.24462 -2012-06-24 05:00:00,62.600784 -2012-06-24 06:00:00,66.29285 -2012-06-24 07:00:00,101.33363 -2012-06-24 08:00:00,174.30513 -2012-06-24 09:00:00,292.39557 -2012-06-24 10:00:00,415.13812 -2012-06-24 11:00:00,478.1164 -2012-06-24 12:00:00,511.2057 -2012-06-24 13:00:00,519.2737 -2012-06-24 14:00:00,460.90442 -2012-06-24 15:00:00,433.1218 -2012-06-24 16:00:00,441.60544 -2012-06-24 17:00:00,483.76923 -2012-06-24 18:00:00,450.83603 -2012-06-24 19:00:00,386.5503 -2012-06-24 20:00:00,303.17538 -2012-06-24 21:00:00,273.43777 -2012-06-24 22:00:00,223.88293 -2012-06-24 23:00:00,149.34064 -2012-06-25 00:00:00,90.11081 -2012-06-25 01:00:00,70.70774 -2012-06-25 02:00:00,62.98046 -2012-06-25 03:00:00,55.351143 -2012-06-25 04:00:00,49.140118 -2012-06-25 05:00:00,65.40991 -2012-06-25 06:00:00,153.38089 -2012-06-25 07:00:00,445.36877 -2012-06-25 08:00:00,623.4768 -2012-06-25 09:00:00,308.40247 -2012-06-25 10:00:00,178.82123 -2012-06-25 11:00:00,201.24059 -2012-06-25 12:00:00,203.54361 -2012-06-25 13:00:00,175.31458 -2012-06-25 14:00:00,124.84484 -2012-06-25 15:00:00,151.43077 -2012-06-25 16:00:00,211.55081 -2012-06-25 17:00:00,492.9641 -2012-06-25 18:00:00,481.96948 -2012-06-25 19:00:00,321.64972 -2012-06-25 20:00:00,240.52512 -2012-06-25 21:00:00,185.11847 -2012-06-25 22:00:00,152.98111 -2012-06-25 23:00:00,95.384155 -2012-06-26 00:00:00,47.65266 -2012-06-26 01:00:00,27.138096 -2012-06-26 02:00:00,18.560585 -2012-06-26 03:00:00,13.324118 -2012-06-26 04:00:00,13.875452 -2012-06-26 05:00:00,38.5336 -2012-06-26 06:00:00,112.63429 -2012-06-26 07:00:00,308.5232 -2012-06-26 08:00:00,443.5349 -2012-06-26 09:00:00,211.80226 -2012-06-26 10:00:00,120.63301 -2012-06-26 11:00:00,147.26524 -2012-06-26 12:00:00,177.66714 -2012-06-26 13:00:00,166.19379 -2012-06-26 14:00:00,144.46658 -2012-06-26 15:00:00,158.00314 -2012-06-26 16:00:00,229.37875 -2012-06-26 17:00:00,508.9111 -2012-06-26 18:00:00,487.48004 -2012-06-26 19:00:00,315.98645 -2012-06-26 20:00:00,239.1948 -2012-06-26 21:00:00,194.08133 -2012-06-26 22:00:00,149.24826 -2012-06-26 23:00:00,117.23328 -2012-06-27 00:00:00,52.96215 -2012-06-27 01:00:00,24.849895 -2012-06-27 02:00:00,16.358732 -2012-06-27 03:00:00,14.041512 -2012-06-27 04:00:00,15.149465 -2012-06-27 05:00:00,41.107346 -2012-06-27 06:00:00,117.88901 -2012-06-27 07:00:00,301.57666 -2012-06-27 08:00:00,444.19818 -2012-06-27 09:00:00,201.47821 -2012-06-27 10:00:00,121.59002 -2012-06-27 11:00:00,136.56541 -2012-06-27 12:00:00,171.1597 -2012-06-27 13:00:00,152.49452 -2012-06-27 14:00:00,139.35983 -2012-06-27 15:00:00,142.62442 -2012-06-27 16:00:00,211.1712 -2012-06-27 17:00:00,490.22522 -2012-06-27 18:00:00,466.66058 -2012-06-27 19:00:00,311.7124 -2012-06-27 20:00:00,234.29346 -2012-06-27 21:00:00,210.24536 -2012-06-27 22:00:00,172.0818 -2012-06-27 23:00:00,121.86124 -2012-06-28 00:00:00,63.569668 -2012-06-28 01:00:00,29.548252 -2012-06-28 02:00:00,19.507013 -2012-06-28 03:00:00,14.113512 -2012-06-28 04:00:00,11.637659 -2012-06-28 05:00:00,36.801315 -2012-06-28 06:00:00,121.74584 -2012-06-28 07:00:00,314.02747 -2012-06-28 08:00:00,435.81006 -2012-06-28 09:00:00,208.21481 -2012-06-28 10:00:00,122.762596 -2012-06-28 11:00:00,129.3566 -2012-06-28 12:00:00,170.38994 -2012-06-28 13:00:00,170.09747 -2012-06-28 14:00:00,153.83565 -2012-06-28 15:00:00,161.50893 -2012-06-28 16:00:00,220.20518 -2012-06-28 17:00:00,470.83783 -2012-06-28 18:00:00,445.30518 -2012-06-28 19:00:00,300.21408 -2012-06-28 20:00:00,244.15355 -2012-06-28 21:00:00,193.64531 -2012-06-28 22:00:00,159.08646 -2012-06-28 23:00:00,140.20444 -2012-06-29 00:00:00,78.0094 -2012-06-29 01:00:00,45.55651 -2012-06-29 02:00:00,27.97804 -2012-06-29 03:00:00,16.70103 -2012-06-29 04:00:00,13.54813 -2012-06-29 05:00:00,37.494766 -2012-06-29 06:00:00,116.466415 -2012-06-29 07:00:00,284.8236 -2012-06-29 08:00:00,413.57648 -2012-06-29 09:00:00,200.99895 -2012-06-29 10:00:00,126.343094 -2012-06-29 11:00:00,149.57146 -2012-06-29 12:00:00,176.01436 -2012-06-29 13:00:00,166.33797 -2012-06-29 14:00:00,138.58029 -2012-06-29 15:00:00,155.24347 -2012-06-29 16:00:00,198.16739 -2012-06-29 17:00:00,333.20776 -2012-06-29 18:00:00,309.55762 -2012-06-29 19:00:00,240.38943 -2012-06-29 20:00:00,175.04904 -2012-06-29 21:00:00,159.70363 -2012-06-29 22:00:00,109.27818 -2012-06-29 23:00:00,100.06351 -2012-06-30 00:00:00,91.65335 -2012-06-30 01:00:00,80.23003 -2012-06-30 02:00:00,72.44967 -2012-06-30 03:00:00,33.701973 -2012-06-30 04:00:00,17.092978 -2012-06-30 05:00:00,17.746822 -2012-06-30 06:00:00,33.58586 -2012-06-30 07:00:00,64.56307 -2012-06-30 08:00:00,112.215126 -2012-06-30 09:00:00,142.62793 -2012-06-30 10:00:00,222.16125 -2012-06-30 11:00:00,256.88574 -2012-06-30 12:00:00,279.8324 -2012-06-30 13:00:00,280.6585 -2012-06-30 14:00:00,283.74597 -2012-06-30 15:00:00,271.83533 -2012-06-30 16:00:00,249.31856 -2012-06-30 17:00:00,284.90015 -2012-06-30 18:00:00,248.38184 -2012-06-30 19:00:00,238.83302 -2012-06-30 20:00:00,215.15012 -2012-06-30 21:00:00,192.00705 -2012-06-30 22:00:00,150.24213 -2012-06-30 23:00:00,164.42883 -2012-07-20 00:00:00,63.763046 -2012-07-20 01:00:00,64.78714 -2012-07-20 02:00:00,50.19758 -2012-07-20 03:00:00,37.347736 -2012-07-20 04:00:00,29.115808 -2012-07-20 05:00:00,47.294933 -2012-07-20 06:00:00,150.39781 -2012-07-20 07:00:00,355.24017 -2012-07-20 08:00:00,585.28394 -2012-07-20 09:00:00,319.10797 -2012-07-20 10:00:00,223.47203 -2012-07-20 11:00:00,209.44864 -2012-07-20 12:00:00,183.4935 -2012-07-20 13:00:00,160.53195 -2012-07-20 14:00:00,159.92502 -2012-07-20 15:00:00,224.09343 -2012-07-20 16:00:00,265.79456 -2012-07-20 17:00:00,345.78668 -2012-07-20 18:00:00,362.9969 -2012-07-20 19:00:00,292.70294 -2012-07-20 20:00:00,155.58536 -2012-07-20 21:00:00,150.40286 -2012-07-20 22:00:00,178.65277 -2012-07-20 23:00:00,144.36807 -2012-07-21 00:00:00,142.74802 -2012-07-21 01:00:00,129.98863 -2012-07-21 02:00:00,105.82811 -2012-07-21 03:00:00,70.5256 -2012-07-21 04:00:00,52.115944 -2012-07-21 05:00:00,52.425713 -2012-07-21 06:00:00,60.648006 -2012-07-21 07:00:00,88.46223 -2012-07-21 08:00:00,166.72191 -2012-07-21 09:00:00,253.41272 -2012-07-21 10:00:00,259.719 -2012-07-21 11:00:00,362.247 -2012-07-21 12:00:00,262.34058 -2012-07-21 13:00:00,249.07898 -2012-07-21 14:00:00,336.8031 -2012-07-21 15:00:00,246.85669 -2012-07-21 16:00:00,250.71953 -2012-07-21 17:00:00,209.1525 -2012-07-21 18:00:00,279.52798 -2012-07-21 19:00:00,257.64313 -2012-07-21 20:00:00,168.72699 -2012-07-21 21:00:00,200.55472 -2012-07-21 22:00:00,169.20831 -2012-07-21 23:00:00,146.02513 -2012-07-22 00:00:00,160.17801 -2012-07-22 01:00:00,144.96732 -2012-07-22 02:00:00,120.97826 -2012-07-22 03:00:00,77.91444 -2012-07-22 04:00:00,48.31657 -2012-07-22 05:00:00,47.081432 -2012-07-22 06:00:00,49.338497 -2012-07-22 07:00:00,66.69031 -2012-07-22 08:00:00,143.34392 -2012-07-22 09:00:00,263.82727 -2012-07-22 10:00:00,358.63507 -2012-07-22 11:00:00,379.0555 -2012-07-22 12:00:00,401.7587 -2012-07-22 13:00:00,395.70465 -2012-07-22 14:00:00,382.01266 -2012-07-22 15:00:00,366.98166 -2012-07-22 16:00:00,359.6524 -2012-07-22 17:00:00,368.7287 -2012-07-22 18:00:00,338.89252 -2012-07-22 19:00:00,313.8089 -2012-07-22 20:00:00,267.3405 -2012-07-22 21:00:00,218.25644 -2012-07-22 22:00:00,162.47507 -2012-07-22 23:00:00,120.87711 -2012-07-23 00:00:00,84.444435 -2012-07-23 01:00:00,65.64868 -2012-07-23 02:00:00,55.61369 -2012-07-23 03:00:00,47.673393 -2012-07-23 04:00:00,38.24111 -2012-07-23 05:00:00,51.631584 -2012-07-23 06:00:00,140.09174 -2012-07-23 07:00:00,404.75644 -2012-07-23 08:00:00,613.5328 -2012-07-23 09:00:00,313.4741 -2012-07-23 10:00:00,190.24252 -2012-07-23 11:00:00,219.52512 -2012-07-23 12:00:00,272.0342 -2012-07-23 13:00:00,265.5232 -2012-07-23 14:00:00,229.69368 -2012-07-23 15:00:00,250.09671 -2012-07-23 16:00:00,339.88623 -2012-07-23 17:00:00,717.5127 -2012-07-23 18:00:00,715.9526 -2012-07-23 19:00:00,476.78983 -2012-07-23 20:00:00,354.4074 -2012-07-23 21:00:00,302.5995 -2012-07-23 22:00:00,223.17725 -2012-07-23 23:00:00,134.72693 -2012-07-24 00:00:00,88.4912 -2012-07-24 01:00:00,64.8381 -2012-07-24 02:00:00,54.62446 -2012-07-24 03:00:00,46.24453 -2012-07-24 04:00:00,36.3863 -2012-07-24 05:00:00,52.078163 -2012-07-24 06:00:00,153.42184 -2012-07-24 07:00:00,467.41376 -2012-07-24 08:00:00,626.67883 -2012-07-24 09:00:00,294.75836 -2012-07-24 10:00:00,173.99054 -2012-07-24 11:00:00,199.68254 -2012-07-24 12:00:00,249.26973 -2012-07-24 13:00:00,238.0965 -2012-07-24 14:00:00,217.62326 -2012-07-24 15:00:00,243.46924 -2012-07-24 16:00:00,329.50665 -2012-07-24 17:00:00,698.0436 -2012-07-24 18:00:00,613.92114 -2012-07-24 19:00:00,453.12018 -2012-07-24 20:00:00,339.33612 -2012-07-24 21:00:00,260.2371 -2012-07-24 22:00:00,200.22371 -2012-07-24 23:00:00,138.9286 -2012-07-25 00:00:00,89.372406 -2012-07-25 01:00:00,65.0822 -2012-07-25 02:00:00,53.213654 -2012-07-25 03:00:00,44.85123 -2012-07-25 04:00:00,34.187943 -2012-07-25 05:00:00,56.512703 -2012-07-25 06:00:00,159.10469 -2012-07-25 07:00:00,438.6048 -2012-07-25 08:00:00,662.30786 -2012-07-25 09:00:00,324.1823 -2012-07-25 10:00:00,208.91324 -2012-07-25 11:00:00,235.5928 -2012-07-25 12:00:00,294.71112 -2012-07-25 13:00:00,268.84918 -2012-07-25 14:00:00,233.8992 -2012-07-25 15:00:00,260.60193 -2012-07-25 16:00:00,334.18842 -2012-07-25 17:00:00,720.6605 -2012-07-25 18:00:00,718.7241 -2012-07-25 19:00:00,519.2033 -2012-07-25 20:00:00,381.14966 -2012-07-25 21:00:00,320.16183 -2012-07-25 22:00:00,240.48839 -2012-07-25 23:00:00,124.66307 -2012-07-26 00:00:00,53.801178 -2012-07-26 01:00:00,19.82351 -2012-07-26 02:00:00,8.6742 -2012-07-26 03:00:00,5.6751976 -2012-07-26 04:00:00,5.3952885 -2012-07-26 05:00:00,28.843445 -2012-07-26 06:00:00,96.82325 -2012-07-26 07:00:00,282.63602 -2012-07-26 08:00:00,391.71045 -2012-07-26 09:00:00,171.59691 -2012-07-26 10:00:00,88.4506 -2012-07-26 11:00:00,96.65588 -2012-07-26 12:00:00,137.92749 -2012-07-26 13:00:00,141.5918 -2012-07-26 14:00:00,102.8585 -2012-07-26 15:00:00,115.11273 -2012-07-26 16:00:00,168.445 -2012-07-26 17:00:00,346.05206 -2012-07-26 18:00:00,354.4082 -2012-07-26 19:00:00,255.11774 -2012-07-26 20:00:00,217.27307 -2012-07-26 21:00:00,172.29034 -2012-07-26 22:00:00,141.8786 -2012-07-26 23:00:00,95.3008 -2012-07-27 00:00:00,61.96929 -2012-07-27 01:00:00,35.671936 -2012-07-27 02:00:00,19.81886 -2012-07-27 03:00:00,8.184922 -2012-07-27 04:00:00,6.734772 -2012-07-27 05:00:00,25.885986 -2012-07-27 06:00:00,95.83611 -2012-07-27 07:00:00,257.9155 -2012-07-27 08:00:00,385.35822 -2012-07-27 09:00:00,177.83383 -2012-07-27 10:00:00,113.94835 -2012-07-27 11:00:00,141.1372 -2012-07-27 12:00:00,172.27605 -2012-07-27 13:00:00,169.14012 -2012-07-27 14:00:00,139.96893 -2012-07-27 15:00:00,159.01816 -2012-07-27 16:00:00,210.36115 -2012-07-27 17:00:00,344.81326 -2012-07-27 18:00:00,347.94843 -2012-07-27 19:00:00,238.55374 -2012-07-27 20:00:00,187.05466 -2012-07-27 21:00:00,150.16116 -2012-07-27 22:00:00,132.95926 -2012-07-27 23:00:00,106.2145 -2012-07-28 00:00:00,122.82244 -2012-07-28 01:00:00,76.67501 -2012-07-28 02:00:00,58.896988 -2012-07-28 03:00:00,30.620152 -2012-07-28 04:00:00,11.507598 -2012-07-28 05:00:00,14.662468 -2012-07-28 06:00:00,28.297335 -2012-07-28 07:00:00,56.39049 -2012-07-28 08:00:00,100.012474 -2012-07-28 09:00:00,158.60583 -2012-07-28 10:00:00,223.58676 -2012-07-28 11:00:00,259.60782 -2012-07-28 12:00:00,255.45804 -2012-07-28 13:00:00,257.49268 -2012-07-28 14:00:00,264.3027 -2012-07-28 15:00:00,258.1292 -2012-07-28 16:00:00,244.2891 -2012-07-28 17:00:00,250.84412 -2012-07-28 18:00:00,236.27686 -2012-07-28 19:00:00,143.6396 -2012-07-28 20:00:00,109.43146 -2012-07-28 21:00:00,131.17258 -2012-07-28 22:00:00,105.88551 -2012-07-28 23:00:00,111.313644 -2012-07-29 00:00:00,116.610855 -2012-07-29 01:00:00,81.65965 -2012-07-29 02:00:00,68.86987 -2012-07-29 03:00:00,35.547256 -2012-07-29 04:00:00,12.228394 -2012-07-29 05:00:00,9.228734 -2012-07-29 06:00:00,13.735361 -2012-07-29 07:00:00,39.104115 -2012-07-29 08:00:00,68.5067 -2012-07-29 09:00:00,148.2084 -2012-07-29 10:00:00,224.96506 -2012-07-29 11:00:00,250.76118 -2012-07-29 12:00:00,266.7455 -2012-07-29 13:00:00,258.4554 -2012-07-29 14:00:00,259.21857 -2012-07-29 15:00:00,247.43303 -2012-07-29 16:00:00,239.81607 -2012-07-29 17:00:00,247.7886 -2012-07-29 18:00:00,232.98036 -2012-07-29 19:00:00,205.5834 -2012-07-29 20:00:00,136.11198 -2012-07-29 21:00:00,102.82042 -2012-07-29 22:00:00,88.61122 -2012-07-29 23:00:00,62.368008 -2012-07-30 00:00:00,39.061657 -2012-07-30 01:00:00,14.043642 -2012-07-30 02:00:00,9.368953 -2012-07-30 03:00:00,5.3513613 -2012-07-30 04:00:00,5.227262 -2012-07-30 05:00:00,19.160141 -2012-07-30 06:00:00,76.130775 -2012-07-30 07:00:00,256.54074 -2012-07-30 08:00:00,365.2381 -2012-07-30 09:00:00,169.62012 -2012-07-30 10:00:00,93.36146 -2012-07-30 11:00:00,107.42652 -2012-07-30 12:00:00,141.31903 -2012-07-30 13:00:00,138.99213 -2012-07-30 14:00:00,109.65748 -2012-07-30 15:00:00,119.06001 -2012-07-30 16:00:00,196.24794 -2012-07-30 17:00:00,416.70123 -2012-07-30 18:00:00,402.46558 -2012-07-30 19:00:00,287.8797 -2012-07-30 20:00:00,175.3942 -2012-07-30 21:00:00,117.7137 -2012-07-30 22:00:00,92.629456 -2012-07-30 23:00:00,63.572315 -2012-07-31 00:00:00,40.300575 -2012-07-31 01:00:00,13.657766 -2012-07-31 02:00:00,8.554073 -2012-07-31 03:00:00,5.7003136 -2012-07-31 04:00:00,4.49374 -2012-07-31 05:00:00,21.355381 -2012-07-31 06:00:00,82.187935 -2012-07-31 07:00:00,248.37827 -2012-07-31 08:00:00,380.14023 -2012-07-31 09:00:00,166.45435 -2012-07-31 10:00:00,97.88566 -2012-07-31 11:00:00,108.05176 -2012-07-31 12:00:00,148.28015 -2012-07-31 13:00:00,129.62833 -2012-07-31 14:00:00,104.53328 -2012-07-31 15:00:00,109.8454 -2012-07-31 16:00:00,182.37093 -2012-07-31 17:00:00,463.3836 -2012-07-31 18:00:00,398.55304 -2012-07-31 19:00:00,230.84225 -2012-07-31 20:00:00,100.27849 -2012-07-31 21:00:00,116.55139 -2012-07-31 22:00:00,96.05523 -2012-07-31 23:00:00,61.69433 -2012-08-20 00:00:00,43.7192 -2012-08-20 01:00:00,41.345387 -2012-08-20 02:00:00,36.380318 -2012-08-20 03:00:00,27.635149 -2012-08-20 04:00:00,17.517916 -2012-08-20 05:00:00,27.99158 -2012-08-20 06:00:00,137.78691 -2012-08-20 07:00:00,362.49677 -2012-08-20 08:00:00,525.75 -2012-08-20 09:00:00,252.19101 -2012-08-20 10:00:00,173.3443 -2012-08-20 11:00:00,194.63127 -2012-08-20 12:00:00,231.863 -2012-08-20 13:00:00,221.90872 -2012-08-20 14:00:00,205.45746 -2012-08-20 15:00:00,211.3813 -2012-08-20 16:00:00,302.3475 -2012-08-20 17:00:00,629.98816 -2012-08-20 18:00:00,419.9032 -2012-08-20 19:00:00,319.821 -2012-08-20 20:00:00,208.40964 -2012-08-20 21:00:00,182.13287 -2012-08-20 22:00:00,115.354904 -2012-08-20 23:00:00,72.50862 -2012-08-21 00:00:00,61.6397 -2012-08-21 01:00:00,46.8894 -2012-08-21 02:00:00,39.74314 -2012-08-21 03:00:00,30.42184 -2012-08-21 04:00:00,19.164198 -2012-08-21 05:00:00,37.688263 -2012-08-21 06:00:00,148.88617 -2012-08-21 07:00:00,412.69623 -2012-08-21 08:00:00,571.5147 -2012-08-21 09:00:00,275.7424 -2012-08-21 10:00:00,194.16934 -2012-08-21 11:00:00,208.83463 -2012-08-21 12:00:00,252.85095 -2012-08-21 13:00:00,239.57632 -2012-08-21 14:00:00,216.9065 -2012-08-21 15:00:00,230.20609 -2012-08-21 16:00:00,347.92224 -2012-08-21 17:00:00,654.2082 -2012-08-21 18:00:00,644.6189 -2012-08-21 19:00:00,303.06232 -2012-08-21 20:00:00,294.4143 -2012-08-21 21:00:00,218.1805 -2012-08-21 22:00:00,175.21039 -2012-08-21 23:00:00,105.248276 -2012-08-22 00:00:00,72.48907 -2012-08-22 01:00:00,51.360386 -2012-08-22 02:00:00,41.349655 -2012-08-22 03:00:00,30.945684 -2012-08-22 04:00:00,20.121029 -2012-08-22 05:00:00,42.42198 -2012-08-22 06:00:00,160.39893 -2012-08-22 07:00:00,399.83966 -2012-08-22 08:00:00,575.7562 -2012-08-22 09:00:00,284.8318 -2012-08-22 10:00:00,198.1194 -2012-08-22 11:00:00,206.6571 -2012-08-22 12:00:00,247.63257 -2012-08-22 13:00:00,229.93295 -2012-08-22 14:00:00,204.42587 -2012-08-22 15:00:00,212.286 -2012-08-22 16:00:00,265.59985 -2012-08-22 17:00:00,539.20935 -2012-08-22 18:00:00,514.8646 -2012-08-22 19:00:00,368.56027 -2012-08-22 20:00:00,300.41083 -2012-08-22 21:00:00,227.4468 -2012-08-22 22:00:00,209.58179 -2012-08-22 23:00:00,123.18855 -2012-08-23 00:00:00,85.00203 -2012-08-23 01:00:00,51.75121 -2012-08-23 02:00:00,43.452805 -2012-08-23 03:00:00,32.88757 -2012-08-23 04:00:00,21.31604 -2012-08-23 05:00:00,39.71978 -2012-08-23 06:00:00,143.0767 -2012-08-23 07:00:00,365.5902 -2012-08-23 08:00:00,567.38727 -2012-08-23 09:00:00,296.55927 -2012-08-23 10:00:00,198.26578 -2012-08-23 11:00:00,217.57674 -2012-08-23 12:00:00,271.17862 -2012-08-23 13:00:00,253.81485 -2012-08-23 14:00:00,207.41867 -2012-08-23 15:00:00,216.55194 -2012-08-23 16:00:00,321.65424 -2012-08-23 17:00:00,669.7844 -2012-08-23 18:00:00,656.1826 -2012-08-23 19:00:00,444.6944 -2012-08-23 20:00:00,345.25998 -2012-08-23 21:00:00,277.54587 -2012-08-23 22:00:00,224.4252 -2012-08-23 23:00:00,162.48483 -2012-08-24 00:00:00,96.76987 -2012-08-24 01:00:00,62.36537 -2012-08-24 02:00:00,53.731583 -2012-08-24 03:00:00,33.927452 -2012-08-24 04:00:00,22.430729 -2012-08-24 05:00:00,41.0446 -2012-08-24 06:00:00,138.0545 -2012-08-24 07:00:00,363.81934 -2012-08-24 08:00:00,539.58 -2012-08-24 09:00:00,318.0807 -2012-08-24 10:00:00,230.28989 -2012-08-24 11:00:00,249.86795 -2012-08-24 12:00:00,307.74524 -2012-08-24 13:00:00,286.7306 -2012-08-24 14:00:00,259.92764 -2012-08-24 15:00:00,276.2143 -2012-08-24 16:00:00,360.03986 -2012-08-24 17:00:00,567.61035 -2012-08-24 18:00:00,474.5386 -2012-08-24 19:00:00,372.4487 -2012-08-24 20:00:00,290.2663 -2012-08-24 21:00:00,245.65839 -2012-08-24 22:00:00,223.90965 -2012-08-24 23:00:00,193.04979 -2012-08-25 00:00:00,167.30017 -2012-08-25 01:00:00,129.6927 -2012-08-25 02:00:00,106.84543 -2012-08-25 03:00:00,63.96849 -2012-08-25 04:00:00,34.533802 -2012-08-25 05:00:00,27.939528 -2012-08-25 06:00:00,41.876427 -2012-08-25 07:00:00,81.68924 -2012-08-25 08:00:00,175.0577 -2012-08-25 09:00:00,231.47748 -2012-08-25 10:00:00,320.4175 -2012-08-25 11:00:00,379.83493 -2012-08-25 12:00:00,328.8657 -2012-08-25 13:00:00,402.75247 -2012-08-25 14:00:00,295.68198 -2012-08-25 15:00:00,331.17596 -2012-08-25 16:00:00,315.52094 -2012-08-25 17:00:00,327.86957 -2012-08-25 18:00:00,311.32635 -2012-08-25 19:00:00,259.89627 -2012-08-25 20:00:00,156.74722 -2012-08-25 21:00:00,193.0903 -2012-08-25 22:00:00,154.90724 -2012-08-25 23:00:00,114.427574 -2012-08-26 00:00:00,132.43541 -2012-08-26 01:00:00,99.77829 -2012-08-26 02:00:00,77.60789 -2012-08-26 03:00:00,39.335526 -2012-08-26 04:00:00,17.023075 -2012-08-26 05:00:00,15.091398 -2012-08-26 06:00:00,17.704998 -2012-08-26 07:00:00,38.6899 -2012-08-26 08:00:00,88.061264 -2012-08-26 09:00:00,158.49188 -2012-08-26 10:00:00,219.88406 -2012-08-26 11:00:00,245.16174 -2012-08-26 12:00:00,198.80121 -2012-08-26 13:00:00,163.67288 -2012-08-26 14:00:00,182.23557 -2012-08-26 15:00:00,135.11926 -2012-08-26 16:00:00,110.373184 -2012-08-26 17:00:00,153.7337 -2012-08-26 18:00:00,127.60977 -2012-08-26 19:00:00,129.86118 -2012-08-26 20:00:00,112.89801 -2012-08-26 21:00:00,93.445465 -2012-08-26 22:00:00,84.16423 -2012-08-26 23:00:00,72.78125 -2012-08-27 00:00:00,35.40989 -2012-08-27 01:00:00,18.679916 -2012-08-27 02:00:00,14.446031 -2012-08-27 03:00:00,11.339946 -2012-08-27 04:00:00,10.235878 -2012-08-27 05:00:00,22.638912 -2012-08-27 06:00:00,91.2275 -2012-08-27 07:00:00,235.57199 -2012-08-27 08:00:00,352.6417 -2012-08-27 09:00:00,160.27734 -2012-08-27 10:00:00,108.936905 -2012-08-27 11:00:00,116.78969 -2012-08-27 12:00:00,163.86024 -2012-08-27 13:00:00,154.52866 -2012-08-27 14:00:00,141.72372 -2012-08-27 15:00:00,148.56558 -2012-08-27 16:00:00,210.96234 -2012-08-27 17:00:00,528.02185 -2012-08-27 18:00:00,505.039 -2012-08-27 19:00:00,272.44373 -2012-08-27 20:00:00,205.26068 -2012-08-27 21:00:00,131.05624 -2012-08-27 22:00:00,95.29088 -2012-08-27 23:00:00,73.533936 -2012-08-28 00:00:00,42.720665 -2012-08-28 01:00:00,24.39392 -2012-08-28 02:00:00,14.335016 -2012-08-28 03:00:00,12.725458 -2012-08-28 04:00:00,9.7618065 -2012-08-28 05:00:00,21.575523 -2012-08-28 06:00:00,102.74795 -2012-08-28 07:00:00,232.05283 -2012-08-28 08:00:00,346.3012 -2012-08-28 09:00:00,176.96286 -2012-08-28 10:00:00,114.60362 -2012-08-28 11:00:00,126.81827 -2012-08-28 12:00:00,157.86874 -2012-08-28 13:00:00,157.3182 -2012-08-28 14:00:00,144.60501 -2012-08-28 15:00:00,156.27805 -2012-08-28 16:00:00,230.39111 -2012-08-28 17:00:00,528.99194 -2012-08-28 18:00:00,529.1805 -2012-08-28 19:00:00,312.87213 -2012-08-28 20:00:00,242.25516 -2012-08-28 21:00:00,192.30902 -2012-08-28 22:00:00,150.13472 -2012-08-28 23:00:00,119.57034 -2012-08-29 00:00:00,54.94488 -2012-08-29 01:00:00,24.131447 -2012-08-29 02:00:00,15.772278 -2012-08-29 03:00:00,12.198471 -2012-08-29 04:00:00,9.7146845 -2012-08-29 05:00:00,35.098457 -2012-08-29 06:00:00,121.08292 -2012-08-29 07:00:00,300.7845 -2012-08-29 08:00:00,452.42627 -2012-08-29 09:00:00,199.54434 -2012-08-29 10:00:00,118.82931 -2012-08-29 11:00:00,137.54346 -2012-08-29 12:00:00,172.96207 -2012-08-29 13:00:00,160.59773 -2012-08-29 14:00:00,139.88728 -2012-08-29 15:00:00,152.36092 -2012-08-29 16:00:00,234.6878 -2012-08-29 17:00:00,535.51 -2012-08-29 18:00:00,534.99 -2012-08-29 19:00:00,321.12778 -2012-08-29 20:00:00,235.12477 -2012-08-29 21:00:00,195.27957 -2012-08-29 22:00:00,157.54895 -2012-08-29 23:00:00,129.19121 -2012-08-30 00:00:00,59.197258 -2012-08-30 01:00:00,24.588451 -2012-08-30 02:00:00,16.649775 -2012-08-30 03:00:00,12.332781 -2012-08-30 04:00:00,10.071429 -2012-08-30 05:00:00,32.901104 -2012-08-30 06:00:00,113.74628 -2012-08-30 07:00:00,290.67514 -2012-08-30 08:00:00,442.1515 -2012-08-30 09:00:00,207.41348 -2012-08-30 10:00:00,125.914215 -2012-08-30 11:00:00,155.01419 -2012-08-30 12:00:00,176.40944 -2012-08-30 13:00:00,167.951 -2012-08-30 14:00:00,140.68936 -2012-08-30 15:00:00,148.76814 -2012-08-30 16:00:00,224.17476 -2012-08-30 17:00:00,537.0374 -2012-08-30 18:00:00,538.4452 -2012-08-30 19:00:00,335.2421 -2012-08-30 20:00:00,238.1164 -2012-08-30 21:00:00,170.97878 -2012-08-30 22:00:00,134.68118 -2012-08-30 23:00:00,122.15326 -2012-08-31 00:00:00,75.144 -2012-08-31 01:00:00,43.43978 -2012-08-31 02:00:00,24.91646 -2012-08-31 03:00:00,14.846952 -2012-08-31 04:00:00,11.570032 -2012-08-31 05:00:00,31.6271 -2012-08-31 06:00:00,99.14546 -2012-08-31 07:00:00,213.66708 -2012-08-31 08:00:00,416.71875 -2012-08-31 09:00:00,203.39682 -2012-08-31 10:00:00,145.85202 -2012-08-31 11:00:00,169.71907 -2012-08-31 12:00:00,196.49973 -2012-08-31 13:00:00,191.15662 -2012-08-31 14:00:00,185.04382 -2012-08-31 15:00:00,186.00635 -2012-08-31 16:00:00,253.01749 -2012-08-31 17:00:00,467.9464 -2012-08-31 18:00:00,393.62787 -2012-08-31 19:00:00,273.52582 -2012-08-31 20:00:00,226.76505 -2012-08-31 21:00:00,190.12686 -2012-08-31 22:00:00,168.49533 -2012-08-31 23:00:00,152.4412 -2012-09-20 00:00:00,78.90187 -2012-09-20 01:00:00,57.653145 -2012-09-20 02:00:00,55.349644 -2012-09-20 03:00:00,50.18028 -2012-09-20 04:00:00,41.3899 -2012-09-20 05:00:00,71.86248 -2012-09-20 06:00:00,176.6372 -2012-09-20 07:00:00,513.0733 -2012-09-20 08:00:00,772.34155 -2012-09-20 09:00:00,348.33496 -2012-09-20 10:00:00,214.19463 -2012-09-20 11:00:00,249.22552 -2012-09-20 12:00:00,317.22675 -2012-09-20 13:00:00,307.35394 -2012-09-20 14:00:00,274.89774 -2012-09-20 15:00:00,295.77423 -2012-09-20 16:00:00,417.4169 -2012-09-20 17:00:00,794.3777 -2012-09-20 18:00:00,780.9535 -2012-09-20 19:00:00,562.7366 -2012-09-20 20:00:00,390.56573 -2012-09-20 21:00:00,315.7899 -2012-09-20 22:00:00,235.78918 -2012-09-20 23:00:00,170.3858 -2012-09-21 00:00:00,117.56866 -2012-09-21 01:00:00,90.21832 -2012-09-21 02:00:00,77.59668 -2012-09-21 03:00:00,63.077583 -2012-09-21 04:00:00,52.75639 -2012-09-21 05:00:00,82.91575 -2012-09-21 06:00:00,176.61113 -2012-09-21 07:00:00,459.36215 -2012-09-21 08:00:00,707.85864 -2012-09-21 09:00:00,352.21368 -2012-09-21 10:00:00,260.29504 -2012-09-21 11:00:00,308.14902 -2012-09-21 12:00:00,368.70166 -2012-09-21 13:00:00,366.73083 -2012-09-21 14:00:00,340.60104 -2012-09-21 15:00:00,358.57993 -2012-09-21 16:00:00,497.12094 -2012-09-21 17:00:00,749.4335 -2012-09-21 18:00:00,652.7223 -2012-09-21 19:00:00,471.5692 -2012-09-21 20:00:00,340.06497 -2012-09-21 21:00:00,272.844 -2012-09-21 22:00:00,252.38048 -2012-09-21 23:00:00,192.85468 -2012-09-22 00:00:00,188.8339 -2012-09-22 01:00:00,160.84021 -2012-09-22 02:00:00,147.73502 -2012-09-22 03:00:00,100.21065 -2012-09-22 04:00:00,74.10874 -2012-09-22 05:00:00,76.96348 -2012-09-22 06:00:00,88.35405 -2012-09-22 07:00:00,139.97687 -2012-09-22 08:00:00,220.20515 -2012-09-22 09:00:00,322.89526 -2012-09-22 10:00:00,437.0209 -2012-09-22 11:00:00,525.32404 -2012-09-22 12:00:00,574.9772 -2012-09-22 13:00:00,573.98975 -2012-09-22 14:00:00,561.9629 -2012-09-22 15:00:00,549.62067 -2012-09-22 16:00:00,556.9275 -2012-09-22 17:00:00,556.0813 -2012-09-22 18:00:00,496.9719 -2012-09-22 19:00:00,416.94934 -2012-09-22 20:00:00,359.76886 -2012-09-22 21:00:00,318.23523 -2012-09-22 22:00:00,280.73972 -2012-09-22 23:00:00,233.30977 -2012-09-23 00:00:00,219.4841 -2012-09-23 01:00:00,160.8753 -2012-09-23 02:00:00,139.24786 -2012-09-23 03:00:00,96.69605 -2012-09-23 04:00:00,73.57443 -2012-09-23 05:00:00,71.72616 -2012-09-23 06:00:00,74.48468 -2012-09-23 07:00:00,119.407715 -2012-09-23 08:00:00,170.1058 -2012-09-23 09:00:00,287.82895 -2012-09-23 10:00:00,415.02292 -2012-09-23 11:00:00,493.36594 -2012-09-23 12:00:00,565.179 -2012-09-23 13:00:00,585.2886 -2012-09-23 14:00:00,571.7279 -2012-09-23 15:00:00,578.03394 -2012-09-23 16:00:00,573.8464 -2012-09-23 17:00:00,552.43304 -2012-09-23 18:00:00,479.33557 -2012-09-23 19:00:00,355.8147 -2012-09-23 20:00:00,286.73114 -2012-09-23 21:00:00,210.82745 -2012-09-23 22:00:00,183.85027 -2012-09-23 23:00:00,142.18716 -2012-09-24 00:00:00,94.417175 -2012-09-24 01:00:00,74.53511 -2012-09-24 02:00:00,67.965614 -2012-09-24 03:00:00,59.77614 -2012-09-24 04:00:00,50.306416 -2012-09-24 05:00:00,78.7997 -2012-09-24 06:00:00,165.84383 -2012-09-24 07:00:00,491.0925 -2012-09-24 08:00:00,756.0893 -2012-09-24 09:00:00,338.7262 -2012-09-24 10:00:00,202.18597 -2012-09-24 11:00:00,258.2278 -2012-09-24 12:00:00,322.42548 -2012-09-24 13:00:00,310.3239 -2012-09-24 14:00:00,285.5993 -2012-09-24 15:00:00,302.83722 -2012-09-24 16:00:00,459.18842 -2012-09-24 17:00:00,819.20605 -2012-09-24 18:00:00,787.0482 -2012-09-24 19:00:00,542.2151 -2012-09-24 20:00:00,366.21814 -2012-09-24 21:00:00,270.5547 -2012-09-24 22:00:00,184.1597 -2012-09-24 23:00:00,135.78421 -2012-09-25 00:00:00,91.84274 -2012-09-25 01:00:00,77.16428 -2012-09-25 02:00:00,69.36796 -2012-09-25 03:00:00,60.50495 -2012-09-25 04:00:00,50.53644 -2012-09-25 05:00:00,81.448265 -2012-09-25 06:00:00,175.44012 -2012-09-25 07:00:00,514.4338 -2012-09-25 08:00:00,766.6194 -2012-09-25 09:00:00,358.3318 -2012-09-25 10:00:00,206.7753 -2012-09-25 11:00:00,207.96121 -2012-09-25 12:00:00,203.9653 -2012-09-25 13:00:00,168.95679 -2012-09-25 14:00:00,145.94315 -2012-09-25 15:00:00,166.57828 -2012-09-25 16:00:00,257.3594 -2012-09-25 17:00:00,517.5491 -2012-09-25 18:00:00,513.00665 -2012-09-25 19:00:00,294.37366 -2012-09-25 20:00:00,214.91875 -2012-09-25 21:00:00,162.93607 -2012-09-25 22:00:00,131.0169 -2012-09-25 23:00:00,86.58794 -2012-09-26 00:00:00,41.383106 -2012-09-26 01:00:00,20.364845 -2012-09-26 02:00:00,10.509977 -2012-09-26 03:00:00,8.904106 -2012-09-26 04:00:00,4.930642 -2012-09-26 05:00:00,31.931713 -2012-09-26 06:00:00,104.68651 -2012-09-26 07:00:00,324.641 -2012-09-26 08:00:00,476.56946 -2012-09-26 09:00:00,209.57088 -2012-09-26 10:00:00,106.33809 -2012-09-26 11:00:00,142.24 -2012-09-26 12:00:00,168.3815 -2012-09-26 13:00:00,165.20255 -2012-09-26 14:00:00,133.49193 -2012-09-26 15:00:00,144.82205 -2012-09-26 16:00:00,225.55862 -2012-09-26 17:00:00,511.313 -2012-09-26 18:00:00,514.0431 -2012-09-26 19:00:00,316.17133 -2012-09-26 20:00:00,195.50458 -2012-09-26 21:00:00,172.01671 -2012-09-26 22:00:00,93.841446 -2012-09-26 23:00:00,67.4895 -2012-09-27 00:00:00,48.475597 -2012-09-27 01:00:00,22.796387 -2012-09-27 02:00:00,11.713823 -2012-09-27 03:00:00,6.6247077 -2012-09-27 04:00:00,5.237996 -2012-09-27 05:00:00,29.486061 -2012-09-27 06:00:00,94.79505 -2012-09-27 07:00:00,311.07593 -2012-09-27 08:00:00,466.33575 -2012-09-27 09:00:00,194.39047 -2012-09-27 10:00:00,116.89201 -2012-09-27 11:00:00,135.77994 -2012-09-27 12:00:00,170.19196 -2012-09-27 13:00:00,155.83635 -2012-09-27 14:00:00,140.13547 -2012-09-27 15:00:00,151.89243 -2012-09-27 16:00:00,234.95367 -2012-09-27 17:00:00,405.05676 -2012-09-27 18:00:00,408.43942 -2012-09-27 19:00:00,287.63937 -2012-09-27 20:00:00,207.96735 -2012-09-27 21:00:00,92.935905 -2012-09-27 22:00:00,71.315926 -2012-09-27 23:00:00,65.34622 -2012-09-28 00:00:00,42.48337 -2012-09-28 01:00:00,18.242594 -2012-09-28 02:00:00,15.31296 -2012-09-28 03:00:00,7.04333 -2012-09-28 04:00:00,5.370323 -2012-09-28 05:00:00,24.518764 -2012-09-28 06:00:00,72.58946 -2012-09-28 07:00:00,203.51007 -2012-09-28 08:00:00,408.97046 -2012-09-28 09:00:00,164.34099 -2012-09-28 10:00:00,117.41076 -2012-09-28 11:00:00,142.79292 -2012-09-28 12:00:00,208.41824 -2012-09-28 13:00:00,199.48215 -2012-09-28 14:00:00,182.23228 -2012-09-28 15:00:00,194.20648 -2012-09-28 16:00:00,271.28998 -2012-09-28 17:00:00,467.92905 -2012-09-28 18:00:00,400.09576 -2012-09-28 19:00:00,216.53395 -2012-09-28 20:00:00,140.13666 -2012-09-28 21:00:00,133.67737 -2012-09-28 22:00:00,146.03912 -2012-09-28 23:00:00,116.27048 -2012-09-29 00:00:00,113.708496 -2012-09-29 01:00:00,78.33793 -2012-09-29 02:00:00,60.88154 -2012-09-29 03:00:00,33.55943 -2012-09-29 04:00:00,18.727478 -2012-09-29 05:00:00,20.093714 -2012-09-29 06:00:00,32.861404 -2012-09-29 07:00:00,58.746044 -2012-09-29 08:00:00,103.43299 -2012-09-29 09:00:00,154.55258 -2012-09-29 10:00:00,233.25117 -2012-09-29 11:00:00,287.47757 -2012-09-29 12:00:00,358.75955 -2012-09-29 13:00:00,344.281 -2012-09-29 14:00:00,326.14685 -2012-09-29 15:00:00,312.23358 -2012-09-29 16:00:00,326.65335 -2012-09-29 17:00:00,323.64505 -2012-09-29 18:00:00,246.41962 -2012-09-29 19:00:00,195.54694 -2012-09-29 20:00:00,137.16943 -2012-09-29 21:00:00,124.8329 -2012-09-29 22:00:00,106.66261 -2012-09-29 23:00:00,113.90157 -2012-09-30 00:00:00,107.80078 -2012-09-30 01:00:00,79.76776 -2012-09-30 02:00:00,60.94219 -2012-09-30 03:00:00,33.699345 -2012-09-30 04:00:00,12.534525 -2012-09-30 05:00:00,10.107168 -2012-09-30 06:00:00,17.45969 -2012-09-30 07:00:00,42.983253 -2012-09-30 08:00:00,75.9975 -2012-09-30 09:00:00,151.93997 -2012-09-30 10:00:00,237.32388 -2012-09-30 11:00:00,294.2133 -2012-09-30 12:00:00,333.2253 -2012-09-30 13:00:00,322.09766 -2012-09-30 14:00:00,296.62665 -2012-09-30 15:00:00,329.80698 -2012-09-30 16:00:00,327.80005 -2012-09-30 17:00:00,297.17493 -2012-09-30 18:00:00,228.9046 -2012-09-30 19:00:00,88.9557 -2012-09-30 20:00:00,68.48029 -2012-09-30 21:00:00,81.90518 -2012-09-30 22:00:00,71.2137 -2012-09-30 23:00:00,57.79347 -2012-10-20 00:00:00,154.2119 -2012-10-20 01:00:00,116.33128 -2012-10-20 02:00:00,87.710266 -2012-10-20 03:00:00,53.603912 -2012-10-20 04:00:00,25.062038 -2012-10-20 05:00:00,27.16481 -2012-10-20 06:00:00,41.9542 -2012-10-20 07:00:00,89.746506 -2012-10-20 08:00:00,190.91362 -2012-10-20 09:00:00,295.55173 -2012-10-20 10:00:00,371.1173 -2012-10-20 11:00:00,427.21765 -2012-10-20 12:00:00,474.45325 -2012-10-20 13:00:00,472.60522 -2012-10-20 14:00:00,459.54266 -2012-10-20 15:00:00,443.70593 -2012-10-20 16:00:00,456.1579 -2012-10-20 17:00:00,450.29602 -2012-10-20 18:00:00,402.19714 -2012-10-20 19:00:00,293.25793 -2012-10-20 20:00:00,256.7011 -2012-10-20 21:00:00,209.2274 -2012-10-20 22:00:00,182.7904 -2012-10-20 23:00:00,162.64783 -2012-10-21 00:00:00,154.86171 -2012-10-21 01:00:00,124.47978 -2012-10-21 02:00:00,93.84047 -2012-10-21 03:00:00,59.166492 -2012-10-21 04:00:00,27.778828 -2012-10-21 05:00:00,28.644085 -2012-10-21 06:00:00,36.92025 -2012-10-21 07:00:00,69.59141 -2012-10-21 08:00:00,132.61856 -2012-10-21 09:00:00,249.74817 -2012-10-21 10:00:00,351.62842 -2012-10-21 11:00:00,425.1401 -2012-10-21 12:00:00,475.84393 -2012-10-21 13:00:00,504.39777 -2012-10-21 14:00:00,488.5706 -2012-10-21 15:00:00,481.82965 -2012-10-21 16:00:00,465.93768 -2012-10-21 17:00:00,426.59805 -2012-10-21 18:00:00,377.08905 -2012-10-21 19:00:00,287.2753 -2012-10-21 20:00:00,209.13844 -2012-10-21 21:00:00,146.77548 -2012-10-21 22:00:00,125.17942 -2012-10-21 23:00:00,103.49373 -2012-10-22 00:00:00,69.61453 -2012-10-22 01:00:00,53.782646 -2012-10-22 02:00:00,44.586773 -2012-10-22 03:00:00,33.93422 -2012-10-22 04:00:00,21.757912 -2012-10-22 05:00:00,40.6491 -2012-10-22 06:00:00,137.4968 -2012-10-22 07:00:00,414.93637 -2012-10-22 08:00:00,677.6571 -2012-10-22 09:00:00,328.4769 -2012-10-22 10:00:00,203.55872 -2012-10-22 11:00:00,245.24382 -2012-10-22 12:00:00,304.47943 -2012-10-22 13:00:00,295.3579 -2012-10-22 14:00:00,287.75085 -2012-10-22 15:00:00,290.3266 -2012-10-22 16:00:00,394.75012 -2012-10-22 17:00:00,699.9849 -2012-10-22 18:00:00,559.06494 -2012-10-22 19:00:00,422.46368 -2012-10-22 20:00:00,298.12714 -2012-10-22 21:00:00,216.18564 -2012-10-22 22:00:00,140.33264 -2012-10-22 23:00:00,100.74606 -2012-10-23 00:00:00,67.54795 -2012-10-23 01:00:00,53.564735 -2012-10-23 02:00:00,43.267437 -2012-10-23 03:00:00,32.994144 -2012-10-23 04:00:00,22.074558 -2012-10-23 05:00:00,49.81638 -2012-10-23 06:00:00,161.50461 -2012-10-23 07:00:00,443.10104 -2012-10-23 08:00:00,658.07166 -2012-10-23 09:00:00,335.25024 -2012-10-23 10:00:00,222.29745 -2012-10-23 11:00:00,252.30865 -2012-10-23 12:00:00,299.5985 -2012-10-23 13:00:00,278.12332 -2012-10-23 14:00:00,259.62643 -2012-10-23 15:00:00,292.12332 -2012-10-23 16:00:00,386.45837 -2012-10-23 17:00:00,700.47754 -2012-10-23 18:00:00,652.60535 -2012-10-23 19:00:00,432.11444 -2012-10-23 20:00:00,327.9141 -2012-10-23 21:00:00,239.55641 -2012-10-23 22:00:00,183.33852 -2012-10-23 23:00:00,123.84503 -2012-10-24 00:00:00,76.44554 -2012-10-24 01:00:00,53.6689 -2012-10-24 02:00:00,44.809414 -2012-10-24 03:00:00,34.245506 -2012-10-24 04:00:00,22.799475 -2012-10-24 05:00:00,53.292618 -2012-10-24 06:00:00,173.05643 -2012-10-24 07:00:00,463.76596 -2012-10-24 08:00:00,604.6974 -2012-10-24 09:00:00,340.62103 -2012-10-24 10:00:00,198.55524 -2012-10-24 11:00:00,254.52661 -2012-10-24 12:00:00,307.44812 -2012-10-24 13:00:00,295.998 -2012-10-24 14:00:00,268.8405 -2012-10-24 15:00:00,291.34363 -2012-10-24 16:00:00,407.36652 -2012-10-24 17:00:00,676.0122 -2012-10-24 18:00:00,673.2199 -2012-10-24 19:00:00,435.271 -2012-10-24 20:00:00,344.1753 -2012-10-24 21:00:00,280.87506 -2012-10-24 22:00:00,226.8797 -2012-10-24 23:00:00,134.79465 -2012-10-25 00:00:00,87.87703 -2012-10-25 01:00:00,59.29815 -2012-10-25 02:00:00,46.639698 -2012-10-25 03:00:00,33.126152 -2012-10-25 04:00:00,21.301067 -2012-10-25 05:00:00,45.893265 -2012-10-25 06:00:00,156.08487 -2012-10-25 07:00:00,421.34058 -2012-10-25 08:00:00,598.09753 -2012-10-25 09:00:00,307.1385 -2012-10-25 10:00:00,171.85321 -2012-10-25 11:00:00,170.10141 -2012-10-25 12:00:00,247.8939 -2012-10-25 13:00:00,215.88914 -2012-10-25 14:00:00,244.30429 -2012-10-25 15:00:00,287.11234 -2012-10-25 16:00:00,358.04932 -2012-10-25 17:00:00,586.8939 -2012-10-25 18:00:00,341.0365 -2012-10-25 19:00:00,288.77484 -2012-10-25 20:00:00,248.22046 -2012-10-25 21:00:00,209.29169 -2012-10-25 22:00:00,158.52869 -2012-10-25 23:00:00,111.48424 -2012-10-26 00:00:00,69.78949 -2012-10-26 01:00:00,27.702835 -2012-10-26 02:00:00,10.684526 -2012-10-26 03:00:00,6.9380026 -2012-10-26 04:00:00,5.472766 -2012-10-26 05:00:00,24.01616 -2012-10-26 06:00:00,82.042625 -2012-10-26 07:00:00,219.80005 -2012-10-26 08:00:00,359.83148 -2012-10-26 09:00:00,161.98904 -2012-10-26 10:00:00,95.112076 -2012-10-26 11:00:00,132.2645 -2012-10-26 12:00:00,173.15276 -2012-10-26 13:00:00,169.36893 -2012-10-26 14:00:00,163.97574 -2012-10-26 15:00:00,189.02148 -2012-10-26 16:00:00,214.34528 -2012-10-26 17:00:00,248.23685 -2012-10-26 18:00:00,210.57477 -2012-10-26 19:00:00,134.39847 -2012-10-26 20:00:00,92.46841 -2012-10-26 21:00:00,94.24935 -2012-10-26 22:00:00,83.43754 -2012-10-26 23:00:00,73.41871 -2012-10-27 00:00:00,97.540985 -2012-10-27 01:00:00,73.75035 -2012-10-27 02:00:00,56.02871 -2012-10-27 03:00:00,29.948156 -2012-10-27 04:00:00,11.132631 -2012-10-27 05:00:00,17.14162 -2012-10-27 06:00:00,25.312992 -2012-10-27 07:00:00,56.35679 -2012-10-27 08:00:00,104.60687 -2012-10-27 09:00:00,148.5932 -2012-10-27 10:00:00,217.83739 -2012-10-27 11:00:00,268.17334 -2012-10-27 12:00:00,330.81485 -2012-10-27 13:00:00,340.25357 -2012-10-27 14:00:00,300.04742 -2012-10-27 15:00:00,246.48178 -2012-10-27 16:00:00,242.30414 -2012-10-27 17:00:00,239.69202 -2012-10-27 18:00:00,193.32582 -2012-10-27 19:00:00,129.48859 -2012-10-27 20:00:00,95.17439 -2012-10-27 21:00:00,92.12678 -2012-10-27 22:00:00,97.69614 -2012-10-27 23:00:00,72.82312 -2012-10-28 00:00:00,77.20888 -2012-10-28 01:00:00,76.62913 -2012-10-28 02:00:00,56.75168 -2012-10-28 03:00:00,34.606552 -2012-10-28 04:00:00,15.555284 -2012-10-28 05:00:00,14.860211 -2012-10-28 06:00:00,24.503258 -2012-10-28 07:00:00,47.090702 -2012-10-28 08:00:00,90.89117 -2012-10-28 09:00:00,135.11026 -2012-10-28 10:00:00,197.77979 -2012-10-28 11:00:00,236.6083 -2012-10-28 12:00:00,257.43777 -2012-10-28 13:00:00,254.7524 -2012-10-28 14:00:00,255.11624 -2012-10-28 15:00:00,226.27786 -2012-10-28 16:00:00,150.25546 -2012-10-28 17:00:00,108.62799 -2012-10-28 18:00:00,60.308445 -2012-10-28 19:00:00,58.632042 -2012-10-28 20:00:00,61.941597 -2012-10-28 21:00:00,60.035625 -2012-10-28 22:00:00,47.49073 -2012-10-28 23:00:00,33.201088 -2012-10-29 00:00:00,28.463093 -2012-10-30 13:00:00,65.443 -2012-10-30 14:00:00,60.91214 -2012-10-30 15:00:00,57.94659 -2012-10-30 16:00:00,90.20305 -2012-10-30 17:00:00,178.63818 -2012-10-30 18:00:00,175.82324 -2012-10-30 19:00:00,269.86435 -2012-10-30 20:00:00,106.43389 -2012-10-30 21:00:00,85.986496 -2012-10-30 22:00:00,78.47124 -2012-10-30 23:00:00,61.401955 -2012-10-31 00:00:00,38.709816 -2012-10-31 01:00:00,19.175884 -2012-10-31 02:00:00,10.501466 -2012-10-31 03:00:00,6.4297915 -2012-10-31 04:00:00,4.9382544 -2012-10-31 05:00:00,25.242779 -2012-10-31 06:00:00,83.45746 -2012-10-31 07:00:00,226.3287 -2012-10-31 08:00:00,476.65613 -2012-10-31 09:00:00,199.2587 -2012-10-31 10:00:00,100.13915 -2012-10-31 11:00:00,100.25743 -2012-10-31 12:00:00,158.87834 -2012-10-31 13:00:00,158.3479 -2012-10-31 14:00:00,123.37227 -2012-10-31 15:00:00,152.15771 -2012-10-31 16:00:00,204.04095 -2012-10-31 17:00:00,374.2387 -2012-10-31 18:00:00,349.00977 -2012-10-31 19:00:00,251.9338 -2012-10-31 20:00:00,170.00394 -2012-10-31 21:00:00,146.00198 -2012-10-31 22:00:00,106.42644 -2012-10-31 23:00:00,71.65222 -2012-11-20 00:00:00,66.572174 -2012-11-20 01:00:00,48.240494 -2012-11-20 02:00:00,42.572758 -2012-11-20 03:00:00,30.303047 -2012-11-20 04:00:00,20.73402 -2012-11-20 05:00:00,39.223755 -2012-11-20 06:00:00,130.16486 -2012-11-20 07:00:00,385.023 -2012-11-20 08:00:00,612.92896 -2012-11-20 09:00:00,305.8497 -2012-11-20 10:00:00,164.60303 -2012-11-20 11:00:00,190.8388 -2012-11-20 12:00:00,231.77435 -2012-11-20 13:00:00,233.78511 -2012-11-20 14:00:00,210.38518 -2012-11-20 15:00:00,244.90994 -2012-11-20 16:00:00,305.77045 -2012-11-20 17:00:00,482.16296 -2012-11-20 18:00:00,456.97925 -2012-11-20 19:00:00,338.7761 -2012-11-20 20:00:00,246.0445 -2012-11-20 21:00:00,199.38364 -2012-11-20 22:00:00,155.6525 -2012-11-20 23:00:00,104.108246 -2012-11-21 00:00:00,70.91016 -2012-11-21 01:00:00,53.616436 -2012-11-21 02:00:00,48.533012 -2012-11-21 03:00:00,36.38138 -2012-11-21 04:00:00,22.549187 -2012-11-21 05:00:00,40.03469 -2012-11-21 06:00:00,133.39217 -2012-11-21 07:00:00,376.75922 -2012-11-21 08:00:00,625.5204 -2012-11-21 09:00:00,313.94022 -2012-11-21 10:00:00,172.28769 -2012-11-21 11:00:00,187.64496 -2012-11-21 12:00:00,246.91498 -2012-11-21 13:00:00,241.92116 -2012-11-21 14:00:00,230.38986 -2012-11-21 15:00:00,246.37483 -2012-11-21 16:00:00,313.85223 -2012-11-21 17:00:00,521.38275 -2012-11-21 18:00:00,491.8228 -2012-11-21 19:00:00,336.19794 -2012-11-21 20:00:00,251.16754 -2012-11-21 21:00:00,201.4656 -2012-11-21 22:00:00,154.97202 -2012-11-21 23:00:00,116.23487 -2012-11-22 00:00:00,99.721756 -2012-11-22 01:00:00,83.94243 -2012-11-22 02:00:00,73.542465 -2012-11-22 03:00:00,45.628002 -2012-11-22 04:00:00,33.820877 -2012-11-22 05:00:00,37.381584 -2012-11-22 06:00:00,67.09619 -2012-11-22 07:00:00,187.7838 -2012-11-22 08:00:00,385.5672 -2012-11-22 09:00:00,286.31763 -2012-11-22 10:00:00,284.91162 -2012-11-22 11:00:00,330.68204 -2012-11-22 12:00:00,382.78943 -2012-11-22 13:00:00,379.53445 -2012-11-22 14:00:00,361.69263 -2012-11-22 15:00:00,360.59027 -2012-11-22 16:00:00,369.54456 -2012-11-22 17:00:00,415.85797 -2012-11-22 18:00:00,350.28326 -2012-11-22 19:00:00,287.21002 -2012-11-22 20:00:00,232.77386 -2012-11-22 21:00:00,200.84216 -2012-11-22 22:00:00,160.45538 -2012-11-22 23:00:00,134.43698 -2012-11-23 00:00:00,79.09658 -2012-11-23 01:00:00,65.522545 -2012-11-23 02:00:00,49.27237 -2012-11-23 03:00:00,36.27842 -2012-11-23 04:00:00,22.82338 -2012-11-23 05:00:00,39.641354 -2012-11-23 06:00:00,129.90836 -2012-11-23 07:00:00,349.424 -2012-11-23 08:00:00,601.13196 -2012-11-23 09:00:00,310.15643 -2012-11-23 10:00:00,195.60843 -2012-11-23 11:00:00,223.62012 -2012-11-23 12:00:00,294.28693 -2012-11-23 13:00:00,297.03995 -2012-11-23 14:00:00,295.02496 -2012-11-23 15:00:00,300.98322 -2012-11-23 16:00:00,366.29175 -2012-11-23 17:00:00,525.59454 -2012-11-23 18:00:00,454.8617 -2012-11-23 19:00:00,327.88614 -2012-11-23 20:00:00,241.81056 -2012-11-23 21:00:00,212.62491 -2012-11-23 22:00:00,174.69391 -2012-11-23 23:00:00,130.2698 -2012-11-24 00:00:00,136.87947 -2012-11-24 01:00:00,107.22 -2012-11-24 02:00:00,77.85687 -2012-11-24 03:00:00,51.129097 -2012-11-24 04:00:00,29.024591 -2012-11-24 05:00:00,30.302643 -2012-11-24 06:00:00,37.098038 -2012-11-24 07:00:00,73.19581 -2012-11-24 08:00:00,146.79337 -2012-11-24 09:00:00,208.49548 -2012-11-24 10:00:00,261.89264 -2012-11-24 11:00:00,325.7619 -2012-11-24 12:00:00,370.69937 -2012-11-24 13:00:00,387.08917 -2012-11-24 14:00:00,374.14896 -2012-11-24 15:00:00,361.22202 -2012-11-24 16:00:00,358.44174 -2012-11-24 17:00:00,307.14175 -2012-11-24 18:00:00,268.92856 -2012-11-24 19:00:00,218.17719 -2012-11-24 20:00:00,170.63603 -2012-11-24 21:00:00,148.71043 -2012-11-24 22:00:00,137.62067 -2012-11-24 23:00:00,114.40156 -2012-11-25 00:00:00,126.29884 -2012-11-25 01:00:00,112.57849 -2012-11-25 02:00:00,84.96228 -2012-11-25 03:00:00,53.547016 -2012-11-25 04:00:00,28.453484 -2012-11-25 05:00:00,28.549461 -2012-11-25 06:00:00,33.068672 -2012-11-25 07:00:00,53.426964 -2012-11-25 08:00:00,119.39015 -2012-11-25 09:00:00,183.44705 -2012-11-25 10:00:00,217.34439 -2012-11-25 11:00:00,216.83301 -2012-11-25 12:00:00,256.91794 -2012-11-25 13:00:00,236.6243 -2012-11-25 14:00:00,212.57352 -2012-11-25 15:00:00,222.15176 -2012-11-25 16:00:00,230.6814 -2012-11-25 17:00:00,165.46521 -2012-11-25 18:00:00,120.40002 -2012-11-25 19:00:00,105.88081 -2012-11-25 20:00:00,85.28286 -2012-11-25 21:00:00,75.30333 -2012-11-25 22:00:00,72.597916 -2012-11-25 23:00:00,60.66586 -2012-11-26 00:00:00,23.669981 -2012-11-26 01:00:00,14.557732 -2012-11-26 02:00:00,9.720862 -2012-11-26 03:00:00,8.2368145 -2012-11-26 04:00:00,7.8811865 -2012-11-26 05:00:00,22.148941 -2012-11-26 06:00:00,79.79773 -2012-11-26 07:00:00,248.92242 -2012-11-26 08:00:00,434.36725 -2012-11-26 09:00:00,186.05482 -2012-11-26 10:00:00,104.313675 -2012-11-26 11:00:00,107.561066 -2012-11-26 12:00:00,151.74593 -2012-11-26 13:00:00,143.20761 -2012-11-26 14:00:00,110.97945 -2012-11-26 15:00:00,137.45483 -2012-11-26 16:00:00,200.6197 -2012-11-26 17:00:00,373.8188 -2012-11-26 18:00:00,311.6667 -2012-11-26 19:00:00,225.9324 -2012-11-26 20:00:00,152.75916 -2012-11-26 21:00:00,112.456696 -2012-11-26 22:00:00,80.28519 -2012-11-26 23:00:00,58.757782 -2012-11-27 00:00:00,31.870798 -2012-11-27 01:00:00,16.451063 -2012-11-27 02:00:00,10.455424 -2012-11-27 03:00:00,7.4166775 -2012-11-27 04:00:00,7.6601043 -2012-11-27 05:00:00,22.559008 -2012-11-27 06:00:00,78.817696 -2012-11-27 07:00:00,108.55062 -2012-11-27 08:00:00,212.91129 -2012-11-27 09:00:00,167.50037 -2012-11-27 10:00:00,65.02501 -2012-11-27 11:00:00,67.848206 -2012-11-27 12:00:00,72.2207 -2012-11-27 13:00:00,70.0708 -2012-11-27 14:00:00,67.0612 -2012-11-27 15:00:00,100.24905 -2012-11-27 16:00:00,151.07582 -2012-11-27 17:00:00,323.3636 -2012-11-27 18:00:00,256.78986 -2012-11-27 19:00:00,182.43568 -2012-11-27 20:00:00,126.14608 -2012-11-27 21:00:00,104.11032 -2012-11-27 22:00:00,81.76002 -2012-11-27 23:00:00,58.949085 -2012-11-28 00:00:00,38.3337 -2012-11-28 01:00:00,21.232306 -2012-11-28 02:00:00,11.579147 -2012-11-28 03:00:00,7.7199326 -2012-11-28 04:00:00,7.670167 -2012-11-28 05:00:00,27.15984 -2012-11-28 06:00:00,82.213 -2012-11-28 07:00:00,241.33447 -2012-11-28 08:00:00,443.06378 -2012-11-28 09:00:00,186.91966 -2012-11-28 10:00:00,105.82719 -2012-11-28 11:00:00,105.37163 -2012-11-28 12:00:00,129.38638 -2012-11-28 13:00:00,126.331184 -2012-11-28 14:00:00,108.24459 -2012-11-28 15:00:00,124.53447 -2012-11-28 16:00:00,174.07295 -2012-11-28 17:00:00,346.43518 -2012-11-28 18:00:00,314.23645 -2012-11-28 19:00:00,232.6454 -2012-11-28 20:00:00,158.02124 -2012-11-28 21:00:00,122.16237 -2012-11-28 22:00:00,84.59615 -2012-11-28 23:00:00,64.886826 -2012-11-29 00:00:00,37.56864 -2012-11-29 01:00:00,17.742674 -2012-11-29 02:00:00,10.5457535 -2012-11-29 04:00:00,7.6587553 -2012-11-29 05:00:00,29.065884 -2012-11-29 06:00:00,84.09111 -2012-11-29 07:00:00,256.28714 -2012-11-29 08:00:00,439.4851 -2012-11-29 09:00:00,194.34479 -2012-11-29 10:00:00,108.24744 -2012-11-29 11:00:00,114.14794 -2012-11-29 12:00:00,138.87836 -2012-11-29 13:00:00,134.63295 -2012-11-29 14:00:00,109.53418 -2012-11-29 15:00:00,128.51736 -2012-11-29 16:00:00,183.30113 -2012-11-29 17:00:00,343.34406 -2012-11-29 18:00:00,309.0617 -2012-11-29 19:00:00,225.49109 -2012-11-29 20:00:00,154.04962 -2012-11-29 21:00:00,116.27179 -2012-11-29 22:00:00,102.656006 -2012-11-29 23:00:00,84.84707 -2012-11-30 00:00:00,44.88996 -2012-11-30 01:00:00,24.909018 -2012-11-30 02:00:00,13.156435 -2012-11-30 03:00:00,9.9854 -2012-11-30 04:00:00,8.7099285 -2012-11-30 05:00:00,25.32071 -2012-11-30 06:00:00,82.13327 -2012-11-30 07:00:00,231.39767 -2012-11-30 08:00:00,393.2791 -2012-11-30 09:00:00,192.82736 -2012-11-30 10:00:00,118.4572 -2012-11-30 11:00:00,134.04028 -2012-11-30 12:00:00,168.77238 -2012-11-30 13:00:00,165.3118 -2012-11-30 14:00:00,153.08655 -2012-11-30 15:00:00,158.05164 -2012-11-30 16:00:00,220.70715 -2012-11-30 17:00:00,313.07944 -2012-11-30 18:00:00,282.42133 -2012-11-30 19:00:00,165.51526 -2012-11-30 20:00:00,124.22328 -2012-11-30 21:00:00,120.942184 -2012-11-30 22:00:00,119.25888 -2012-11-30 23:00:00,98.937546 -2012-12-20 00:00:00,67.77672 -2012-12-20 01:00:00,49.22437 -2012-12-20 02:00:00,42.20658 -2012-12-20 03:00:00,30.820076 -2012-12-20 04:00:00,18.077797 -2012-12-20 05:00:00,33.405777 -2012-12-20 06:00:00,121.14588 -2012-12-20 07:00:00,355.23315 -2012-12-20 08:00:00,589.7938 -2012-12-20 09:00:00,280.91412 -2012-12-20 10:00:00,156.29108 -2012-12-20 11:00:00,182.59421 -2012-12-20 12:00:00,223.98793 -2012-12-20 13:00:00,217.65662 -2012-12-20 14:00:00,194.5078 -2012-12-20 15:00:00,210.47266 -2012-12-20 16:00:00,282.84473 -2012-12-20 17:00:00,439.93256 -2012-12-20 18:00:00,435.38293 -2012-12-20 19:00:00,259.57742 -2012-12-20 20:00:00,201.2922 -2012-12-20 21:00:00,153.46765 -2012-12-20 22:00:00,116.52858 -2012-12-20 23:00:00,100.19328 -2012-12-21 00:00:00,86.81053 -2012-12-21 01:00:00,75.07684 -2012-12-21 02:00:00,67.30158 -2012-12-21 03:00:00,53.01334 -2012-12-21 04:00:00,20.559534 -2012-12-21 05:00:00,32.173767 -2012-12-21 06:00:00,110.24499 -2012-12-21 07:00:00,322.1709 -2012-12-21 08:00:00,552.30164 -2012-12-21 09:00:00,286.43405 -2012-12-21 10:00:00,174.70709 -2012-12-21 11:00:00,196.44823 -2012-12-21 12:00:00,242.561 -2012-12-21 13:00:00,233.82788 -2012-12-21 14:00:00,220.44745 -2012-12-21 15:00:00,230.48372 -2012-12-21 16:00:00,314.00568 -2012-12-21 17:00:00,441.93738 -2012-12-21 18:00:00,387.9466 -2012-12-21 19:00:00,244.84451 -2012-12-21 20:00:00,192.8086 -2012-12-21 21:00:00,153.71342 -2012-12-21 22:00:00,132.96327 -2012-12-21 23:00:00,108.56274 -2012-12-22 00:00:00,109.755135 -2012-12-22 01:00:00,96.7335 -2012-12-22 02:00:00,75.66666 -2012-12-22 03:00:00,45.879074 -2012-12-22 04:00:00,25.380386 -2012-12-22 05:00:00,26.195374 -2012-12-22 06:00:00,30.887539 -2012-12-22 07:00:00,61.36358 -2012-12-22 08:00:00,131.23918 -2012-12-22 09:00:00,195.18304 -2012-12-22 10:00:00,236.04776 -2012-12-22 11:00:00,308.5788 -2012-12-22 12:00:00,351.78516 -2012-12-22 13:00:00,349.9425 -2012-12-22 14:00:00,334.63684 -2012-12-22 15:00:00,339.662 -2012-12-22 16:00:00,335.34875 -2012-12-22 17:00:00,272.1418 -2012-12-22 18:00:00,217.49657 -2012-12-22 19:00:00,190.9361 -2012-12-22 20:00:00,148.47156 -2012-12-22 21:00:00,135.58896 -2012-12-22 22:00:00,122.51393 -2012-12-22 23:00:00,108.778015 -2012-12-23 00:00:00,119.57624 -2012-12-23 01:00:00,104.79831 -2012-12-23 02:00:00,81.34024 -2012-12-23 03:00:00,52.07679 -2012-12-23 04:00:00,26.897514 -2012-12-23 05:00:00,25.51665 -2012-12-23 06:00:00,28.855038 -2012-12-23 07:00:00,51.546165 -2012-12-23 08:00:00,106.89864 -2012-12-23 09:00:00,174.28618 -2012-12-23 10:00:00,233.51816 -2012-12-23 11:00:00,271.52454 -2012-12-23 12:00:00,338.43732 -2012-12-23 13:00:00,339.30334 -2012-12-23 14:00:00,347.25464 -2012-12-23 15:00:00,345.50177 -2012-12-23 16:00:00,334.2362 -2012-12-23 17:00:00,243.58096 -2012-12-23 18:00:00,199.09601 -2012-12-23 19:00:00,162.41318 -2012-12-23 20:00:00,129.55045 -2012-12-23 21:00:00,113.64272 -2012-12-23 22:00:00,100.09755 -2012-12-23 23:00:00,86.83292 -2012-12-24 00:00:00,67.11417 -2012-12-24 01:00:00,59.343914 -2012-12-24 02:00:00,47.54511 -2012-12-24 03:00:00,35.310776 -2012-12-24 05:00:00,32.81708 -2012-12-24 06:00:00,108.12288 -2012-12-24 07:00:00,333.39764 -2012-12-24 08:00:00,556.8749 -2012-12-24 09:00:00,260.18747 -2012-12-24 10:00:00,141.29208 -2012-12-24 11:00:00,164.30402 -2012-12-24 12:00:00,210.47847 -2012-12-24 13:00:00,158.04211 -2012-12-24 14:00:00,136.71982 -2012-12-24 15:00:00,141.77515 -2012-12-24 16:00:00,207.50854 -2012-12-24 17:00:00,313.69464 -2012-12-24 18:00:00,326.7964 -2012-12-24 19:00:00,236.67773 -2012-12-24 20:00:00,179.43277 -2012-12-24 21:00:00,146.57407 -2012-12-24 22:00:00,107.92493 -2012-12-24 23:00:00,91.54274 -2012-12-25 00:00:00,100.82756 -2012-12-25 01:00:00,89.88527 -2012-12-25 02:00:00,83.11252 -2012-12-25 04:00:00,36.5136 -2012-12-25 05:00:00,40.484936 -2012-12-25 06:00:00,65.066345 -2012-12-25 07:00:00,186.5791 -2012-12-25 08:00:00,365.44934 -2012-12-25 09:00:00,264.6553 -2012-12-25 10:00:00,255.03185 -2012-12-25 11:00:00,273.04263 -2012-12-25 12:00:00,313.3415 -2012-12-25 13:00:00,310.88666 -2012-12-25 14:00:00,288.8105 -2012-12-25 15:00:00,266.92358 -2012-12-25 16:00:00,303.28104 -2012-12-25 17:00:00,327.18738 -2012-12-25 18:00:00,319.78677 -2012-12-25 19:00:00,240.63191 -2012-12-25 20:00:00,198.03564 -2012-12-25 21:00:00,149.28029 -2012-12-25 22:00:00,117.568726 -2012-12-25 23:00:00,88.681915 -2012-12-26 00:00:00,79.32209 -2012-12-26 01:00:00,63.461845 -2012-12-26 02:00:00,51.67376 -2012-12-26 03:00:00,35.901318 -2012-12-26 04:00:00,21.738094 -2012-12-26 05:00:00,37.887253 -2012-12-26 06:00:00,115.27701 -2012-12-26 07:00:00,194.87762 -2012-12-26 08:00:00,366.07477 -2012-12-26 09:00:00,182.77713 -2012-12-26 10:00:00,110.8392 -2012-12-26 11:00:00,122.37956 -2012-12-26 12:00:00,153.96458 -2012-12-26 13:00:00,146.2727 -2012-12-26 14:00:00,134.7202 -2012-12-26 15:00:00,142.61072 -2012-12-26 16:00:00,202.65572 -2012-12-26 17:00:00,290.7726 -2012-12-26 18:00:00,281.67868 -2012-12-26 19:00:00,213.69153 -2012-12-26 20:00:00,151.85902 -2012-12-26 21:00:00,149.2639 -2012-12-26 22:00:00,108.73847 -2012-12-26 23:00:00,82.39239 -2012-12-27 00:00:00,79.34059 -2012-12-27 01:00:00,67.84249 -2012-12-27 02:00:00,48.80316 -2012-12-27 03:00:00,34.39827 -2012-12-27 04:00:00,23.169231 -2012-12-27 05:00:00,34.493988 -2012-12-27 06:00:00,113.09894 -2012-12-27 07:00:00,341.6336 -2012-12-27 08:00:00,600.7124 -2012-12-27 09:00:00,293.3806 -2012-12-27 10:00:00,164.38454 -2012-12-27 11:00:00,172.37259 -2012-12-27 12:00:00,210.62263 -2012-12-27 13:00:00,204.20781 -2012-12-27 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14:00:00,91.458145 -2011-01-22 15:00:00,93.24102 -2011-01-22 16:00:00,87.11209 -2011-01-22 17:00:00,84.3416 -2011-01-22 18:00:00,61.259956 -2011-01-22 19:00:00,52.43676 -2011-01-22 20:00:00,40.09773 -2011-01-22 21:00:00,35.40947 -2011-01-22 22:00:00,35.778927 -2011-01-22 23:00:00,35.93467 -2011-01-23 00:00:00,28.786396 -2011-01-23 01:00:00,24.879192 -2011-01-23 02:00:00,16.837957 -2011-01-23 03:00:00,9.326708 -2011-01-23 05:00:00,6.0001183 -2011-01-23 06:00:00,6.249628 -2011-01-23 07:00:00,8.7215 -2011-01-23 08:00:00,14.046723 -2011-01-23 09:00:00,20.002089 -2011-01-23 10:00:00,53.473896 -2011-01-23 11:00:00,65.475815 -2011-01-23 12:00:00,79.145905 -2011-01-23 13:00:00,85.32042 -2011-01-23 14:00:00,79.68263 -2011-01-23 15:00:00,82.81917 -2011-01-23 16:00:00,76.91024 -2011-01-23 17:00:00,59.171165 -2011-01-23 18:00:00,53.56938 -2011-01-23 19:00:00,45.90747 -2011-01-23 20:00:00,33.95939 -2011-01-23 21:00:00,28.157269 -2011-01-23 22:00:00,24.100792 -2011-01-23 23:00:00,17.657608 -2011-01-24 00:00:00,12.345394 -2011-01-24 01:00:00,7.442869 -2011-01-24 03:00:00,6.270893 -2011-01-24 04:00:00,6.0978684 -2011-01-24 05:00:00,6.4636536 -2011-01-24 06:00:00,21.036167 -2011-01-24 07:00:00,60.58255 -2011-01-24 08:00:00,166.53226 -2011-01-24 09:00:00,91.210884 -2011-01-24 10:00:00,36.662712 -2011-01-24 11:00:00,38.234077 -2011-01-24 12:00:00,53.678024 -2011-01-24 13:00:00,54.036148 -2011-01-24 14:00:00,45.3772 -2011-01-24 15:00:00,56.329216 -2011-01-24 16:00:00,68.790794 -2011-01-24 17:00:00,151.62103 -2011-01-24 18:00:00,148.2405 -2011-01-24 19:00:00,105.16753 -2011-01-24 20:00:00,62.991005 -2011-01-24 21:00:00,45.8879 -2011-01-24 22:00:00,28.75243 -2011-01-24 23:00:00,18.715828 -2011-01-25 00:00:00,8.646286 -2011-01-25 01:00:00,5.078436 -2011-01-25 02:00:00,3.908017 -2011-01-25 04:00:00,4.0931444 -2011-01-25 05:00:00,4.912239 -2011-01-25 06:00:00,25.71734 -2011-01-25 07:00:00,75.40193 -2011-01-25 08:00:00,191.94626 -2011-01-25 09:00:00,109.02582 -2011-01-25 10:00:00,46.237267 -2011-01-25 11:00:00,47.98912 -2011-01-25 12:00:00,67.46359 -2011-01-25 13:00:00,64.25284 -2011-01-25 14:00:00,58.13596 -2011-01-25 15:00:00,62.44088 -2011-01-25 16:00:00,81.739624 -2011-01-25 17:00:00,193.73048 -2011-01-25 18:00:00,177.79099 -2011-01-25 19:00:00,113.25688 -2011-01-25 20:00:00,76.70031 -2011-01-25 21:00:00,57.48011 -2011-01-25 22:00:00,40.33734 -2011-01-25 23:00:00,20.907574 -2011-01-26 00:00:00,9.729099 -2011-01-26 01:00:00,5.141686 -2011-01-26 02:00:00,3.6667624 -2011-01-26 05:00:00,4.305989 -2011-01-26 06:00:00,17.205433 -2011-01-26 07:00:00,45.414753 -2011-01-26 08:00:00,115.24298 -2011-01-26 09:00:00,68.61223 -2011-01-26 10:00:00,25.326735 -2011-01-26 11:00:00,25.000978 -2011-01-26 12:00:00,26.931604 -2011-01-26 13:00:00,26.643417 -2011-01-26 14:00:00,23.615398 -2011-01-26 15:00:00,21.041622 -2011-01-26 16:00:00,39.62532 -2011-01-26 17:00:00,80.92148 -2011-01-27 16:00:00,79.83798 -2011-01-27 17:00:00,173.17113 -2011-01-27 18:00:00,162.34604 -2011-01-27 19:00:00,112.54875 -2011-01-27 20:00:00,79.80344 -2011-01-27 21:00:00,60.036057 -2011-01-27 22:00:00,46.103962 -2011-01-27 23:00:00,29.417463 -2011-01-28 00:00:00,12.216131 -2011-01-28 01:00:00,6.4987574 -2011-01-28 02:00:00,5.2170305 -2011-01-28 03:00:00,4.43892 -2011-01-28 05:00:00,5.2064114 -2011-01-28 06:00:00,25.737549 -2011-01-28 07:00:00,80.59892 -2011-01-28 08:00:00,196.62439 -2011-01-28 09:00:00,85.72669 -2011-01-28 10:00:00,40.2349 -2011-01-28 11:00:00,40.45178 -2011-01-28 12:00:00,43.87416 -2011-01-28 13:00:00,41.787743 -2011-01-28 14:00:00,34.343582 -2011-01-28 15:00:00,59.999107 -2011-01-28 16:00:00,81.37962 -2011-01-28 17:00:00,167.90112 -2011-01-28 18:00:00,144.57898 -2011-01-28 19:00:00,99.95477 -2011-01-28 20:00:00,70.15518 -2011-01-28 21:00:00,49.773987 -2011-01-28 22:00:00,47.622 -2011-01-28 23:00:00,39.666325 -2011-01-29 00:00:00,27.787165 -2011-01-29 01:00:00,22.544903 -2011-01-29 02:00:00,15.18021 -2011-01-29 03:00:00,7.9404736 -2011-01-29 04:00:00,3.83314 -2011-01-29 06:00:00,3.9794512 -2011-01-29 07:00:00,10.05691 -2011-01-29 08:00:00,23.245262 -2011-01-29 09:00:00,38.0619 -2011-01-29 10:00:00,63.188858 -2011-01-29 11:00:00,76.959335 -2011-01-29 12:00:00,92.33532 -2011-01-29 13:00:00,103.311325 -2011-01-29 14:00:00,93.227585 -2011-01-29 15:00:00,100.95427 -2011-01-29 16:00:00,106.1048 -2011-01-29 17:00:00,93.38229 -2011-01-29 18:00:00,78.390755 -2011-01-29 19:00:00,68.07449 -2011-01-29 20:00:00,52.208817 -2011-01-29 21:00:00,46.45936 -2011-01-29 22:00:00,40.08692 -2011-01-29 23:00:00,36.621002 -2011-01-30 00:00:00,29.048616 -2011-01-30 01:00:00,26.212574 -2011-01-30 02:00:00,18.820969 -2011-01-30 03:00:00,9.292053 -2011-01-30 04:00:00,3.5769691 -2011-01-30 05:00:00,3.6903768 -2011-01-30 07:00:00,9.26609 -2011-01-30 08:00:00,19.322155 -2011-01-30 09:00:00,26.80833 -2011-01-30 10:00:00,62.693115 -2011-01-30 11:00:00,80.02678 -2011-01-30 12:00:00,122.32588 -2011-01-30 13:00:00,112.223465 -2011-01-30 14:00:00,111.726814 -2011-01-30 15:00:00,118.94083 -2011-01-30 16:00:00,114.99722 -2011-01-30 17:00:00,89.308044 -2011-01-30 18:00:00,69.895645 -2011-01-30 19:00:00,61.11819 -2011-01-30 20:00:00,42.39518 -2011-01-30 21:00:00,33.889923 -2011-01-30 22:00:00,30.174946 -2011-01-30 23:00:00,19.844404 -2011-01-31 00:00:00,9.642448 -2011-01-31 01:00:00,5.173673 -2011-01-31 02:00:00,3.9910955 -2011-01-31 03:00:00,3.9637012 -2011-01-31 04:00:00,3.8468444 -2011-01-31 05:00:00,4.3768797 -2011-01-31 06:00:00,23.200043 -2011-01-31 07:00:00,69.36133 -2011-01-31 08:00:00,174.48518 -2011-01-31 09:00:00,93.77023 -2011-01-31 10:00:00,40.680534 -2011-01-31 11:00:00,44.06257 -2011-01-31 12:00:00,55.2769 -2011-01-31 13:00:00,50.104477 -2011-01-31 14:00:00,48.660915 -2011-01-31 15:00:00,53.20926 -2011-01-31 16:00:00,70.6866 -2011-01-31 17:00:00,154.81335 -2011-01-31 18:00:00,147.91458 -2011-01-31 19:00:00,117.81302 -2011-01-31 20:00:00,56.784573 -2011-01-31 21:00:00,38.806503 -2011-01-31 22:00:00,33.075867 -2011-01-31 23:00:00,19.097982 -2011-02-20 00:00:00,29.532623 -2011-02-20 01:00:00,23.15413 -2011-02-20 02:00:00,15.113922 -2011-02-20 03:00:00,5.9230776 -2011-02-20 04:00:00,3.3690262 -2011-02-20 06:00:00,3.4399488 -2011-02-20 07:00:00,11.822634 -2011-02-20 08:00:00,19.935074 -2011-02-20 09:00:00,30.398802 -2011-02-20 10:00:00,79.57767 -2011-02-20 11:00:00,111.423096 -2011-02-20 12:00:00,144.55031 -2011-02-20 13:00:00,154.5759 -2011-02-20 14:00:00,154.39084 -2011-02-20 15:00:00,163.55923 -2011-02-20 16:00:00,157.24698 -2011-02-20 17:00:00,125.89342 -2011-02-20 18:00:00,89.27315 -2011-02-20 19:00:00,72.92373 -2011-02-20 20:00:00,45.738506 -2011-02-20 21:00:00,39.972866 -2011-02-20 22:00:00,37.001373 -2011-02-20 23:00:00,24.904995 -2011-02-21 00:00:00,23.440556 -2011-02-21 01:00:00,15.776228 -2011-02-21 02:00:00,11.265745 -2011-02-21 03:00:00,5.983203 -2011-02-21 04:00:00,4.191021 -2011-02-21 05:00:00,5.4785504 -2011-02-21 06:00:00,13.445578 -2011-02-21 07:00:00,62.782143 -2011-02-21 08:00:00,117.80975 -2011-02-21 09:00:00,86.054016 -2011-02-21 10:00:00,78.538055 -2011-02-21 11:00:00,93.1948 -2011-02-21 12:00:00,113.22809 -2011-02-21 13:00:00,64.97414 -2011-02-21 14:00:00,103.26465 -2011-02-21 15:00:00,95.909645 -2011-02-21 16:00:00,71.89383 -2011-02-21 17:00:00,125.01322 -2011-02-21 18:00:00,98.44034 -2011-02-21 19:00:00,85.48213 -2011-02-21 20:00:00,41.372314 -2011-02-21 21:00:00,30.911762 -2011-02-21 22:00:00,26.603777 -2011-02-21 23:00:00,18.196228 -2011-02-22 06:00:00,26.938185 -2011-02-22 07:00:00,88.31942 -2011-02-22 08:00:00,195.43054 -2011-02-22 09:00:00,115.873344 -2011-02-22 10:00:00,50.448105 -2011-02-22 11:00:00,53.798504 -2011-02-22 12:00:00,71.62662 -2011-02-22 13:00:00,73.00673 -2011-02-22 14:00:00,66.56969 -2011-02-22 15:00:00,74.15364 -2011-02-22 16:00:00,85.35991 -2011-02-22 17:00:00,183.72748 -2011-02-22 18:00:00,179.44403 -2011-02-22 19:00:00,111.97122 -2011-02-22 20:00:00,80.1117 -2011-02-22 21:00:00,57.014687 -2011-02-22 22:00:00,39.574036 -2011-02-22 23:00:00,21.515308 -2011-02-23 00:00:00,10.0380745 -2011-02-23 01:00:00,4.9904356 -2011-02-23 02:00:00,3.9787734 -2011-02-23 03:00:00,3.8961847 -2011-02-23 05:00:00,5.203041 -2011-02-23 06:00:00,30.671215 -2011-02-23 07:00:00,92.857704 -2011-02-23 08:00:00,208.0994 -2011-02-23 09:00:00,126.78386 -2011-02-23 10:00:00,54.54958 -2011-02-23 11:00:00,60.431366 -2011-02-23 12:00:00,79.32591 -2011-02-23 13:00:00,84.605034 -2011-02-23 14:00:00,77.107254 -2011-02-23 15:00:00,84.08656 -2011-02-23 16:00:00,95.43256 -2011-02-23 17:00:00,225.83759 -2011-02-23 18:00:00,204.63365 -2011-02-23 19:00:00,128.41197 -2011-02-23 20:00:00,88.41847 -2011-02-23 21:00:00,61.8711 -2011-02-23 22:00:00,46.169 -2011-02-23 23:00:00,28.728035 -2011-02-24 00:00:00,12.003748 -2011-02-24 01:00:00,5.8589573 -2011-02-24 02:00:00,4.047497 -2011-02-24 03:00:00,3.9410393 -2011-02-24 05:00:00,5.558528 -2011-02-24 06:00:00,32.41686 -2011-02-24 07:00:00,100.29339 -2011-02-24 08:00:00,241.59326 -2011-02-24 09:00:00,126.68944 -2011-02-24 10:00:00,59.29988 -2011-02-24 11:00:00,69.69742 -2011-02-24 12:00:00,86.02385 -2011-02-24 13:00:00,86.38521 -2011-02-24 14:00:00,77.8398 -2011-02-24 15:00:00,49.89751 -2011-02-24 16:00:00,63.727142 -2011-02-24 17:00:00,176.38802 -2011-02-24 18:00:00,140.09482 -2011-02-24 19:00:00,67.87046 -2011-02-24 20:00:00,68.24136 -2011-02-24 21:00:00,59.18509 -2011-02-24 22:00:00,30.653736 -2011-02-24 23:00:00,29.192703 -2011-02-25 00:00:00,10.609554 -2011-02-25 01:00:00,7.244647 -2011-02-25 02:00:00,5.152627 -2011-02-25 03:00:00,3.8737874 -2011-02-25 05:00:00,6.6416836 -2011-02-25 06:00:00,28.707506 -2011-02-25 07:00:00,55.2809 -2011-02-25 08:00:00,161.95992 -2011-02-25 09:00:00,65.1757 -2011-02-25 10:00:00,28.531372 -2011-02-25 11:00:00,109.58774 -2011-02-25 12:00:00,116.71629 -2011-02-25 13:00:00,115.370316 -2011-02-25 14:00:00,104.04892 -2011-02-25 15:00:00,122.90767 -2011-02-25 16:00:00,105.67898 -2011-02-25 17:00:00,173.13525 -2011-02-25 18:00:00,162.69165 -2011-02-25 19:00:00,105.340034 -2011-02-25 20:00:00,58.840733 -2011-02-25 21:00:00,56.923096 -2011-02-25 22:00:00,46.639084 -2011-02-25 23:00:00,38.057983 -2011-02-26 00:00:00,28.290682 -2011-02-26 01:00:00,21.9426 -2011-02-26 02:00:00,15.346212 -2011-02-26 03:00:00,8.207701 -2011-02-26 04:00:00,3.7107217 -2011-02-26 05:00:00,3.5850425 -2011-02-26 06:00:00,3.9570303 -2011-02-26 07:00:00,14.999666 -2011-02-26 08:00:00,41.804733 -2011-02-26 09:00:00,54.42354 -2011-02-26 10:00:00,91.94331 -2011-02-26 11:00:00,118.87998 -2011-02-26 12:00:00,143.37997 -2011-02-26 13:00:00,150.36636 -2011-02-26 14:00:00,138.3417 -2011-02-26 15:00:00,152.35394 -2011-02-26 16:00:00,144.26642 -2011-02-26 17:00:00,132.63936 -2011-02-26 18:00:00,101.543015 -2011-02-26 19:00:00,76.33644 -2011-02-26 20:00:00,67.16069 -2011-02-26 21:00:00,54.040794 -2011-02-26 22:00:00,50.20466 -2011-02-26 23:00:00,40.81403 -2011-02-27 00:00:00,32.226585 -2011-02-27 01:00:00,26.772058 -2011-02-27 02:00:00,20.227272 -2011-02-27 03:00:00,10.371716 -2011-02-27 04:00:00,4.016959 -2011-02-27 06:00:00,3.851489 -2011-02-27 07:00:00,15.762667 -2011-02-27 08:00:00,30.027813 -2011-02-27 09:00:00,45.776245 -2011-02-27 10:00:00,89.708664 -2011-02-27 11:00:00,138.4243 -2011-02-27 12:00:00,183.28006 -2011-02-27 13:00:00,185.79028 -2011-02-27 14:00:00,196.02573 -2011-02-27 15:00:00,222.08185 -2011-02-27 16:00:00,226.58922 -2011-02-27 17:00:00,145.83316 -2011-02-27 18:00:00,112.252335 -2011-02-27 19:00:00,90.53331 -2011-02-27 20:00:00,65.912186 -2011-02-27 21:00:00,53.536625 -2011-02-27 22:00:00,39.1383 -2011-02-27 23:00:00,26.588196 -2011-02-28 00:00:00,12.846266 -2011-02-28 01:00:00,5.826715 -2011-02-28 03:00:00,4.40557 -2011-02-28 05:00:00,6.5903234 -2011-02-28 06:00:00,30.85912 -2011-02-28 07:00:00,102.465164 -2011-02-28 08:00:00,189.85956 -2011-02-28 09:00:00,125.83356 -2011-02-28 10:00:00,79.48397 -2011-02-28 11:00:00,97.43224 -2011-02-28 12:00:00,119.67308 -2011-02-28 13:00:00,48.27782 -2011-02-28 14:00:00,24.579227 -2011-02-28 15:00:00,27.021484 -2011-02-28 16:00:00,59.74221 -2011-02-28 17:00:00,106.958206 -2011-02-28 18:00:00,147.34381 -2011-02-28 19:00:00,68.82198 -2011-02-28 20:00:00,34.236206 -2011-02-28 21:00:00,50.97677 -2011-02-28 22:00:00,16.929468 -2011-02-28 23:00:00,19.39777 -2011-03-20 00:00:00,40.06906 -2011-03-20 01:00:00,32.79642 -2011-03-20 02:00:00,21.476835 -2011-03-20 03:00:00,10.707909 -2011-03-20 04:00:00,3.6924465 -2011-03-20 05:00:00,3.811203 -2011-03-20 06:00:00,5.109101 -2011-03-20 07:00:00,14.816244 -2011-03-20 08:00:00,30.451857 -2011-03-20 09:00:00,57.74192 -2011-03-20 10:00:00,119.60263 -2011-03-20 11:00:00,156.90308 -2011-03-20 12:00:00,195.26877 -2011-03-20 13:00:00,205.57062 -2011-03-20 14:00:00,207.31924 -2011-03-20 15:00:00,222.94267 -2011-03-20 16:00:00,219.24976 -2011-03-20 17:00:00,179.89151 -2011-03-20 18:00:00,137.16307 -2011-03-20 19:00:00,96.897354 -2011-03-20 20:00:00,72.22728 -2011-03-20 21:00:00,55.008408 -2011-03-20 22:00:00,45.953224 -2011-03-20 23:00:00,28.352655 -2011-03-21 00:00:00,14.150571 -2011-03-21 01:00:00,6.806058 -2011-03-21 02:00:00,5.189311 -2011-03-21 03:00:00,4.0497813 -2011-03-21 05:00:00,6.598289 -2011-03-21 06:00:00,27.427597 -2011-03-21 07:00:00,61.366318 -2011-03-21 08:00:00,224.9835 -2011-03-21 09:00:00,122.43224 -2011-03-21 10:00:00,63.63 -2011-03-21 11:00:00,75.245895 -2011-03-21 12:00:00,93.28467 -2011-03-21 13:00:00,117.51688 -2011-03-21 14:00:00,110.006424 -2011-03-21 15:00:00,124.90732 -2011-03-21 16:00:00,156.7089 -2011-03-21 17:00:00,343.3249 -2011-03-21 18:00:00,309.86337 -2011-03-21 19:00:00,250.95993 -2011-03-21 20:00:00,173.33725 -2011-03-21 21:00:00,78.411 -2011-03-21 22:00:00,64.24396 -2011-03-21 23:00:00,39.109787 -2011-03-22 00:00:00,20.093637 -2011-03-22 01:00:00,8.309661 -2011-03-22 02:00:00,6.19674 -2011-03-22 03:00:00,4.3893538 -2011-03-22 04:00:00,4.273058 -2011-03-22 05:00:00,8.913051 -2011-03-22 06:00:00,47.25975 -2011-03-22 07:00:00,162.30222 -2011-03-22 08:00:00,286.4576 -2011-03-22 09:00:00,141.05229 -2011-03-22 10:00:00,80.350006 -2011-03-22 11:00:00,87.20495 -2011-03-22 12:00:00,117.42859 -2011-03-22 13:00:00,121.312515 -2011-03-22 14:00:00,111.19551 -2011-03-22 15:00:00,118.41875 -2011-03-22 16:00:00,161.57245 -2011-03-22 17:00:00,340.539 -2011-03-22 18:00:00,320.0873 -2011-03-22 19:00:00,193.28267 -2011-03-22 20:00:00,124.19864 -2011-03-22 21:00:00,86.692154 -2011-03-22 22:00:00,68.922356 -2011-03-22 23:00:00,34.53325 -2011-03-23 00:00:00,14.481903 -2011-03-23 01:00:00,6.5144014 -2011-03-23 02:00:00,5.228285 -2011-03-23 03:00:00,3.8852134 -2011-03-23 05:00:00,7.050082 -2011-03-23 06:00:00,36.684113 -2011-03-23 07:00:00,113.47026 -2011-03-23 08:00:00,267.81702 -2011-03-23 09:00:00,132.71562 -2011-03-23 10:00:00,57.666466 -2011-03-23 11:00:00,63.1949 -2011-03-23 12:00:00,70.679405 -2011-03-23 13:00:00,59.951836 -2011-03-23 14:00:00,69.20967 -2011-03-23 15:00:00,77.7652 -2011-03-23 16:00:00,120.09056 -2011-03-23 17:00:00,253.33746 -2011-03-23 18:00:00,163.89233 -2011-03-23 19:00:00,112.762825 -2011-03-23 20:00:00,21.585121 -2011-03-23 21:00:00,21.34359 -2011-03-23 22:00:00,44.554455 -2011-03-23 23:00:00,20.585705 -2011-03-24 00:00:00,10.200335 -2011-03-24 01:00:00,5.5001574 -2011-03-24 02:00:00,4.0920205 -2011-03-24 03:00:00,3.3756099 -2011-03-24 04:00:00,3.3276663 -2011-03-24 05:00:00,7.105504 -2011-03-24 06:00:00,35.23613 -2011-03-24 07:00:00,65.77224 -2011-03-24 08:00:00,146.28902 -2011-03-24 09:00:00,122.49425 -2011-03-24 10:00:00,47.270477 -2011-03-24 11:00:00,61.39968 -2011-03-24 12:00:00,78.30275 -2011-03-24 13:00:00,82.25313 -2011-03-24 14:00:00,81.0272 -2011-03-24 15:00:00,79.11714 -2011-03-24 16:00:00,106.721634 -2011-03-24 17:00:00,218.9627 -2011-03-24 18:00:00,200.35046 -2011-03-24 19:00:00,144.01523 -2011-03-24 20:00:00,93.427246 -2011-03-24 21:00:00,76.45674 -2011-03-24 22:00:00,64.703156 -2011-03-24 23:00:00,38.23727 -2011-03-25 00:00:00,16.829285 -2011-03-25 01:00:00,6.926828 -2011-03-25 02:00:00,5.323224 -2011-03-25 03:00:00,4.208457 -2011-03-25 04:00:00,4.316306 -2011-03-25 05:00:00,7.9618464 -2011-03-25 06:00:00,32.655746 -2011-03-25 07:00:00,113.59112 -2011-03-25 08:00:00,254.86203 -2011-03-25 09:00:00,144.3526 -2011-03-25 10:00:00,74.0307 -2011-03-25 11:00:00,86.83246 -2011-03-25 12:00:00,112.60631 -2011-03-25 13:00:00,113.058395 -2011-03-25 14:00:00,116.46565 -2011-03-25 15:00:00,109.131836 -2011-03-25 16:00:00,135.98035 -2011-03-25 17:00:00,230.56824 -2011-03-25 18:00:00,195.36337 -2011-03-25 19:00:00,125.40163 -2011-03-25 20:00:00,84.61519 -2011-03-25 21:00:00,70.905846 -2011-03-25 22:00:00,55.582333 -2011-03-25 23:00:00,38.974907 -2011-03-26 00:00:00,33.72712 -2011-03-26 01:00:00,25.44726 -2011-03-26 02:00:00,16.664425 -2011-03-26 03:00:00,7.0559053 -2011-03-26 04:00:00,4.061331 -2011-03-26 05:00:00,3.906376 -2011-03-26 06:00:00,6.4883986 -2011-03-26 07:00:00,17.465918 -2011-03-26 08:00:00,42.75145 -2011-03-26 09:00:00,69.131096 -2011-03-26 10:00:00,110.524185 -2011-03-26 11:00:00,139.36612 -2011-03-26 12:00:00,178.40585 -2011-03-26 13:00:00,189.04303 -2011-03-26 14:00:00,196.11652 -2011-03-26 15:00:00,199.33624 -2011-03-26 16:00:00,190.21977 -2011-03-26 17:00:00,156.38408 -2011-03-26 18:00:00,129.10762 -2011-03-26 19:00:00,91.55389 -2011-03-26 20:00:00,70.32318 -2011-03-26 21:00:00,56.202377 -2011-03-26 22:00:00,54.295895 -2011-03-26 23:00:00,38.62832 -2011-03-27 00:00:00,36.696556 -2011-03-27 01:00:00,25.877045 -2011-03-27 02:00:00,18.435558 -2011-03-27 03:00:00,8.717163 -2011-03-27 04:00:00,5.0224075 -2011-03-27 06:00:00,7.091585 -2011-03-27 07:00:00,13.649292 -2011-03-27 08:00:00,26.393417 -2011-03-27 09:00:00,48.19101 -2011-03-27 10:00:00,100.56901 -2011-03-27 11:00:00,125.57156 -2011-03-27 12:00:00,155.17947 -2011-03-27 13:00:00,173.6305 -2011-03-27 14:00:00,183.32213 -2011-03-27 15:00:00,180.13727 -2011-03-27 16:00:00,178.06052 -2011-03-27 17:00:00,146.25829 -2011-03-27 18:00:00,115.4122 -2011-03-27 19:00:00,85.58867 -2011-03-27 20:00:00,57.997017 -2011-03-27 21:00:00,45.659576 -2011-03-27 22:00:00,37.731407 -2011-03-27 23:00:00,26.429691 -2011-03-28 00:00:00,11.444159 -2011-03-28 01:00:00,5.998313 -2011-03-28 02:00:00,5.1175003 -2011-03-28 03:00:00,3.8527594 -2011-03-28 05:00:00,6.8007293 -2011-03-28 06:00:00,33.33454 -2011-03-28 07:00:00,111.93543 -2011-03-28 08:00:00,232.49365 -2011-03-28 09:00:00,126.78621 -2011-03-28 10:00:00,62.842125 -2011-03-28 11:00:00,70.42128 -2011-03-28 12:00:00,82.438225 -2011-03-28 13:00:00,89.61221 -2011-03-28 14:00:00,81.66734 -2011-03-28 15:00:00,83.31213 -2011-03-28 16:00:00,115.664474 -2011-03-28 17:00:00,240.21902 -2011-03-28 18:00:00,211.41235 -2011-03-28 19:00:00,154.95964 -2011-03-28 20:00:00,99.071 -2011-03-28 21:00:00,77.588425 -2011-03-28 22:00:00,52.18592 -2011-03-28 23:00:00,27.718483 -2011-03-29 00:00:00,11.917826 -2011-03-29 01:00:00,5.9348707 -2011-03-29 02:00:00,5.067959 -2011-03-29 03:00:00,3.9724703 -2011-03-29 04:00:00,3.738036 -2011-03-29 05:00:00,8.126579 -2011-03-29 06:00:00,37.66646 -2011-03-29 07:00:00,131.83357 -2011-03-29 08:00:00,264.9363 -2011-03-29 09:00:00,143.30011 -2011-03-29 10:00:00,70.02214 -2011-03-29 11:00:00,73.86943 -2011-03-29 12:00:00,98.966644 -2011-03-29 13:00:00,90.57539 -2011-03-29 14:00:00,86.76918 -2011-03-29 15:00:00,94.31961 -2011-03-29 16:00:00,132.44113 -2011-03-29 17:00:00,290.33783 -2011-03-29 18:00:00,260.1911 -2011-03-29 19:00:00,164.76874 -2011-03-29 20:00:00,119.38475 -2011-03-29 21:00:00,78.32695 -2011-03-29 22:00:00,59.820076 -2011-03-29 23:00:00,33.182636 -2011-03-30 00:00:00,12.909151 -2011-03-30 01:00:00,6.5219326 -2011-03-30 02:00:00,4.420638 -2011-03-30 03:00:00,3.2513647 -2011-03-30 04:00:00,3.459818 -2011-03-30 05:00:00,8.654533 -2011-03-30 06:00:00,41.419655 -2011-03-30 07:00:00,143.88083 -2011-03-30 08:00:00,280.33075 -2011-03-30 09:00:00,144.50992 -2011-03-30 10:00:00,71.095215 -2011-03-30 11:00:00,72.58646 -2011-03-30 12:00:00,90.42505 -2011-03-30 13:00:00,88.86324 -2011-03-30 14:00:00,77.08718 -2011-03-30 15:00:00,38.304146 -2011-03-30 16:00:00,53.446514 -2011-03-30 17:00:00,141.66884 -2011-03-30 18:00:00,121.89083 -2011-03-30 19:00:00,97.85924 -2011-03-30 20:00:00,40.901024 -2011-03-30 21:00:00,51.409958 -2011-03-30 22:00:00,29.252853 -2011-03-30 23:00:00,18.456608 -2011-03-31 00:00:00,10.719803 -2011-03-31 01:00:00,6.7265778 -2011-03-31 02:00:00,5.9575233 -2011-03-31 03:00:00,4.2048235 -2011-03-31 04:00:00,4.0447397 -2011-03-31 05:00:00,7.1606407 -2011-03-31 06:00:00,23.918142 -2011-03-31 07:00:00,68.076294 -2011-03-31 08:00:00,238.8429 -2011-03-31 09:00:00,85.93553 -2011-03-31 10:00:00,39.188118 -2011-03-31 11:00:00,43.920254 -2011-03-31 12:00:00,49.46643 -2011-03-31 13:00:00,61.968636 -2011-03-31 14:00:00,54.602997 -2011-03-31 15:00:00,42.37219 -2011-03-31 16:00:00,80.310135 -2011-03-31 17:00:00,170.19318 -2011-03-31 18:00:00,177.76854 -2011-03-31 19:00:00,127.18927 -2011-03-31 20:00:00,41.839165 -2011-03-31 21:00:00,56.560112 -2011-03-31 22:00:00,28.233597 -2011-03-31 23:00:00,26.081787 -2011-04-20 00:00:00,26.50623 -2011-04-20 01:00:00,10.065047 -2011-04-20 02:00:00,6.3578243 -2011-04-20 03:00:00,3.7363138 -2011-04-20 04:00:00,3.974031 -2011-04-20 05:00:00,14.203451 -2011-04-20 06:00:00,67.32637 -2011-04-20 07:00:00,189.95038 -2011-04-20 08:00:00,380.77783 -2011-04-20 09:00:00,185.07993 -2011-04-20 10:00:00,111.79425 -2011-04-20 11:00:00,122.62004 -2011-04-20 12:00:00,168.91714 -2011-04-20 13:00:00,165.623 -2011-04-20 14:00:00,139.90039 -2011-04-20 15:00:00,143.64847 -2011-04-20 16:00:00,215.06468 -2011-04-20 17:00:00,440.87756 -2011-04-20 18:00:00,434.74573 -2011-04-20 19:00:00,320.65497 -2011-04-20 20:00:00,239.10931 -2011-04-20 21:00:00,169.22598 -2011-04-20 22:00:00,120.45378 -2011-04-20 23:00:00,72.20693 -2011-04-21 00:00:00,34.064003 -2011-04-21 01:00:00,13.424166 -2011-04-21 02:00:00,9.163056 -2011-04-21 03:00:00,4.3144813 -2011-04-21 04:00:00,4.142612 -2011-04-21 05:00:00,14.20314 -2011-04-21 06:00:00,49.96689 -2011-04-21 07:00:00,196.04425 -2011-04-21 08:00:00,346.0647 -2011-04-21 09:00:00,173.04706 -2011-04-21 10:00:00,99.61019 -2011-04-21 11:00:00,111.19811 -2011-04-21 12:00:00,147.30304 -2011-04-21 13:00:00,147.40875 -2011-04-21 14:00:00,138.33282 -2011-04-21 15:00:00,154.36514 -2011-04-21 16:00:00,199.8804 -2011-04-21 17:00:00,401.63794 -2011-04-21 18:00:00,369.51355 -2011-04-21 19:00:00,249.05179 -2011-04-21 20:00:00,180.70639 -2011-04-21 21:00:00,133.31915 -2011-04-21 22:00:00,100.81371 -2011-04-21 23:00:00,63.359818 -2011-04-22 00:00:00,34.589188 -2011-04-22 01:00:00,16.118471 -2011-04-22 02:00:00,8.441299 -2011-04-22 03:00:00,4.5185566 -2011-04-22 04:00:00,4.316043 -2011-04-22 05:00:00,15.107092 -2011-04-22 06:00:00,53.745937 -2011-04-22 07:00:00,154.90672 -2011-04-22 08:00:00,320.34113 -2011-04-22 09:00:00,118.09085 -2011-04-22 10:00:00,106.590485 -2011-04-22 11:00:00,80.85843 -2011-04-22 12:00:00,92.71051 -2011-04-22 13:00:00,83.22052 -2011-04-22 14:00:00,58.916447 -2011-04-22 15:00:00,78.786476 -2011-04-22 16:00:00,117.95936 -2011-04-22 17:00:00,151.63617 -2011-04-22 18:00:00,135.922 -2011-04-22 19:00:00,97.08623 -2011-04-22 20:00:00,74.58939 -2011-04-22 21:00:00,52.171455 -2011-04-22 22:00:00,46.918495 -2011-04-22 23:00:00,49.398438 -2011-04-23 00:00:00,44.231133 -2011-04-23 01:00:00,38.612617 -2011-04-23 02:00:00,33.44795 -2011-04-23 03:00:00,15.893326 -2011-04-23 04:00:00,5.4599824 -2011-04-23 05:00:00,5.349455 -2011-04-23 06:00:00,12.957663 -2011-04-23 07:00:00,23.488012 -2011-04-23 08:00:00,55.951675 -2011-04-23 09:00:00,76.880264 -2011-04-23 10:00:00,148.62308 -2011-04-23 11:00:00,189.17542 -2011-04-23 12:00:00,247.67082 -2011-04-23 13:00:00,250.49394 -2011-04-23 14:00:00,287.0359 -2011-04-23 15:00:00,312.57956 -2011-04-23 16:00:00,310.79083 -2011-04-23 17:00:00,310.07825 -2011-04-23 18:00:00,265.27173 -2011-04-23 19:00:00,184.09123 -2011-04-23 20:00:00,125.26386 -2011-04-23 21:00:00,121.05105 -2011-04-23 22:00:00,114.84514 -2011-04-23 23:00:00,75.346344 -2011-04-24 00:00:00,78.81838 -2011-04-24 01:00:00,57.420692 -2011-04-24 02:00:00,43.16542 -2011-04-24 03:00:00,21.973152 -2011-04-24 04:00:00,7.791035 -2011-04-24 05:00:00,6.544406 -2011-04-24 06:00:00,9.167784 -2011-04-24 07:00:00,38.811005 -2011-04-24 08:00:00,66.51171 -2011-04-24 09:00:00,132.98988 -2011-04-24 10:00:00,228.01442 -2011-04-24 11:00:00,319.28558 -2011-04-24 12:00:00,369.48398 -2011-04-24 13:00:00,372.81522 -2011-04-24 14:00:00,365.26758 -2011-04-24 15:00:00,367.4131 -2011-04-24 16:00:00,373.47177 -2011-04-24 17:00:00,337.1153 -2011-04-24 18:00:00,292.39948 -2011-04-24 19:00:00,170.64458 -2011-04-24 20:00:00,130.65921 -2011-04-24 21:00:00,73.18043 -2011-04-24 22:00:00,49.947357 -2011-04-24 23:00:00,45.946983 -2011-04-25 00:00:00,19.245548 -2011-04-25 01:00:00,12.710379 -2011-04-25 02:00:00,7.859273 -2011-04-25 03:00:00,4.808744 -2011-04-25 04:00:00,4.646343 -2011-04-25 05:00:00,13.086294 -2011-04-25 06:00:00,56.582283 -2011-04-25 07:00:00,171.92493 -2011-04-25 08:00:00,334.3191 -2011-04-25 09:00:00,174.64102 -2011-04-25 10:00:00,111.86072 -2011-04-25 11:00:00,123.750946 -2011-04-25 12:00:00,146.86536 -2011-04-25 13:00:00,153.97961 -2011-04-25 14:00:00,141.0983 -2011-04-25 15:00:00,150.89731 -2011-04-25 16:00:00,230.18585 -2011-04-25 17:00:00,457.71106 -2011-04-25 18:00:00,437.72284 -2011-04-25 19:00:00,315.276 -2011-04-25 20:00:00,226.93314 -2011-04-25 21:00:00,158.7261 -2011-04-25 22:00:00,102.1588 -2011-04-25 23:00:00,50.71818 -2011-04-26 00:00:00,28.673973 -2011-04-26 01:00:00,13.891506 -2011-04-26 02:00:00,6.9867115 -2011-04-26 03:00:00,4.6754565 -2011-04-26 04:00:00,5.193988 -2011-04-26 05:00:00,14.988236 -2011-04-26 06:00:00,74.65748 -2011-04-26 07:00:00,242.73647 -2011-04-26 08:00:00,365.74396 -2011-04-26 09:00:00,187.96635 -2011-04-26 10:00:00,113.83613 -2011-04-26 11:00:00,126.98074 -2011-04-26 12:00:00,163.44528 -2011-04-26 13:00:00,160.40323 -2011-04-26 14:00:00,137.49089 -2011-04-26 15:00:00,150.26733 -2011-04-26 16:00:00,227.38931 -2011-04-26 17:00:00,455.59793 -2011-04-26 18:00:00,426.99628 -2011-04-26 19:00:00,301.9486 -2011-04-26 20:00:00,212.63506 -2011-04-26 21:00:00,160.58981 -2011-04-26 22:00:00,99.8035 -2011-04-26 23:00:00,51.867702 -2011-04-27 00:00:00,28.251528 -2011-04-27 01:00:00,13.233557 -2011-04-27 02:00:00,7.038354 -2011-04-27 03:00:00,4.621869 -2011-04-27 04:00:00,4.7768183 -2011-04-27 05:00:00,12.600212 -2011-04-27 06:00:00,67.244 -2011-04-27 07:00:00,203.6329 -2011-04-27 08:00:00,342.88275 -2011-04-27 09:00:00,167.6058 -2011-04-27 10:00:00,93.05726 -2011-04-27 11:00:00,110.92937 -2011-04-27 12:00:00,138.7425 -2011-04-27 13:00:00,136.23438 -2011-04-27 14:00:00,135.10724 -2011-04-27 15:00:00,143.328 -2011-04-27 16:00:00,207.53056 -2011-04-27 17:00:00,284.7375 -2011-04-27 18:00:00,279.1944 -2011-04-27 19:00:00,281.2061 -2011-04-27 20:00:00,178.07014 -2011-04-27 21:00:00,132.15788 -2011-04-27 22:00:00,83.39659 -2011-04-27 23:00:00,49.642452 -2011-04-28 00:00:00,38.70163 -2011-04-28 01:00:00,14.138956 -2011-04-28 02:00:00,6.3649635 -2011-04-28 03:00:00,5.8235807 -2011-04-28 04:00:00,5.340591 -2011-04-28 05:00:00,17.20243 -2011-04-28 06:00:00,78.03496 -2011-04-28 07:00:00,240.50723 -2011-04-28 08:00:00,375.26923 -2011-04-28 09:00:00,144.75911 -2011-04-28 10:00:00,97.374725 -2011-04-28 11:00:00,106.06847 -2011-04-28 12:00:00,136.83914 -2011-04-28 13:00:00,118.79871 -2011-04-28 14:00:00,118.6799 -2011-04-28 15:00:00,157.03523 -2011-04-28 16:00:00,206.8363 -2011-04-28 17:00:00,438.66693 -2011-04-28 18:00:00,402.03094 -2011-04-28 19:00:00,297.0927 -2011-04-28 20:00:00,223.47115 -2011-04-28 21:00:00,169.70766 -2011-04-28 22:00:00,121.05682 -2011-04-28 23:00:00,79.69301 -2011-04-29 00:00:00,45.075615 -2011-04-29 01:00:00,21.62886 -2011-04-29 02:00:00,12.087057 -2011-04-29 03:00:00,5.5403566 -2011-04-29 04:00:00,5.200682 -2011-04-29 05:00:00,17.084188 -2011-04-29 06:00:00,71.67137 -2011-04-29 07:00:00,221.23071 -2011-04-29 08:00:00,380.99878 -2011-04-29 09:00:00,199.73483 -2011-04-29 10:00:00,139.57175 -2011-04-29 11:00:00,168.24792 -2011-04-29 12:00:00,205.18558 -2011-04-29 13:00:00,207.62968 -2011-04-29 14:00:00,199.37741 -2011-04-29 15:00:00,197.13196 -2011-04-29 16:00:00,251.28452 -2011-04-29 17:00:00,390.19287 -2011-04-29 18:00:00,362.0592 -2011-04-29 19:00:00,240.03958 -2011-04-29 20:00:00,167.77579 -2011-04-29 21:00:00,133.30347 -2011-04-29 22:00:00,113.25125 -2011-04-29 23:00:00,80.184654 -2011-04-30 00:00:00,62.58819 -2011-04-30 01:00:00,46.98436 -2011-04-30 02:00:00,34.998165 -2011-04-30 03:00:00,16.551283 -2011-04-30 04:00:00,6.3285646 -2011-04-30 05:00:00,5.1658783 -2011-04-30 06:00:00,15.262363 -2011-04-30 07:00:00,43.29177 -2011-04-30 08:00:00,86.86212 -2011-04-30 09:00:00,139.70534 -2011-04-30 10:00:00,229.77682 -2011-04-30 11:00:00,287.16925 -2011-04-30 12:00:00,347.38098 -2011-04-30 13:00:00,360.6219 -2011-04-30 14:00:00,344.5154 -2011-04-30 15:00:00,361.04355 -2011-04-30 16:00:00,359.5046 -2011-04-30 17:00:00,326.27185 -2011-04-30 18:00:00,279.11423 -2011-04-30 19:00:00,214.73758 -2011-04-30 20:00:00,145.20865 -2011-04-30 21:00:00,121.33751 -2011-04-30 22:00:00,100.408806 -2011-04-30 23:00:00,81.166046 -2011-05-20 00:00:00,44.956795 -2011-05-20 01:00:00,19.380135 -2011-05-20 02:00:00,11.466121 -2011-05-20 03:00:00,5.848959 -2011-05-20 04:00:00,6.05161 -2011-05-20 05:00:00,22.846752 -2011-05-20 06:00:00,99.02602 -2011-05-20 07:00:00,276.64224 -2011-05-20 08:00:00,437.5575 -2011-05-20 09:00:00,231.95743 -2011-05-20 10:00:00,162.36975 -2011-05-20 11:00:00,192.61003 -2011-05-20 12:00:00,245.00519 -2011-05-20 13:00:00,224.2796 -2011-05-20 14:00:00,241.61041 -2011-05-20 15:00:00,246.45026 -2011-05-20 16:00:00,329.71844 -2011-05-20 17:00:00,535.25507 -2011-05-20 18:00:00,502.42645 -2011-05-20 19:00:00,346.422 -2011-05-20 20:00:00,255.34756 -2011-05-20 21:00:00,202.0811 -2011-05-20 22:00:00,161.77505 -2011-05-20 23:00:00,133.24895 -2011-05-21 00:00:00,99.645645 -2011-05-21 01:00:00,71.946594 -2011-05-21 02:00:00,55.368523 -2011-05-21 03:00:00,27.809666 -2011-05-21 04:00:00,9.253616 -2011-05-21 05:00:00,10.128405 -2011-05-21 06:00:00,27.62659 -2011-05-21 07:00:00,60.176064 -2011-05-21 08:00:00,131.00024 -2011-05-21 09:00:00,221.3389 -2011-05-21 10:00:00,307.43207 -2011-05-21 11:00:00,382.173 -2011-05-21 12:00:00,423.15 -2011-05-21 13:00:00,427.24323 -2011-05-21 14:00:00,421.97946 -2011-05-21 15:00:00,429.56677 -2011-05-21 16:00:00,423.72733 -2011-05-21 17:00:00,406.93665 -2011-05-21 18:00:00,370.21347 -2011-05-21 19:00:00,317.73016 -2011-05-21 20:00:00,248.9219 -2011-05-21 21:00:00,211.9336 -2011-05-21 22:00:00,177.9068 -2011-05-21 23:00:00,139.47891 -2011-05-22 00:00:00,103.08832 -2011-05-22 01:00:00,72.62712 -2011-05-22 02:00:00,56.031334 -2011-05-22 03:00:00,26.87312 -2011-05-22 04:00:00,10.121244 -2011-05-22 05:00:00,9.720164 -2011-05-22 06:00:00,15.537402 -2011-05-22 07:00:00,46.217705 -2011-05-22 08:00:00,96.63996 -2011-05-22 09:00:00,191.0702 -2011-05-22 10:00:00,298.94904 -2011-05-22 11:00:00,370.30676 -2011-05-22 12:00:00,396.4751 -2011-05-22 13:00:00,400.44684 -2011-05-22 14:00:00,345.0395 -2011-05-22 15:00:00,385.87732 -2011-05-22 16:00:00,401.16907 -2011-05-22 17:00:00,384.56097 -2011-05-22 18:00:00,363.28162 -2011-05-22 19:00:00,306.94623 -2011-05-22 20:00:00,244.0423 -2011-05-22 21:00:00,182.51079 -2011-05-22 22:00:00,119.20187 -2011-05-22 23:00:00,72.20944 -2011-05-23 00:00:00,31.759274 -2011-05-23 01:00:00,16.076374 -2011-05-23 02:00:00,14.974812 -2011-05-23 03:00:00,7.855413 -2011-05-23 04:00:00,6.4290476 -2011-05-23 05:00:00,20.248457 -2011-05-23 06:00:00,87.64885 -2011-05-23 07:00:00,232.37317 -2011-05-23 08:00:00,382.00085 -2011-05-23 09:00:00,193.31596 -2011-05-23 10:00:00,124.58588 -2011-05-23 11:00:00,150.56549 -2011-05-23 12:00:00,187.81802 -2011-05-23 13:00:00,182.83397 -2011-05-23 14:00:00,169.18224 -2011-05-23 15:00:00,180.38467 -2011-05-23 16:00:00,275.38718 -2011-05-23 17:00:00,427.98053 -2011-05-23 18:00:00,491.40594 -2011-05-23 19:00:00,366.1198 -2011-05-23 20:00:00,217.92822 -2011-05-23 21:00:00,145.14603 -2011-05-23 22:00:00,95.2735 -2011-05-23 23:00:00,64.397705 -2011-05-24 00:00:00,23.658638 -2011-05-24 01:00:00,12.510432 -2011-05-24 02:00:00,7.820692 -2011-05-24 03:00:00,5.597726 -2011-05-24 04:00:00,6.315558 -2011-05-24 05:00:00,17.510387 -2011-05-24 06:00:00,91.38808 -2011-05-24 07:00:00,212.52164 -2011-05-24 08:00:00,288.51843 -2011-05-24 09:00:00,219.95406 -2011-05-24 10:00:00,128.70747 -2011-05-24 11:00:00,154.97955 -2011-05-24 12:00:00,194.13593 -2011-05-24 13:00:00,183.29596 -2011-05-24 14:00:00,164.08092 -2011-05-24 15:00:00,170.50157 -2011-05-24 16:00:00,290.57812 -2011-05-24 17:00:00,549.27405 -2011-05-24 18:00:00,526.00256 -2011-05-24 19:00:00,376.04144 -2011-05-24 20:00:00,278.19415 -2011-05-24 21:00:00,201.59485 -2011-05-24 22:00:00,115.07455 -2011-05-24 23:00:00,105.84918 -2011-05-25 00:00:00,38.34567 -2011-05-25 01:00:00,22.513172 -2011-05-25 02:00:00,7.626462 -2011-05-25 03:00:00,5.9316874 -2011-05-25 04:00:00,5.83661 -2011-05-25 05:00:00,24.734344 -2011-05-25 06:00:00,99.15614 -2011-05-25 07:00:00,315.90622 -2011-05-25 08:00:00,460.0481 -2011-05-25 09:00:00,213.96815 -2011-05-25 10:00:00,134.40778 -2011-05-25 11:00:00,155.32803 -2011-05-25 12:00:00,194.81683 -2011-05-25 13:00:00,190.95328 -2011-05-25 14:00:00,176.62616 -2011-05-25 15:00:00,177.11404 -2011-05-25 16:00:00,287.698 -2011-05-25 17:00:00,548.1411 -2011-05-25 18:00:00,540.1844 -2011-05-25 19:00:00,393.8914 -2011-05-25 20:00:00,304.34167 -2011-05-25 21:00:00,227.21906 -2011-05-25 22:00:00,171.53816 -2011-05-25 23:00:00,110.49206 -2011-05-26 00:00:00,47.749687 -2011-05-26 01:00:00,21.084045 -2011-05-26 02:00:00,11.057356 -2011-05-26 03:00:00,6.6377544 -2011-05-26 04:00:00,6.5041533 -2011-05-26 05:00:00,24.220089 -2011-05-26 06:00:00,92.33718 -2011-05-26 07:00:00,244.03168 -2011-05-26 08:00:00,433.4438 -2011-05-26 09:00:00,218.12253 -2011-05-26 10:00:00,133.65108 -2011-05-26 11:00:00,155.61626 -2011-05-26 12:00:00,185.74857 -2011-05-26 13:00:00,176.12006 -2011-05-26 14:00:00,162.63799 -2011-05-26 15:00:00,167.20157 -2011-05-26 16:00:00,276.4889 -2011-05-26 17:00:00,539.02893 -2011-05-26 18:00:00,519.6599 -2011-05-26 19:00:00,381.03973 -2011-05-26 20:00:00,302.0927 -2011-05-26 21:00:00,232.0043 -2011-05-26 22:00:00,177.79013 -2011-05-26 23:00:00,124.857925 -2011-05-27 00:00:00,67.417854 -2011-05-27 01:00:00,33.091606 -2011-05-27 02:00:00,17.986336 -2011-05-27 03:00:00,8.402843 -2011-05-27 04:00:00,8.838488 -2011-05-27 05:00:00,35.59198 -2011-05-27 06:00:00,110.82785 -2011-05-27 07:00:00,291.79074 -2011-05-27 08:00:00,456.51205 -2011-05-27 09:00:00,235.41318 -2011-05-27 10:00:00,165.82626 -2011-05-27 11:00:00,184.81996 -2011-05-27 12:00:00,229.97778 -2011-05-27 13:00:00,240.13113 -2011-05-27 14:00:00,217.32217 -2011-05-27 15:00:00,232.36446 -2011-05-27 16:00:00,313.39856 -2011-05-27 17:00:00,534.4608 -2011-05-27 18:00:00,438.80103 -2011-05-27 19:00:00,289.05594 -2011-05-27 20:00:00,251.56406 -2011-05-27 21:00:00,173.57303 -2011-05-27 22:00:00,177.09406 -2011-05-27 23:00:00,127.76821 -2011-05-28 00:00:00,104.77334 -2011-05-28 01:00:00,75.254974 -2011-05-28 02:00:00,51.934635 -2011-05-28 03:00:00,26.139662 -2011-05-28 04:00:00,10.097392 -2011-05-28 05:00:00,11.640237 -2011-05-28 06:00:00,29.604939 -2011-05-28 07:00:00,60.337234 -2011-05-28 08:00:00,126.77372 -2011-05-28 09:00:00,218.06131 -2011-05-28 10:00:00,303.86145 -2011-05-28 11:00:00,364.0788 -2011-05-28 12:00:00,404.62756 -2011-05-28 13:00:00,404.7642 -2011-05-28 14:00:00,396.09766 -2011-05-28 15:00:00,416.00354 -2011-05-28 16:00:00,416.08716 -2011-05-28 17:00:00,419.55304 -2011-05-28 18:00:00,367.40527 -2011-05-28 19:00:00,308.992 -2011-05-28 20:00:00,266.94598 -2011-05-28 21:00:00,209.97781 -2011-05-28 22:00:00,186.43706 -2011-05-28 23:00:00,134.34756 -2011-05-29 00:00:00,112.10844 -2011-05-29 01:00:00,86.73099 -2011-05-29 02:00:00,62.32101 -2011-05-29 03:00:00,33.811134 -2011-05-29 04:00:00,11.531019 -2011-05-29 05:00:00,11.3192005 -2011-05-29 06:00:00,21.172974 -2011-05-29 07:00:00,46.752487 -2011-05-29 08:00:00,88.80319 -2011-05-29 09:00:00,111.43997 -2011-05-29 10:00:00,249.23642 -2011-05-29 11:00:00,286.68512 -2011-05-29 12:00:00,363.096 -2011-05-29 13:00:00,385.60092 -2011-05-29 14:00:00,364.61224 -2011-05-29 15:00:00,365.211 -2011-05-29 16:00:00,369.50946 -2011-05-29 17:00:00,337.12048 -2011-05-29 18:00:00,312.82452 -2011-05-29 19:00:00,278.4702 -2011-05-29 20:00:00,214.86383 -2011-05-29 21:00:00,163.38889 -2011-05-29 22:00:00,117.37134 -2011-05-29 23:00:00,85.71635 -2011-05-30 00:00:00,73.39127 -2011-05-30 01:00:00,57.26868 -2011-05-30 02:00:00,43.822685 -2011-05-30 03:00:00,21.819721 -2011-05-30 04:00:00,16.83711 -2011-05-30 05:00:00,24.794563 -2011-05-30 06:00:00,54.163002 -2011-05-30 07:00:00,131.14015 -2011-05-30 08:00:00,207.54146 -2011-05-30 09:00:00,203.46024 -2011-05-30 10:00:00,213.30124 -2011-05-30 11:00:00,293.5625 -2011-05-30 12:00:00,310.47107 -2011-05-30 13:00:00,311.42474 -2011-05-30 14:00:00,293.85986 -2011-05-30 15:00:00,288.58502 -2011-05-30 16:00:00,323.02338 -2011-05-30 17:00:00,445.57205 -2011-05-30 18:00:00,437.50424 -2011-05-30 19:00:00,315.948 -2011-05-30 20:00:00,315.30258 -2011-05-30 21:00:00,240.82181 -2011-05-30 22:00:00,169.77022 -2011-05-30 23:00:00,86.04546 -2011-05-31 00:00:00,38.813477 -2011-05-31 01:00:00,17.161419 -2011-05-31 02:00:00,8.523136 -2011-05-31 03:00:00,5.8691225 -2011-05-31 04:00:00,6.775875 -2011-05-31 05:00:00,25.551811 -2011-05-31 06:00:00,116.72826 -2011-05-31 07:00:00,310.5099 -2011-05-31 08:00:00,428.81726 -2011-05-31 09:00:00,197.54831 -2011-05-31 10:00:00,120.23312 -2011-05-31 11:00:00,120.26399 -2011-05-31 12:00:00,160.9838 -2011-05-31 13:00:00,154.90121 -2011-05-31 14:00:00,134.37552 -2011-05-31 15:00:00,154.19153 -2011-05-31 16:00:00,244.32373 -2011-05-31 17:00:00,526.9169 -2011-05-31 18:00:00,519.78406 -2011-05-31 19:00:00,384.09552 -2011-05-31 20:00:00,294.12732 -2011-05-31 21:00:00,214.16765 -2011-05-31 22:00:00,162.60652 -2011-05-31 23:00:00,96.98627 -2011-06-20 00:00:00,38.018734 -2011-06-20 01:00:00,16.189005 -2011-06-20 02:00:00,9.740568 -2011-06-20 03:00:00,8.262891 -2011-06-20 04:00:00,12.220838 -2011-06-20 05:00:00,30.55648 -2011-06-20 06:00:00,89.9035 -2011-06-20 07:00:00,168.11151 -2011-06-20 08:00:00,279.63486 -2011-06-20 09:00:00,202.83508 -2011-06-20 10:00:00,121.263626 -2011-06-20 11:00:00,131.52988 -2011-06-20 12:00:00,173.43091 -2011-06-20 13:00:00,183.52403 -2011-06-20 14:00:00,172.30215 -2011-06-20 15:00:00,188.1688 -2011-06-20 16:00:00,290.76605 -2011-06-20 17:00:00,555.1492 -2011-06-20 18:00:00,539.9965 -2011-06-20 19:00:00,388.26288 -2011-06-20 20:00:00,285.30667 -2011-06-20 21:00:00,206.10297 -2011-06-20 22:00:00,145.67787 -2011-06-20 23:00:00,77.53322 -2011-06-21 00:00:00,37.931133 -2011-06-21 01:00:00,16.806515 -2011-06-21 02:00:00,11.14555 -2011-06-21 03:00:00,7.860714 -2011-06-21 04:00:00,6.025858 -2011-06-21 05:00:00,22.871311 -2011-06-21 06:00:00,109.38831 -2011-06-21 07:00:00,257.7966 -2011-06-21 08:00:00,398.1419 -2011-06-21 09:00:00,194.70305 -2011-06-21 10:00:00,114.68115 -2011-06-21 11:00:00,124.14659 -2011-06-21 12:00:00,171.0277 -2011-06-21 13:00:00,174.52777 -2011-06-21 14:00:00,164.81396 -2011-06-21 15:00:00,172.34436 -2011-06-21 16:00:00,272.38745 -2011-06-21 17:00:00,540.7383 -2011-06-21 18:00:00,491.39825 -2011-06-21 19:00:00,355.82495 -2011-06-21 20:00:00,230.76492 -2011-06-21 21:00:00,220.28934 -2011-06-21 22:00:00,163.00037 -2011-06-21 23:00:00,94.58078 -2011-06-22 00:00:00,40.4561 -2011-06-22 01:00:00,17.368042 -2011-06-22 02:00:00,8.742742 -2011-06-22 03:00:00,6.403668 -2011-06-22 04:00:00,6.155504 -2011-06-22 05:00:00,22.821236 -2011-06-22 06:00:00,112.91815 -2011-06-22 07:00:00,316.69235 -2011-06-22 08:00:00,442.18054 -2011-06-22 09:00:00,209.65445 -2011-06-22 10:00:00,119.61533 -2011-06-22 11:00:00,140.05836 -2011-06-22 12:00:00,172.09357 -2011-06-22 13:00:00,161.3103 -2011-06-22 14:00:00,156.99146 -2011-06-22 15:00:00,157.03203 -2011-06-22 16:00:00,252.0563 -2011-06-22 17:00:00,530.31445 -2011-06-22 18:00:00,502.70044 -2011-06-22 19:00:00,380.1156 -2011-06-22 20:00:00,285.87994 -2011-06-22 21:00:00,214.81345 -2011-06-22 22:00:00,158.18048 -2011-06-22 23:00:00,92.25441 -2011-06-23 00:00:00,46.061028 -2011-06-23 01:00:00,20.39479 -2011-06-23 02:00:00,12.750881 -2011-06-23 03:00:00,8.393637 -2011-06-23 04:00:00,7.9257183 -2011-06-23 05:00:00,28.079426 -2011-06-23 06:00:00,120.869545 -2011-06-23 07:00:00,315.29874 -2011-06-23 08:00:00,434.32507 -2011-06-23 09:00:00,204.99564 -2011-06-23 10:00:00,126.669556 -2011-06-23 11:00:00,124.96774 -2011-06-23 12:00:00,172.01251 -2011-06-23 13:00:00,171.13971 -2011-06-23 14:00:00,152.66454 -2011-06-23 15:00:00,174.51736 -2011-06-23 16:00:00,265.83517 -2011-06-23 17:00:00,465.9862 -2011-06-23 18:00:00,482.55447 -2011-06-23 19:00:00,346.29846 -2011-06-23 20:00:00,286.0844 -2011-06-23 21:00:00,230.2334 -2011-06-23 22:00:00,163.04007 -2011-06-23 23:00:00,118.018616 -2011-06-24 00:00:00,66.638725 -2011-06-24 01:00:00,25.704319 -2011-06-24 02:00:00,13.865541 -2011-06-24 03:00:00,8.474419 -2011-06-24 04:00:00,6.9757943 -2011-06-24 05:00:00,23.400991 -2011-06-24 06:00:00,109.04785 -2011-06-24 07:00:00,266.62613 -2011-06-24 08:00:00,438.11218 -2011-06-24 09:00:00,228.76076 -2011-06-24 10:00:00,156.45361 -2011-06-24 11:00:00,188.77496 -2011-06-24 12:00:00,235.3248 -2011-06-24 13:00:00,241.74493 -2011-06-24 14:00:00,216.60503 -2011-06-24 15:00:00,237.05435 -2011-06-24 16:00:00,327.10876 -2011-06-24 17:00:00,560.62805 -2011-06-24 18:00:00,511.31488 -2011-06-24 19:00:00,381.4009 -2011-06-24 20:00:00,286.21765 -2011-06-24 21:00:00,235.77985 -2011-06-24 22:00:00,196.67842 -2011-06-24 23:00:00,162.10327 -2011-06-25 00:00:00,121.75284 -2011-06-25 01:00:00,84.64862 -2011-06-25 02:00:00,64.10449 -2011-06-25 03:00:00,34.909897 -2011-06-25 04:00:00,12.718929 -2011-06-25 05:00:00,14.273653 -2011-06-25 06:00:00,35.29149 -2011-06-25 07:00:00,86.95924 -2011-06-25 08:00:00,147.1097 -2011-06-25 09:00:00,229.80885 -2011-06-25 10:00:00,312.623 -2011-06-25 11:00:00,372.89334 -2011-06-25 12:00:00,440.7513 -2011-06-25 13:00:00,441.23416 -2011-06-25 14:00:00,405.29443 -2011-06-25 15:00:00,397.8028 -2011-06-25 16:00:00,435.44815 -2011-06-25 17:00:00,445.91168 -2011-06-25 18:00:00,384.26007 -2011-06-25 19:00:00,341.99335 -2011-06-25 20:00:00,286.16092 -2011-06-25 21:00:00,240.16669 -2011-06-25 22:00:00,209.81528 -2011-06-25 23:00:00,150.66881 -2011-06-26 00:00:00,118.24327 -2011-06-26 01:00:00,91.13951 -2011-06-26 02:00:00,71.925896 -2011-06-26 03:00:00,35.851295 -2011-06-26 04:00:00,11.816084 -2011-06-26 05:00:00,10.6306095 -2011-06-26 06:00:00,20.16041 -2011-06-26 07:00:00,51.36708 -2011-06-26 08:00:00,102.90968 -2011-06-26 09:00:00,200.18729 -2011-06-26 10:00:00,302.8476 -2011-06-26 11:00:00,367.59222 -2011-06-26 12:00:00,421.09363 -2011-06-26 13:00:00,401.34937 -2011-06-26 14:00:00,401.46808 -2011-06-26 15:00:00,392.691 -2011-06-26 16:00:00,402.5821 -2011-06-26 17:00:00,383.6397 -2011-06-26 18:00:00,347.60162 -2011-06-26 19:00:00,300.95056 -2011-06-26 20:00:00,241.30136 -2011-06-26 21:00:00,181.92105 -2011-06-26 22:00:00,158.50327 -2011-06-26 23:00:00,112.068634 -2011-06-27 00:00:00,36.497543 -2011-06-27 01:00:00,16.433939 -2011-06-27 02:00:00,11.1484585 -2011-06-27 03:00:00,8.369976 -2011-06-27 04:00:00,7.039793 -2011-06-27 05:00:00,23.423763 -2011-06-27 06:00:00,105.25145 -2011-06-27 07:00:00,292.47318 -2011-06-27 08:00:00,399.2717 -2011-06-27 09:00:00,200.36823 -2011-06-27 10:00:00,128.0081 -2011-06-27 11:00:00,148.22925 -2011-06-27 12:00:00,184.8352 -2011-06-27 13:00:00,182.00487 -2011-06-27 14:00:00,166.3613 -2011-06-27 15:00:00,175.2008 -2011-06-27 16:00:00,289.10913 -2011-06-27 17:00:00,561.1846 -2011-06-27 18:00:00,542.97534 -2011-06-27 19:00:00,395.08862 -2011-06-27 20:00:00,290.70844 -2011-06-27 21:00:00,205.5003 -2011-06-27 22:00:00,148.05452 -2011-06-27 23:00:00,84.088295 -2011-06-28 00:00:00,36.98819 -2011-06-28 01:00:00,16.464828 -2011-06-28 02:00:00,8.957946 -2011-06-28 03:00:00,6.004572 -2011-06-28 04:00:00,6.178302 -2011-06-28 05:00:00,24.059765 -2011-06-28 06:00:00,119.42183 -2011-06-28 07:00:00,311.6996 -2011-06-28 08:00:00,428.9749 -2011-06-28 09:00:00,200.08401 -2011-06-28 10:00:00,126.021545 -2011-06-28 11:00:00,137.8219 -2011-06-28 12:00:00,172.09137 -2011-06-28 13:00:00,166.58197 -2011-06-28 14:00:00,148.6163 -2011-06-28 15:00:00,153.60275 -2011-06-28 16:00:00,260.50067 -2011-06-28 17:00:00,438.92938 -2011-06-28 18:00:00,417.04834 -2011-06-28 19:00:00,368.27155 -2011-06-28 20:00:00,290.71313 -2011-06-28 21:00:00,205.18472 -2011-06-28 22:00:00,150.06808 -2011-06-28 23:00:00,90.786736 -2011-06-29 00:00:00,35.730236 -2011-06-29 01:00:00,17.167927 -2011-06-29 02:00:00,9.697062 -2011-06-29 03:00:00,6.3749814 -2011-06-29 04:00:00,6.4949083 -2011-06-29 05:00:00,25.709858 -2011-06-29 06:00:00,116.93977 -2011-06-29 07:00:00,320.04736 -2011-06-29 08:00:00,448.53864 -2011-06-29 09:00:00,214.1781 -2011-06-29 10:00:00,127.42638 -2011-06-29 11:00:00,157.86566 -2011-06-29 12:00:00,197.71529 -2011-06-29 13:00:00,186.5704 -2011-06-29 14:00:00,170.75754 -2011-06-29 15:00:00,185.15982 -2011-06-29 16:00:00,292.14172 -2011-06-29 17:00:00,569.93066 -2011-06-29 18:00:00,554.1046 -2011-06-29 19:00:00,400.36365 -2011-06-29 20:00:00,310.9515 -2011-06-29 21:00:00,251.96951 -2011-06-29 22:00:00,191.72632 -2011-06-29 23:00:00,117.20056 -2011-06-30 00:00:00,48.388405 -2011-06-30 01:00:00,18.464855 -2011-06-30 02:00:00,10.418066 -2011-06-30 03:00:00,6.8804398 -2011-06-30 04:00:00,6.6203194 -2011-06-30 05:00:00,28.344288 -2011-06-30 06:00:00,120.533554 -2011-06-30 07:00:00,324.87418 -2011-06-30 08:00:00,446.93832 -2011-06-30 09:00:00,210.72362 -2011-06-30 10:00:00,130.39595 -2011-06-30 11:00:00,161.05585 -2011-06-30 12:00:00,201.4498 -2011-06-30 13:00:00,198.32915 -2011-06-30 14:00:00,180.04115 -2011-06-30 15:00:00,192.48578 -2011-06-30 16:00:00,297.13202 -2011-06-30 17:00:00,576.56836 -2011-06-30 18:00:00,555.4801 -2011-06-30 19:00:00,403.0667 -2011-06-30 20:00:00,313.70648 -2011-06-30 21:00:00,243.63812 -2011-06-30 22:00:00,194.48102 -2011-06-30 23:00:00,132.8509 -2011-07-20 00:00:00,40.82505 -2011-07-20 01:00:00,16.985126 -2011-07-20 02:00:00,9.65331 -2011-07-20 03:00:00,6.8247995 -2011-07-20 04:00:00,6.5295296 -2011-07-20 05:00:00,25.635906 -2011-07-20 06:00:00,113.805695 -2011-07-20 07:00:00,300.2672 -2011-07-20 08:00:00,432.9447 -2011-07-20 09:00:00,202.98837 -2011-07-20 10:00:00,121.47093 -2011-07-20 11:00:00,131.42078 -2011-07-20 12:00:00,159.52731 -2011-07-20 13:00:00,160.46033 -2011-07-20 14:00:00,150.84189 -2011-07-20 15:00:00,162.74243 -2011-07-20 16:00:00,249.92044 -2011-07-20 17:00:00,515.1387 -2011-07-20 18:00:00,509.8932 -2011-07-20 19:00:00,370.344 -2011-07-20 20:00:00,277.60516 -2011-07-20 21:00:00,229.13507 -2011-07-20 22:00:00,170.18602 -2011-07-20 23:00:00,106.066956 -2011-07-21 00:00:00,50.28163 -2011-07-21 01:00:00,20.224325 -2011-07-21 02:00:00,12.381817 -2011-07-21 03:00:00,9.148876 -2011-07-21 04:00:00,8.114923 -2011-07-21 05:00:00,28.468117 -2011-07-21 06:00:00,118.61516 -2011-07-21 07:00:00,302.5445 -2011-07-21 08:00:00,426.47168 -2011-07-21 09:00:00,187.72034 -2011-07-21 10:00:00,119.03084 -2011-07-21 11:00:00,127.59668 -2011-07-21 12:00:00,159.25906 -2011-07-21 13:00:00,158.87567 -2011-07-21 14:00:00,151.9317 -2011-07-21 15:00:00,155.7314 -2011-07-21 16:00:00,242.10136 -2011-07-21 17:00:00,478.9278 -2011-07-21 18:00:00,460.18604 -2011-07-21 19:00:00,325.57544 -2011-07-21 20:00:00,274.66595 -2011-07-21 21:00:00,208.76212 -2011-07-21 22:00:00,167.34491 -2011-07-21 23:00:00,121.41037 -2011-07-22 00:00:00,59.74175 -2011-07-22 01:00:00,20.438488 -2011-07-22 02:00:00,16.937908 -2011-07-22 03:00:00,10.705421 -2011-07-22 04:00:00,11.040246 -2011-07-22 05:00:00,27.403183 -2011-07-22 06:00:00,114.04543 -2011-07-22 07:00:00,264.18268 -2011-07-22 08:00:00,410.03403 -2011-07-22 09:00:00,187.39517 -2011-07-22 10:00:00,130.21443 -2011-07-22 11:00:00,149.74939 -2011-07-22 12:00:00,158.25476 -2011-07-22 13:00:00,158.38885 -2011-07-22 14:00:00,144.88315 -2011-07-22 15:00:00,169.56 -2011-07-22 16:00:00,220.61148 -2011-07-22 17:00:00,471.49518 -2011-07-22 18:00:00,429.05994 -2011-07-22 19:00:00,325.5505 -2011-07-22 20:00:00,253.70401 -2011-07-22 21:00:00,207.29953 -2011-07-22 22:00:00,175.65234 -2011-07-22 23:00:00,141.78897 -2011-07-23 00:00:00,104.88904 -2011-07-23 01:00:00,83.42807 -2011-07-23 02:00:00,55.47935 -2011-07-23 03:00:00,35.09453 -2011-07-23 04:00:00,13.228683 -2011-07-23 05:00:00,14.71303 -2011-07-23 06:00:00,34.210403 -2011-07-23 07:00:00,82.92083 -2011-07-23 08:00:00,129.28586 -2011-07-23 09:00:00,200.57098 -2011-07-23 10:00:00,273.838 -2011-07-23 11:00:00,312.68652 -2011-07-23 12:00:00,319.8727 -2011-07-23 13:00:00,307.18854 -2011-07-23 14:00:00,312.77454 -2011-07-23 15:00:00,291.87827 -2011-07-23 16:00:00,299.00372 -2011-07-23 17:00:00,304.56186 -2011-07-23 18:00:00,310.96225 -2011-07-23 19:00:00,293.805 -2011-07-23 20:00:00,268.4531 -2011-07-23 21:00:00,223.74658 -2011-07-23 22:00:00,197.24002 -2011-07-23 23:00:00,157.64836 -2011-07-24 00:00:00,120.36429 -2011-07-24 01:00:00,92.32208 -2011-07-24 02:00:00,69.62178 -2011-07-24 03:00:00,35.946587 -2011-07-24 04:00:00,14.416801 -2011-07-24 05:00:00,14.060076 -2011-07-24 06:00:00,20.943748 -2011-07-24 07:00:00,61.910313 -2011-07-24 08:00:00,105.86927 -2011-07-24 09:00:00,183.20868 -2011-07-24 10:00:00,268.9513 -2011-07-24 11:00:00,325.55753 -2011-07-24 12:00:00,342.37756 -2011-07-24 13:00:00,364.4737 -2011-07-24 14:00:00,343.3467 -2011-07-24 15:00:00,322.79425 -2011-07-24 16:00:00,324.54108 -2011-07-24 17:00:00,320.56506 -2011-07-24 18:00:00,309.98984 -2011-07-24 19:00:00,294.14517 -2011-07-24 20:00:00,254.71619 -2011-07-24 21:00:00,184.94513 -2011-07-24 22:00:00,136.67761 -2011-07-24 23:00:00,91.87826 -2011-07-25 00:00:00,42.741707 -2011-07-25 01:00:00,24.365189 -2011-07-25 02:00:00,14.345583 -2011-07-25 03:00:00,7.881886 -2011-07-25 04:00:00,9.456455 -2011-07-25 05:00:00,27.436798 -2011-07-25 06:00:00,111.61405 -2011-07-25 07:00:00,297.83072 -2011-07-25 08:00:00,398.547 -2011-07-25 09:00:00,178.34229 -2011-07-25 10:00:00,108.56784 -2011-07-25 11:00:00,129.22488 -2011-07-25 12:00:00,160.49738 -2011-07-25 13:00:00,166.84082 -2011-07-25 14:00:00,137.31003 -2011-07-25 15:00:00,127.72837 -2011-07-25 16:00:00,195.84671 -2011-07-25 17:00:00,470.5004 -2011-07-25 18:00:00,495.69315 -2011-07-25 19:00:00,375.61572 -2011-07-25 20:00:00,278.17917 -2011-07-25 21:00:00,172.15845 -2011-07-25 22:00:00,133.2512 -2011-07-25 23:00:00,78.81444 -2011-07-26 00:00:00,39.422096 -2011-07-26 01:00:00,16.858562 -2011-07-26 02:00:00,9.599271 -2011-07-26 03:00:00,6.628682 -2011-07-26 04:00:00,6.8075943 -2011-07-26 05:00:00,23.263031 -2011-07-26 06:00:00,115.410446 -2011-07-26 07:00:00,320.6176 -2011-07-26 08:00:00,432.80786 -2011-07-26 09:00:00,203.75635 -2011-07-26 10:00:00,127.879166 -2011-07-26 11:00:00,143.54416 -2011-07-26 12:00:00,176.84015 -2011-07-26 13:00:00,181.76694 -2011-07-26 14:00:00,163.11203 -2011-07-26 15:00:00,168.92267 -2011-07-26 16:00:00,280.92395 -2011-07-26 17:00:00,560.55304 -2011-07-26 18:00:00,547.83966 -2011-07-26 19:00:00,395.92792 -2011-07-26 20:00:00,309.35095 -2011-07-26 21:00:00,245.92113 -2011-07-26 22:00:00,180.76575 -2011-07-26 23:00:00,101.70291 -2011-07-27 00:00:00,44.754898 -2011-07-27 01:00:00,18.123314 -2011-07-27 02:00:00,10.894985 -2011-07-27 03:00:00,6.9385405 -2011-07-27 04:00:00,7.498311 -2011-07-27 05:00:00,28.496696 -2011-07-27 06:00:00,119.484116 -2011-07-27 07:00:00,323.1999 -2011-07-27 08:00:00,441.83978 -2011-07-27 09:00:00,208.72287 -2011-07-27 10:00:00,122.272675 -2011-07-27 11:00:00,143.85191 -2011-07-27 12:00:00,192.38895 -2011-07-27 13:00:00,186.72595 -2011-07-27 14:00:00,167.87512 -2011-07-27 15:00:00,177.21666 -2011-07-27 16:00:00,292.08344 -2011-07-27 17:00:00,576.09436 -2011-07-27 18:00:00,570.96106 -2011-07-27 19:00:00,410.65765 -2011-07-27 20:00:00,318.0314 -2011-07-27 21:00:00,243.55725 -2011-07-27 22:00:00,177.51778 -2011-07-27 23:00:00,112.84889 -2011-07-28 00:00:00,51.454975 -2011-07-28 01:00:00,18.87195 -2011-07-28 02:00:00,12.7628975 -2011-07-28 03:00:00,6.292037 -2011-07-28 04:00:00,6.844972 -2011-07-28 05:00:00,25.635471 -2011-07-28 06:00:00,116.1129 -2011-07-28 07:00:00,321.12823 -2011-07-28 08:00:00,438.6282 -2011-07-28 09:00:00,202.12924 -2011-07-28 10:00:00,125.81842 -2011-07-28 11:00:00,129.13535 -2011-07-28 12:00:00,167.9949 -2011-07-28 13:00:00,162.32303 -2011-07-28 14:00:00,156.86998 -2011-07-28 15:00:00,159.8913 -2011-07-28 16:00:00,264.12823 -2011-07-28 17:00:00,531.3197 -2011-07-28 18:00:00,499.5509 -2011-07-28 19:00:00,383.15143 -2011-07-28 20:00:00,292.72363 -2011-07-28 21:00:00,213.38934 -2011-07-28 22:00:00,163.43813 -2011-07-28 23:00:00,127.47832 -2011-07-29 00:00:00,69.967316 -2011-07-29 01:00:00,29.38956 -2011-07-29 02:00:00,15.176804 -2011-07-29 03:00:00,8.405535 -2011-07-29 04:00:00,9.57723 -2011-07-29 05:00:00,25.64959 -2011-07-29 06:00:00,109.0393 -2011-07-29 07:00:00,282.0889 -2011-07-29 08:00:00,420.70224 -2011-07-29 09:00:00,192.8415 -2011-07-29 10:00:00,136.56448 -2011-07-29 11:00:00,158.28519 -2011-07-29 12:00:00,145.63739 -2011-07-29 13:00:00,153.9281 -2011-07-29 14:00:00,138.43286 -2011-07-29 15:00:00,146.41351 -2011-07-29 16:00:00,228.97061 -2011-07-29 17:00:00,419.80737 -2011-07-29 18:00:00,404.16705 -2011-07-29 19:00:00,321.16394 -2011-07-29 20:00:00,255.64146 -2011-07-29 21:00:00,232.43634 -2011-07-29 22:00:00,200.31421 -2011-07-29 23:00:00,155.31952 -2011-07-30 00:00:00,121.477486 -2011-07-30 01:00:00,85.03515 -2011-07-30 02:00:00,63.452682 -2011-07-30 03:00:00,36.4972 -2011-07-30 04:00:00,13.085476 -2011-07-30 05:00:00,14.421524 -2011-07-30 06:00:00,31.49333 -2011-07-30 07:00:00,73.41704 -2011-07-30 08:00:00,129.48785 -2011-07-30 09:00:00,209.94257 -2011-07-30 10:00:00,302.86273 -2011-07-30 11:00:00,356.50513 -2011-07-30 12:00:00,393.72687 -2011-07-30 13:00:00,380.58777 -2011-07-30 14:00:00,363.0905 -2011-07-30 15:00:00,366.5091 -2011-07-30 16:00:00,375.0866 -2011-07-30 17:00:00,375.94254 -2011-07-30 18:00:00,368.10248 -2011-07-30 19:00:00,358.22116 -2011-07-30 20:00:00,281.40012 -2011-07-30 21:00:00,245.73672 -2011-07-30 22:00:00,208.41531 -2011-07-30 23:00:00,165.44617 -2011-07-31 00:00:00,122.09328 -2011-07-31 01:00:00,92.31055 -2011-07-31 02:00:00,71.46891 -2011-07-31 03:00:00,33.729366 -2011-07-31 04:00:00,12.016228 -2011-07-31 05:00:00,11.18581 -2011-07-31 06:00:00,18.784575 -2011-07-31 07:00:00,57.994946 -2011-07-31 08:00:00,107.23178 -2011-07-31 09:00:00,195.36353 -2011-07-31 10:00:00,282.7979 -2011-07-31 11:00:00,323.92422 -2011-07-31 12:00:00,339.38873 -2011-07-31 13:00:00,353.11804 -2011-07-31 14:00:00,340.0933 -2011-07-31 15:00:00,327.70718 -2011-07-31 16:00:00,331.88516 -2011-07-31 17:00:00,340.3866 -2011-07-31 18:00:00,335.54333 -2011-07-31 19:00:00,302.89502 -2011-07-31 20:00:00,255.54724 -2011-07-31 21:00:00,196.21497 -2011-07-31 22:00:00,136.49753 -2011-07-31 23:00:00,99.16264 -2011-08-20 00:00:00,103.6422 -2011-08-20 01:00:00,76.934784 -2011-08-20 02:00:00,57.947514 -2011-08-20 03:00:00,27.418255 -2011-08-20 04:00:00,8.723951 -2011-08-20 05:00:00,8.650308 -2011-08-20 06:00:00,19.920383 -2011-08-20 07:00:00,50.098198 -2011-08-20 08:00:00,123.5819 -2011-08-20 09:00:00,206.13034 -2011-08-20 10:00:00,295.51776 -2011-08-20 11:00:00,356.42908 -2011-08-20 12:00:00,392.12708 -2011-08-20 13:00:00,392.02835 -2011-08-20 14:00:00,384.57397 -2011-08-20 15:00:00,385.33917 -2011-08-20 16:00:00,390.04175 -2011-08-20 17:00:00,394.89227 -2011-08-20 18:00:00,356.5699 -2011-08-20 19:00:00,316.92126 -2011-08-20 20:00:00,264.4522 -2011-08-20 21:00:00,201.97647 -2011-08-20 22:00:00,158.4469 -2011-08-20 23:00:00,134.6986 -2011-08-21 00:00:00,116.96896 -2011-08-21 01:00:00,87.878815 -2011-08-21 02:00:00,74.01023 -2011-08-21 03:00:00,33.617012 -2011-08-21 04:00:00,11.124956 -2011-08-21 05:00:00,9.360962 -2011-08-21 06:00:00,14.818195 -2011-08-21 07:00:00,44.86138 -2011-08-21 08:00:00,77.78911 -2011-08-21 09:00:00,164.69543 -2011-08-21 10:00:00,246.84985 -2011-08-21 11:00:00,319.11618 -2011-08-21 12:00:00,363.183 -2011-08-21 13:00:00,374.5387 -2011-08-21 14:00:00,271.27634 -2011-08-21 15:00:00,280.7832 -2011-08-21 16:00:00,306.3824 -2011-08-21 17:00:00,264.16946 -2011-08-21 18:00:00,258.443 -2011-08-21 19:00:00,267.37955 -2011-08-21 20:00:00,194.87852 -2011-08-21 21:00:00,160.37921 -2011-08-21 22:00:00,116.47254 -2011-08-21 23:00:00,80.02118 -2011-08-22 00:00:00,37.3584 -2011-08-22 01:00:00,16.311508 -2011-08-22 02:00:00,10.365463 -2011-08-22 03:00:00,9.219447 -2011-08-22 04:00:00,6.5573606 -2011-08-22 05:00:00,22.55518 -2011-08-22 06:00:00,98.813896 -2011-08-22 07:00:00,295.4173 -2011-08-22 08:00:00,397.6431 -2011-08-22 09:00:00,198.28024 -2011-08-22 10:00:00,125.61453 -2011-08-22 11:00:00,148.09077 -2011-08-22 12:00:00,192.14468 -2011-08-22 13:00:00,186.71478 -2011-08-22 14:00:00,173.8428 -2011-08-22 15:00:00,184.75243 -2011-08-22 16:00:00,292.47375 -2011-08-22 17:00:00,579.93604 -2011-08-22 18:00:00,553.1714 -2011-08-22 19:00:00,395.44385 -2011-08-22 20:00:00,296.58258 -2011-08-22 21:00:00,209.20459 -2011-08-22 22:00:00,146.63074 -2011-08-22 23:00:00,85.082504 -2011-08-23 00:00:00,35.933914 -2011-08-23 01:00:00,14.684514 -2011-08-23 02:00:00,8.331418 -2011-08-23 03:00:00,5.784902 -2011-08-23 04:00:00,6.199833 -2011-08-23 05:00:00,24.956623 -2011-08-23 06:00:00,112.896164 -2011-08-23 07:00:00,318.6079 -2011-08-23 08:00:00,426.00815 -2011-08-23 09:00:00,202.33008 -2011-08-23 10:00:00,131.07022 -2011-08-23 11:00:00,154.75943 -2011-08-23 12:00:00,197.17688 -2011-08-23 13:00:00,197.09476 -2011-08-23 14:00:00,183.13805 -2011-08-23 15:00:00,193.11305 -2011-08-23 16:00:00,311.92557 -2011-08-23 17:00:00,587.7113 -2011-08-23 18:00:00,573.13715 -2011-08-23 19:00:00,391.98257 -2011-08-23 20:00:00,289.84625 -2011-08-23 21:00:00,204.41019 -2011-08-23 22:00:00,161.09052 -2011-08-23 23:00:00,91.28166 -2011-08-24 00:00:00,38.414482 -2011-08-24 01:00:00,15.456106 -2011-08-24 02:00:00,8.498666 -2011-08-24 03:00:00,5.857373 -2011-08-24 04:00:00,5.920704 -2011-08-24 05:00:00,24.873749 -2011-08-24 06:00:00,110.452194 -2011-08-24 07:00:00,319.96817 -2011-08-24 08:00:00,440.13797 -2011-08-24 09:00:00,204.23233 -2011-08-24 10:00:00,127.52902 -2011-08-24 11:00:00,149.67084 -2011-08-24 12:00:00,182.58932 -2011-08-24 13:00:00,186.4329 -2011-08-24 14:00:00,169.90836 -2011-08-24 15:00:00,174.62527 -2011-08-24 16:00:00,271.11386 -2011-08-24 17:00:00,551.36115 -2011-08-24 18:00:00,534.5233 -2011-08-24 19:00:00,378.52753 -2011-08-24 20:00:00,277.45178 -2011-08-24 21:00:00,201.06973 -2011-08-24 22:00:00,149.53415 -2011-08-24 23:00:00,82.87998 -2011-08-25 00:00:00,44.11032 -2011-08-25 01:00:00,17.996136 -2011-08-25 02:00:00,9.701012 -2011-08-25 03:00:00,6.2728357 -2011-08-25 04:00:00,6.4978294 -2011-08-25 05:00:00,23.772295 -2011-08-25 06:00:00,108.13431 -2011-08-25 07:00:00,293.37283 -2011-08-25 08:00:00,411.9503 -2011-08-25 09:00:00,199.29321 -2011-08-25 10:00:00,121.32846 -2011-08-25 11:00:00,104.57045 -2011-08-25 12:00:00,115.0403 -2011-08-25 13:00:00,138.75392 -2011-08-25 14:00:00,129.84267 -2011-08-25 15:00:00,142.52531 -2011-08-25 16:00:00,184.3301 -2011-08-25 17:00:00,362.50198 -2011-08-25 18:00:00,333.3473 -2011-08-25 19:00:00,280.7284 -2011-08-25 20:00:00,217.51721 -2011-08-25 21:00:00,179.22853 -2011-08-25 22:00:00,121.721115 -2011-08-25 23:00:00,81.86655 -2011-08-26 00:00:00,55.24892 -2011-08-26 01:00:00,22.848545 -2011-08-26 02:00:00,10.964581 -2011-08-26 03:00:00,6.215068 -2011-08-26 04:00:00,6.2795787 -2011-08-26 05:00:00,19.519123 -2011-08-26 06:00:00,93.738556 -2011-08-26 07:00:00,258.41098 -2011-08-26 08:00:00,403.27972 -2011-08-26 09:00:00,211.94864 -2011-08-26 10:00:00,145.5037 -2011-08-26 11:00:00,168.95377 -2011-08-26 12:00:00,212.15607 -2011-08-26 13:00:00,215.88176 -2011-08-26 14:00:00,190.12685 -2011-08-26 15:00:00,208.5416 -2011-08-26 16:00:00,298.5263 -2011-08-26 17:00:00,424.31976 -2011-08-26 18:00:00,393.23563 -2011-08-26 19:00:00,277.81702 -2011-08-26 20:00:00,215.17728 -2011-08-26 21:00:00,184.8372 -2011-08-26 22:00:00,156.89331 -2011-08-26 23:00:00,123.52251 -2011-08-27 00:00:00,115.73973 -2011-08-27 01:00:00,84.73155 -2011-08-27 02:00:00,60.96606 -2011-08-27 03:00:00,28.905804 -2011-08-27 04:00:00,10.749752 -2011-08-27 05:00:00,10.008383 -2011-08-27 06:00:00,20.345211 -2011-08-27 07:00:00,58.46187 -2011-08-27 08:00:00,106.52487 -2011-08-27 09:00:00,159.53143 -2011-08-27 10:00:00,234.67276 -2011-08-27 11:00:00,186.3217 -2011-08-27 12:00:00,233.80823 -2011-08-27 13:00:00,239.97467 -2011-08-27 14:00:00,176.56906 -2011-08-27 15:00:00,181.67047 -2011-08-27 16:00:00,165.73352 -2011-08-27 17:00:00,116.27487 -2011-08-28 07:00:00,36.647408 -2011-08-28 08:00:00,68.82913 -2011-08-28 09:00:00,166.6977 -2011-08-28 10:00:00,279.16306 -2011-08-28 11:00:00,342.0899 -2011-08-28 12:00:00,392.1306 -2011-08-28 13:00:00,398.45724 -2011-08-28 14:00:00,382.16852 -2011-08-28 15:00:00,380.3985 -2011-08-28 16:00:00,383.5741 -2011-08-28 17:00:00,401.04974 -2011-08-28 18:00:00,373.32147 -2011-08-28 19:00:00,305.96826 -2011-08-28 20:00:00,241.60608 -2011-08-28 21:00:00,181.68506 -2011-08-28 22:00:00,127.520996 -2011-08-28 23:00:00,75.42105 -2011-08-29 00:00:00,36.946312 -2011-08-29 01:00:00,14.68472 -2011-08-29 02:00:00,8.770292 -2011-08-29 03:00:00,6.131817 -2011-08-29 04:00:00,6.221475 -2011-08-29 05:00:00,24.125834 -2011-08-29 06:00:00,104.41877 -2011-08-29 07:00:00,301.28687 -2011-08-29 08:00:00,399.72116 -2011-08-29 09:00:00,198.14236 -2011-08-29 10:00:00,123.030365 -2011-08-29 11:00:00,149.51468 -2011-08-29 12:00:00,197.8963 -2011-08-29 13:00:00,193.77063 -2011-08-29 14:00:00,171.81549 -2011-08-29 15:00:00,191.17464 -2011-08-29 16:00:00,299.79187 -2011-08-29 17:00:00,554.70557 -2011-08-29 18:00:00,544.6614 -2011-08-29 19:00:00,386.62817 -2011-08-29 20:00:00,290.85992 -2011-08-29 21:00:00,206.06633 -2011-08-29 22:00:00,152.85025 -2011-08-29 23:00:00,82.62673 -2011-08-30 00:00:00,36.147026 -2011-08-30 01:00:00,14.190366 -2011-08-30 02:00:00,8.398523 -2011-08-30 03:00:00,6.0542507 -2011-08-30 04:00:00,6.2678413 -2011-08-30 05:00:00,24.86187 -2011-08-30 06:00:00,114.56201 -2011-08-30 07:00:00,319.79816 -2011-08-30 08:00:00,436.31653 -2011-08-30 09:00:00,203.13184 -2011-08-30 10:00:00,130.17113 -2011-08-30 11:00:00,156.432 -2011-08-30 12:00:00,195.53159 -2011-08-30 13:00:00,195.86777 -2011-08-30 14:00:00,178.86447 -2011-08-30 15:00:00,191.65814 -2011-08-30 16:00:00,305.91776 -2011-08-30 17:00:00,584.2172 -2011-08-30 18:00:00,559.1517 -2011-08-30 19:00:00,387.18665 -2011-08-30 20:00:00,284.47763 -2011-08-30 21:00:00,198.17433 -2011-08-30 22:00:00,152.06621 -2011-08-30 23:00:00,85.31656 -2011-08-31 00:00:00,34.18543 -2011-08-31 01:00:00,13.109127 -2011-08-31 02:00:00,6.9405165 -2011-08-31 03:00:00,5.5498614 -2011-08-31 04:00:00,5.8088617 -2011-08-31 05:00:00,24.208168 -2011-08-31 06:00:00,109.7379 -2011-08-31 07:00:00,313.2761 -2011-08-31 08:00:00,435.38727 -2011-08-31 09:00:00,201.45294 -2011-08-31 10:00:00,125.887955 -2011-08-31 11:00:00,153.22423 -2011-08-31 12:00:00,189.9942 -2011-08-31 13:00:00,194.8243 -2011-08-31 14:00:00,174.79358 -2011-08-31 15:00:00,182.6278 -2011-08-31 16:00:00,291.36404 -2011-08-31 17:00:00,575.9518 -2011-08-31 18:00:00,549.1949 -2011-08-31 19:00:00,379.3025 -2011-08-31 20:00:00,289.13748 -2011-08-31 21:00:00,206.19165 -2011-08-31 22:00:00,139.84944 -2011-08-31 23:00:00,76.09398 -2011-09-20 00:00:00,33.42181 -2011-09-20 01:00:00,12.616725 -2011-09-20 02:00:00,7.0941033 -2011-09-20 03:00:00,5.876393 -2011-09-20 04:00:00,6.06475 -2011-09-20 05:00:00,22.822506 -2011-09-20 06:00:00,107.48241 -2011-09-20 07:00:00,287.7188 -2011-09-20 08:00:00,235.98297 -2011-09-20 09:00:00,119.73782 -2011-09-20 10:00:00,93.25573 -2011-09-20 11:00:00,94.18836 -2011-09-20 12:00:00,102.627045 -2011-09-20 13:00:00,99.27208 -2011-09-20 14:00:00,114.30369 -2011-09-20 15:00:00,148.51161 -2011-09-20 16:00:00,187.33707 -2011-09-20 17:00:00,364.69897 -2011-09-20 18:00:00,339.89557 -2011-09-20 19:00:00,253.19315 -2011-09-20 20:00:00,166.85873 -2011-09-20 21:00:00,135.02203 -2011-09-20 22:00:00,105.58347 -2011-09-20 23:00:00,67.45082 -2011-09-21 00:00:00,27.477686 -2011-09-21 01:00:00,11.918367 -2011-09-21 02:00:00,6.4058757 -2011-09-21 03:00:00,5.469 -2011-09-21 04:00:00,5.817157 -2011-09-21 05:00:00,16.932194 -2011-09-21 06:00:00,92.0383 -2011-09-21 07:00:00,249.55724 -2011-09-21 08:00:00,358.7752 -2011-09-21 09:00:00,166.95367 -2011-09-21 10:00:00,103.180145 -2011-09-21 11:00:00,114.56521 -2011-09-21 12:00:00,141.50186 -2011-09-21 13:00:00,166.70926 -2011-09-21 14:00:00,149.74692 -2011-09-21 15:00:00,160.23997 -2011-09-21 16:00:00,253.02261 -2011-09-21 17:00:00,357.60123 -2011-09-21 18:00:00,257.84845 -2011-09-21 19:00:00,143.25153 -2011-09-21 20:00:00,100.52014 -2011-09-21 21:00:00,106.551605 -2011-09-21 22:00:00,82.95732 -2011-09-21 23:00:00,67.40202 -2011-09-22 00:00:00,34.1586 -2011-09-22 01:00:00,13.240404 -2011-09-22 02:00:00,7.0490246 -2011-09-22 03:00:00,5.58337 -2011-09-22 04:00:00,5.771643 -2011-09-22 05:00:00,20.477108 -2011-09-22 06:00:00,92.340096 -2011-09-22 07:00:00,256.45764 -2011-09-22 08:00:00,355.92352 -2011-09-22 09:00:00,170.48492 -2011-09-22 10:00:00,100.90044 -2011-09-22 11:00:00,103.895706 -2011-09-22 12:00:00,130.32773 -2011-09-22 13:00:00,124.543655 -2011-09-22 14:00:00,119.08527 -2011-09-22 15:00:00,148.26979 -2011-09-22 16:00:00,257.30096 -2011-09-22 17:00:00,411.6206 -2011-09-22 18:00:00,307.44885 -2011-09-22 19:00:00,200.37164 -2011-09-22 20:00:00,128.94423 -2011-09-22 21:00:00,121.014694 -2011-09-22 22:00:00,83.22848 -2011-09-22 23:00:00,67.92534 -2011-09-23 00:00:00,42.62079 -2011-09-23 01:00:00,17.343174 -2011-09-23 02:00:00,9.333512 -2011-09-23 03:00:00,5.9278965 -2011-09-23 04:00:00,6.898743 -2011-09-23 05:00:00,18.69031 -2011-09-23 06:00:00,89.84734 -2011-09-23 07:00:00,133.8061 -2011-09-23 08:00:00,247.64297 -2011-09-23 09:00:00,117.39948 -2011-09-23 10:00:00,79.608475 -2011-09-23 11:00:00,89.24919 -2011-09-23 12:00:00,110.64772 -2011-09-23 13:00:00,99.60692 -2011-09-23 14:00:00,96.566925 -2011-09-23 15:00:00,115.223785 -2011-09-23 16:00:00,138.22629 -2011-09-23 17:00:00,268.95566 -2011-09-23 18:00:00,248.44592 -2011-09-23 19:00:00,192.9136 -2011-09-23 20:00:00,156.32162 -2011-09-23 21:00:00,114.248695 -2011-09-23 22:00:00,111.56186 -2011-09-23 23:00:00,76.57139 -2011-09-24 00:00:00,96.85364 -2011-09-24 01:00:00,73.38864 -2011-09-24 02:00:00,56.091118 -2011-09-24 03:00:00,26.749039 -2011-09-24 04:00:00,9.85087 -2011-09-24 05:00:00,9.509817 -2011-09-24 06:00:00,17.527796 -2011-09-24 07:00:00,59.221275 -2011-09-24 08:00:00,82.50476 -2011-09-24 09:00:00,176.42236 -2011-09-24 10:00:00,245.08508 -2011-09-24 11:00:00,282.19815 -2011-09-24 12:00:00,316.03128 -2011-09-24 13:00:00,341.15985 -2011-09-24 14:00:00,358.98004 -2011-09-24 15:00:00,363.266 -2011-09-24 16:00:00,322.0753 -2011-09-24 17:00:00,351.0526 -2011-09-24 18:00:00,293.31824 -2011-09-24 19:00:00,191.70526 -2011-09-24 20:00:00,167.71426 -2011-09-24 21:00:00,160.69258 -2011-09-24 22:00:00,122.661255 -2011-09-24 23:00:00,115.640686 -2011-09-25 00:00:00,99.7415 -2011-09-25 01:00:00,84.465546 -2011-09-25 02:00:00,58.00092 -2011-09-25 03:00:00,27.950726 -2011-09-25 04:00:00,10.978455 -2011-09-25 05:00:00,11.684101 -2011-09-25 06:00:00,16.321058 -2011-09-25 07:00:00,37.786736 -2011-09-25 08:00:00,88.7516 -2011-09-25 09:00:00,151.73108 -2011-09-25 10:00:00,233.80267 -2011-09-25 11:00:00,310.17838 -2011-09-25 12:00:00,326.8828 -2011-09-25 13:00:00,343.20612 -2011-09-25 14:00:00,309.39517 -2011-09-25 15:00:00,311.75348 -2011-09-25 16:00:00,372.82318 -2011-09-25 17:00:00,323.2536 -2011-09-25 18:00:00,307.2961 -2011-09-25 19:00:00,189.42146 -2011-09-25 20:00:00,160.79156 -2011-09-25 21:00:00,124.36612 -2011-09-25 22:00:00,115.55899 -2011-09-25 23:00:00,63.277824 -2011-09-26 00:00:00,25.220959 -2011-09-26 01:00:00,13.117699 -2011-09-26 02:00:00,7.425279 -2011-09-26 03:00:00,5.569622 -2011-09-26 04:00:00,6.099413 -2011-09-26 05:00:00,20.21633 -2011-09-26 06:00:00,91.833626 -2011-09-26 07:00:00,248.22382 -2011-09-26 08:00:00,342.78412 -2011-09-26 09:00:00,182.41281 -2011-09-26 10:00:00,101.458694 -2011-09-26 11:00:00,129.7094 -2011-09-26 12:00:00,153.26726 -2011-09-26 13:00:00,169.32874 -2011-09-26 14:00:00,169.86859 -2011-09-26 15:00:00,187.5571 -2011-09-26 16:00:00,288.67242 -2011-09-26 17:00:00,542.28577 -2011-09-26 18:00:00,350.36768 -2011-09-26 19:00:00,287.52237 -2011-09-26 20:00:00,179.89148 -2011-09-26 21:00:00,136.1151 -2011-09-26 22:00:00,96.41023 -2011-09-26 23:00:00,56.515114 -2011-09-27 00:00:00,27.388569 -2011-09-27 01:00:00,11.828348 -2011-09-27 02:00:00,6.7281055 -2011-09-27 03:00:00,5.439745 -2011-09-27 04:00:00,8.389646 -2011-09-27 05:00:00,19.775118 -2011-09-27 06:00:00,97.46312 -2011-09-27 07:00:00,262.52368 -2011-09-27 08:00:00,377.03842 -2011-09-27 09:00:00,142.87366 -2011-09-27 10:00:00,89.206635 -2011-09-27 11:00:00,103.01436 -2011-09-27 12:00:00,121.08607 -2011-09-27 13:00:00,166.2172 -2011-09-27 14:00:00,138.03186 -2011-09-27 15:00:00,128.02551 -2011-09-27 16:00:00,191.18509 -2011-09-27 17:00:00,313.39053 -2011-09-27 18:00:00,303.213 -2011-09-27 19:00:00,228.57721 -2011-09-27 20:00:00,231.33618 -2011-09-27 21:00:00,159.47118 -2011-09-27 22:00:00,125.4751 -2011-09-27 23:00:00,74.429016 -2011-09-28 00:00:00,31.266184 -2011-09-28 01:00:00,13.003223 -2011-09-28 02:00:00,7.963812 -2011-09-28 03:00:00,5.5707865 -2011-09-28 04:00:00,5.7446313 -2011-09-28 05:00:00,19.589281 -2011-09-28 06:00:00,74.87343 -2011-09-28 07:00:00,148.08127 -2011-09-28 08:00:00,249.68689 -2011-09-28 09:00:00,127.67024 -2011-09-28 10:00:00,83.73079 -2011-09-28 11:00:00,116.386536 -2011-09-28 12:00:00,144.91972 -2011-09-28 13:00:00,167.05286 -2011-09-28 14:00:00,170.70413 -2011-09-28 15:00:00,183.51611 -2011-09-28 16:00:00,276.63312 -2011-09-28 17:00:00,521.61115 -2011-09-28 18:00:00,272.16562 -2011-09-28 19:00:00,214.7351 -2011-09-28 20:00:00,133.88165 -2011-09-28 21:00:00,114.27309 -2011-09-28 22:00:00,124.39422 -2011-09-28 23:00:00,64.47328 -2011-09-29 00:00:00,34.8593 -2011-09-29 01:00:00,12.541036 -2011-09-29 02:00:00,6.947097 -2011-09-29 03:00:00,5.7711363 -2011-09-29 04:00:00,5.9925475 -2011-09-29 05:00:00,22.751236 -2011-09-29 06:00:00,108.90335 -2011-09-29 07:00:00,311.26837 -2011-09-29 08:00:00,435.7052 -2011-09-29 09:00:00,218.62415 -2011-09-29 10:00:00,134.77594 -2011-09-29 11:00:00,161.35187 -2011-09-29 12:00:00,199.08911 -2011-09-29 13:00:00,198.0063 -2011-09-29 14:00:00,183.20377 -2011-09-29 15:00:00,194.99142 -2011-09-29 16:00:00,306.45795 -2011-09-29 17:00:00,563.13855 -2011-09-29 18:00:00,550.2318 -2011-09-29 19:00:00,383.19812 -2011-09-29 20:00:00,285.162 -2011-09-29 21:00:00,198.50285 -2011-09-29 22:00:00,147.49297 -2011-09-29 23:00:00,96.238235 -2011-09-30 00:00:00,53.34229 -2011-09-30 01:00:00,26.231825 -2011-09-30 02:00:00,11.865991 -2011-09-30 03:00:00,7.0017915 -2011-09-30 04:00:00,6.594779 -2011-09-30 05:00:00,24.697018 -2011-09-30 06:00:00,104.62665 -2011-09-30 07:00:00,275.04248 -2011-09-30 08:00:00,440.8559 -2011-09-30 09:00:00,232.89032 -2011-09-30 10:00:00,162.1049 -2011-09-30 11:00:00,199.00967 -2011-09-30 12:00:00,243.47998 -2011-09-30 13:00:00,239.1962 -2011-09-30 14:00:00,218.6344 -2011-09-30 15:00:00,240.13441 -2011-09-30 16:00:00,334.43317 -2011-09-30 17:00:00,557.8456 -2011-09-30 18:00:00,462.46515 -2011-09-30 19:00:00,312.9393 -2011-09-30 20:00:00,218.3356 -2011-09-30 21:00:00,178.85785 -2011-09-30 22:00:00,146.56226 -2011-09-30 23:00:00,118.52736 -2011-10-20 00:00:00,34.093124 -2011-10-20 01:00:00,16.441582 -2011-10-20 02:00:00,9.149557 -2011-10-20 03:00:00,6.074066 -2011-10-20 04:00:00,6.2529726 -2011-10-20 05:00:00,27.815994 -2011-10-20 06:00:00,113.72438 -2011-10-20 07:00:00,289.69717 -2011-10-20 08:00:00,443.27692 -2011-10-20 09:00:00,202.30182 -2011-10-20 10:00:00,127.14092 -2011-10-20 11:00:00,146.87427 -2011-10-20 12:00:00,179.20636 -2011-10-20 13:00:00,170.26321 -2011-10-20 14:00:00,145.29614 -2011-10-20 15:00:00,158.74893 -2011-10-20 16:00:00,238.27179 -2011-10-20 17:00:00,446.77753 -2011-10-20 18:00:00,402.2456 -2011-10-20 19:00:00,291.67596 -2011-10-20 20:00:00,200.03702 -2011-10-20 21:00:00,156.39926 -2011-10-20 22:00:00,121.34865 -2011-10-20 23:00:00,86.85242 -2011-10-21 00:00:00,46.423985 -2011-10-21 01:00:00,23.187004 -2011-10-21 02:00:00,12.717195 -2011-10-21 03:00:00,6.2397175 -2011-10-21 04:00:00,6.4125013 -2011-10-21 05:00:00,23.279434 -2011-10-21 06:00:00,89.34915 -2011-10-21 07:00:00,237.27054 -2011-10-21 08:00:00,437.70142 -2011-10-21 09:00:00,222.4674 -2011-10-21 10:00:00,149.65793 -2011-10-21 11:00:00,182.59146 -2011-10-21 12:00:00,219.87723 -2011-10-21 13:00:00,207.10265 -2011-10-21 14:00:00,213.53241 -2011-10-21 15:00:00,217.49738 -2011-10-21 16:00:00,302.7411 -2011-10-21 17:00:00,434.3101 -2011-10-21 18:00:00,376.5747 -2011-10-21 19:00:00,252.68918 -2011-10-21 20:00:00,187.88925 -2011-10-21 21:00:00,154.25778 -2011-10-21 22:00:00,133.93999 -2011-10-21 23:00:00,96.462105 -2011-10-22 00:00:00,82.66433 -2011-10-22 01:00:00,66.91944 -2011-10-22 02:00:00,47.10974 -2011-10-22 03:00:00,24.823898 -2011-10-22 04:00:00,8.055864 -2011-10-22 05:00:00,6.7218266 -2011-10-22 06:00:00,18.55193 -2011-10-22 07:00:00,47.048603 -2011-10-22 08:00:00,105.17345 -2011-10-22 09:00:00,177.34714 -2011-10-22 10:00:00,249.33124 -2011-10-22 11:00:00,290.653 -2011-10-22 12:00:00,365.35034 -2011-10-22 13:00:00,385.89813 -2011-10-22 14:00:00,344.3996 -2011-10-22 15:00:00,361.11682 -2011-10-22 16:00:00,380.07935 -2011-10-22 17:00:00,321.7994 -2011-10-22 18:00:00,265.79498 -2011-10-22 19:00:00,198.06863 -2011-10-22 20:00:00,157.45544 -2011-10-22 21:00:00,128.68874 -2011-10-22 22:00:00,116.12222 -2011-10-22 23:00:00,86.308205 -2011-10-23 00:00:00,79.84175 -2011-10-23 01:00:00,70.61459 -2011-10-23 02:00:00,57.046104 -2011-10-23 03:00:00,26.949821 -2011-10-23 04:00:00,8.518742 -2011-10-23 05:00:00,7.1959295 -2011-10-23 06:00:00,13.426195 -2011-10-23 07:00:00,44.32444 -2011-10-23 08:00:00,74.26062 -2011-10-23 09:00:00,134.97284 -2011-10-23 10:00:00,239.0172 -2011-10-23 11:00:00,288.67334 -2011-10-23 12:00:00,364.47266 -2011-10-23 13:00:00,381.48126 -2011-10-23 14:00:00,370.44666 -2011-10-23 15:00:00,369.47974 -2011-10-23 16:00:00,367.93726 -2011-10-23 17:00:00,318.47064 -2011-10-23 18:00:00,281.50415 -2011-10-23 19:00:00,181.40958 -2011-10-23 20:00:00,147.89786 -2011-10-23 21:00:00,114.30946 -2011-10-23 22:00:00,84.22986 -2011-10-23 23:00:00,54.94251 -2011-10-24 00:00:00,26.156784 -2011-10-24 01:00:00,13.235098 -2011-10-24 02:00:00,7.2941294 -2011-10-24 03:00:00,5.876184 -2011-10-24 04:00:00,5.6710467 -2011-10-24 05:00:00,22.990585 -2011-10-24 06:00:00,97.11565 -2011-10-24 07:00:00,242.64793 -2011-10-24 08:00:00,407.44757 -2011-10-24 09:00:00,210.7406 -2011-10-24 10:00:00,116.68785 -2011-10-24 11:00:00,138.63101 -2011-10-24 12:00:00,174.5369 -2011-10-24 13:00:00,179.84814 -2011-10-24 14:00:00,163.9878 -2011-10-24 15:00:00,193.58447 -2011-10-24 16:00:00,281.2531 -2011-10-24 17:00:00,524.30414 -2011-10-24 18:00:00,518.3932 -2011-10-24 19:00:00,182.71231 -2011-10-24 20:00:00,197.48291 -2011-10-24 21:00:00,141.66489 -2011-10-24 22:00:00,121.73927 -2011-10-24 23:00:00,62.920593 -2011-10-25 00:00:00,32.73686 -2011-10-25 01:00:00,14.290443 -2011-10-25 02:00:00,7.4320498 -2011-10-25 03:00:00,5.112873 -2011-10-25 04:00:00,5.731442 -2011-10-25 05:00:00,24.589111 -2011-10-25 06:00:00,104.166275 -2011-10-25 07:00:00,289.10358 -2011-10-25 08:00:00,449.0766 -2011-10-25 09:00:00,216.92776 -2011-10-25 10:00:00,126.48663 -2011-10-25 11:00:00,150.81613 -2011-10-25 12:00:00,189.91508 -2011-10-25 13:00:00,194.68094 -2011-10-25 14:00:00,177.85915 -2011-10-25 15:00:00,192.42609 -2011-10-25 16:00:00,296.05887 -2011-10-25 17:00:00,560.85913 -2011-10-25 18:00:00,517.3348 -2011-10-25 19:00:00,317.1526 -2011-10-25 20:00:00,226.55487 -2011-10-25 21:00:00,168.10016 -2011-10-25 22:00:00,126.36005 -2011-10-25 23:00:00,76.82582 -2011-10-26 00:00:00,33.843887 -2011-10-26 01:00:00,14.016893 -2011-10-26 02:00:00,7.862878 -2011-10-26 03:00:00,5.4373856 -2011-10-26 04:00:00,5.744544 -2011-10-26 05:00:00,25.175526 -2011-10-26 06:00:00,107.72235 -2011-10-26 07:00:00,297.37375 -2011-10-26 08:00:00,443.47415 -2011-10-26 09:00:00,214.61078 -2011-10-26 10:00:00,124.9804 -2011-10-26 11:00:00,149.23825 -2011-10-26 12:00:00,165.80682 -2011-10-26 13:00:00,146.68204 -2011-10-26 14:00:00,135.92276 -2011-10-26 15:00:00,146.92783 -2011-10-26 16:00:00,244.17177 -2011-10-26 17:00:00,425.03064 -2011-10-26 18:00:00,435.00836 -2011-10-26 19:00:00,258.88168 -2011-10-26 20:00:00,176.11478 -2011-10-26 21:00:00,163.64093 -2011-10-26 22:00:00,107.92789 -2011-10-26 23:00:00,63.7193 -2011-10-27 00:00:00,34.90504 -2011-10-27 01:00:00,14.307704 -2011-10-27 02:00:00,7.2116146 -2011-10-27 03:00:00,6.3352165 -2011-10-27 04:00:00,6.6407504 -2011-10-27 05:00:00,18.90799 -2011-10-27 06:00:00,77.61644 -2011-10-27 07:00:00,271.2976 -2011-10-27 08:00:00,261.41837 -2011-10-27 09:00:00,225.55786 -2011-10-27 10:00:00,97.43217 -2011-10-27 11:00:00,100.42575 -2011-10-27 12:00:00,111.20193 -2011-10-27 13:00:00,136.07028 -2011-10-27 14:00:00,121.281906 -2011-10-27 15:00:00,137.8605 -2011-10-27 16:00:00,264.0445 -2011-10-27 17:00:00,413.78827 -2011-10-27 18:00:00,387.6353 -2011-10-27 19:00:00,255.52701 -2011-10-27 20:00:00,187.99365 -2011-10-27 21:00:00,142.04332 -2011-10-27 22:00:00,95.01276 -2011-10-27 23:00:00,70.21652 -2011-10-28 00:00:00,42.18576 -2011-10-28 01:00:00,17.728432 -2011-10-28 02:00:00,9.837717 -2011-10-28 03:00:00,6.251705 -2011-10-28 04:00:00,6.1043434 -2011-10-28 05:00:00,20.446999 -2011-10-28 06:00:00,80.24747 -2011-10-28 07:00:00,212.09134 -2011-10-28 08:00:00,399.51407 -2011-10-28 09:00:00,209.33385 -2011-10-28 10:00:00,132.28757 -2011-10-28 11:00:00,147.1247 -2011-10-28 12:00:00,183.3526 -2011-10-28 13:00:00,182.99484 -2011-10-28 14:00:00,162.9795 -2011-10-28 15:00:00,172.80438 -2011-10-28 16:00:00,237.30263 -2011-10-28 17:00:00,380.61963 -2011-10-28 18:00:00,338.01755 -2011-10-28 19:00:00,238.68898 -2011-10-28 20:00:00,110.81433 -2011-10-28 21:00:00,81.7155 -2011-10-28 22:00:00,61.476265 -2011-10-28 23:00:00,46.593838 -2011-10-29 00:00:00,52.189182 -2011-10-29 01:00:00,45.754707 -2011-10-29 02:00:00,35.45578 -2011-10-29 03:00:00,14.012006 -2011-10-29 04:00:00,6.833287 -2011-10-29 05:00:00,8.2165985 -2011-10-29 06:00:00,10.372522 -2011-10-29 07:00:00,25.381983 -2011-10-29 08:00:00,56.593063 -2011-10-29 09:00:00,89.58826 -2011-10-29 10:00:00,119.57974 -2011-10-29 11:00:00,136.54915 -2011-10-29 12:00:00,139.47868 -2011-10-29 13:00:00,136.82852 -2011-10-29 14:00:00,138.52834 -2011-10-29 15:00:00,140.4058 -2011-10-29 16:00:00,128.23558 -2011-10-29 17:00:00,113.79598 -2011-10-29 18:00:00,97.36749 -2011-10-29 19:00:00,118.27403 -2011-10-29 20:00:00,96.48546 -2011-10-29 21:00:00,84.23279 -2011-10-29 22:00:00,75.39419 -2011-10-29 23:00:00,63.640846 -2011-10-30 00:00:00,63.69055 -2011-10-30 01:00:00,55.563263 -2011-10-30 02:00:00,41.983273 -2011-10-30 03:00:00,16.347141 -2011-10-30 04:00:00,6.305835 -2011-10-30 05:00:00,6.1855984 -2011-10-30 06:00:00,8.89039 -2011-10-30 07:00:00,27.707644 -2011-10-30 08:00:00,58.6284 -2011-10-30 09:00:00,114.0367 -2011-10-30 10:00:00,204.05948 -2011-10-30 11:00:00,251.79492 -2011-10-30 12:00:00,308.29147 -2011-10-30 13:00:00,321.22244 -2011-10-30 14:00:00,326.92664 -2011-10-30 15:00:00,326.51996 -2011-10-30 16:00:00,321.60535 -2011-10-30 17:00:00,247.81839 -2011-10-30 18:00:00,189.0235 -2011-10-30 19:00:00,254.65958 -2011-10-30 20:00:00,114.40584 -2011-10-30 21:00:00,82.436035 -2011-10-30 22:00:00,63.118996 -2011-10-30 23:00:00,41.76117 -2011-10-31 00:00:00,19.137707 -2011-10-31 01:00:00,9.277607 -2011-10-31 02:00:00,5.7652583 -2011-10-31 03:00:00,5.152807 -2011-10-31 04:00:00,5.1778374 -2011-10-31 05:00:00,20.445755 -2011-10-31 06:00:00,84.7753 -2011-10-31 07:00:00,250.92923 -2011-10-31 08:00:00,400.0171 -2011-10-31 09:00:00,199.41415 -2011-10-31 10:00:00,112.967834 -2011-10-31 11:00:00,128.85703 -2011-10-31 12:00:00,165.5028 -2011-10-31 13:00:00,162.97597 -2011-10-31 14:00:00,145.26219 -2011-10-31 15:00:00,168.85297 -2011-10-31 16:00:00,244.79172 -2011-10-31 17:00:00,465.29608 -2011-10-31 18:00:00,406.89563 -2011-10-31 19:00:00,287.10336 -2011-10-31 20:00:00,198.32974 -2011-10-31 21:00:00,126.92857 -2011-10-31 22:00:00,95.886 -2011-10-31 23:00:00,51.430275 -2011-11-20 00:00:00,82.56369 -2011-11-20 01:00:00,71.458626 -2011-11-20 02:00:00,55.607582 -2011-11-20 03:00:00,25.419836 -2011-11-20 04:00:00,7.1361217 -2011-11-20 05:00:00,7.022687 -2011-11-20 06:00:00,12.205952 -2011-11-20 07:00:00,35.208076 -2011-11-20 08:00:00,69.98032 -2011-11-20 09:00:00,143.39542 -2011-11-20 10:00:00,226.03581 -2011-11-20 11:00:00,316.23895 -2011-11-20 12:00:00,354.88556 -2011-11-20 13:00:00,359.52557 -2011-11-20 14:00:00,345.43335 -2011-11-20 15:00:00,322.52106 -2011-11-20 16:00:00,328.7876 -2011-11-20 17:00:00,293.4134 -2011-11-20 18:00:00,276.72318 -2011-11-20 19:00:00,203.17673 -2011-11-20 20:00:00,164.90398 -2011-11-20 21:00:00,119.11676 -2011-11-20 22:00:00,71.20021 -2011-11-20 23:00:00,54.70742 -2011-11-21 00:00:00,27.367977 -2011-11-21 01:00:00,11.934166 -2011-11-21 02:00:00,8.292864 -2011-11-21 03:00:00,6.789414 -2011-11-21 04:00:00,7.077603 -2011-11-21 05:00:00,20.236296 -2011-11-21 06:00:00,90.783676 -2011-11-21 07:00:00,255.09749 -2011-11-21 08:00:00,406.72443 -2011-11-21 09:00:00,193.6361 -2011-11-21 10:00:00,110.43637 -2011-11-21 11:00:00,120.63251 -2011-11-21 12:00:00,162.98515 -2011-11-21 13:00:00,160.42117 -2011-11-21 14:00:00,126.53684 -2011-11-21 15:00:00,74.33179 -2011-11-21 16:00:00,112.803925 -2011-11-21 17:00:00,164.38235 -2011-11-21 18:00:00,202.33435 -2011-11-21 19:00:00,144.78445 -2011-11-21 20:00:00,110.56893 -2011-11-21 21:00:00,92.75085 -2011-11-21 22:00:00,76.270294 -2011-11-21 23:00:00,49.075775 -2011-11-22 00:00:00,18.56919 -2011-11-22 01:00:00,9.6394415 -2011-11-22 02:00:00,7.599149 -2011-11-22 03:00:00,6.4775143 -2011-11-22 04:00:00,7.26048 -2011-11-22 05:00:00,18.166172 -2011-11-22 06:00:00,92.01883 -2011-11-22 07:00:00,119.27995 -2011-11-22 08:00:00,227.7222 -2011-11-22 09:00:00,112.18617 -2011-11-22 10:00:00,55.14274 -2011-11-22 11:00:00,71.19976 -2011-11-22 12:00:00,77.33612 -2011-11-22 13:00:00,76.95569 -2011-11-22 14:00:00,64.016754 -2011-11-22 15:00:00,62.32045 -2011-11-22 16:00:00,107.59621 -2011-11-22 17:00:00,198.93668 -2011-11-22 18:00:00,170.58263 -2011-11-22 19:00:00,161.11948 -2011-11-22 20:00:00,142.0758 -2011-11-22 21:00:00,114.02418 -2011-11-22 22:00:00,97.75832 -2011-11-22 23:00:00,57.79039 -2011-11-23 00:00:00,24.935724 -2011-11-23 01:00:00,11.525295 -2011-11-23 02:00:00,9.13975 -2011-11-23 03:00:00,7.97395 -2011-11-23 04:00:00,8.595504 -2011-11-23 05:00:00,21.195877 -2011-11-23 06:00:00,91.319336 -2011-11-23 07:00:00,257.72937 -2011-11-23 08:00:00,407.3781 -2011-11-23 09:00:00,187.74089 -2011-11-23 10:00:00,96.291145 -2011-11-23 11:00:00,125.06023 -2011-11-23 12:00:00,169.37796 -2011-11-23 13:00:00,141.51138 -2011-11-23 14:00:00,135.58917 -2011-11-23 15:00:00,135.05554 -2011-11-23 16:00:00,198.9108 -2011-11-23 17:00:00,265.35388 -2011-11-23 18:00:00,356.4006 -2011-11-23 19:00:00,248.6544 -2011-11-23 20:00:00,173.47922 -2011-11-23 21:00:00,124.56766 -2011-11-23 22:00:00,95.8189 -2011-11-23 23:00:00,55.479958 -2011-11-24 00:00:00,42.582436 -2011-11-24 01:00:00,26.838882 -2011-11-24 02:00:00,17.173199 -2011-11-24 03:00:00,9.656334 -2011-11-24 04:00:00,7.5412045 -2011-11-24 05:00:00,14.447915 -2011-11-24 06:00:00,40.53547 -2011-11-24 07:00:00,127.368195 -2011-11-24 08:00:00,242.25464 -2011-11-24 09:00:00,184.88097 -2011-11-24 10:00:00,175.00378 -2011-11-24 11:00:00,210.13559 -2011-11-24 12:00:00,262.50674 -2011-11-24 13:00:00,275.3243 -2011-11-24 14:00:00,278.5066 -2011-11-24 15:00:00,273.49683 -2011-11-24 16:00:00,301.56836 -2011-11-24 17:00:00,370.4032 -2011-11-24 18:00:00,312.6731 -2011-11-24 19:00:00,229.45514 -2011-11-24 20:00:00,161.49689 -2011-11-24 21:00:00,123.901825 -2011-11-24 22:00:00,100.968094 -2011-11-24 23:00:00,73.62931 -2011-11-25 00:00:00,42.408924 -2011-11-25 01:00:00,19.147823 -2011-11-25 02:00:00,9.856499 -2011-11-25 03:00:00,6.206012 -2011-11-25 04:00:00,6.4239182 -2011-11-25 05:00:00,21.366114 -2011-11-25 06:00:00,80.28465 -2011-11-25 07:00:00,224.64465 -2011-11-25 08:00:00,411.18213 -2011-11-25 09:00:00,219.82602 -2011-11-25 10:00:00,135.0875 -2011-11-25 11:00:00,156.43732 -2011-11-25 12:00:00,202.83875 -2011-11-25 13:00:00,217.1176 -2011-11-25 14:00:00,203.49771 -2011-11-25 15:00:00,226.3866 -2011-11-25 16:00:00,296.93152 -2011-11-25 17:00:00,479.424 -2011-11-25 18:00:00,386.10077 -2011-11-25 19:00:00,248.46225 -2011-11-25 20:00:00,180.21521 -2011-11-25 21:00:00,127.092186 -2011-11-25 22:00:00,114.710495 -2011-11-25 23:00:00,84.506065 -2011-11-26 00:00:00,80.24803 -2011-11-26 01:00:00,62.16469 -2011-11-26 02:00:00,46.367218 -2011-11-26 03:00:00,21.985962 -2011-11-26 04:00:00,6.777529 -2011-11-26 05:00:00,7.245021 -2011-11-26 06:00:00,16.683178 -2011-11-26 07:00:00,43.416313 -2011-11-26 08:00:00,100.38867 -2011-11-26 09:00:00,152.86021 -2011-11-26 10:00:00,208.31058 -2011-11-26 11:00:00,283.45483 -2011-11-26 12:00:00,340.4818 -2011-11-26 13:00:00,366.12512 -2011-11-26 14:00:00,342.08258 -2011-11-26 15:00:00,367.37668 -2011-11-26 16:00:00,323.52142 -2011-11-26 17:00:00,288.22937 -2011-11-26 18:00:00,232.11423 -2011-11-26 19:00:00,190.68 -2011-11-26 20:00:00,154.7517 -2011-11-26 21:00:00,108.02713 -2011-11-26 22:00:00,103.58668 -2011-11-26 23:00:00,82.693085 -2011-11-27 00:00:00,81.079926 -2011-11-27 01:00:00,71.781235 -2011-11-27 02:00:00,57.28269 -2011-11-27 03:00:00,27.408245 -2011-11-27 04:00:00,8.48195 -2011-11-27 05:00:00,6.7559757 -2011-11-27 06:00:00,14.905838 -2011-11-27 07:00:00,32.851006 -2011-11-27 08:00:00,73.329865 -2011-11-27 09:00:00,149.13608 -2011-11-27 10:00:00,237.87311 -2011-11-27 11:00:00,316.83893 -2011-11-27 12:00:00,376.42407 -2011-11-27 13:00:00,376.60672 -2011-11-27 14:00:00,403.52484 -2011-11-27 15:00:00,396.9651 -2011-11-27 16:00:00,372.52972 -2011-11-27 17:00:00,321.68686 -2011-11-27 18:00:00,262.24335 -2011-11-27 19:00:00,194.10156 -2011-11-27 20:00:00,160.22585 -2011-11-27 21:00:00,115.16787 -2011-11-27 22:00:00,91.27874 -2011-11-27 23:00:00,59.557976 -2011-11-28 00:00:00,35.488052 -2011-11-28 01:00:00,14.646742 -2011-11-28 03:00:00,5.8000746 -2011-11-28 04:00:00,6.7232237 -2011-11-28 05:00:00,23.952728 -2011-11-28 06:00:00,104.50895 -2011-11-28 07:00:00,286.6762 -2011-11-28 08:00:00,409.30103 -2011-11-28 09:00:00,199.87608 -2011-11-28 10:00:00,119.810455 -2011-11-28 11:00:00,137.36484 -2011-11-28 12:00:00,190.13345 -2011-11-28 13:00:00,176.03601 -2011-11-28 14:00:00,171.45602 -2011-11-28 15:00:00,188.4849 -2011-11-28 16:00:00,280.75546 -2011-11-28 17:00:00,538.80493 -2011-11-28 18:00:00,512.80054 -2011-11-28 19:00:00,319.06897 -2011-11-28 20:00:00,223.97679 -2011-11-28 21:00:00,165.97762 -2011-11-28 22:00:00,109.983215 -2011-11-28 23:00:00,58.848824 -2011-11-29 00:00:00,29.154087 -2011-11-29 01:00:00,13.601988 -2011-11-29 02:00:00,6.5783043 -2011-11-29 03:00:00,5.4290953 -2011-11-29 04:00:00,5.921287 -2011-11-29 05:00:00,25.04711 -2011-11-29 06:00:00,115.551834 -2011-11-29 07:00:00,322.10016 -2011-11-29 08:00:00,452.136 -2011-11-29 09:00:00,163.99586 -2011-11-29 10:00:00,109.25565 -2011-11-29 11:00:00,90.16851 -2011-11-29 12:00:00,84.02508 -2011-11-29 13:00:00,85.62534 -2011-11-29 14:00:00,62.96357 -2011-11-29 15:00:00,66.33535 -2011-11-29 16:00:00,109.6788 -2011-11-29 17:00:00,273.11584 -2011-11-29 18:00:00,302.244 -2011-11-29 19:00:00,209.9912 -2011-11-29 20:00:00,146.98222 -2011-11-29 21:00:00,117.31908 -2011-11-29 22:00:00,97.80905 -2011-11-29 23:00:00,51.78905 -2011-11-30 00:00:00,25.522186 -2011-11-30 01:00:00,10.882856 -2011-11-30 02:00:00,6.365917 -2011-11-30 03:00:00,5.2725234 -2011-11-30 04:00:00,5.456893 -2011-11-30 05:00:00,22.445492 -2011-11-30 06:00:00,88.92622 -2011-11-30 07:00:00,264.95395 -2011-11-30 08:00:00,429.745 -2011-11-30 09:00:00,206.03647 -2011-11-30 10:00:00,113.39923 -2011-11-30 11:00:00,123.48682 -2011-11-30 12:00:00,135.13477 -2011-11-30 13:00:00,138.7079 -2011-11-30 14:00:00,124.178955 -2011-11-30 15:00:00,138.18158 -2011-11-30 16:00:00,198.88264 -2011-11-30 17:00:00,349.38275 -2011-11-30 18:00:00,339.2556 -2011-11-30 19:00:00,225.6336 -2011-11-30 20:00:00,159.68439 -2011-11-30 21:00:00,120.01958 -2011-11-30 22:00:00,89.166306 -2011-11-30 23:00:00,52.5493 -2011-12-20 00:00:00,25.467775 -2011-12-20 01:00:00,10.191666 -2011-12-20 02:00:00,6.0806646 -2011-12-20 03:00:00,5.0692225 -2011-12-20 04:00:00,5.900627 -2011-12-20 05:00:00,22.49173 -2011-12-20 06:00:00,93.27326 -2011-12-20 07:00:00,264.86145 -2011-12-20 08:00:00,454.66962 -2011-12-20 09:00:00,209.43733 -2011-12-20 10:00:00,118.301 -2011-12-20 11:00:00,124.56634 -2011-12-20 12:00:00,160.11404 -2011-12-20 13:00:00,158.9039 -2011-12-20 14:00:00,138.95288 -2011-12-20 15:00:00,145.83664 -2011-12-20 16:00:00,230.1123 -2011-12-20 17:00:00,431.3366 -2011-12-20 18:00:00,385.49475 -2011-12-20 19:00:00,263.29962 -2011-12-20 20:00:00,181.99881 -2011-12-20 21:00:00,143.70341 -2011-12-20 22:00:00,98.05664 -2011-12-20 23:00:00,60.410828 -2011-12-21 00:00:00,24.054676 -2011-12-21 01:00:00,11.039167 -2011-12-21 02:00:00,6.2964478 -2011-12-21 03:00:00,5.353217 -2011-12-21 04:00:00,5.6237173 -2011-12-21 05:00:00,22.876932 -2011-12-21 06:00:00,91.340675 -2011-12-21 07:00:00,259.36804 -2011-12-21 08:00:00,238.23969 -2011-12-21 09:00:00,203.88956 -2011-12-21 10:00:00,116.60925 -2011-12-21 11:00:00,120.118484 -2011-12-21 12:00:00,81.93088 -2011-12-21 13:00:00,57.538734 -2011-12-21 14:00:00,115.742355 -2011-12-21 15:00:00,118.06137 -2011-12-21 16:00:00,86.10202 -2011-12-21 17:00:00,132.91972 -2011-12-21 18:00:00,232.48433 -2011-12-21 19:00:00,185.14069 -2011-12-21 20:00:00,134.59476 -2011-12-21 21:00:00,140.15143 -2011-12-21 22:00:00,116.81856 -2011-12-21 23:00:00,69.7962 -2011-12-22 00:00:00,35.87449 -2011-12-22 01:00:00,14.562709 -2011-12-22 02:00:00,9.632071 -2011-12-22 03:00:00,6.187688 -2011-12-22 04:00:00,6.2176075 -2011-12-22 05:00:00,25.844097 -2011-12-22 06:00:00,94.921364 -2011-12-22 07:00:00,266.28055 -2011-12-22 08:00:00,437.59003 -2011-12-22 09:00:00,215.16333 -2011-12-22 10:00:00,115.008766 -2011-12-22 11:00:00,121.51839 -2011-12-22 12:00:00,163.65625 -2011-12-22 13:00:00,151.3175 -2011-12-22 14:00:00,133.31456 -2011-12-22 15:00:00,152.83736 -2011-12-22 16:00:00,220.40785 -2011-12-22 17:00:00,401.2509 -2011-12-22 18:00:00,395.11072 -2011-12-22 19:00:00,279.85287 -2011-12-22 20:00:00,126.25731 -2011-12-22 21:00:00,89.37904 -2011-12-22 22:00:00,59.85262 -2011-12-22 23:00:00,52.547066 -2011-12-23 00:00:00,35.282394 -2011-12-23 01:00:00,17.53609 -2011-12-23 02:00:00,9.580563 -2011-12-23 03:00:00,7.720583 -2011-12-23 04:00:00,7.934983 -2011-12-23 05:00:00,21.784492 -2011-12-23 06:00:00,90.020836 -2011-12-23 07:00:00,241.479 -2011-12-23 08:00:00,437.33008 -2011-12-23 09:00:00,228.91254 -2011-12-23 10:00:00,137.26822 -2011-12-23 11:00:00,151.35892 -2011-12-23 12:00:00,178.43231 -2011-12-23 13:00:00,174.84679 -2011-12-23 14:00:00,167.42145 -2011-12-23 15:00:00,176.10986 -2011-12-23 16:00:00,233.26263 -2011-12-23 17:00:00,358.77356 -2011-12-23 18:00:00,314.726 -2011-12-23 19:00:00,220.24246 -2011-12-23 20:00:00,147.17142 -2011-12-23 21:00:00,117.90431 -2011-12-23 22:00:00,100.77478 -2011-12-23 23:00:00,83.4556 -2011-12-24 00:00:00,71.23724 -2011-12-24 01:00:00,57.401215 -2011-12-24 02:00:00,47.19211 -2011-12-24 03:00:00,24.097698 -2011-12-24 04:00:00,7.415407 -2011-12-24 05:00:00,6.766974 -2011-12-24 06:00:00,15.619932 -2011-12-24 07:00:00,35.703735 -2011-12-24 08:00:00,85.32844 -2011-12-24 09:00:00,134.32352 -2011-12-24 10:00:00,183.41379 -2011-12-24 11:00:00,222.64056 -2011-12-24 12:00:00,279.901 -2011-12-24 13:00:00,270.16425 -2011-12-24 14:00:00,263.48096 -2011-12-24 15:00:00,255.82468 -2011-12-24 16:00:00,247.8733 -2011-12-24 17:00:00,192.30013 -2011-12-24 18:00:00,179.8864 -2011-12-24 19:00:00,162.47305 -2011-12-24 20:00:00,110.883575 -2011-12-24 21:00:00,91.1305 -2011-12-24 22:00:00,89.04057 -2011-12-24 23:00:00,70.57678 -2011-12-25 00:00:00,68.21175 -2011-12-25 01:00:00,57.58014 -2011-12-25 02:00:00,45.95484 -2011-12-25 03:00:00,20.316753 -2011-12-25 05:00:00,6.5045238 -2011-12-25 06:00:00,7.800681 -2011-12-25 07:00:00,24.96611 -2011-12-25 08:00:00,54.558544 -2011-12-25 09:00:00,96.49452 -2011-12-25 10:00:00,158.14407 -2011-12-25 11:00:00,206.90105 -2011-12-25 12:00:00,215.85207 -2011-12-25 13:00:00,240.36661 -2011-12-25 14:00:00,244.3269 -2011-12-25 15:00:00,249.90002 -2011-12-25 16:00:00,257.22647 -2011-12-25 17:00:00,197.96167 -2011-12-25 18:00:00,155.43158 -2011-12-25 19:00:00,138.73029 -2011-12-25 20:00:00,102.288345 -2011-12-25 21:00:00,77.54501 -2011-12-25 22:00:00,60.420288 -2011-12-25 23:00:00,41.336746 -2011-12-26 00:00:00,37.98875 -2011-12-26 01:00:00,26.808401 -2011-12-26 02:00:00,17.563679 -2011-12-26 04:00:00,7.7930484 -2011-12-26 05:00:00,15.76554 -2011-12-26 06:00:00,33.586235 -2011-12-26 07:00:00,106.69883 -2011-12-26 08:00:00,201.96745 -2011-12-26 09:00:00,166.96973 -2011-12-26 10:00:00,170.62392 -2011-12-26 11:00:00,186.31503 -2011-12-26 12:00:00,227.3216 -2011-12-26 13:00:00,232.73941 -2011-12-26 14:00:00,219.06458 -2011-12-26 15:00:00,221.1239 -2011-12-26 16:00:00,231.30634 -2011-12-26 17:00:00,259.00262 -2011-12-26 18:00:00,250.51883 -2011-12-26 19:00:00,186.75082 -2011-12-26 20:00:00,138.3377 -2011-12-26 21:00:00,97.265884 -2011-12-26 22:00:00,76.07959 -2011-12-26 23:00:00,43.275833 -2011-12-27 00:00:00,19.657057 -2011-12-27 01:00:00,10.009874 -2011-12-27 02:00:00,6.260712 -2011-12-27 03:00:00,5.7261643 -2011-12-27 04:00:00,5.706194 -2011-12-27 05:00:00,22.882242 -2011-12-27 06:00:00,86.42284 -2011-12-27 07:00:00,242.70349 -2011-12-27 08:00:00,410.85736 -2011-12-27 09:00:00,138.90228 -2011-12-27 10:00:00,107.81542 -2011-12-27 11:00:00,74.622665 -2011-12-27 12:00:00,76.41465 -2011-12-27 13:00:00,73.654205 -2011-12-27 14:00:00,64.446075 -2011-12-27 15:00:00,68.53334 -2011-12-27 16:00:00,103.51547 -2011-12-27 17:00:00,213.63995 -2011-12-27 18:00:00,279.33182 -2011-12-27 19:00:00,198.53455 -2011-12-27 20:00:00,147.31891 -2011-12-27 21:00:00,123.823746 -2011-12-27 22:00:00,99.23896 -2011-12-27 23:00:00,51.547 -2011-12-28 00:00:00,23.856472 -2011-12-28 01:00:00,11.814029 -2011-12-28 02:00:00,7.055273 -2011-12-28 03:00:00,5.789819 -2011-12-28 05:00:00,23.939281 -2011-12-28 06:00:00,90.90832 -2011-12-28 07:00:00,256.05267 -2011-12-28 08:00:00,435.57825 -2011-12-28 09:00:00,209.4903 -2011-12-28 10:00:00,116.12268 -2011-12-28 11:00:00,122.36154 -2011-12-28 12:00:00,138.93887 -2011-12-28 13:00:00,137.1563 -2011-12-28 14:00:00,123.07156 -2011-12-28 15:00:00,133.88864 -2011-12-28 16:00:00,183.71022 -2011-12-28 17:00:00,341.75488 -2011-12-28 18:00:00,314.30225 -2011-12-28 19:00:00,213.44418 -2011-12-28 20:00:00,156.28156 -2011-12-28 21:00:00,114.60054 -2011-12-28 22:00:00,84.710625 -2011-12-28 23:00:00,49.195908 -2011-12-29 00:00:00,20.679699 -2011-12-29 01:00:00,10.223841 -2011-12-29 02:00:00,6.5722747 -2011-12-29 03:00:00,5.375558 -2011-12-29 04:00:00,5.730096 -2011-12-29 05:00:00,20.480228 -2011-12-29 06:00:00,77.83746 -2011-12-29 07:00:00,226.76398 -2011-12-29 08:00:00,397.546 -2011-12-29 09:00:00,203.21472 -2011-12-29 10:00:00,103.073425 -2011-12-29 11:00:00,113.36453 -2011-12-29 12:00:00,130.19092 -2011-12-29 13:00:00,131.81012 -2011-12-29 14:00:00,118.34624 -2011-12-29 15:00:00,135.61435 -2011-12-29 16:00:00,195.37369 -2011-12-29 17:00:00,361.56042 -2011-12-29 18:00:00,342.07758 -2011-12-29 19:00:00,241.11371 -2011-12-29 20:00:00,165.37582 -2011-12-29 21:00:00,122.808716 -2011-12-29 22:00:00,100.81062 -2011-12-29 23:00:00,73.30678 -2011-12-30 00:00:00,37.148422 -2011-12-30 01:00:00,17.057957 -2011-12-30 02:00:00,8.6666 -2011-12-30 03:00:00,6.372141 -2011-12-30 04:00:00,6.01846 -2011-12-30 05:00:00,19.305628 -2011-12-30 06:00:00,73.29968 -2011-12-30 07:00:00,203.53125 -2011-12-30 08:00:00,394.68573 -2011-12-30 09:00:00,215.13623 -2011-12-30 10:00:00,124.78136 -2011-12-30 11:00:00,139.31711 -2011-12-30 12:00:00,175.58556 -2011-12-30 13:00:00,172.79742 -2011-12-30 14:00:00,166.0317 -2011-12-30 15:00:00,186.24936 -2011-12-30 16:00:00,251.05243 -2011-12-30 17:00:00,382.19598 -2011-12-30 18:00:00,324.9545 -2011-12-30 19:00:00,204.15623 -2011-12-30 20:00:00,156.92557 -2011-12-30 21:00:00,123.77847 -2011-12-30 22:00:00,104.11333 -2011-12-30 23:00:00,75.80243 -2011-12-31 00:00:00,73.676056 -2011-12-31 01:00:00,61.685013 -2011-12-31 02:00:00,46.63257 -2011-12-31 03:00:00,23.818417 -2011-12-31 04:00:00,8.4298935 -2011-12-31 05:00:00,7.7797713 -2011-12-31 06:00:00,17.186138 -2011-12-31 07:00:00,21.10902 -2011-12-31 08:00:00,98.317215 -2011-12-31 09:00:00,152.76299 -2011-12-31 10:00:00,217.08197 -2011-12-31 11:00:00,283.26025 -2011-12-31 12:00:00,395.35388 -2011-12-31 13:00:00,386.5326 -2011-12-31 14:00:00,337.42044 -2011-12-31 15:00:00,326.45502 -2011-12-31 16:00:00,314.8133 -2011-12-31 17:00:00,259.87207 -2011-12-31 18:00:00,237.63397 -2011-12-31 19:00:00,192.1493 -2011-12-31 20:00:00,157.32784 -2011-12-31 21:00:00,127.09041 -2011-12-31 22:00:00,117.258286 -2011-12-31 23:00:00,84.89441 -2012-01-20 00:00:00,28.126526 -2012-01-20 01:00:00,14.1060295 -2012-01-20 02:00:00,6.856282 -2012-01-20 03:00:00,4.3082085 -2012-01-20 04:00:00,4.5304356 -2012-01-20 05:00:00,17.67266 -2012-01-20 06:00:00,76.29677 -2012-01-20 07:00:00,204.53604 -2012-01-20 08:00:00,435.45563 -2012-01-20 09:00:00,214.09363 -2012-01-20 10:00:00,111.43199 -2012-01-20 11:00:00,118.15357 -2012-01-20 12:00:00,142.5156 -2012-01-20 13:00:00,158.69781 -2012-01-20 14:00:00,136.76839 -2012-01-20 15:00:00,151.64235 -2012-01-20 16:00:00,198.27457 -2012-01-20 17:00:00,325.72156 -2012-01-20 18:00:00,292.2964 -2012-01-20 19:00:00,199.47469 -2012-01-20 20:00:00,138.41061 -2012-01-20 21:00:00,103.71633 -2012-01-20 22:00:00,84.800835 -2012-01-20 23:00:00,48.999733 -2012-01-21 00:00:00,40.18109 -2012-01-21 01:00:00,36.085644 -2012-01-21 02:00:00,30.722809 -2012-01-21 03:00:00,13.726009 -2012-01-21 04:00:00,5.9574623 -2012-01-21 05:00:00,5.9954185 -2012-01-21 06:00:00,8.855291 -2012-01-21 07:00:00,25.480843 -2012-01-21 08:00:00,74.62005 -2012-01-21 09:00:00,97.703514 -2012-01-21 10:00:00,106.98163 -2012-01-21 11:00:00,196.49933 -2012-01-21 12:00:00,236.63046 -2012-01-21 13:00:00,216.78326 -2012-01-21 14:00:00,148.45763 -2012-01-21 15:00:00,149.67696 -2012-01-21 16:00:00,186.59723 -2012-01-21 17:00:00,147.8671 -2012-01-21 18:00:00,145.3027 -2012-01-21 19:00:00,110.302605 -2012-01-21 20:00:00,89.67325 -2012-01-21 21:00:00,84.55942 -2012-01-21 22:00:00,71.86695 -2012-01-21 23:00:00,57.52436 -2012-01-22 00:00:00,56.424156 -2012-01-22 01:00:00,46.896202 -2012-01-22 02:00:00,40.713566 -2012-01-22 03:00:00,17.975079 -2012-01-22 04:00:00,4.7405562 -2012-01-22 05:00:00,4.5291452 -2012-01-22 06:00:00,6.298991 -2012-01-22 07:00:00,22.572342 -2012-01-22 08:00:00,44.65276 -2012-01-22 09:00:00,78.57414 -2012-01-22 10:00:00,129.4477 -2012-01-22 11:00:00,114.5077 -2012-01-22 12:00:00,196.87756 -2012-01-22 13:00:00,216.87 -2012-01-22 14:00:00,194.03854 -2012-01-22 15:00:00,187.87413 -2012-01-22 16:00:00,170.71484 -2012-01-22 17:00:00,139.92673 -2012-01-22 18:00:00,102.914 -2012-01-22 19:00:00,88.75373 -2012-01-22 20:00:00,69.38953 -2012-01-22 21:00:00,57.21636 -2012-01-22 22:00:00,57.465034 -2012-01-22 23:00:00,39.69702 -2012-01-23 00:00:00,14.643546 -2012-01-23 01:00:00,6.3899593 -2012-01-23 02:00:00,4.815829 -2012-01-23 03:00:00,3.9489198 -2012-01-23 04:00:00,3.8933754 -2012-01-23 05:00:00,16.479057 -2012-01-23 06:00:00,70.2446 -2012-01-23 07:00:00,121.01802 -2012-01-23 08:00:00,254.99452 -2012-01-23 09:00:00,199.81729 -2012-01-23 10:00:00,92.12511 -2012-01-23 11:00:00,92.975235 -2012-01-23 12:00:00,103.642105 -2012-01-23 13:00:00,65.84279 -2012-01-23 14:00:00,51.36502 -2012-01-23 15:00:00,90.22888 -2012-01-23 16:00:00,130.1977 -2012-01-23 17:00:00,247.76569 -2012-01-23 18:00:00,252.39143 -2012-01-23 19:00:00,185.51172 -2012-01-23 20:00:00,121.61006 -2012-01-23 21:00:00,84.83273 -2012-01-23 22:00:00,62.8319 -2012-01-23 23:00:00,35.13329 -2012-01-24 00:00:00,13.213421 -2012-01-24 01:00:00,5.95115 -2012-01-24 02:00:00,4.9535656 -2012-01-24 03:00:00,4.0745673 -2012-01-24 04:00:00,4.2142105 -2012-01-24 05:00:00,15.971886 -2012-01-24 06:00:00,78.50349 -2012-01-24 07:00:00,246.43755 -2012-01-24 08:00:00,452.7176 -2012-01-24 09:00:00,214.01534 -2012-01-24 10:00:00,105.471344 -2012-01-24 11:00:00,109.01524 -2012-01-24 12:00:00,123.55098 -2012-01-24 13:00:00,120.70233 -2012-01-24 14:00:00,112.806915 -2012-01-24 15:00:00,137.38512 -2012-01-24 16:00:00,229.25264 -2012-01-24 17:00:00,450.6008 -2012-01-24 18:00:00,429.24203 -2012-01-24 19:00:00,320.9792 -2012-01-24 20:00:00,170.2412 -2012-01-24 21:00:00,138.96463 -2012-01-24 22:00:00,94.51932 -2012-01-24 23:00:00,52.68271 -2012-01-25 00:00:00,18.008848 -2012-01-25 01:00:00,7.8247824 -2012-01-25 02:00:00,5.313193 -2012-01-25 03:00:00,4.076956 -2012-01-25 04:00:00,3.913837 -2012-01-25 05:00:00,18.573746 -2012-01-25 06:00:00,80.98941 -2012-01-25 07:00:00,244.56128 -2012-01-25 08:00:00,456.19974 -2012-01-25 09:00:00,217.30244 -2012-01-25 10:00:00,96.24617 -2012-01-25 11:00:00,101.52586 -2012-01-25 12:00:00,142.53279 -2012-01-25 13:00:00,141.56187 -2012-01-25 14:00:00,126.30031 -2012-01-25 15:00:00,139.5836 -2012-01-25 16:00:00,208.68327 -2012-01-25 17:00:00,409.19427 -2012-01-25 18:00:00,389.35498 -2012-01-25 19:00:00,255.69238 -2012-01-25 20:00:00,186.40335 -2012-01-25 21:00:00,133.8352 -2012-01-25 22:00:00,111.361206 -2012-01-25 23:00:00,53.807007 -2012-01-26 00:00:00,18.745491 -2012-01-26 01:00:00,7.7804956 -2012-01-26 02:00:00,5.713827 -2012-01-26 03:00:00,4.2252474 -2012-01-26 04:00:00,4.23064 -2012-01-26 05:00:00,19.050697 -2012-01-26 06:00:00,86.59665 -2012-01-26 07:00:00,259.74664 -2012-01-26 08:00:00,474.0883 -2012-01-26 09:00:00,235.88 -2012-01-26 10:00:00,105.669556 -2012-01-26 11:00:00,110.9184 -2012-01-26 12:00:00,133.07301 -2012-01-26 13:00:00,133.23529 -2012-01-26 14:00:00,132.93887 -2012-01-26 15:00:00,152.77411 -2012-01-26 16:00:00,217.39096 -2012-01-26 17:00:00,401.99353 -2012-01-26 18:00:00,397.58014 -2012-01-26 19:00:00,275.0357 -2012-01-26 20:00:00,188.59476 -2012-01-26 21:00:00,157.09366 -2012-01-26 22:00:00,118.821655 -2012-01-26 23:00:00,73.24577 -2012-01-27 00:00:00,36.8796 -2012-01-27 01:00:00,16.492994 -2012-01-27 02:00:00,10.4215145 -2012-01-27 03:00:00,4.464278 -2012-01-27 04:00:00,4.1441717 -2012-01-27 05:00:00,17.684752 -2012-01-27 06:00:00,76.74549 -2012-01-27 07:00:00,210.6203 -2012-01-27 08:00:00,273.14154 -2012-01-27 09:00:00,149.17166 -2012-01-27 10:00:00,80.774155 -2012-01-27 11:00:00,144.07678 -2012-01-27 12:00:00,188.10155 -2012-01-27 13:00:00,230.05475 -2012-01-27 14:00:00,208.62202 -2012-01-27 15:00:00,219.15027 -2012-01-27 16:00:00,264.85086 -2012-01-27 17:00:00,397.92126 -2012-01-27 18:00:00,364.31726 -2012-01-27 19:00:00,237.95206 -2012-01-27 20:00:00,162.4795 -2012-01-27 21:00:00,120.49663 -2012-01-27 22:00:00,106.11315 -2012-01-27 23:00:00,79.63778 -2012-01-28 00:00:00,61.579582 -2012-01-28 01:00:00,51.437344 -2012-01-28 02:00:00,38.84441 -2012-01-28 03:00:00,18.178324 -2012-01-28 04:00:00,5.9931374 -2012-01-28 05:00:00,5.6973777 -2012-01-28 06:00:00,8.492034 -2012-01-28 07:00:00,32.893906 -2012-01-28 08:00:00,89.91345 -2012-01-28 09:00:00,122.50842 -2012-01-28 10:00:00,186.14127 -2012-01-28 11:00:00,242.62418 -2012-01-28 12:00:00,261.15234 -2012-01-28 13:00:00,299.15253 -2012-01-28 14:00:00,323.41724 -2012-01-28 15:00:00,332.77594 -2012-01-28 16:00:00,345.17215 -2012-01-28 17:00:00,296.3926 -2012-01-28 18:00:00,253.8338 -2012-01-28 19:00:00,179.88698 -2012-01-28 20:00:00,146.30525 -2012-01-28 21:00:00,105.76971 -2012-01-28 22:00:00,97.356094 -2012-01-28 23:00:00,77.11406 -2012-01-29 00:00:00,67.36551 -2012-01-29 01:00:00,48.480022 -2012-01-29 02:00:00,37.233 -2012-01-29 03:00:00,15.298235 -2012-01-29 04:00:00,5.4415483 -2012-01-29 05:00:00,4.984067 -2012-01-29 06:00:00,6.782272 -2012-01-29 07:00:00,27.299797 -2012-01-29 08:00:00,52.10822 -2012-01-29 09:00:00,83.90452 -2012-01-29 10:00:00,162.08911 -2012-01-29 11:00:00,196.11734 -2012-01-29 12:00:00,248.56905 -2012-01-29 13:00:00,250.06117 -2012-01-29 14:00:00,244.44511 -2012-01-29 15:00:00,271.93228 -2012-01-29 16:00:00,245.40822 -2012-01-29 17:00:00,200.5188 -2012-01-29 18:00:00,144.26962 -2012-01-29 19:00:00,119.00688 -2012-01-29 20:00:00,87.0365 -2012-01-29 21:00:00,74.29689 -2012-01-29 22:00:00,50.335213 -2012-01-29 23:00:00,39.72315 -2012-01-30 00:00:00,17.923983 -2012-01-30 01:00:00,6.266034 -2012-01-30 02:00:00,4.6751633 -2012-01-30 03:00:00,3.6837864 -2012-01-30 04:00:00,3.6578367 -2012-01-30 05:00:00,15.639027 -2012-01-30 06:00:00,71.41957 -2012-01-30 07:00:00,213.39503 -2012-01-30 08:00:00,403.0332 -2012-01-30 09:00:00,195.48148 -2012-01-30 10:00:00,93.44273 -2012-01-30 11:00:00,101.987274 -2012-01-30 12:00:00,133.59775 -2012-01-30 13:00:00,134.98102 -2012-01-30 14:00:00,123.72377 -2012-01-30 15:00:00,132.88353 -2012-01-30 16:00:00,199.72754 -2012-01-30 17:00:00,396.37213 -2012-01-30 18:00:00,390.79785 -2012-01-30 19:00:00,249.44081 -2012-01-30 20:00:00,170.37177 -2012-01-30 21:00:00,125.64131 -2012-01-30 22:00:00,81.49458 -2012-01-30 23:00:00,42.400063 -2012-01-31 00:00:00,16.666409 -2012-01-31 01:00:00,8.25702 -2012-01-31 02:00:00,5.4333982 -2012-01-31 03:00:00,3.7938828 -2012-01-31 04:00:00,3.6934633 -2012-01-31 05:00:00,17.488707 -2012-01-31 06:00:00,83.47656 -2012-01-31 07:00:00,243.57895 -2012-01-31 08:00:00,456.89008 -2012-01-31 09:00:00,216.0799 -2012-01-31 10:00:00,98.22202 -2012-01-31 11:00:00,123.38263 -2012-01-31 12:00:00,155.58002 -2012-01-31 13:00:00,168.82701 -2012-01-31 14:00:00,162.95227 -2012-01-31 15:00:00,177.97604 -2012-01-31 16:00:00,266.24182 -2012-01-31 17:00:00,524.38367 -2012-01-31 18:00:00,524.2858 -2012-01-31 19:00:00,334.8663 -2012-01-31 20:00:00,206.25658 -2012-01-31 21:00:00,166.03708 -2012-01-31 22:00:00,117.861374 -2012-01-31 23:00:00,65.52377 -2012-02-20 00:00:00,45.753826 -2012-02-20 01:00:00,38.76023 -2012-02-20 02:00:00,23.838955 -2012-02-20 03:00:00,9.65715 -2012-02-20 05:00:00,10.2885275 -2012-02-20 06:00:00,23.463085 -2012-02-20 07:00:00,119.04959 -2012-02-20 08:00:00,194.95178 -2012-02-20 09:00:00,158.82977 -2012-02-20 10:00:00,150.26138 -2012-02-20 11:00:00,172.87198 -2012-02-20 12:00:00,202.54636 -2012-02-20 13:00:00,211.81223 -2012-02-20 14:00:00,206.37244 -2012-02-20 15:00:00,215.5776 -2012-02-20 16:00:00,247.05423 -2012-02-20 17:00:00,323.63446 -2012-02-20 18:00:00,294.822 -2012-02-20 19:00:00,199.15182 -2012-02-20 20:00:00,145.383 -2012-02-20 21:00:00,100.844955 -2012-02-20 22:00:00,80.899445 -2012-02-20 23:00:00,40.676613 -2012-02-21 00:00:00,17.90382 -2012-02-21 01:00:00,6.352741 -2012-02-21 02:00:00,4.6536875 -2012-02-21 04:00:00,3.5146878 -2012-02-21 05:00:00,18.131813 -2012-02-21 06:00:00,82.76126 -2012-02-21 07:00:00,265.8232 -2012-02-21 08:00:00,501.86517 -2012-02-21 09:00:00,244.32889 -2012-02-21 10:00:00,106.97768 -2012-02-21 11:00:00,106.203995 -2012-02-21 12:00:00,134.4162 -2012-02-21 13:00:00,152.39157 -2012-02-21 14:00:00,121.03912 -2012-02-21 15:00:00,146.58224 -2012-02-21 16:00:00,230.52924 -2012-02-21 17:00:00,456.49622 -2012-02-21 18:00:00,447.53003 -2012-02-21 19:00:00,283.8099 -2012-02-21 20:00:00,196.5 -2012-02-21 21:00:00,151.48459 -2012-02-21 22:00:00,98.42417 -2012-02-21 23:00:00,55.680187 -2012-02-22 00:00:00,20.43782 -2012-02-22 01:00:00,9.73251 -2012-02-22 02:00:00,5.430644 -2012-02-22 03:00:00,3.9779012 -2012-02-22 04:00:00,4.217904 -2012-02-22 05:00:00,21.314854 -2012-02-22 06:00:00,96.02023 -2012-02-22 07:00:00,294.67456 -2012-02-22 08:00:00,532.2755 -2012-02-22 09:00:00,262.917 -2012-02-22 10:00:00,122.18332 -2012-02-22 11:00:00,132.161 -2012-02-22 12:00:00,164.0299 -2012-02-22 13:00:00,167.79807 -2012-02-22 14:00:00,154.58426 -2012-02-22 15:00:00,193.45425 -2012-02-22 16:00:00,284.9298 -2012-02-22 17:00:00,562.5333 -2012-02-22 18:00:00,504.31265 -2012-02-22 19:00:00,329.13892 -2012-02-22 20:00:00,225.06088 -2012-02-22 21:00:00,171.87778 -2012-02-22 22:00:00,117.78078 -2012-02-22 23:00:00,65.79761 -2012-02-23 00:00:00,31.57478 -2012-02-23 01:00:00,13.006012 -2012-02-23 02:00:00,7.3868513 -2012-02-23 03:00:00,3.5084128 -2012-02-23 04:00:00,4.568896 -2012-02-23 05:00:00,23.05987 -2012-02-23 06:00:00,98.410065 -2012-02-23 07:00:00,296.328 -2012-02-23 08:00:00,522.5227 -2012-02-23 09:00:00,264.53766 -2012-02-23 10:00:00,132.95503 -2012-02-23 11:00:00,158.31827 -2012-02-23 12:00:00,203.72784 -2012-02-23 13:00:00,206.3395 -2012-02-23 14:00:00,184.91518 -2012-02-23 15:00:00,206.58836 -2012-02-23 16:00:00,304.09747 -2012-02-23 17:00:00,589.61017 -2012-02-23 18:00:00,562.2086 -2012-02-23 19:00:00,374.78326 -2012-02-23 20:00:00,249.19513 -2012-02-23 21:00:00,180.64299 -2012-02-23 22:00:00,139.9119 -2012-02-23 23:00:00,91.292984 -2012-02-24 00:00:00,43.931015 -2012-02-24 01:00:00,24.256891 -2012-02-24 02:00:00,6.7471337 -2012-02-24 03:00:00,6.2322836 -2012-02-24 04:00:00,5.3033094 -2012-02-24 05:00:00,19.311817 -2012-02-24 06:00:00,90.31261 -2012-02-24 07:00:00,269.41046 -2012-02-24 08:00:00,507.03394 -2012-02-24 09:00:00,145.88513 -2012-02-24 10:00:00,80.6492 -2012-02-24 11:00:00,152.77094 -2012-02-24 12:00:00,197.8664 -2012-02-24 13:00:00,201.2059 -2012-02-24 14:00:00,197.89261 -2012-02-24 15:00:00,92.82005 -2012-02-24 16:00:00,131.27249 -2012-02-24 17:00:00,246.48679 -2012-02-24 18:00:00,296.44492 -2012-02-24 19:00:00,248.06996 -2012-02-24 20:00:00,198.44057 -2012-02-24 21:00:00,126.96196 -2012-02-24 22:00:00,102.169266 -2012-02-24 23:00:00,73.40599 -2012-02-25 00:00:00,72.90116 -2012-02-25 01:00:00,57.440697 -2012-02-25 02:00:00,41.35093 -2012-02-25 03:00:00,16.049986 -2012-02-25 04:00:00,6.568556 -2012-02-25 05:00:00,5.308126 -2012-02-25 06:00:00,11.599354 -2012-02-25 07:00:00,42.571846 -2012-02-25 08:00:00,92.94587 -2012-02-25 09:00:00,77.506714 -2012-02-25 10:00:00,198.04059 -2012-02-25 11:00:00,223.68137 -2012-02-25 12:00:00,266.6213 -2012-02-25 13:00:00,305.42514 -2012-02-25 14:00:00,283.97552 -2012-02-25 15:00:00,306.13257 -2012-02-25 16:00:00,245.2939 -2012-02-25 17:00:00,234.86441 -2012-02-25 18:00:00,162.0658 -2012-02-25 19:00:00,137.5249 -2012-02-25 20:00:00,99.430664 -2012-02-25 21:00:00,89.04091 -2012-02-25 22:00:00,78.11315 -2012-02-25 23:00:00,67.994606 -2012-02-26 00:00:00,61.988735 -2012-02-26 01:00:00,51.93537 -2012-02-26 02:00:00,40.625603 -2012-02-26 03:00:00,17.627607 -2012-02-26 04:00:00,5.7793956 -2012-02-26 05:00:00,4.840923 -2012-02-26 06:00:00,6.2314053 -2012-02-26 07:00:00,24.330807 -2012-02-26 08:00:00,51.639645 -2012-02-26 09:00:00,87.631516 -2012-02-26 10:00:00,171.95963 -2012-02-26 11:00:00,218.445 -2012-02-26 12:00:00,282.8737 -2012-02-26 13:00:00,305.6836 -2012-02-26 14:00:00,319.19424 -2012-02-26 15:00:00,318.81537 -2012-02-26 16:00:00,296.5772 -2012-02-26 17:00:00,242.5203 -2012-02-26 18:00:00,191.18176 -2012-02-26 19:00:00,139.04724 -2012-02-26 20:00:00,92.35869 -2012-02-26 21:00:00,67.07917 -2012-02-26 22:00:00,58.569763 -2012-02-26 23:00:00,38.8182 -2012-02-27 00:00:00,16.946712 -2012-02-27 01:00:00,6.6319113 -2012-02-27 02:00:00,4.826445 -2012-02-27 03:00:00,4.037365 -2012-02-27 04:00:00,4.135064 -2012-02-27 05:00:00,17.422123 -2012-02-27 06:00:00,79.13599 -2012-02-27 07:00:00,247.83267 -2012-02-27 08:00:00,468.81927 -2012-02-27 09:00:00,225.78378 -2012-02-27 10:00:00,110.95653 -2012-02-27 11:00:00,127.52809 -2012-02-27 12:00:00,164.05237 -2012-02-27 13:00:00,164.48004 -2012-02-27 14:00:00,162.3988 -2012-02-27 15:00:00,192.3036 -2012-02-27 16:00:00,283.57257 -2012-02-27 17:00:00,551.4367 -2012-02-27 18:00:00,538.15137 -2012-02-27 19:00:00,361.25323 -2012-02-27 20:00:00,236.93994 -2012-02-27 21:00:00,165.08975 -2012-02-27 22:00:00,114.72447 -2012-02-27 23:00:00,59.334785 -2012-02-28 00:00:00,27.413198 -2012-02-28 01:00:00,10.191917 -2012-02-28 02:00:00,5.833688 -2012-02-28 03:00:00,4.343725 -2012-02-28 04:00:00,4.098208 -2012-02-28 05:00:00,21.21178 -2012-02-28 06:00:00,89.27057 -2012-02-28 07:00:00,271.5408 -2012-02-28 08:00:00,505.4453 -2012-02-28 09:00:00,242.14685 -2012-02-28 10:00:00,116.979294 -2012-02-28 11:00:00,130.27846 -2012-02-28 12:00:00,162.10745 -2012-02-28 13:00:00,160.56238 -2012-02-28 14:00:00,151.19905 -2012-02-28 15:00:00,176.67445 -2012-02-28 16:00:00,261.05676 -2012-02-28 17:00:00,517.5857 -2012-02-28 18:00:00,506.35297 -2012-02-28 19:00:00,325.77454 -2012-02-28 20:00:00,219.66193 -2012-02-28 21:00:00,149.30696 -2012-02-28 22:00:00,110.30571 -2012-02-28 23:00:00,60.2033 -2012-02-29 00:00:00,22.418892 -2012-02-29 01:00:00,8.336297 -2012-02-29 02:00:00,5.076976 -2012-02-29 03:00:00,3.8416915 -2012-02-29 05:00:00,19.246449 -2012-02-29 06:00:00,89.000595 -2012-02-29 07:00:00,275.52243 -2012-02-29 08:00:00,520.77844 -2012-02-29 09:00:00,147.52493 -2012-02-29 10:00:00,56.283672 -2012-02-29 11:00:00,58.57628 -2012-02-29 12:00:00,57.14727 -2012-02-29 13:00:00,112.40773 -2012-02-29 14:00:00,98.767685 -2012-02-29 15:00:00,125.37492 -2012-02-29 16:00:00,108.535995 -2012-02-29 17:00:00,333.78458 -2012-02-29 18:00:00,272.18927 -2012-02-29 19:00:00,254.08191 -2012-02-29 20:00:00,128.66824 -2012-02-29 21:00:00,103.49432 -2012-02-29 22:00:00,62.564312 -2012-02-29 23:00:00,38.87789 -2012-03-20 00:00:00,33.898968 -2012-03-20 01:00:00,15.314891 -2012-03-20 02:00:00,8.03872 -2012-03-20 03:00:00,5.2337856 -2012-03-20 04:00:00,5.5032244 -2012-03-20 05:00:00,23.226105 -2012-03-20 06:00:00,115.07793 -2012-03-20 07:00:00,165.6552 -2012-03-20 08:00:00,577.55524 -2012-03-20 09:00:00,318.32495 -2012-03-20 10:00:00,177.27847 -2012-03-20 11:00:00,195.9986 -2012-03-20 12:00:00,247.46008 -2012-03-20 13:00:00,244.19727 -2012-03-20 14:00:00,231.10162 -2012-03-20 15:00:00,251.30917 -2012-03-20 16:00:00,386.52515 -2012-03-20 17:00:00,687.56244 -2012-03-20 18:00:00,688.0842 -2012-03-20 19:00:00,471.57117 -2012-03-20 20:00:00,324.0453 -2012-03-20 21:00:00,230.34674 -2012-03-20 22:00:00,155.74442 -2012-03-20 23:00:00,75.32867 -2012-03-21 00:00:00,37.485447 -2012-03-21 01:00:00,16.961758 -2012-03-21 02:00:00,7.9602957 -2012-03-21 03:00:00,4.742525 -2012-03-21 04:00:00,5.067601 -2012-03-21 05:00:00,24.55796 -2012-03-21 06:00:00,110.00014 -2012-03-21 07:00:00,198.03018 -2012-03-21 08:00:00,347.44055 -2012-03-21 09:00:00,319.47058 -2012-03-21 10:00:00,175.50116 -2012-03-21 11:00:00,182.11177 -2012-03-21 12:00:00,211.94618 -2012-03-21 13:00:00,182.51627 -2012-03-21 14:00:00,185.32336 -2012-03-21 15:00:00,198.24634 -2012-03-21 16:00:00,337.57083 -2012-03-21 17:00:00,690.63477 -2012-03-21 18:00:00,676.71136 -2012-03-21 19:00:00,507.4228 -2012-03-21 20:00:00,313.698 -2012-03-21 21:00:00,211.43773 -2012-03-21 22:00:00,159.6211 -2012-03-21 23:00:00,94.39624 -2012-03-22 00:00:00,44.348526 -2012-03-22 01:00:00,19.300922 -2012-03-22 02:00:00,9.336386 -2012-03-22 03:00:00,6.512389 -2012-03-22 04:00:00,4.8722363 -2012-03-22 05:00:00,21.455519 -2012-03-22 06:00:00,114.5764 -2012-03-22 07:00:00,354.6366 -2012-03-22 08:00:00,575.88824 -2012-03-22 09:00:00,313.3795 -2012-03-22 10:00:00,162.86285 -2012-03-22 11:00:00,167.30986 -2012-03-22 12:00:00,201.43907 -2012-03-22 13:00:00,248.3328 -2012-03-22 14:00:00,242.96652 -2012-03-22 15:00:00,270.41052 -2012-03-22 16:00:00,387.51996 -2012-03-22 17:00:00,710.7788 -2012-03-22 18:00:00,704.79156 -2012-03-22 19:00:00,521.1052 -2012-03-22 20:00:00,338.6516 -2012-03-22 21:00:00,257.25104 -2012-03-22 22:00:00,180.60274 -2012-03-22 23:00:00,123.87666 -2012-03-23 00:00:00,63.289566 -2012-03-23 01:00:00,29.065662 -2012-03-23 02:00:00,13.454735 -2012-03-23 03:00:00,7.1607294 -2012-03-23 04:00:00,5.8371515 -2012-03-23 05:00:00,23.15671 -2012-03-23 06:00:00,116.28444 -2012-03-23 07:00:00,317.70056 -2012-03-23 08:00:00,538.5781 -2012-03-23 09:00:00,296.2681 -2012-03-23 10:00:00,204.3151 -2012-03-23 11:00:00,262.97253 -2012-03-23 12:00:00,332.70758 -2012-03-23 13:00:00,344.29108 -2012-03-23 14:00:00,326.2168 -2012-03-23 15:00:00,358.1286 -2012-03-23 16:00:00,457.72797 -2012-03-23 17:00:00,704.9557 -2012-03-23 18:00:00,676.258 -2012-03-23 19:00:00,484.59894 -2012-03-23 20:00:00,338.01752 -2012-03-23 21:00:00,265.02588 -2012-03-23 22:00:00,212.02914 -2012-03-23 23:00:00,157.64584 -2012-03-24 00:00:00,118.4946 -2012-03-24 01:00:00,89.18741 -2012-03-24 02:00:00,62.21587 -2012-03-24 03:00:00,37.200935 -2012-03-24 04:00:00,15.282809 -2012-03-24 05:00:00,19.042187 -2012-03-24 06:00:00,39.07377 -2012-03-24 07:00:00,105.43347 -2012-03-24 08:00:00,159.48648 -2012-03-24 09:00:00,296.21933 -2012-03-24 10:00:00,371.10123 -2012-03-24 11:00:00,394.50427 -2012-03-24 12:00:00,332.75134 -2012-03-24 13:00:00,325.13953 -2012-03-24 14:00:00,317.68195 -2012-03-24 15:00:00,270.86255 -2012-03-24 16:00:00,266.39764 -2012-03-24 17:00:00,245.20702 -2012-03-24 18:00:00,173.20059 -2012-03-24 19:00:00,172.84517 -2012-03-24 20:00:00,109.78523 -2012-03-24 21:00:00,91.13721 -2012-03-24 22:00:00,75.209274 -2012-03-24 23:00:00,95.54038 -2012-03-25 00:00:00,83.11623 -2012-03-25 01:00:00,69.261185 -2012-03-25 02:00:00,46.29026 -2012-03-25 03:00:00,26.334023 -2012-03-25 04:00:00,7.927952 -2012-03-25 05:00:00,6.5538816 -2012-03-25 06:00:00,12.844786 -2012-03-25 07:00:00,44.7275 -2012-03-25 08:00:00,89.71159 -2012-03-25 09:00:00,174.15295 -2012-03-25 10:00:00,281.74176 -2012-03-25 11:00:00,299.04663 -2012-03-25 12:00:00,371.47565 -2012-03-25 13:00:00,437.44434 -2012-03-25 14:00:00,407.40082 -2012-03-25 15:00:00,400.2862 -2012-03-25 16:00:00,445.3203 -2012-03-25 17:00:00,434.60742 -2012-03-25 18:00:00,389.3379 -2012-03-25 19:00:00,306.0932 -2012-03-25 20:00:00,193.66449 -2012-03-25 21:00:00,145.9505 -2012-03-25 22:00:00,107.1633 -2012-03-25 23:00:00,62.662537 -2012-03-26 00:00:00,28.44032 -2012-03-26 01:00:00,14.27392 -2012-03-26 02:00:00,6.452998 -2012-03-26 03:00:00,5.028702 -2012-03-26 04:00:00,5.379259 -2012-03-26 05:00:00,25.317791 -2012-03-26 06:00:00,114.911194 -2012-03-26 07:00:00,373.46094 -2012-03-26 08:00:00,601.0303 -2012-03-26 09:00:00,316.4151 -2012-03-26 10:00:00,196.44998 -2012-03-26 11:00:00,211.08856 -2012-03-26 12:00:00,262.6023 -2012-03-26 13:00:00,256.56735 -2012-03-26 14:00:00,236.72739 -2012-03-26 15:00:00,252.56143 -2012-03-26 16:00:00,337.33826 -2012-03-26 17:00:00,619.13153 -2012-03-26 18:00:00,590.683 -2012-03-26 19:00:00,391.71283 -2012-03-26 20:00:00,252.90097 -2012-03-26 21:00:00,166.24603 -2012-03-26 22:00:00,110.60051 -2012-03-26 23:00:00,58.079617 -2012-03-27 00:00:00,28.063784 -2012-03-27 01:00:00,9.593074 -2012-03-27 02:00:00,5.1373477 -2012-03-27 03:00:00,4.053366 -2012-03-27 04:00:00,4.149187 -2012-03-27 05:00:00,23.012554 -2012-03-27 06:00:00,96.32643 -2012-03-27 07:00:00,308.2259 -2012-03-27 08:00:00,530.9343 -2012-03-27 09:00:00,294.73157 -2012-03-27 10:00:00,155.45837 -2012-03-27 11:00:00,173.975 -2012-03-27 12:00:00,214.0553 -2012-03-27 13:00:00,217.44835 -2012-03-27 14:00:00,218.36545 -2012-03-27 15:00:00,242.62378 -2012-03-27 16:00:00,323.3308 -2012-03-27 17:00:00,625.58826 -2012-03-27 18:00:00,607.9318 -2012-03-27 19:00:00,409.18158 -2012-03-27 20:00:00,290.65067 -2012-03-27 21:00:00,184.07402 -2012-03-27 22:00:00,128.8897 -2012-03-27 23:00:00,70.84291 -2012-03-28 00:00:00,28.829803 -2012-03-28 01:00:00,10.7380905 -2012-03-28 02:00:00,5.023281 -2012-03-28 03:00:00,4.6547136 -2012-03-28 04:00:00,4.5212965 -2012-03-28 05:00:00,25.500093 -2012-03-28 06:00:00,111.3843 -2012-03-28 07:00:00,348.82047 -2012-03-28 08:00:00,617.8873 -2012-03-28 09:00:00,320.0488 -2012-03-28 10:00:00,192.0137 -2012-03-28 11:00:00,220.15657 -2012-03-28 12:00:00,262.9179 -2012-03-28 13:00:00,271.7461 -2012-03-28 14:00:00,255.27179 -2012-03-28 15:00:00,257.81293 -2012-03-28 16:00:00,294.92676 -2012-03-28 17:00:00,727.74866 -2012-03-28 18:00:00,725.3139 -2012-03-28 19:00:00,529.12976 -2012-03-28 20:00:00,372.29028 -2012-03-28 21:00:00,272.84335 -2012-03-28 22:00:00,197.97668 -2012-03-28 23:00:00,109.45563 -2012-03-29 00:00:00,43.610405 -2012-03-29 01:00:00,20.597569 -2012-03-29 02:00:00,10.216057 -2012-03-29 03:00:00,5.828535 -2012-03-29 04:00:00,7.7312794 -2012-03-29 05:00:00,28.001268 -2012-03-29 06:00:00,127.14613 -2012-03-29 07:00:00,388.12793 -2012-03-29 08:00:00,632.28516 -2012-03-29 09:00:00,327.1465 -2012-03-29 10:00:00,193.0135 -2012-03-29 11:00:00,226.56134 -2012-03-29 12:00:00,273.84503 -2012-03-29 13:00:00,258.4261 -2012-03-29 14:00:00,253.51282 -2012-03-29 15:00:00,279.27338 -2012-03-29 16:00:00,388.39975 -2012-03-29 17:00:00,697.70215 -2012-03-29 18:00:00,669.5753 -2012-03-29 19:00:00,448.99316 -2012-03-29 20:00:00,302.95398 -2012-03-29 21:00:00,218.24268 -2012-03-29 22:00:00,159.0653 -2012-03-29 23:00:00,104.14284 -2012-03-30 00:00:00,46.05553 -2012-03-30 01:00:00,23.033169 -2012-03-30 02:00:00,9.697928 -2012-03-30 03:00:00,5.5586557 -2012-03-30 04:00:00,5.241645 -2012-03-30 05:00:00,23.289434 -2012-03-30 06:00:00,98.563126 -2012-03-30 07:00:00,293.1735 -2012-03-30 08:00:00,565.56934 -2012-03-30 09:00:00,319.43726 -2012-03-30 10:00:00,197.48544 -2012-03-30 11:00:00,212.72171 -2012-03-30 12:00:00,263.7986 -2012-03-30 13:00:00,162.18433 -2012-03-30 14:00:00,146.41983 -2012-03-30 15:00:00,155.71045 -2012-03-30 16:00:00,258.06268 -2012-03-30 17:00:00,534.3597 -2012-03-30 18:00:00,535.72375 -2012-03-30 19:00:00,366.91895 -2012-03-30 20:00:00,251.1992 -2012-03-30 21:00:00,189.59467 -2012-03-30 22:00:00,145.85725 -2012-03-30 23:00:00,110.062065 -2012-03-31 00:00:00,90.69443 -2012-03-31 01:00:00,70.48806 -2012-03-31 02:00:00,47.89349 -2012-03-31 03:00:00,26.0042 -2012-03-31 04:00:00,8.98887 -2012-03-31 05:00:00,10.862436 -2012-03-31 06:00:00,26.476276 -2012-03-31 07:00:00,77.02705 -2012-03-31 08:00:00,149.4812 -2012-03-31 09:00:00,257.2307 -2012-03-31 10:00:00,346.72784 -2012-03-31 11:00:00,463.63867 -2012-03-31 12:00:00,538.9057 -2012-03-31 13:00:00,599.3789 -2012-03-31 14:00:00,534.56586 -2012-03-31 15:00:00,539.85205 -2012-03-31 16:00:00,522.4503 -2012-03-31 17:00:00,465.85968 -2012-03-31 18:00:00,339.31174 -2012-03-31 19:00:00,287.67398 -2012-03-31 20:00:00,204.23415 -2012-03-31 21:00:00,168.42087 -2012-03-31 22:00:00,133.96747 -2012-03-31 23:00:00,94.90701 -2012-04-20 00:00:00,64.09138 -2012-04-20 01:00:00,34.17407 -2012-04-20 02:00:00,13.388094 -2012-04-20 03:00:00,7.082786 -2012-04-20 04:00:00,6.6242332 -2012-04-20 05:00:00,25.891853 -2012-04-20 06:00:00,123.1384 -2012-04-20 07:00:00,348.6972 -2012-04-20 08:00:00,596.47034 -2012-04-20 09:00:00,337.5001 -2012-04-20 10:00:00,221.47122 -2012-04-20 11:00:00,269.17114 -2012-04-20 12:00:00,346.39398 -2012-04-20 13:00:00,359.94955 -2012-04-20 14:00:00,330.87427 -2012-04-20 15:00:00,352.13263 -2012-04-20 16:00:00,484.6552 -2012-04-20 17:00:00,720.2738 -2012-04-20 18:00:00,668.9168 -2012-04-20 19:00:00,504.61694 -2012-04-20 20:00:00,351.34436 -2012-04-20 21:00:00,256.6079 -2012-04-20 22:00:00,205.56172 -2012-04-20 23:00:00,166.11172 -2012-04-21 00:00:00,121.46657 -2012-04-21 01:00:00,90.39453 -2012-04-21 02:00:00,67.379715 -2012-04-21 03:00:00,34.610817 -2012-04-21 04:00:00,12.067425 -2012-04-21 05:00:00,13.599721 -2012-04-21 06:00:00,37.340538 -2012-04-21 07:00:00,91.53842 -2012-04-21 08:00:00,180.22922 -2012-04-21 09:00:00,303.85696 -2012-04-21 10:00:00,443.64453 -2012-04-21 11:00:00,533.37744 -2012-04-21 12:00:00,619.61255 -2012-04-21 13:00:00,626.2283 -2012-04-21 14:00:00,616.7926 -2012-04-21 15:00:00,622.5941 -2012-04-21 16:00:00,623.9628 -2012-04-21 17:00:00,596.01135 -2012-04-21 18:00:00,496.26028 -2012-04-21 19:00:00,258.58264 -2012-04-21 20:00:00,123.40715 -2012-04-21 21:00:00,110.32059 -2012-04-21 22:00:00,168.56363 -2012-04-21 23:00:00,119.270424 -2012-04-22 00:00:00,113.52965 -2012-04-22 01:00:00,87.41814 -2012-04-22 02:00:00,68.801384 -2012-04-22 03:00:00,35.049664 -2012-04-22 04:00:00,12.631568 -2012-04-22 05:00:00,10.433046 -2012-04-22 06:00:00,15.661504 -2012-04-22 07:00:00,32.3745 -2012-04-22 08:00:00,67.549194 -2012-04-22 09:00:00,111.67499 -2012-04-22 10:00:00,179.49783 -2012-04-22 11:00:00,233.68158 -2012-04-22 12:00:00,269.64868 -2012-04-22 13:00:00,279.6916 -2012-04-22 14:00:00,262.8671 -2012-04-22 15:00:00,256.59003 -2012-04-22 16:00:00,230.27023 -2012-04-22 17:00:00,138.86517 -2012-04-22 18:00:00,112.52139 -2012-04-22 19:00:00,120.24544 -2012-04-22 20:00:00,81.35344 -2012-04-22 21:00:00,65.03527 -2012-04-22 22:00:00,45.91014 -2012-04-22 23:00:00,32.844215 -2012-04-23 00:00:00,16.004244 -2012-04-23 01:00:00,7.4651823 -2012-04-23 02:00:00,4.916315 -2012-04-23 03:00:00,4.245326 -2012-04-23 04:00:00,3.6678734 -2012-04-23 05:00:00,11.764269 -2012-04-23 06:00:00,91.39665 -2012-04-23 07:00:00,160.91656 -2012-04-23 08:00:00,522.98065 -2012-04-23 09:00:00,269.4212 -2012-04-23 10:00:00,134.30621 -2012-04-23 11:00:00,143.60391 -2012-04-23 12:00:00,114.97536 -2012-04-23 13:00:00,121.48078 -2012-04-23 14:00:00,121.79683 -2012-04-23 15:00:00,187.6521 -2012-04-23 16:00:00,122.00479 -2012-04-23 17:00:00,249.35202 -2012-04-23 18:00:00,309.29865 -2012-04-23 19:00:00,305.1582 -2012-04-23 20:00:00,213.62839 -2012-04-23 21:00:00,129.76622 -2012-04-23 22:00:00,119.28171 -2012-04-23 23:00:00,67.81648 -2012-04-24 00:00:00,23.679153 -2012-04-24 01:00:00,11.301268 -2012-04-24 02:00:00,5.8813744 -2012-04-24 03:00:00,4.3946466 -2012-04-24 04:00:00,4.3260884 -2012-04-24 05:00:00,22.793474 -2012-04-24 06:00:00,110.89987 -2012-04-24 07:00:00,346.18726 -2012-04-24 08:00:00,620.7178 -2012-04-24 09:00:00,317.24268 -2012-04-24 10:00:00,170.31674 -2012-04-24 11:00:00,202.44876 -2012-04-24 12:00:00,251.71545 -2012-04-24 13:00:00,260.6656 -2012-04-24 14:00:00,247.6004 -2012-04-24 15:00:00,263.24115 -2012-04-24 16:00:00,383.3426 -2012-04-24 17:00:00,720.6891 -2012-04-24 18:00:00,693.1512 -2012-04-24 19:00:00,505.35797 -2012-04-24 20:00:00,319.44678 -2012-04-24 21:00:00,225.23122 -2012-04-24 22:00:00,160.16507 -2012-04-24 23:00:00,93.93057 -2012-04-25 00:00:00,35.20353 -2012-04-25 01:00:00,13.261607 -2012-04-25 02:00:00,5.8349733 -2012-04-25 03:00:00,4.3935013 -2012-04-25 04:00:00,4.8799286 -2012-04-25 05:00:00,24.011349 -2012-04-25 06:00:00,118.04718 -2012-04-25 07:00:00,376.7843 -2012-04-25 08:00:00,643.4535 -2012-04-25 09:00:00,322.3681 -2012-04-25 10:00:00,193.3096 -2012-04-25 11:00:00,228.14273 -2012-04-25 12:00:00,270.6056 -2012-04-25 13:00:00,278.39642 -2012-04-25 14:00:00,248.53468 -2012-04-25 15:00:00,280.4369 -2012-04-25 16:00:00,389.67703 -2012-04-25 17:00:00,755.47705 -2012-04-25 18:00:00,741.8356 -2012-04-25 19:00:00,539.7403 -2012-04-25 20:00:00,381.41522 -2012-04-25 21:00:00,272.68787 -2012-04-25 22:00:00,187.24376 -2012-04-25 23:00:00,113.41977 -2012-04-26 00:00:00,36.560966 -2012-04-26 01:00:00,18.480453 -2012-04-26 02:00:00,8.66647 -2012-04-26 03:00:00,5.921425 -2012-04-26 04:00:00,6.111623 -2012-04-26 05:00:00,26.177258 -2012-04-26 06:00:00,130.42737 -2012-04-26 07:00:00,264.45624 -2012-04-26 08:00:00,461.32336 -2012-04-26 09:00:00,228.10376 -2012-04-26 10:00:00,156.49884 -2012-04-26 11:00:00,154.72272 -2012-04-26 12:00:00,212.43268 -2012-04-26 13:00:00,211.5028 -2012-04-26 14:00:00,200.20813 -2012-04-26 15:00:00,186.49881 -2012-04-26 16:00:00,277.66412 -2012-04-26 17:00:00,632.21875 -2012-04-26 18:00:00,588.4854 -2012-04-26 19:00:00,439.22705 -2012-04-26 20:00:00,335.06036 -2012-04-26 21:00:00,231.02676 -2012-04-26 22:00:00,189.25003 -2012-04-26 23:00:00,121.66466 -2012-04-27 00:00:00,67.28064 -2012-04-27 01:00:00,29.803082 -2012-04-27 02:00:00,14.174124 -2012-04-27 03:00:00,6.1272907 -2012-04-27 04:00:00,6.4123197 -2012-04-27 05:00:00,26.28492 -2012-04-27 06:00:00,116.98822 -2012-04-27 07:00:00,329.91626 -2012-04-27 08:00:00,614.714 -2012-04-27 09:00:00,325.08142 -2012-04-27 10:00:00,220.6359 -2012-04-27 11:00:00,259.11993 -2012-04-27 12:00:00,322.935 -2012-04-27 13:00:00,325.78314 -2012-04-27 14:00:00,311.76654 -2012-04-27 15:00:00,361.10315 -2012-04-27 16:00:00,466.65942 -2012-04-27 17:00:00,707.7463 -2012-04-27 18:00:00,613.1812 -2012-04-27 19:00:00,433.612 -2012-04-27 20:00:00,275.36826 -2012-04-27 21:00:00,198.17796 -2012-04-27 22:00:00,166.8003 -2012-04-27 23:00:00,122.53949 -2012-04-28 00:00:00,99.65599 -2012-04-28 01:00:00,72.585434 -2012-04-28 02:00:00,52.38216 -2012-04-28 03:00:00,22.138664 -2012-04-28 04:00:00,9.292837 -2012-04-28 05:00:00,9.126027 -2012-04-28 06:00:00,21.201195 -2012-04-28 07:00:00,71.023926 -2012-04-28 08:00:00,165.19156 -2012-04-28 09:00:00,253.73138 -2012-04-28 10:00:00,346.3307 -2012-04-28 11:00:00,399.60712 -2012-04-28 12:00:00,464.22113 -2012-04-28 13:00:00,495.6709 -2012-04-28 14:00:00,523.98566 -2012-04-28 15:00:00,517.4364 -2012-04-28 16:00:00,506.2139 -2012-04-28 17:00:00,427.94263 -2012-04-28 18:00:00,277.6209 -2012-04-28 19:00:00,193.22653 -2012-04-28 20:00:00,206.26657 -2012-04-28 21:00:00,114.91963 -2012-04-28 22:00:00,148.02039 -2012-04-28 23:00:00,130.66293 -2012-04-29 00:00:00,85.06583 -2012-04-29 01:00:00,88.051956 -2012-04-29 02:00:00,64.54277 -2012-04-29 03:00:00,29.259132 -2012-04-29 04:00:00,11.381036 -2012-04-29 05:00:00,10.675668 -2012-04-29 06:00:00,17.623266 -2012-04-29 07:00:00,48.604576 -2012-04-29 08:00:00,111.862434 -2012-04-29 09:00:00,219.3656 -2012-04-29 10:00:00,335.362 -2012-04-29 11:00:00,428.7917 -2012-04-29 12:00:00,535.677 -2012-04-29 13:00:00,546.5989 -2012-04-29 14:00:00,566.45435 -2012-04-29 15:00:00,576.838 -2012-04-29 16:00:00,572.8002 -2012-04-29 17:00:00,536.8181 -2012-04-29 18:00:00,456.64032 -2012-04-29 19:00:00,363.85944 -2012-04-29 20:00:00,267.91245 -2012-04-29 21:00:00,177.38995 -2012-04-29 22:00:00,120.72351 -2012-04-29 23:00:00,78.01024 -2012-04-30 00:00:00,34.001976 -2012-04-30 01:00:00,14.222718 -2012-04-30 02:00:00,7.558554 -2012-04-30 03:00:00,5.9478126 -2012-04-30 04:00:00,5.15557 -2012-04-30 05:00:00,22.8186 -2012-04-30 06:00:00,114.79109 -2012-04-30 07:00:00,363.02466 -2012-04-30 08:00:00,600.444 -2012-04-30 09:00:00,298.63855 -2012-04-30 10:00:00,165.33206 -2012-04-30 11:00:00,190.06876 -2012-04-30 12:00:00,222.30173 -2012-04-30 13:00:00,223.2303 -2012-04-30 14:00:00,211.78491 -2012-04-30 15:00:00,240.10188 -2012-04-30 16:00:00,371.69928 -2012-04-30 17:00:00,726.5781 -2012-04-30 18:00:00,692.4839 -2012-04-30 19:00:00,466.77118 -2012-04-30 20:00:00,319.0246 -2012-04-30 21:00:00,228.51212 -2012-04-30 22:00:00,165.14755 -2012-04-30 23:00:00,84.67616 -2012-05-20 00:00:00,149.32297 -2012-05-20 01:00:00,109.396385 -2012-05-20 02:00:00,79.71347 -2012-05-20 03:00:00,40.798897 -2012-05-20 04:00:00,16.140545 -2012-05-20 05:00:00,14.70032 -2012-05-20 06:00:00,24.573097 -2012-05-20 07:00:00,64.95888 -2012-05-20 08:00:00,152.23895 -2012-05-20 09:00:00,321.11444 -2012-05-20 10:00:00,476.75525 -2012-05-20 11:00:00,558.28845 -2012-05-20 12:00:00,628.0256 -2012-05-20 13:00:00,643.67834 -2012-05-20 14:00:00,610.9463 -2012-05-20 15:00:00,579.25354 -2012-05-20 16:00:00,594.47595 -2012-05-20 17:00:00,548.734 -2012-05-20 18:00:00,497.2815 -2012-05-20 19:00:00,384.40485 -2012-05-20 20:00:00,298.42554 -2012-05-20 21:00:00,213.2988 -2012-05-20 22:00:00,158.46698 -2012-05-20 23:00:00,68.594635 -2012-05-21 00:00:00,24.404232 -2012-05-21 01:00:00,11.89303 -2012-05-21 02:00:00,7.2354593 -2012-05-21 03:00:00,6.1195955 -2012-05-21 04:00:00,7.06074 -2012-05-21 05:00:00,19.20094 -2012-05-21 06:00:00,76.144775 -2012-05-21 07:00:00,171.2891 -2012-05-21 08:00:00,264.70206 -2012-05-21 09:00:00,140.70407 -2012-05-21 10:00:00,80.16289 -2012-05-21 11:00:00,148.31808 -2012-05-21 12:00:00,171.38837 -2012-05-21 13:00:00,97.25494 -2012-05-21 14:00:00,86.67508 -2012-05-21 15:00:00,236.88507 -2012-05-21 16:00:00,338.95517 -2012-05-21 17:00:00,660.0381 -2012-05-21 18:00:00,688.36224 -2012-05-21 19:00:00,515.2984 -2012-05-21 20:00:00,377.2442 -2012-05-21 21:00:00,271.20282 -2012-05-21 22:00:00,166.94395 -2012-05-21 23:00:00,97.556854 -2012-05-22 00:00:00,40.04281 -2012-05-22 01:00:00,15.907398 -2012-05-22 02:00:00,8.912529 -2012-05-22 03:00:00,7.0852947 -2012-05-22 04:00:00,7.1488094 -2012-05-22 05:00:00,25.463076 -2012-05-22 06:00:00,106.29349 -2012-05-22 07:00:00,209.33963 -2012-05-22 08:00:00,577.9617 -2012-05-22 09:00:00,312.60333 -2012-05-22 10:00:00,178.63608 -2012-05-22 11:00:00,184.37971 -2012-05-22 12:00:00,222.6272 -2012-05-22 13:00:00,218.1179 -2012-05-22 14:00:00,208.61276 -2012-05-22 15:00:00,275.0926 -2012-05-22 16:00:00,392.7047 -2012-05-22 17:00:00,805.96747 -2012-05-22 18:00:00,756.4258 -2012-05-22 19:00:00,523.4439 -2012-05-22 20:00:00,382.01532 -2012-05-22 21:00:00,272.45795 -2012-05-22 22:00:00,215.22806 -2012-05-22 23:00:00,129.44862 -2012-05-23 00:00:00,54.166756 -2012-05-23 01:00:00,22.602146 -2012-05-23 02:00:00,10.650684 -2012-05-23 03:00:00,8.803513 -2012-05-23 04:00:00,7.832 -2012-05-23 05:00:00,28.433128 -2012-05-23 06:00:00,166.03146 -2012-05-23 07:00:00,447.3814 -2012-05-23 08:00:00,664.1325 -2012-05-23 09:00:00,322.87592 -2012-05-23 10:00:00,194.68152 -2012-05-23 11:00:00,219.2814 -2012-05-23 12:00:00,262.65625 -2012-05-23 13:00:00,245.20792 -2012-05-23 14:00:00,251.02237 -2012-05-23 15:00:00,252.42561 -2012-05-23 16:00:00,282.58438 -2012-05-23 17:00:00,546.55884 -2012-05-23 18:00:00,564.9431 -2012-05-23 19:00:00,382.42133 -2012-05-23 20:00:00,280.6369 -2012-05-23 21:00:00,197.48106 -2012-05-23 22:00:00,165.15358 -2012-05-23 23:00:00,121.934586 -2012-05-24 00:00:00,60.804462 -2012-05-24 01:00:00,25.02282 -2012-05-24 02:00:00,11.74844 -2012-05-24 03:00:00,7.4812613 -2012-05-24 04:00:00,8.506368 -2012-05-24 05:00:00,37.449394 -2012-05-24 06:00:00,156.3534 -2012-05-24 07:00:00,457.26892 -2012-05-24 08:00:00,685.88257 -2012-05-24 09:00:00,358.3125 -2012-05-24 10:00:00,206.9779 -2012-05-24 11:00:00,241.98831 -2012-05-24 12:00:00,299.96997 -2012-05-24 13:00:00,297.1789 -2012-05-24 14:00:00,255.58823 -2012-05-24 15:00:00,279.44202 -2012-05-24 16:00:00,406.91083 -2012-05-24 17:00:00,801.57043 -2012-05-24 18:00:00,796.8473 -2012-05-24 19:00:00,547.20874 -2012-05-24 20:00:00,366.1375 -2012-05-24 21:00:00,183.88434 -2012-05-24 22:00:00,204.17325 -2012-05-24 23:00:00,147.66043 -2012-05-25 00:00:00,84.03408 -2012-05-25 01:00:00,41.16681 -2012-05-25 02:00:00,14.672751 -2012-05-25 03:00:00,8.80012 -2012-05-25 04:00:00,8.709185 -2012-05-25 05:00:00,36.702362 -2012-05-25 06:00:00,142.9971 -2012-05-25 07:00:00,382.62988 -2012-05-25 08:00:00,575.41235 -2012-05-25 09:00:00,307.72934 -2012-05-25 10:00:00,236.41855 -2012-05-25 11:00:00,267.10266 -2012-05-25 12:00:00,343.38275 -2012-05-25 13:00:00,342.9395 -2012-05-25 14:00:00,323.16342 -2012-05-25 15:00:00,325.67828 -2012-05-25 16:00:00,458.6587 -2012-05-25 17:00:00,692.80347 -2012-05-25 18:00:00,666.5757 -2012-05-25 19:00:00,500.14105 -2012-05-25 20:00:00,374.5318 -2012-05-25 21:00:00,291.7138 -2012-05-25 22:00:00,254.39508 -2012-05-25 23:00:00,192.42432 -2012-05-26 00:00:00,150.30228 -2012-05-26 01:00:00,112.04736 -2012-05-26 02:00:00,81.10898 -2012-05-26 03:00:00,38.484657 -2012-05-26 04:00:00,16.94621 -2012-05-26 05:00:00,18.069523 -2012-05-26 06:00:00,41.05847 -2012-05-26 07:00:00,89.308945 -2012-05-26 08:00:00,191.79407 -2012-05-26 09:00:00,280.6654 -2012-05-26 10:00:00,403.36218 -2012-05-26 11:00:00,495.8816 -2012-05-26 12:00:00,554.346 -2012-05-26 13:00:00,556.7839 -2012-05-26 14:00:00,539.1 -2012-05-26 15:00:00,535.687 -2012-05-26 16:00:00,558.3602 -2012-05-26 17:00:00,540.6245 -2012-05-26 18:00:00,514.1864 -2012-05-26 19:00:00,388.09262 -2012-05-26 20:00:00,338.08667 -2012-05-26 21:00:00,264.5226 -2012-05-26 22:00:00,243.67128 -2012-05-26 23:00:00,193.45195 -2012-05-27 00:00:00,145.96014 -2012-05-27 01:00:00,118.38249 -2012-05-27 02:00:00,85.40787 -2012-05-27 03:00:00,46.683567 -2012-05-27 04:00:00,17.149942 -2012-05-27 05:00:00,16.767874 -2012-05-27 06:00:00,26.504045 -2012-05-27 07:00:00,58.827408 -2012-05-27 08:00:00,123.55058 -2012-05-27 09:00:00,238.8204 -2012-05-27 10:00:00,383.57318 -2012-05-27 11:00:00,484.3264 -2012-05-27 12:00:00,525.4984 -2012-05-27 13:00:00,540.2394 -2012-05-27 14:00:00,525.475 -2012-05-27 15:00:00,524.51294 -2012-05-27 16:00:00,528.47253 -2012-05-27 17:00:00,513.4314 -2012-05-27 18:00:00,462.6326 -2012-05-27 19:00:00,384.68695 -2012-05-27 20:00:00,313.80988 -2012-05-27 21:00:00,139.27673 -2012-05-27 22:00:00,87.54605 -2012-05-27 23:00:00,71.93657 -2012-05-28 00:00:00,94.83634 -2012-05-28 01:00:00,53.681557 -2012-05-28 02:00:00,52.156864 -2012-05-28 03:00:00,19.109917 -2012-05-28 04:00:00,20.439909 -2012-05-28 05:00:00,36.98104 -2012-05-28 06:00:00,67.46561 -2012-05-28 07:00:00,264.29425 -2012-05-28 08:00:00,317.8689 -2012-05-28 09:00:00,291.74286 -2012-05-28 10:00:00,292.20175 -2012-05-28 11:00:00,301.32233 -2012-05-28 12:00:00,372.65472 -2012-05-28 13:00:00,381.3161 -2012-05-28 14:00:00,366.44812 -2012-05-28 15:00:00,381.91858 -2012-05-28 16:00:00,435.9589 -2012-05-28 17:00:00,614.437 -2012-05-28 18:00:00,613.2328 -2012-05-28 19:00:00,506.52545 -2012-05-28 20:00:00,396.34714 -2012-05-28 21:00:00,298.40692 -2012-05-28 22:00:00,213.85619 -2012-05-28 23:00:00,123.6272 -2012-05-29 00:00:00,48.04679 -2012-05-29 01:00:00,21.945236 -2012-05-29 02:00:00,12.131124 -2012-05-29 03:00:00,8.370953 -2012-05-29 04:00:00,8.966338 -2012-05-29 05:00:00,38.226593 -2012-05-29 06:00:00,169.32492 -2012-05-29 07:00:00,472.91635 -2012-05-29 08:00:00,669.5093 -2012-05-29 09:00:00,318.30048 -2012-05-29 10:00:00,167.19037 -2012-05-29 11:00:00,207.42667 -2012-05-29 12:00:00,262.639 -2012-05-29 13:00:00,259.0971 -2012-05-29 14:00:00,240.85922 -2012-05-29 15:00:00,258.74084 -2012-05-29 16:00:00,385.383 -2012-05-29 17:00:00,797.44165 -2012-05-29 18:00:00,789.1763 -2012-05-29 19:00:00,567.2544 -2012-05-29 20:00:00,260.3517 -2012-05-29 21:00:00,116.47438 -2012-05-29 22:00:00,146.56136 -2012-05-29 23:00:00,63.205387 -2012-05-30 00:00:00,35.81969 -2012-05-30 01:00:00,19.153618 -2012-05-30 02:00:00,8.65119 -2012-05-30 03:00:00,8.140208 -2012-05-30 04:00:00,8.042262 -2012-05-30 05:00:00,39.21805 -2012-05-30 06:00:00,166.19711 -2012-05-30 07:00:00,288.2312 -2012-05-30 08:00:00,682.35144 -2012-05-30 09:00:00,339.3072 -2012-05-30 10:00:00,185.76952 -2012-05-30 11:00:00,222.29208 -2012-05-30 12:00:00,295.81342 -2012-05-30 13:00:00,293.46405 -2012-05-30 14:00:00,277.30463 -2012-05-30 15:00:00,287.31262 -2012-05-30 16:00:00,427.74115 -2012-05-30 17:00:00,813.1393 -2012-05-30 18:00:00,809.9596 -2012-05-30 19:00:00,589.7221 -2012-05-30 20:00:00,370.89587 -2012-05-30 21:00:00,319.40662 -2012-05-30 22:00:00,245.02579 -2012-05-30 23:00:00,158.69414 -2012-05-31 00:00:00,64.25471 -2012-05-31 01:00:00,27.011463 -2012-05-31 02:00:00,13.331228 -2012-05-31 03:00:00,9.33457 -2012-05-31 04:00:00,8.738192 -2012-05-31 05:00:00,39.100464 -2012-05-31 06:00:00,173.18428 -2012-05-31 07:00:00,493.31573 -2012-05-31 08:00:00,684.94604 -2012-05-31 09:00:00,342.64883 -2012-05-31 10:00:00,219.1508 -2012-05-31 11:00:00,260.5716 -2012-05-31 12:00:00,322.49637 -2012-05-31 13:00:00,321.06738 -2012-05-31 14:00:00,284.3421 -2012-05-31 15:00:00,309.2387 -2012-05-31 16:00:00,439.6905 -2012-05-31 17:00:00,830.2262 -2012-05-31 18:00:00,813.0498 -2012-05-31 19:00:00,603.837 -2012-05-31 20:00:00,435.31924 -2012-05-31 21:00:00,328.8344 -2012-05-31 22:00:00,270.3611 -2012-05-31 23:00:00,192.40878 -2012-06-20 00:00:00,52.901134 -2012-06-20 01:00:00,23.04077 -2012-06-20 02:00:00,11.129639 -2012-06-20 03:00:00,7.30067 -2012-06-20 04:00:00,7.6241527 -2012-06-20 05:00:00,38.589478 -2012-06-20 06:00:00,143.46112 -2012-06-20 07:00:00,401.33295 -2012-06-20 08:00:00,664.4704 -2012-06-20 09:00:00,328.86975 -2012-06-20 10:00:00,184.9743 -2012-06-20 11:00:00,199.83463 -2012-06-20 12:00:00,244.48326 -2012-06-20 13:00:00,241.8653 -2012-06-20 14:00:00,221.29752 -2012-06-20 15:00:00,240.97128 -2012-06-20 16:00:00,362.95346 -2012-06-20 17:00:00,711.8025 -2012-06-20 18:00:00,695.8851 -2012-06-20 19:00:00,516.1503 -2012-06-20 20:00:00,415.10635 -2012-06-20 21:00:00,327.97595 -2012-06-20 22:00:00,271.60144 -2012-06-20 23:00:00,160.85077 -2012-06-21 00:00:00,67.145935 -2012-06-21 01:00:00,26.102589 -2012-06-21 02:00:00,13.290673 -2012-06-21 03:00:00,7.711321 -2012-06-21 04:00:00,9.381473 -2012-06-21 05:00:00,40.36087 -2012-06-21 06:00:00,166.76724 -2012-06-21 07:00:00,434.73767 -2012-06-21 08:00:00,657.2855 -2012-06-21 09:00:00,313.86566 -2012-06-21 10:00:00,172.12573 -2012-06-21 11:00:00,201.37607 -2012-06-21 12:00:00,245.8253 -2012-06-21 13:00:00,243.29672 -2012-06-21 14:00:00,229.7294 -2012-06-21 15:00:00,230.81091 -2012-06-21 16:00:00,360.58206 -2012-06-21 17:00:00,729.4992 -2012-06-21 18:00:00,747.4829 -2012-06-21 19:00:00,504.60342 -2012-06-21 20:00:00,409.48032 -2012-06-21 21:00:00,348.59967 -2012-06-21 22:00:00,246.2857 -2012-06-21 23:00:00,178.11407 -2012-06-22 00:00:00,79.91037 -2012-06-22 01:00:00,42.507683 -2012-06-22 02:00:00,18.269077 -2012-06-22 03:00:00,10.664653 -2012-06-22 04:00:00,9.22653 -2012-06-22 05:00:00,39.23414 -2012-06-22 06:00:00,147.70724 -2012-06-22 07:00:00,420.52902 -2012-06-22 08:00:00,628.1553 -2012-06-22 09:00:00,322.82764 -2012-06-22 10:00:00,230.61853 -2012-06-22 11:00:00,273.09076 -2012-06-22 12:00:00,313.96274 -2012-06-22 13:00:00,295.56897 -2012-06-22 14:00:00,275.34232 -2012-06-22 15:00:00,286.9983 -2012-06-22 16:00:00,394.04034 -2012-06-22 17:00:00,734.77515 -2012-06-22 18:00:00,663.4332 -2012-06-22 19:00:00,479.59027 -2012-06-22 20:00:00,340.26184 -2012-06-22 21:00:00,200.42888 -2012-06-22 22:00:00,249.02783 -2012-06-22 23:00:00,175.21585 -2012-06-23 00:00:00,146.99878 -2012-06-23 01:00:00,112.014435 -2012-06-23 02:00:00,73.05596 -2012-06-23 03:00:00,35.353294 -2012-06-23 04:00:00,12.851303 -2012-06-23 05:00:00,13.362595 -2012-06-23 06:00:00,37.55223 -2012-06-23 07:00:00,78.50202 -2012-06-23 08:00:00,187.14424 -2012-06-23 09:00:00,308.2321 -2012-06-23 10:00:00,435.9402 -2012-06-23 11:00:00,521.17035 -2012-06-23 12:00:00,555.9895 -2012-06-23 13:00:00,572.8782 -2012-06-23 14:00:00,590.0652 -2012-06-23 15:00:00,535.58594 -2012-06-23 16:00:00,544.8584 -2012-06-23 17:00:00,555.91895 -2012-06-23 18:00:00,512.6445 -2012-06-23 19:00:00,423.37903 -2012-06-23 20:00:00,365.3332 -2012-06-23 21:00:00,311.69595 -2012-06-23 22:00:00,280.67883 -2012-06-23 23:00:00,222.57071 -2012-06-24 00:00:00,168.56377 -2012-06-24 01:00:00,124.77986 -2012-06-24 02:00:00,90.80496 -2012-06-24 03:00:00,43.498158 -2012-06-24 04:00:00,15.329268 -2012-06-24 05:00:00,14.634194 -2012-06-24 06:00:00,21.09689 -2012-06-24 07:00:00,65.10774 -2012-06-24 08:00:00,146.01791 -2012-06-24 09:00:00,279.81024 -2012-06-24 10:00:00,417.74506 -2012-06-24 11:00:00,508.53772 -2012-06-24 12:00:00,531.91705 -2012-06-24 13:00:00,543.23267 -2012-06-24 14:00:00,504.63507 -2012-06-24 15:00:00,476.5704 -2012-06-24 16:00:00,487.0607 -2012-06-24 17:00:00,496.43274 -2012-06-24 18:00:00,460.34888 -2012-06-24 19:00:00,380.17447 -2012-06-24 20:00:00,290.67358 -2012-06-24 21:00:00,239.1 -2012-06-24 22:00:00,179.41302 -2012-06-24 23:00:00,116.16557 -2012-06-25 00:00:00,42.91989 -2012-06-25 01:00:00,17.614983 -2012-06-25 02:00:00,10.086447 -2012-06-25 03:00:00,7.300878 -2012-06-25 04:00:00,7.755209 -2012-06-25 05:00:00,35.5873 -2012-06-25 06:00:00,146.0014 -2012-06-25 07:00:00,441.3309 -2012-06-25 08:00:00,609.72736 -2012-06-25 09:00:00,315.67932 -2012-06-25 10:00:00,183.11035 -2012-06-25 11:00:00,202.46625 -2012-06-25 12:00:00,262.07098 -2012-06-25 13:00:00,264.99496 -2012-06-25 14:00:00,223.56784 -2012-06-25 15:00:00,262.99036 -2012-06-25 16:00:00,382.10535 -2012-06-25 17:00:00,804.7467 -2012-06-25 18:00:00,790.9912 -2012-06-25 19:00:00,577.0807 -2012-06-25 20:00:00,422.04263 -2012-06-25 21:00:00,314.44556 -2012-06-25 22:00:00,240.98578 -2012-06-25 23:00:00,145.26593 -2012-06-26 00:00:00,42.825043 -2012-06-26 01:00:00,17.24402 -2012-06-26 02:00:00,10.181494 -2012-06-26 03:00:00,7.3511553 -2012-06-26 04:00:00,7.993396 -2012-06-26 05:00:00,36.191948 -2012-06-26 06:00:00,155.56183 -2012-06-26 07:00:00,469.23294 -2012-06-26 08:00:00,676.7235 -2012-06-26 09:00:00,331.0926 -2012-06-26 10:00:00,196.61739 -2012-06-26 11:00:00,240.12096 -2012-06-26 12:00:00,289.64856 -2012-06-26 13:00:00,285.76227 -2012-06-26 14:00:00,264.15558 -2012-06-26 15:00:00,286.3561 -2012-06-26 16:00:00,425.4996 -2012-06-26 17:00:00,822.64825 -2012-06-26 18:00:00,808.7483 -2012-06-26 19:00:00,594.8048 -2012-06-26 20:00:00,440.1338 -2012-06-26 21:00:00,338.68726 -2012-06-26 22:00:00,253.83295 -2012-06-26 23:00:00,154.96896 -2012-06-27 00:00:00,50.659683 -2012-06-27 01:00:00,19.462158 -2012-06-27 02:00:00,10.044424 -2012-06-27 03:00:00,7.2051773 -2012-06-27 04:00:00,7.939745 -2012-06-27 05:00:00,37.3207 -2012-06-27 06:00:00,161.4484 -2012-06-27 07:00:00,467.06256 -2012-06-27 08:00:00,662.0345 -2012-06-27 09:00:00,324.55167 -2012-06-27 10:00:00,202.96313 -2012-06-27 11:00:00,239.10808 -2012-06-27 12:00:00,287.03708 -2012-06-27 13:00:00,268.69696 -2012-06-27 14:00:00,260.40405 -2012-06-27 15:00:00,262.26913 -2012-06-27 16:00:00,391.32526 -2012-06-27 17:00:00,813.08795 -2012-06-27 18:00:00,798.1532 -2012-06-27 19:00:00,587.12024 -2012-06-27 20:00:00,455.09387 -2012-06-27 21:00:00,354.70776 -2012-06-27 22:00:00,276.87125 -2012-06-27 23:00:00,172.5679 -2012-06-28 00:00:00,68.43364 -2012-06-28 01:00:00,25.848816 -2012-06-28 02:00:00,13.795797 -2012-06-28 03:00:00,8.988279 -2012-06-28 04:00:00,8.238161 -2012-06-28 05:00:00,39.711224 -2012-06-28 06:00:00,166.57819 -2012-06-28 07:00:00,488.0545 -2012-06-28 08:00:00,680.4975 -2012-06-28 09:00:00,339.7968 -2012-06-28 10:00:00,200.18585 -2012-06-28 11:00:00,223.71898 -2012-06-28 12:00:00,277.11188 -2012-06-28 13:00:00,269.50476 -2012-06-28 14:00:00,256.38046 -2012-06-28 15:00:00,271.78912 -2012-06-28 16:00:00,394.93573 -2012-06-28 17:00:00,787.64825 -2012-06-28 18:00:00,748.2693 -2012-06-28 19:00:00,543.4588 -2012-06-28 20:00:00,436.68005 -2012-06-28 21:00:00,328.27606 -2012-06-28 22:00:00,268.1342 -2012-06-28 23:00:00,192.56882 -2012-06-29 00:00:00,92.58937 -2012-06-29 01:00:00,45.27565 -2012-06-29 02:00:00,18.7813 -2012-06-29 03:00:00,9.702042 -2012-06-29 04:00:00,10.092966 -2012-06-29 05:00:00,41.996086 -2012-06-29 06:00:00,157.26404 -2012-06-29 07:00:00,428.40576 -2012-06-29 08:00:00,633.7344 -2012-06-29 09:00:00,337.1499 -2012-06-29 10:00:00,206.00629 -2012-06-29 11:00:00,239.84277 -2012-06-29 12:00:00,271.63196 -2012-06-29 13:00:00,239.94356 -2012-06-29 14:00:00,197.1521 -2012-06-29 15:00:00,197.26874 -2012-06-29 16:00:00,301.43082 -2012-06-29 17:00:00,559.9916 -2012-06-29 18:00:00,476.11407 -2012-06-29 19:00:00,439.18512 -2012-06-29 20:00:00,310.27585 -2012-06-29 21:00:00,264.73746 -2012-06-29 22:00:00,176.8432 -2012-06-29 23:00:00,152.906 -2012-06-30 00:00:00,112.770584 -2012-06-30 01:00:00,91.108475 -2012-06-30 02:00:00,72.62343 -2012-06-30 03:00:00,35.94627 -2012-06-30 04:00:00,12.118083 -2012-06-30 05:00:00,15.728449 -2012-06-30 06:00:00,35.98817 -2012-06-30 07:00:00,77.54269 -2012-06-30 08:00:00,164.28513 -2012-06-30 09:00:00,258.88046 -2012-06-30 10:00:00,383.86646 -2012-06-30 11:00:00,459.95166 -2012-06-30 12:00:00,511.37805 -2012-06-30 13:00:00,516.494 -2012-06-30 14:00:00,512.4593 -2012-06-30 15:00:00,494.2934 -2012-06-30 16:00:00,479.65945 -2012-06-30 17:00:00,505.93295 -2012-06-30 18:00:00,432.40952 -2012-06-30 19:00:00,389.46045 -2012-06-30 20:00:00,344.68243 -2012-06-30 21:00:00,284.7704 -2012-06-30 22:00:00,241.4151 -2012-06-30 23:00:00,195.04602 -2012-07-20 00:00:00,59.636406 -2012-07-20 01:00:00,39.70121 -2012-07-20 02:00:00,14.559584 -2012-07-20 03:00:00,9.036039 -2012-07-20 04:00:00,9.584342 -2012-07-20 05:00:00,38.45311 -2012-07-20 06:00:00,139.81548 -2012-07-20 07:00:00,369.03583 -2012-07-20 08:00:00,593.286 -2012-07-20 09:00:00,337.81012 -2012-07-20 10:00:00,215.94016 -2012-07-20 11:00:00,187.04724 -2012-07-20 12:00:00,160.28806 -2012-07-20 13:00:00,146.74524 -2012-07-20 14:00:00,150.2136 -2012-07-20 15:00:00,215.2131 -2012-07-20 16:00:00,301.65936 -2012-07-20 17:00:00,451.8703 -2012-07-20 18:00:00,501.82318 -2012-07-20 19:00:00,335.7582 -2012-07-20 20:00:00,153.69745 -2012-07-20 21:00:00,123.02148 -2012-07-20 22:00:00,174.47168 -2012-07-20 23:00:00,135.38232 -2012-07-21 00:00:00,110.366455 -2012-07-21 01:00:00,100.44478 -2012-07-21 02:00:00,57.974403 -2012-07-21 03:00:00,25.83645 -2012-07-21 04:00:00,8.934019 -2012-07-21 05:00:00,9.097101 -2012-07-21 06:00:00,15.076813 -2012-07-21 07:00:00,68.2376 -2012-07-21 08:00:00,151.73506 -2012-07-21 09:00:00,251.57019 -2012-07-21 10:00:00,224.41037 -2012-07-21 11:00:00,389.90045 -2012-07-21 12:00:00,280.22412 -2012-07-21 13:00:00,273.9068 -2012-07-21 14:00:00,386.98553 -2012-07-21 15:00:00,268.46124 -2012-07-21 16:00:00,249.8404 -2012-07-21 17:00:00,193.27016 -2012-07-21 18:00:00,258.09412 -2012-07-21 19:00:00,255.3312 -2012-07-21 20:00:00,137.50244 -2012-07-21 21:00:00,170.02353 -2012-07-21 22:00:00,156.53021 -2012-07-21 23:00:00,136.38887 -2012-07-22 00:00:00,128.48805 -2012-07-22 01:00:00,116.17812 -2012-07-22 02:00:00,84.02038 -2012-07-22 03:00:00,38.07169 -2012-07-22 04:00:00,11.959663 -2012-07-22 05:00:00,11.520642 -2012-07-22 06:00:00,17.837194 -2012-07-22 07:00:00,46.790665 -2012-07-22 08:00:00,118.9527 -2012-07-22 09:00:00,254.13089 -2012-07-22 10:00:00,364.65366 -2012-07-22 11:00:00,394.18042 -2012-07-22 12:00:00,480.68658 -2012-07-22 13:00:00,493.5387 -2012-07-22 14:00:00,460.58148 -2012-07-22 15:00:00,443.79245 -2012-07-22 16:00:00,414.2588 -2012-07-22 17:00:00,377.1267 -2012-07-22 18:00:00,373.11948 -2012-07-22 19:00:00,318.43536 -2012-07-22 20:00:00,253.99826 -2012-07-22 21:00:00,189.99318 -2012-07-22 22:00:00,146.86815 -2012-07-22 23:00:00,102.24638 -2012-07-23 00:00:00,44.484734 -2012-07-23 01:00:00,16.973375 -2012-07-23 02:00:00,8.604204 -2012-07-23 03:00:00,6.8742037 -2012-07-23 04:00:00,7.045849 -2012-07-23 05:00:00,29.688038 -2012-07-23 06:00:00,134.5908 -2012-07-23 07:00:00,398.3438 -2012-07-23 08:00:00,607.2079 -2012-07-23 09:00:00,318.8861 -2012-07-23 10:00:00,192.86707 -2012-07-23 11:00:00,215.47331 -2012-07-23 12:00:00,263.79617 -2012-07-23 13:00:00,263.21344 -2012-07-23 14:00:00,233.71758 -2012-07-23 15:00:00,256.4564 -2012-07-23 16:00:00,381.75684 -2012-07-23 17:00:00,815.38116 -2012-07-23 18:00:00,812.3949 -2012-07-23 19:00:00,560.7845 -2012-07-23 20:00:00,399.9215 -2012-07-23 21:00:00,300.7835 -2012-07-23 22:00:00,206.11453 -2012-07-23 23:00:00,123.93965 -2012-07-24 00:00:00,49.18393 -2012-07-24 01:00:00,18.50713 -2012-07-24 02:00:00,9.5172825 -2012-07-24 03:00:00,7.27027 -2012-07-24 04:00:00,7.599449 -2012-07-24 05:00:00,35.878853 -2012-07-24 06:00:00,164.53601 -2012-07-24 07:00:00,492.16083 -2012-07-24 08:00:00,666.36597 -2012-07-24 09:00:00,297.51624 -2012-07-24 10:00:00,168.88963 -2012-07-24 11:00:00,197.27327 -2012-07-24 12:00:00,249.56836 -2012-07-24 13:00:00,240.54858 -2012-07-24 14:00:00,215.1278 -2012-07-24 15:00:00,252.04782 -2012-07-24 16:00:00,373.47144 -2012-07-24 17:00:00,821.5797 -2012-07-24 18:00:00,706.1042 -2012-07-24 19:00:00,550.7057 -2012-07-24 20:00:00,379.5812 -2012-07-24 21:00:00,274.9051 -2012-07-24 22:00:00,175.54831 -2012-07-24 23:00:00,129.79468 -2012-07-25 00:00:00,47.93524 -2012-07-25 01:00:00,22.799503 -2012-07-25 02:00:00,10.159829 -2012-07-25 03:00:00,6.7960157 -2012-07-25 04:00:00,6.9026976 -2012-07-25 05:00:00,40.479702 -2012-07-25 06:00:00,170.11385 -2012-07-25 07:00:00,467.79437 -2012-07-25 08:00:00,675.5603 -2012-07-25 09:00:00,328.16418 -2012-07-25 10:00:00,210.29044 -2012-07-25 11:00:00,240.63535 -2012-07-25 12:00:00,292.5313 -2012-07-25 13:00:00,278.28433 -2012-07-25 14:00:00,244.27301 -2012-07-25 15:00:00,281.1074 -2012-07-25 16:00:00,397.49734 -2012-07-25 17:00:00,831.2804 -2012-07-25 18:00:00,827.42053 -2012-07-25 19:00:00,609.32996 -2012-07-25 20:00:00,457.46255 -2012-07-25 21:00:00,339.23517 -2012-07-25 22:00:00,252.33618 -2012-07-25 23:00:00,152.18445 -2012-07-26 00:00:00,62.134766 -2012-07-26 01:00:00,23.843328 -2012-07-26 02:00:00,10.286545 -2012-07-26 03:00:00,6.9509525 -2012-07-26 04:00:00,7.895586 -2012-07-26 05:00:00,40.489517 -2012-07-26 06:00:00,170.4177 -2012-07-26 07:00:00,468.73727 -2012-07-26 08:00:00,670.52124 -2012-07-26 09:00:00,335.42682 -2012-07-26 10:00:00,177.02289 -2012-07-26 11:00:00,191.63742 -2012-07-26 12:00:00,244.86267 -2012-07-26 13:00:00,245.19727 -2012-07-26 14:00:00,204.1167 -2012-07-26 15:00:00,216.6005 -2012-07-26 16:00:00,308.60565 -2012-07-26 17:00:00,674.5199 -2012-07-26 18:00:00,638.5973 -2012-07-26 19:00:00,492.47028 -2012-07-26 20:00:00,415.05414 -2012-07-26 21:00:00,320.6672 -2012-07-26 22:00:00,254.67192 -2012-07-26 23:00:00,166.25006 -2012-07-27 00:00:00,87.94938 -2012-07-27 01:00:00,40.770607 -2012-07-27 02:00:00,17.420227 -2012-07-27 03:00:00,10.299795 -2012-07-27 04:00:00,9.650774 -2012-07-27 05:00:00,39.795532 -2012-07-27 06:00:00,159.77228 -2012-07-27 07:00:00,421.98993 -2012-07-27 08:00:00,637.24097 -2012-07-27 09:00:00,320.63324 -2012-07-27 10:00:00,223.2479 -2012-07-27 11:00:00,261.46347 -2012-07-27 12:00:00,315.94595 -2012-07-27 13:00:00,316.0935 -2012-07-27 14:00:00,285.1452 -2012-07-27 15:00:00,310.12103 -2012-07-27 16:00:00,420.86816 -2012-07-27 17:00:00,711.9385 -2012-07-27 18:00:00,691.97473 -2012-07-27 19:00:00,502.28052 -2012-07-27 20:00:00,376.0117 -2012-07-27 21:00:00,298.20923 -2012-07-27 22:00:00,256.57004 -2012-07-27 23:00:00,194.26167 -2012-07-28 00:00:00,164.51407 -2012-07-28 01:00:00,114.15637 -2012-07-28 02:00:00,77.83882 -2012-07-28 03:00:00,38.365078 -2012-07-28 04:00:00,15.0796175 -2012-07-28 05:00:00,17.817844 -2012-07-28 06:00:00,40.26582 -2012-07-28 07:00:00,107.269035 -2012-07-28 08:00:00,177.84933 -2012-07-28 09:00:00,307.66174 -2012-07-28 10:00:00,398.70105 -2012-07-28 11:00:00,498.60327 -2012-07-28 12:00:00,541.02295 -2012-07-28 13:00:00,525.0705 -2012-07-28 14:00:00,522.4451 -2012-07-28 15:00:00,498.91327 -2012-07-28 16:00:00,519.5261 -2012-07-28 17:00:00,532.9792 -2012-07-28 18:00:00,499.37 -2012-07-28 19:00:00,307.74042 -2012-07-28 20:00:00,261.67313 -2012-07-28 21:00:00,260.4323 -2012-07-28 22:00:00,237.34174 -2012-07-28 23:00:00,191.7391 -2012-07-29 00:00:00,153.7524 -2012-07-29 01:00:00,122.02249 -2012-07-29 02:00:00,89.69176 -2012-07-29 03:00:00,41.785835 -2012-07-29 04:00:00,14.941171 -2012-07-29 05:00:00,13.583784 -2012-07-29 06:00:00,22.310333 -2012-07-29 07:00:00,66.70187 -2012-07-29 08:00:00,129.97977 -2012-07-29 09:00:00,251.13336 -2012-07-29 10:00:00,384.3591 -2012-07-29 11:00:00,466.52283 -2012-07-29 12:00:00,536.30817 -2012-07-29 13:00:00,515.8018 -2012-07-29 14:00:00,499.24127 -2012-07-29 15:00:00,494.86365 -2012-07-29 16:00:00,493.1996 -2012-07-29 17:00:00,488.15448 -2012-07-29 18:00:00,448.2573 -2012-07-29 19:00:00,373.99805 -2012-07-29 20:00:00,271.43408 -2012-07-29 21:00:00,203.91054 -2012-07-29 22:00:00,155.46498 -2012-07-29 23:00:00,103.19209 -2012-07-30 00:00:00,50.786644 -2012-07-30 01:00:00,20.152225 -2012-07-30 02:00:00,10.902916 -2012-07-30 03:00:00,6.9265375 -2012-07-30 04:00:00,7.554521 -2012-07-30 05:00:00,33.917244 -2012-07-30 06:00:00,139.49774 -2012-07-30 07:00:00,438.25806 -2012-07-30 08:00:00,625.0707 -2012-07-30 09:00:00,322.117 -2012-07-30 10:00:00,175.51625 -2012-07-30 11:00:00,219.64078 -2012-07-30 12:00:00,264.2026 -2012-07-30 13:00:00,261.8945 -2012-07-30 14:00:00,230.77954 -2012-07-30 15:00:00,250.6243 -2012-07-30 16:00:00,378.6573 -2012-07-30 17:00:00,772.39575 -2012-07-30 18:00:00,749.72314 -2012-07-30 19:00:00,579.8166 -2012-07-30 20:00:00,353.41608 -2012-07-30 21:00:00,270.43756 -2012-07-30 22:00:00,170.39314 -2012-07-30 23:00:00,113.35281 -2012-07-31 00:00:00,47.70362 -2012-07-31 01:00:00,17.972824 -2012-07-31 02:00:00,9.466482 -2012-07-31 03:00:00,7.3279066 -2012-07-31 04:00:00,7.585371 -2012-07-31 05:00:00,35.9821 -2012-07-31 06:00:00,156.09256 -2012-07-31 07:00:00,425.9519 -2012-07-31 08:00:00,669.4447 -2012-07-31 09:00:00,326.76648 -2012-07-31 10:00:00,196.39508 -2012-07-31 11:00:00,217.31226 -2012-07-31 12:00:00,272.92438 -2012-07-31 13:00:00,252.9389 -2012-07-31 14:00:00,224.44565 -2012-07-31 15:00:00,247.59396 -2012-07-31 16:00:00,364.0913 -2012-07-31 17:00:00,828.8335 -2012-07-31 18:00:00,763.0897 -2012-07-31 19:00:00,462.54248 -2012-07-31 20:00:00,283.54364 -2012-07-31 21:00:00,276.2898 -2012-07-31 22:00:00,198.04501 -2012-07-31 23:00:00,112.24548 -2012-08-20 00:00:00,31.760443 -2012-08-20 01:00:00,15.823942 -2012-08-20 02:00:00,8.42083 -2012-08-20 03:00:00,6.268879 -2012-08-20 04:00:00,7.0543137 -2012-08-20 05:00:00,30.067408 -2012-08-20 06:00:00,144.78244 -2012-08-20 07:00:00,426.34702 -2012-08-20 08:00:00,642.7836 -2012-08-20 09:00:00,313.1092 -2012-08-20 10:00:00,177.31207 -2012-08-20 11:00:00,215.12811 -2012-08-20 12:00:00,265.06815 -2012-08-20 13:00:00,269.10287 -2012-08-20 14:00:00,249.3602 -2012-08-20 15:00:00,266.94565 -2012-08-20 16:00:00,399.58002 -2012-08-20 17:00:00,822.32544 -2012-08-20 18:00:00,600.49 -2012-08-20 19:00:00,432.26086 -2012-08-20 20:00:00,257.7216 -2012-08-20 21:00:00,190.56927 -2012-08-20 22:00:00,121.21003 -2012-08-20 23:00:00,64.5216 -2012-08-21 00:00:00,31.311695 -2012-08-21 01:00:00,14.188408 -2012-08-21 02:00:00,7.2044687 -2012-08-21 03:00:00,6.021311 -2012-08-21 04:00:00,6.678763 -2012-08-21 05:00:00,36.187237 -2012-08-21 06:00:00,162.80289 -2012-08-21 07:00:00,487.956 -2012-08-21 08:00:00,694.8016 -2012-08-21 09:00:00,322.05127 -2012-08-21 10:00:00,198.91953 -2012-08-21 11:00:00,238.51515 -2012-08-21 12:00:00,292.32376 -2012-08-21 13:00:00,284.2441 -2012-08-21 14:00:00,263.1958 -2012-08-21 15:00:00,287.72083 -2012-08-21 16:00:00,430.46317 -2012-08-21 17:00:00,844.7824 -2012-08-21 18:00:00,841.04553 -2012-08-21 19:00:00,373.40826 -2012-08-21 20:00:00,367.1269 -2012-08-21 21:00:00,274.29666 -2012-08-21 22:00:00,189.25136 -2012-08-21 23:00:00,94.168884 -2012-08-22 00:00:00,45.88397 -2012-08-22 01:00:00,17.889975 -2012-08-22 02:00:00,8.727022 -2012-08-22 03:00:00,6.475754 -2012-08-22 04:00:00,6.88508 -2012-08-22 05:00:00,39.125526 -2012-08-22 06:00:00,169.9827 -2012-08-22 07:00:00,487.5011 -2012-08-22 08:00:00,697.0582 -2012-08-22 09:00:00,336.05292 -2012-08-22 10:00:00,203.48105 -2012-08-22 11:00:00,233.14326 -2012-08-22 12:00:00,286.06277 -2012-08-22 13:00:00,276.3426 -2012-08-22 14:00:00,243.84949 -2012-08-22 15:00:00,271.698 -2012-08-22 16:00:00,355.1725 -2012-08-22 17:00:00,741.19885 -2012-08-22 18:00:00,714.6331 -2012-08-22 19:00:00,479.7992 -2012-08-22 20:00:00,399.53406 -2012-08-22 21:00:00,286.57727 -2012-08-22 22:00:00,218.04193 -2012-08-22 23:00:00,114.81244 -2012-08-23 00:00:00,57.451393 -2012-08-23 01:00:00,21.100418 -2012-08-23 02:00:00,9.030355 -2012-08-23 03:00:00,7.1410832 -2012-08-23 04:00:00,7.0273676 -2012-08-23 05:00:00,36.41546 -2012-08-23 06:00:00,148.68141 -2012-08-23 07:00:00,418.54315 -2012-08-23 08:00:00,690.0676 -2012-08-23 09:00:00,347.299 -2012-08-23 10:00:00,202.01633 -2012-08-23 11:00:00,239.6875 -2012-08-23 12:00:00,295.4605 -2012-08-23 13:00:00,280.40192 -2012-08-23 14:00:00,242.32672 -2012-08-23 15:00:00,266.90704 -2012-08-23 16:00:00,424.6878 -2012-08-23 17:00:00,847.92664 -2012-08-23 18:00:00,843.8867 -2012-08-23 19:00:00,609.28296 -2012-08-23 20:00:00,437.13782 -2012-08-23 21:00:00,332.03406 -2012-08-23 22:00:00,247.66814 -2012-08-23 23:00:00,156.94586 -2012-08-24 00:00:00,79.25349 -2012-08-24 01:00:00,33.36103 -2012-08-24 02:00:00,18.06563 -2012-08-24 03:00:00,8.443929 -2012-08-24 04:00:00,7.6958017 -2012-08-24 05:00:00,37.234924 -2012-08-24 06:00:00,135.97887 -2012-08-24 07:00:00,398.3473 -2012-08-24 08:00:00,639.70264 -2012-08-24 09:00:00,356.4585 -2012-08-24 10:00:00,253.1882 -2012-08-24 11:00:00,283.58588 -2012-08-24 12:00:00,355.15646 -2012-08-24 13:00:00,340.0718 -2012-08-24 14:00:00,318.06097 -2012-08-24 15:00:00,329.5432 -2012-08-24 16:00:00,470.51526 -2012-08-24 17:00:00,770.60706 -2012-08-24 18:00:00,671.3054 -2012-08-24 19:00:00,509.26514 -2012-08-24 20:00:00,364.13947 -2012-08-24 21:00:00,283.69415 -2012-08-24 22:00:00,242.54645 -2012-08-24 23:00:00,189.13026 -2012-08-25 00:00:00,156.58026 -2012-08-25 01:00:00,115.07921 -2012-08-25 02:00:00,80.56779 -2012-08-25 03:00:00,41.62443 -2012-08-25 04:00:00,15.553266 -2012-08-25 05:00:00,14.912948 -2012-08-25 06:00:00,30.439247 -2012-08-25 07:00:00,83.33481 -2012-08-25 08:00:00,175.58676 -2012-08-25 09:00:00,290.65878 -2012-08-25 10:00:00,406.41153 -2012-08-25 11:00:00,490.1676 -2012-08-25 12:00:00,488.6828 -2012-08-25 13:00:00,580.3454 -2012-08-25 14:00:00,410.17953 -2012-08-25 15:00:00,473.78918 -2012-08-25 16:00:00,448.9599 -2012-08-25 17:00:00,426.093 -2012-08-25 18:00:00,416.69772 -2012-08-25 19:00:00,316.51245 -2012-08-25 20:00:00,148.80887 -2012-08-25 21:00:00,204.28125 -2012-08-25 22:00:00,190.71744 -2012-08-25 23:00:00,143.0109 -2012-08-26 00:00:00,137.4132 -2012-08-26 01:00:00,117.98653 -2012-08-26 02:00:00,79.449295 -2012-08-26 03:00:00,38.466995 -2012-08-26 04:00:00,13.673978 -2012-08-26 05:00:00,12.535925 -2012-08-26 06:00:00,15.605444 -2012-08-26 07:00:00,39.225212 -2012-08-26 08:00:00,127.71962 -2012-08-26 09:00:00,236.9674 -2012-08-26 10:00:00,368.697 -2012-08-26 11:00:00,424.58838 -2012-08-26 12:00:00,346.25763 -2012-08-26 13:00:00,279.2321 -2012-08-26 14:00:00,311.12357 -2012-08-26 15:00:00,214.2838 -2012-08-26 16:00:00,198.44977 -2012-08-26 17:00:00,270.36362 -2012-08-26 18:00:00,210.00537 -2012-08-26 19:00:00,195.76675 -2012-08-26 20:00:00,169.85524 -2012-08-26 21:00:00,143.73404 -2012-08-26 22:00:00,120.93165 -2012-08-26 23:00:00,84.571976 -2012-08-27 00:00:00,36.604458 -2012-08-27 01:00:00,15.637672 -2012-08-27 02:00:00,7.770792 -2012-08-27 03:00:00,6.373517 -2012-08-27 04:00:00,6.928257 -2012-08-27 05:00:00,31.461384 -2012-08-27 06:00:00,132.39267 -2012-08-27 07:00:00,381.91238 -2012-08-27 08:00:00,553.6204 -2012-08-27 09:00:00,287.477 -2012-08-27 10:00:00,185.92604 -2012-08-27 11:00:00,206.98215 -2012-08-27 12:00:00,266.19055 -2012-08-27 13:00:00,265.72226 -2012-08-27 14:00:00,246.81131 -2012-08-27 15:00:00,261.4061 -2012-08-27 16:00:00,384.67023 -2012-08-27 17:00:00,842.6942 -2012-08-27 18:00:00,832.96857 -2012-08-27 19:00:00,497.67267 -2012-08-27 20:00:00,373.97827 -2012-08-27 21:00:00,265.70294 -2012-08-27 22:00:00,161.25443 -2012-08-27 23:00:00,97.444405 -2012-08-28 00:00:00,44.05504 -2012-08-28 01:00:00,18.029863 -2012-08-28 02:00:00,9.781021 -2012-08-28 03:00:00,6.9390726 -2012-08-28 04:00:00,7.368866 -2012-08-28 05:00:00,32.606876 -2012-08-28 06:00:00,139.07703 -2012-08-28 07:00:00,394.3095 -2012-08-28 08:00:00,575.0641 -2012-08-28 09:00:00,317.5304 -2012-08-28 10:00:00,190.111 -2012-08-28 11:00:00,216.01007 -2012-08-28 12:00:00,272.3941 -2012-08-28 13:00:00,268.24832 -2012-08-28 14:00:00,248.18445 -2012-08-28 15:00:00,273.2716 -2012-08-28 16:00:00,415.70197 -2012-08-28 17:00:00,845.2163 -2012-08-28 18:00:00,845.5376 -2012-08-28 19:00:00,605.4552 -2012-08-28 20:00:00,439.18518 -2012-08-28 21:00:00,332.1131 -2012-08-28 22:00:00,247.33972 -2012-08-28 23:00:00,149.28207 -2012-08-29 00:00:00,54.28917 -2012-08-29 01:00:00,20.408627 -2012-08-29 02:00:00,10.112516 -2012-08-29 03:00:00,6.8092055 -2012-08-29 04:00:00,7.4905596 -2012-08-29 05:00:00,40.905434 -2012-08-29 06:00:00,172.02621 -2012-08-29 07:00:00,485.82587 -2012-08-29 08:00:00,703.73267 -2012-08-29 09:00:00,338.33545 -2012-08-29 10:00:00,200.18027 -2012-08-29 11:00:00,240.37515 -2012-08-29 12:00:00,288.21503 -2012-08-29 13:00:00,281.06973 -2012-08-29 14:00:00,252.93924 -2012-08-29 15:00:00,282.55774 -2012-08-29 16:00:00,434.7663 -2012-08-29 17:00:00,853.90063 -2012-08-29 18:00:00,849.57886 -2012-08-29 19:00:00,609.9419 -2012-08-29 20:00:00,437.27783 -2012-08-29 21:00:00,336.6753 -2012-08-29 22:00:00,256.72104 -2012-08-29 23:00:00,163.64258 -2012-08-30 00:00:00,59.132454 -2012-08-30 01:00:00,21.96598 -2012-08-30 02:00:00,10.057159 -2012-08-30 03:00:00,6.6468344 -2012-08-30 04:00:00,6.844743 -2012-08-30 05:00:00,39.017395 -2012-08-30 06:00:00,164.53586 -2012-08-30 07:00:00,481.443 -2012-08-30 08:00:00,701.35205 -2012-08-30 09:00:00,349.46533 -2012-08-30 10:00:00,205.92838 -2012-08-30 11:00:00,242.81958 -2012-08-30 12:00:00,291.03906 -2012-08-30 13:00:00,283.95944 -2012-08-30 14:00:00,250.92577 -2012-08-30 15:00:00,268.41742 -2012-08-30 16:00:00,408.64056 -2012-08-30 17:00:00,848.8518 -2012-08-30 18:00:00,843.4 -2012-08-30 19:00:00,613.2462 -2012-08-30 20:00:00,440.27948 -2012-08-30 21:00:00,317.74442 -2012-08-30 22:00:00,240.93991 -2012-08-30 23:00:00,163.58606 -2012-08-31 00:00:00,83.53056 -2012-08-31 01:00:00,39.91304 -2012-08-31 02:00:00,15.654486 -2012-08-31 03:00:00,8.931618 -2012-08-31 04:00:00,7.6699133 -2012-08-31 05:00:00,36.011322 -2012-08-31 06:00:00,128.93967 -2012-08-31 07:00:00,346.9582 -2012-08-31 08:00:00,653.2152 -2012-08-31 09:00:00,351.7737 -2012-08-31 10:00:00,246.17442 -2012-08-31 11:00:00,279.22137 -2012-08-31 12:00:00,334.2757 -2012-08-31 13:00:00,323.1214 -2012-08-31 14:00:00,309.41412 -2012-08-31 15:00:00,317.23608 -2012-08-31 16:00:00,429.15466 -2012-08-31 17:00:00,748.5707 -2012-08-31 18:00:00,709.79486 -2012-08-31 19:00:00,523.11017 -2012-08-31 20:00:00,394.3316 -2012-08-31 21:00:00,303.74835 -2012-08-31 22:00:00,259.2414 -2012-08-31 23:00:00,200.57346 -2012-09-20 00:00:00,58.060337 -2012-09-20 01:00:00,24.476433 -2012-09-20 02:00:00,12.998888 -2012-09-20 03:00:00,7.9845624 -2012-09-20 04:00:00,8.634605 -2012-09-20 05:00:00,44.967087 -2012-09-20 06:00:00,178.32793 -2012-09-20 07:00:00,511.16003 -2012-09-20 08:00:00,766.9074 -2012-09-20 09:00:00,370.44855 -2012-09-20 10:00:00,219.71863 -2012-09-20 11:00:00,242.42677 -2012-09-20 12:00:00,316.36475 -2012-09-20 13:00:00,311.0343 -2012-09-20 14:00:00,284.77618 -2012-09-20 15:00:00,317.43643 -2012-09-20 16:00:00,457.53687 -2012-09-20 17:00:00,872.63965 -2012-09-20 18:00:00,846.14166 -2012-09-20 19:00:00,590.3489 -2012-09-20 20:00:00,418.28397 -2012-09-20 21:00:00,320.6306 -2012-09-20 22:00:00,229.09688 -2012-09-20 23:00:00,159.97903 -2012-09-21 00:00:00,79.731155 -2012-09-21 01:00:00,39.176567 -2012-09-21 02:00:00,16.641575 -2012-09-21 03:00:00,10.468788 -2012-09-21 04:00:00,9.731351 -2012-09-21 05:00:00,42.95533 -2012-09-21 06:00:00,173.89694 -2012-09-21 07:00:00,455.1096 -2012-09-21 08:00:00,707.3617 -2012-09-21 09:00:00,370.48352 -2012-09-21 10:00:00,263.5665 -2012-09-21 11:00:00,318.81863 -2012-09-21 12:00:00,380.9828 -2012-09-21 13:00:00,381.1756 -2012-09-21 14:00:00,363.84106 -2012-09-21 15:00:00,383.55798 -2012-09-21 16:00:00,532.5958 -2012-09-21 17:00:00,830.6273 -2012-09-21 18:00:00,733.53033 -2012-09-21 19:00:00,525.8771 -2012-09-21 20:00:00,368.91257 -2012-09-21 21:00:00,273.4145 -2012-09-21 22:00:00,238.80995 -2012-09-21 23:00:00,181.95566 -2012-09-22 00:00:00,151.61047 -2012-09-22 01:00:00,105.23241 -2012-09-22 02:00:00,74.14119 -2012-09-22 03:00:00,36.177227 -2012-09-22 04:00:00,13.59037 -2012-09-22 05:00:00,15.728825 -2012-09-22 06:00:00,34.106606 -2012-09-22 07:00:00,98.630905 -2012-09-22 08:00:00,204.98236 -2012-09-22 09:00:00,333.88074 -2012-09-22 10:00:00,455.70007 -2012-09-22 11:00:00,551.2645 -2012-09-22 12:00:00,642.2664 -2012-09-22 13:00:00,629.55164 -2012-09-22 14:00:00,612.8612 -2012-09-22 15:00:00,611.32275 -2012-09-22 16:00:00,617.0241 -2012-09-22 17:00:00,628.7145 -2012-09-22 18:00:00,561.6519 -2012-09-22 19:00:00,462.1203 -2012-09-22 20:00:00,382.17926 -2012-09-22 21:00:00,312.74338 -2012-09-22 22:00:00,260.01636 -2012-09-22 23:00:00,212.15083 -2012-09-23 00:00:00,178.31163 -2012-09-23 01:00:00,111.835365 -2012-09-23 02:00:00,87.90689 -2012-09-23 03:00:00,40.088337 -2012-09-23 04:00:00,17.491144 -2012-09-23 05:00:00,14.612328 -2012-09-23 06:00:00,20.762056 -2012-09-23 07:00:00,73.420105 -2012-09-23 08:00:00,157.99156 -2012-09-23 09:00:00,272.66458 -2012-09-23 10:00:00,420.1053 -2012-09-23 11:00:00,514.37036 -2012-09-23 12:00:00,594.475 -2012-09-23 13:00:00,630.23224 -2012-09-23 14:00:00,607.996 -2012-09-23 15:00:00,609.6991 -2012-09-23 16:00:00,612.38074 -2012-09-23 17:00:00,563.4707 -2012-09-23 18:00:00,491.0155 -2012-09-23 19:00:00,339.1717 -2012-09-23 20:00:00,253.79193 -2012-09-23 21:00:00,171.2131 -2012-09-23 22:00:00,145.20332 -2012-09-23 23:00:00,84.61194 -2012-09-24 00:00:00,41.139854 -2012-09-24 01:00:00,17.856697 -2012-09-24 02:00:00,9.944368 -2012-09-24 03:00:00,7.7414613 -2012-09-24 04:00:00,7.721613 -2012-09-24 05:00:00,40.097454 -2012-09-24 06:00:00,160.7115 -2012-09-24 07:00:00,483.1728 -2012-09-24 08:00:00,730.7755 -2012-09-24 09:00:00,351.83356 -2012-09-24 10:00:00,202.86057 -2012-09-24 11:00:00,256.12057 -2012-09-24 12:00:00,317.2486 -2012-09-24 13:00:00,313.30804 -2012-09-24 14:00:00,281.61057 -2012-09-24 15:00:00,314.66547 -2012-09-24 16:00:00,463.05005 -2012-09-24 17:00:00,860.56354 -2012-09-24 18:00:00,833.2202 -2012-09-24 19:00:00,556.85205 -2012-09-24 20:00:00,373.9668 -2012-09-24 21:00:00,263.9648 -2012-09-24 22:00:00,184.08426 -2012-09-24 23:00:00,90.482635 -2012-09-25 00:00:00,40.21113 -2012-09-25 01:00:00,16.484419 -2012-09-25 02:00:00,9.425152 -2012-09-25 03:00:00,7.128191 -2012-09-25 04:00:00,7.9855804 -2012-09-25 05:00:00,41.97268 -2012-09-25 06:00:00,172.60371 -2012-09-25 07:00:00,504.1471 -2012-09-25 08:00:00,774.09143 -2012-09-25 09:00:00,363.2157 -2012-09-25 10:00:00,209.82123 -2012-09-25 11:00:00,244.32968 -2012-09-25 12:00:00,314.23923 -2012-09-25 13:00:00,314.0593 -2012-09-25 14:00:00,292.5986 -2012-09-25 15:00:00,326.52466 -2012-09-25 16:00:00,485.7707 -2012-09-25 17:00:00,876.16833 -2012-09-25 18:00:00,872.4951 -2012-09-25 19:00:00,595.6343 -2012-09-25 20:00:00,427.21838 -2012-09-25 21:00:00,312.16705 -2012-09-25 22:00:00,239.75189 -2012-09-25 23:00:00,148.1437 -2012-09-26 00:00:00,49.150024 -2012-09-26 01:00:00,21.551416 -2012-09-26 02:00:00,10.998638 -2012-09-26 03:00:00,8.617651 -2012-09-26 04:00:00,8.525292 -2012-09-26 05:00:00,45.696274 -2012-09-26 06:00:00,185.73114 -2012-09-26 07:00:00,521.7384 -2012-09-26 08:00:00,763.42535 -2012-09-26 09:00:00,371.66504 -2012-09-26 10:00:00,208.32564 -2012-09-26 11:00:00,250.05063 -2012-09-26 12:00:00,307.42834 -2012-09-26 13:00:00,303.31396 -2012-09-26 14:00:00,273.74213 -2012-09-26 15:00:00,305.41272 -2012-09-26 16:00:00,452.36707 -2012-09-26 17:00:00,869.225 -2012-09-26 18:00:00,867.07666 -2012-09-26 19:00:00,628.41046 -2012-09-26 20:00:00,428.00266 -2012-09-26 21:00:00,323.14667 -2012-09-26 22:00:00,198.79453 -2012-09-26 23:00:00,125.96863 -2012-09-27 00:00:00,64.0895 -2012-09-27 01:00:00,26.796932 -2012-09-27 02:00:00,13.245544 -2012-09-27 03:00:00,8.388235 -2012-09-27 04:00:00,8.2498 -2012-09-27 05:00:00,42.760456 -2012-09-27 06:00:00,173.07828 -2012-09-27 07:00:00,513.2211 -2012-09-27 08:00:00,757.5344 -2012-09-27 09:00:00,359.47864 -2012-09-27 10:00:00,216.24458 -2012-09-27 11:00:00,245.04068 -2012-09-27 12:00:00,304.63147 -2012-09-27 13:00:00,293.146 -2012-09-27 14:00:00,266.57782 -2012-09-27 15:00:00,295.6311 -2012-09-27 16:00:00,432.35193 -2012-09-27 17:00:00,747.56506 -2012-09-27 18:00:00,748.3079 -2012-09-27 19:00:00,591.16003 -2012-09-27 20:00:00,414.63754 -2012-09-27 21:00:00,177.37567 -2012-09-27 22:00:00,147.31683 -2012-09-27 23:00:00,123.365234 -2012-09-28 00:00:00,63.96941 -2012-09-28 01:00:00,23.230858 -2012-09-28 02:00:00,15.480928 -2012-09-28 03:00:00,8.938475 -2012-09-28 04:00:00,8.2280655 -2012-09-28 05:00:00,38.404396 -2012-09-28 06:00:00,133.7286 -2012-09-28 07:00:00,359.65564 -2012-09-28 08:00:00,666.6777 -2012-09-28 09:00:00,320.58496 -2012-09-28 10:00:00,224.6777 -2012-09-28 11:00:00,274.83316 -2012-09-28 12:00:00,381.0852 -2012-09-28 13:00:00,378.73212 -2012-09-28 14:00:00,349.23053 -2012-09-28 15:00:00,379.9621 -2012-09-28 16:00:00,514.6613 -2012-09-28 17:00:00,822.685 -2012-09-28 18:00:00,747.02106 -2012-09-28 19:00:00,449.31546 -2012-09-28 20:00:00,296.2292 -2012-09-28 21:00:00,269.6075 -2012-09-28 22:00:00,251.64502 -2012-09-28 23:00:00,189.92293 -2012-09-29 00:00:00,151.69553 -2012-09-29 01:00:00,115.037 -2012-09-29 02:00:00,79.197815 -2012-09-29 03:00:00,40.754204 -2012-09-29 04:00:00,18.286451 -2012-09-29 05:00:00,20.70388 -2012-09-29 06:00:00,43.405163 -2012-09-29 07:00:00,100.20795 -2012-09-29 08:00:00,204.39441 -2012-09-29 09:00:00,321.2398 -2012-09-29 10:00:00,439.75516 -2012-09-29 11:00:00,538.5889 -2012-09-29 12:00:00,664.6681 -2012-09-29 13:00:00,667.4414 -2012-09-29 14:00:00,645.026 -2012-09-29 15:00:00,619.93365 -2012-09-29 16:00:00,653.17236 -2012-09-29 17:00:00,646.9454 -2012-09-29 18:00:00,511.76926 -2012-09-29 19:00:00,387.0304 -2012-09-29 20:00:00,307.33774 -2012-09-29 21:00:00,252.33969 -2012-09-29 22:00:00,214.19891 -2012-09-29 23:00:00,188.96649 -2012-09-30 00:00:00,147.78954 -2012-09-30 01:00:00,119.04697 -2012-09-30 02:00:00,83.27467 -2012-09-30 03:00:00,39.907417 -2012-09-30 04:00:00,15.30938 -2012-09-30 05:00:00,12.110548 -2012-09-30 06:00:00,22.356323 -2012-09-30 07:00:00,57.09371 -2012-09-30 08:00:00,148.4855 -2012-09-30 09:00:00,279.39963 -2012-09-30 10:00:00,429.25476 -2012-09-30 11:00:00,537.31573 -2012-09-30 12:00:00,614.69946 -2012-09-30 13:00:00,622.0753 -2012-09-30 14:00:00,600.0886 -2012-09-30 15:00:00,620.1032 -2012-09-30 16:00:00,636.10455 -2012-09-30 17:00:00,595.69727 -2012-09-30 18:00:00,408.94885 -2012-09-30 19:00:00,187.90732 -2012-09-30 20:00:00,146.88158 -2012-09-30 21:00:00,154.78363 -2012-09-30 22:00:00,105.242966 -2012-09-30 23:00:00,77.41049 -2012-10-20 00:00:00,139.02182 -2012-10-20 01:00:00,104.94154 -2012-10-20 02:00:00,68.93716 -2012-10-20 03:00:00,33.638752 -2012-10-20 04:00:00,11.141291 -2012-10-20 05:00:00,13.23791 -2012-10-20 06:00:00,38.448444 -2012-10-20 07:00:00,100.785736 -2012-10-20 08:00:00,205.70213 -2012-10-20 09:00:00,337.7578 -2012-10-20 10:00:00,451.38492 -2012-10-20 11:00:00,535.19257 -2012-10-20 12:00:00,621.1681 -2012-10-20 13:00:00,628.75684 -2012-10-20 14:00:00,609.82697 -2012-10-20 15:00:00,592.81 -2012-10-20 16:00:00,611.4199 -2012-10-20 17:00:00,595.07135 -2012-10-20 18:00:00,511.4322 -2012-10-20 19:00:00,357.76498 -2012-10-20 20:00:00,303.99817 -2012-10-20 21:00:00,209.92245 -2012-10-20 22:00:00,184.14764 -2012-10-20 23:00:00,155.08385 -2012-10-21 00:00:00,136.75502 -2012-10-21 01:00:00,114.69173 -2012-10-21 02:00:00,78.23546 -2012-10-21 03:00:00,37.677414 -2012-10-21 04:00:00,13.352514 -2012-10-21 05:00:00,12.605666 -2012-10-21 06:00:00,21.319378 -2012-10-21 07:00:00,64.03668 -2012-10-21 08:00:00,142.42468 -2012-10-21 09:00:00,267.14886 -2012-10-21 10:00:00,397.54666 -2012-10-21 11:00:00,511.46667 -2012-10-21 12:00:00,603.7537 -2012-10-21 13:00:00,623.0062 -2012-10-21 14:00:00,611.6101 -2012-10-21 15:00:00,598.51624 -2012-10-21 16:00:00,595.02344 -2012-10-21 17:00:00,519.1961 -2012-10-21 18:00:00,443.9876 -2012-10-21 19:00:00,312.43518 -2012-10-21 20:00:00,209.58487 -2012-10-21 21:00:00,137.238 -2012-10-21 22:00:00,104.95836 -2012-10-21 23:00:00,72.88177 -2012-10-22 00:00:00,38.29149 -2012-10-22 01:00:00,15.521572 -2012-10-22 02:00:00,8.853525 -2012-10-22 03:00:00,6.715026 -2012-10-22 04:00:00,7.21013 -2012-10-22 05:00:00,38.748234 -2012-10-22 06:00:00,139.45491 -2012-10-22 07:00:00,433.66168 -2012-10-22 08:00:00,736.94305 -2012-10-22 09:00:00,357.49265 -2012-10-22 10:00:00,208.59393 -2012-10-22 11:00:00,258.064 -2012-10-22 12:00:00,315.89105 -2012-10-22 13:00:00,315.24463 -2012-10-22 14:00:00,305.75876 -2012-10-22 15:00:00,323.0406 -2012-10-22 16:00:00,478.52557 -2012-10-22 17:00:00,864.11255 -2012-10-22 18:00:00,742.4541 -2012-10-22 19:00:00,519.7838 -2012-10-22 20:00:00,343.65924 -2012-10-22 21:00:00,224.81654 -2012-10-22 22:00:00,136.38638 -2012-10-22 23:00:00,80.82018 -2012-10-23 00:00:00,39.279 -2012-10-23 01:00:00,16.596998 -2012-10-23 02:00:00,8.794663 -2012-10-23 03:00:00,7.487626 -2012-10-23 04:00:00,8.054385 -2012-10-23 05:00:00,44.11779 -2012-10-23 06:00:00,164.21971 -2012-10-23 07:00:00,491.65417 -2012-10-23 08:00:00,757.91205 -2012-10-23 09:00:00,369.0403 -2012-10-23 10:00:00,223.78366 -2012-10-23 11:00:00,252.30963 -2012-10-23 12:00:00,307.92926 -2012-10-23 13:00:00,293.2232 -2012-10-23 14:00:00,286.064 -2012-10-23 15:00:00,322.34613 -2012-10-23 16:00:00,455.16736 -2012-10-23 17:00:00,872.27814 -2012-10-23 18:00:00,831.72534 -2012-10-23 19:00:00,563.12897 -2012-10-23 20:00:00,384.5445 -2012-10-23 21:00:00,263.16614 -2012-10-23 22:00:00,199.97672 -2012-10-23 23:00:00,118.08299 -2012-10-24 00:00:00,51.233364 -2012-10-24 01:00:00,18.998508 -2012-10-24 02:00:00,9.995274 -2012-10-24 03:00:00,8.030547 -2012-10-24 04:00:00,8.610016 -2012-10-24 05:00:00,45.08635 -2012-10-24 06:00:00,181.19022 -2012-10-24 07:00:00,485.25772 -2012-10-24 08:00:00,716.25665 -2012-10-24 09:00:00,372.16187 -2012-10-24 10:00:00,204.90381 -2012-10-24 11:00:00,252.40887 -2012-10-24 12:00:00,317.50113 -2012-10-24 13:00:00,307.70428 -2012-10-24 14:00:00,295.42285 -2012-10-24 15:00:00,320.56665 -2012-10-24 16:00:00,488.60876 -2012-10-24 17:00:00,865.0949 -2012-10-24 18:00:00,845.993 -2012-10-24 19:00:00,568.32355 -2012-10-24 20:00:00,391.27112 -2012-10-24 21:00:00,302.93353 -2012-10-24 22:00:00,234.34229 -2012-10-24 23:00:00,133.61559 -2012-10-25 00:00:00,58.64718 -2012-10-25 01:00:00,25.26818 -2012-10-25 02:00:00,11.049813 -2012-10-25 03:00:00,6.768197 -2012-10-25 04:00:00,6.971898 -2012-10-25 05:00:00,41.849808 -2012-10-25 06:00:00,166.3284 -2012-10-25 07:00:00,442.8275 -2012-10-25 08:00:00,714.6824 -2012-10-25 09:00:00,342.1383 -2012-10-25 10:00:00,179.31873 -2012-10-25 11:00:00,186.15652 -2012-10-25 12:00:00,246.3818 -2012-10-25 13:00:00,227.9102 -2012-10-25 14:00:00,262.90262 -2012-10-25 15:00:00,318.59018 -2012-10-25 16:00:00,431.8799 -2012-10-25 17:00:00,760.0985 -2012-10-25 18:00:00,442.39294 -2012-10-25 19:00:00,362.57785 -2012-10-25 20:00:00,258.35565 -2012-10-25 21:00:00,196.7827 -2012-10-25 22:00:00,168.12347 -2012-10-25 23:00:00,121.65724 -2012-10-26 00:00:00,70.45384 -2012-10-26 01:00:00,28.853992 -2012-10-26 02:00:00,11.549438 -2012-10-26 03:00:00,8.182224 -2012-10-26 04:00:00,8.324308 -2012-10-26 05:00:00,36.80702 -2012-10-26 06:00:00,144.88467 -2012-10-26 07:00:00,405.24155 -2012-10-26 08:00:00,604.5967 -2012-10-26 09:00:00,319.3905 -2012-10-26 10:00:00,194.92596 -2012-10-26 11:00:00,259.8864 -2012-10-26 12:00:00,325.20758 -2012-10-26 13:00:00,326.6369 -2012-10-26 14:00:00,330.59677 -2012-10-26 15:00:00,363.22885 -2012-10-26 16:00:00,421.28363 -2012-10-26 17:00:00,600.6977 -2012-10-26 18:00:00,492.36218 -2012-10-26 19:00:00,280.8587 -2012-10-26 20:00:00,202.59134 -2012-10-26 21:00:00,208.83086 -2012-10-26 22:00:00,144.4298 -2012-10-26 23:00:00,126.36487 -2012-10-27 00:00:00,139.64621 -2012-10-27 01:00:00,103.81686 -2012-10-27 02:00:00,71.468895 -2012-10-27 03:00:00,36.029503 -2012-10-27 04:00:00,13.5763 -2012-10-27 05:00:00,18.596928 -2012-10-27 06:00:00,40.699333 -2012-10-27 07:00:00,92.79062 -2012-10-27 08:00:00,207.09232 -2012-10-27 09:00:00,304.60187 -2012-10-27 10:00:00,417.88647 -2012-10-27 11:00:00,526.88403 -2012-10-27 12:00:00,643.9921 -2012-10-27 13:00:00,653.1586 -2012-10-27 14:00:00,614.318 -2012-10-27 15:00:00,557.6501 -2012-10-27 16:00:00,552.7512 -2012-10-27 17:00:00,513.08704 -2012-10-27 18:00:00,446.40784 -2012-10-27 19:00:00,307.63348 -2012-10-27 20:00:00,254.84076 -2012-10-27 21:00:00,207.06491 -2012-10-27 22:00:00,180.241 -2012-10-27 23:00:00,139.6135 -2012-10-28 00:00:00,113.89162 -2012-10-28 01:00:00,108.10161 -2012-10-28 02:00:00,72.38998 -2012-10-28 03:00:00,38.289635 -2012-10-28 04:00:00,15.064816 -2012-10-28 05:00:00,12.889826 -2012-10-28 06:00:00,26.002003 -2012-10-28 07:00:00,85.24173 -2012-10-28 08:00:00,158.22937 -2012-10-28 09:00:00,258.5073 -2012-10-28 10:00:00,357.12387 -2012-10-28 11:00:00,438.04193 -2012-10-28 12:00:00,482.36877 -2012-10-28 13:00:00,481.6454 -2012-10-28 14:00:00,482.24 -2012-10-28 15:00:00,452.2116 -2012-10-28 16:00:00,322.93835 -2012-10-28 17:00:00,228.60913 -2012-10-28 18:00:00,115.29038 -2012-10-28 19:00:00,119.95917 -2012-10-28 20:00:00,96.608826 -2012-10-28 21:00:00,86.56163 -2012-10-28 22:00:00,73.57563 -2012-10-28 23:00:00,54.97841 -2012-10-29 00:00:00,35.954178 -2012-10-30 13:00:00,121.61694 -2012-10-30 14:00:00,115.399734 -2012-10-30 15:00:00,115.6586 -2012-10-30 16:00:00,158.03004 -2012-10-30 17:00:00,252.27011 -2012-10-30 18:00:00,261.8183 -2012-10-30 19:00:00,490.3473 -2012-10-30 20:00:00,219.3995 -2012-10-30 21:00:00,156.01564 -2012-10-30 22:00:00,138.0764 -2012-10-30 23:00:00,86.2168 -2012-10-31 00:00:00,37.028618 -2012-10-31 01:00:00,15.770075 -2012-10-31 02:00:00,8.640284 -2012-10-31 03:00:00,6.717029 -2012-10-31 04:00:00,6.284123 -2012-10-31 05:00:00,37.670532 -2012-10-31 06:00:00,148.73955 -2012-10-31 07:00:00,384.38333 -2012-10-31 08:00:00,712.2922 -2012-10-31 09:00:00,349.2671 -2012-10-31 10:00:00,177.26898 -2012-10-31 11:00:00,192.05338 -2012-10-31 12:00:00,257.6954 -2012-10-31 13:00:00,256.8697 -2012-10-31 14:00:00,231.17276 -2012-10-31 15:00:00,267.4039 -2012-10-31 16:00:00,374.87268 -2012-10-31 17:00:00,663.3734 -2012-10-31 18:00:00,624.21606 -2012-10-31 19:00:00,441.6445 -2012-10-31 20:00:00,311.94464 -2012-10-31 21:00:00,236.26196 -2012-10-31 22:00:00,172.41803 -2012-10-31 23:00:00,118.86476 -2012-11-20 00:00:00,32.742043 -2012-11-20 01:00:00,14.009256 -2012-11-20 02:00:00,7.1064796 -2012-11-20 03:00:00,6.637171 -2012-11-20 04:00:00,7.1991596 -2012-11-20 05:00:00,34.745743 -2012-11-20 06:00:00,134.56927 -2012-11-20 07:00:00,419.3024 -2012-11-20 08:00:00,691.3722 -2012-11-20 09:00:00,321.752 -2012-11-20 10:00:00,173.25311 -2012-11-20 11:00:00,196.50258 -2012-11-20 12:00:00,233.31223 -2012-11-20 13:00:00,237.43451 -2012-11-20 14:00:00,216.69516 -2012-11-20 15:00:00,255.26764 -2012-11-20 16:00:00,338.43332 -2012-11-20 17:00:00,582.09076 -2012-11-20 18:00:00,560.0149 -2012-11-20 19:00:00,386.58392 -2012-11-20 20:00:00,256.77063 -2012-11-20 21:00:00,199.47382 -2012-11-20 22:00:00,151.57541 -2012-11-20 23:00:00,90.70238 -2012-11-21 00:00:00,39.601334 -2012-11-21 01:00:00,17.3512 -2012-11-21 02:00:00,7.751529 -2012-11-21 03:00:00,6.2790203 -2012-11-21 04:00:00,6.961376 -2012-11-21 05:00:00,37.67875 -2012-11-21 06:00:00,141.3366 -2012-11-21 07:00:00,400.45068 -2012-11-21 08:00:00,669.6308 -2012-11-21 09:00:00,325.47363 -2012-11-21 10:00:00,177.9913 -2012-11-21 11:00:00,195.94449 -2012-11-21 12:00:00,244.06512 -2012-11-21 13:00:00,250.6272 -2012-11-21 14:00:00,241.40273 -2012-11-21 15:00:00,260.0767 -2012-11-21 16:00:00,366.83884 -2012-11-21 17:00:00,618.8091 -2012-11-21 18:00:00,608.2882 -2012-11-21 19:00:00,397.94327 -2012-11-21 20:00:00,266.50995 -2012-11-21 21:00:00,203.0846 -2012-11-21 22:00:00,152.05557 -2012-11-21 23:00:00,106.54045 -2012-11-22 00:00:00,72.01981 -2012-11-22 01:00:00,43.068916 -2012-11-22 02:00:00,21.700985 -2012-11-22 03:00:00,11.689463 -2012-11-22 04:00:00,11.175514 -2012-11-22 05:00:00,21.66744 -2012-11-22 06:00:00,54.62638 -2012-11-22 07:00:00,201.56595 -2012-11-22 08:00:00,377.45483 -2012-11-22 09:00:00,290.07532 -2012-11-22 10:00:00,282.74347 -2012-11-22 11:00:00,306.29715 -2012-11-22 12:00:00,384.46716 -2012-11-22 13:00:00,392.50195 -2012-11-22 14:00:00,388.16992 -2012-11-22 15:00:00,392.48172 -2012-11-22 16:00:00,417.86612 -2012-11-22 17:00:00,505.2423 -2012-11-22 18:00:00,415.21045 -2012-11-22 19:00:00,298.85016 -2012-11-22 20:00:00,236.45468 -2012-11-22 21:00:00,186.90375 -2012-11-22 22:00:00,146.22214 -2012-11-22 23:00:00,110.2619 -2012-11-23 00:00:00,55.58588 -2012-11-23 01:00:00,29.152931 -2012-11-23 02:00:00,11.258429 -2012-11-23 03:00:00,7.049904 -2012-11-23 04:00:00,7.4906063 -2012-11-23 05:00:00,34.667778 -2012-11-23 06:00:00,123.15132 -2012-11-23 07:00:00,363.65793 -2012-11-23 08:00:00,591.952 -2012-11-23 09:00:00,319.54614 -2012-11-23 10:00:00,198.77786 -2012-11-23 11:00:00,237.65076 -2012-11-23 12:00:00,302.45288 -2012-11-23 13:00:00,318.54303 -2012-11-23 14:00:00,327.3014 -2012-11-23 15:00:00,332.13458 -2012-11-23 16:00:00,417.97882 -2012-11-23 17:00:00,651.5509 -2012-11-23 18:00:00,534.81537 -2012-11-23 19:00:00,390.63922 -2012-11-23 20:00:00,261.4236 -2012-11-23 21:00:00,212.40652 -2012-11-23 22:00:00,171.68399 -2012-11-23 23:00:00,131.37389 -2012-11-24 00:00:00,120.666275 -2012-11-24 01:00:00,81.072586 -2012-11-24 02:00:00,53.182446 -2012-11-24 03:00:00,24.372755 -2012-11-24 04:00:00,10.463102 -2012-11-24 05:00:00,11.375706 -2012-11-24 06:00:00,20.008232 -2012-11-24 07:00:00,79.50134 -2012-11-24 08:00:00,144.43762 -2012-11-24 09:00:00,206.34253 -2012-11-24 10:00:00,278.6081 -2012-11-24 11:00:00,322.4768 -2012-11-24 12:00:00,392.96564 -2012-11-24 13:00:00,438.76343 -2012-11-24 14:00:00,422.64578 -2012-11-24 15:00:00,400.86438 -2012-11-24 16:00:00,385.08392 -2012-11-24 17:00:00,318.51288 -2012-11-24 18:00:00,272.20505 -2012-11-24 19:00:00,210.88818 -2012-11-24 20:00:00,155.97952 -2012-11-24 21:00:00,129.35449 -2012-11-24 22:00:00,123.24221 -2012-11-24 23:00:00,104.02183 -2012-11-25 00:00:00,110.058174 -2012-11-25 01:00:00,91.929855 -2012-11-25 02:00:00,56.86596 -2012-11-25 03:00:00,27.492817 -2012-11-25 04:00:00,11.210452 -2012-11-25 05:00:00,11.533194 -2012-11-25 06:00:00,12.85307 -2012-11-25 07:00:00,49.603024 -2012-11-25 08:00:00,106.68402 -2012-11-25 09:00:00,168.30283 -2012-11-25 10:00:00,268.8758 -2012-11-25 11:00:00,297.98877 -2012-11-25 12:00:00,362.08008 -2012-11-25 13:00:00,353.77667 -2012-11-25 14:00:00,352.51703 -2012-11-25 15:00:00,366.41003 -2012-11-25 16:00:00,361.23404 -2012-11-25 17:00:00,266.57898 -2012-11-25 18:00:00,213.72238 -2012-11-25 19:00:00,163.54666 -2012-11-25 20:00:00,131.99414 -2012-11-25 21:00:00,97.592285 -2012-11-25 22:00:00,84.691635 -2012-11-25 23:00:00,61.11969 -2012-11-26 00:00:00,28.038553 -2012-11-26 01:00:00,12.217779 -2012-11-26 02:00:00,7.068855 -2012-11-26 03:00:00,6.1405325 -2012-11-26 04:00:00,6.851502 -2012-11-26 05:00:00,33.175255 -2012-11-26 06:00:00,120.275406 -2012-11-26 07:00:00,381.858 -2012-11-26 08:00:00,638.9061 -2012-11-26 09:00:00,312.8485 -2012-11-26 10:00:00,157.74683 -2012-11-26 11:00:00,188.66116 -2012-11-26 12:00:00,245.1719 -2012-11-26 13:00:00,239.86003 -2012-11-26 14:00:00,208.1576 -2012-11-26 15:00:00,245.006 -2012-11-26 16:00:00,352.81763 -2012-11-26 17:00:00,626.9393 -2012-11-26 18:00:00,540.58057 -2012-11-26 19:00:00,371.05536 -2012-11-26 20:00:00,244.56888 -2012-11-26 21:00:00,175.09296 -2012-11-26 22:00:00,124.7892 -2012-11-26 23:00:00,78.01553 -2012-11-27 00:00:00,30.604248 -2012-11-27 01:00:00,12.740677 -2012-11-27 02:00:00,7.305768 -2012-11-27 03:00:00,6.2534313 -2012-11-27 04:00:00,6.4764557 -2012-11-27 05:00:00,32.371532 -2012-11-27 06:00:00,129.61145 -2012-11-27 07:00:00,212.97171 -2012-11-27 08:00:00,340.69836 -2012-11-27 09:00:00,309.55054 -2012-11-27 10:00:00,89.717186 -2012-11-27 11:00:00,91.69086 -2012-11-27 12:00:00,116.766815 -2012-11-27 13:00:00,114.63149 -2012-11-27 14:00:00,110.76986 -2012-11-27 15:00:00,184.82863 -2012-11-27 16:00:00,263.38486 -2012-11-27 17:00:00,466.38837 -2012-11-27 18:00:00,424.3533 -2012-11-27 19:00:00,301.98248 -2012-11-27 20:00:00,218.87077 -2012-11-27 21:00:00,163.55978 -2012-11-27 22:00:00,126.27965 -2012-11-27 23:00:00,74.85079 -2012-11-28 00:00:00,34.518433 -2012-11-28 01:00:00,14.251034 -2012-11-28 02:00:00,7.4302764 -2012-11-28 03:00:00,6.482861 -2012-11-28 04:00:00,6.859212 -2012-11-28 05:00:00,34.99259 -2012-11-28 06:00:00,132.14014 -2012-11-28 07:00:00,389.40228 -2012-11-28 08:00:00,675.47266 -2012-11-28 09:00:00,318.80096 -2012-11-28 10:00:00,158.26205 -2012-11-28 11:00:00,180.33109 -2012-11-28 12:00:00,218.85965 -2012-11-28 13:00:00,219.89532 -2012-11-28 14:00:00,199.43066 -2012-11-28 15:00:00,222.67659 -2012-11-28 16:00:00,318.6476 -2012-11-28 17:00:00,589.4669 -2012-11-28 18:00:00,534.22076 -2012-11-28 19:00:00,383.1551 -2012-11-28 20:00:00,265.63727 -2012-11-28 21:00:00,200.08679 -2012-11-28 22:00:00,134.12299 -2012-11-28 23:00:00,86.68887 -2012-11-29 00:00:00,43.245235 -2012-11-29 01:00:00,16.350618 -2012-11-29 02:00:00,7.21506 -2012-11-29 04:00:00,7.2871647 -2012-11-29 05:00:00,35.341537 -2012-11-29 06:00:00,131.27527 -2012-11-29 07:00:00,389.6439 -2012-11-29 08:00:00,661.73395 -2012-11-29 09:00:00,321.8703 -2012-11-29 10:00:00,165.74084 -2012-11-29 11:00:00,194.95215 -2012-11-29 12:00:00,231.39038 -2012-11-29 13:00:00,239.20058 -2012-11-29 14:00:00,205.76338 -2012-11-29 15:00:00,233.94455 -2012-11-29 16:00:00,322.627 -2012-11-29 17:00:00,585.61304 -2012-11-29 18:00:00,533.5122 -2012-11-29 19:00:00,370.83182 -2012-11-29 20:00:00,257.7301 -2012-11-29 21:00:00,191.87514 -2012-11-29 22:00:00,151.30133 -2012-11-29 23:00:00,122.506165 -2012-11-30 00:00:00,51.02334 -2012-11-30 01:00:00,25.358028 -2012-11-30 02:00:00,10.629566 -2012-11-30 03:00:00,7.1299057 -2012-11-30 04:00:00,7.291879 -2012-11-30 05:00:00,34.457527 -2012-11-30 06:00:00,120.08339 -2012-11-30 07:00:00,354.39444 -2012-11-30 08:00:00,588.3116 -2012-11-30 09:00:00,319.1461 -2012-11-30 10:00:00,183.78906 -2012-11-30 11:00:00,213.11363 -2012-11-30 12:00:00,262.48294 -2012-11-30 13:00:00,270.23535 -2012-11-30 14:00:00,248.43536 -2012-11-30 15:00:00,281.9203 -2012-11-30 16:00:00,380.12405 -2012-11-30 17:00:00,545.6439 -2012-11-30 18:00:00,454.60797 -2012-11-30 19:00:00,317.79413 -2012-11-30 20:00:00,219.05887 -2012-11-30 21:00:00,172.06055 -2012-11-30 22:00:00,153.53569 -2012-11-30 23:00:00,123.27744 -2012-12-20 00:00:00,41.412415 -2012-12-20 01:00:00,16.489159 -2012-12-20 02:00:00,7.6350164 -2012-12-20 03:00:00,6.6950917 -2012-12-20 04:00:00,6.9640474 -2012-12-20 05:00:00,30.176807 -2012-12-20 06:00:00,124.24921 -2012-12-20 07:00:00,388.5724 -2012-12-20 08:00:00,658.4739 -2012-12-20 09:00:00,316.4491 -2012-12-20 10:00:00,153.97318 -2012-12-20 11:00:00,181.34964 -2012-12-20 12:00:00,223.27603 -2012-12-20 13:00:00,220.7471 -2012-12-20 14:00:00,199.90161 -2012-12-20 15:00:00,221.21655 -2012-12-20 16:00:00,301.51733 -2012-12-20 17:00:00,527.09576 -2012-12-20 18:00:00,489.72028 -2012-12-20 19:00:00,263.0157 -2012-12-20 20:00:00,189.03362 -2012-12-20 21:00:00,144.23569 -2012-12-20 22:00:00,101.06156 -2012-12-20 23:00:00,84.60782 -2012-12-21 00:00:00,49.19345 -2012-12-21 01:00:00,38.558506 -2012-12-21 02:00:00,18.85701 -2012-12-21 03:00:00,12.731918 -2012-12-21 04:00:00,8.695162 -2012-12-21 05:00:00,26.53318 -2012-12-21 06:00:00,113.01837 -2012-12-21 07:00:00,351.8343 -2012-12-21 08:00:00,607.0475 -2012-12-21 09:00:00,303.61517 -2012-12-21 10:00:00,186.36768 -2012-12-21 11:00:00,204.08322 -2012-12-21 12:00:00,257.937 -2012-12-21 13:00:00,254.17648 -2012-12-21 14:00:00,240.0874 -2012-12-21 15:00:00,249.74197 -2012-12-21 16:00:00,332.2205 -2012-12-21 17:00:00,480.22485 -2012-12-21 18:00:00,419.27997 -2012-12-21 19:00:00,285.1343 -2012-12-21 20:00:00,203.78764 -2012-12-21 21:00:00,147.26567 -2012-12-21 22:00:00,119.02696 -2012-12-21 23:00:00,93.89543 -2012-12-22 00:00:00,89.401596 -2012-12-22 01:00:00,75.57555 -2012-12-22 02:00:00,48.55966 -2012-12-22 03:00:00,20.38601 -2012-12-22 04:00:00,10.3312 -2012-12-22 05:00:00,10.224695 -2012-12-22 06:00:00,13.520718 -2012-12-22 07:00:00,74.28387 -2012-12-22 08:00:00,140.15686 -2012-12-22 09:00:00,205.6826 -2012-12-22 10:00:00,275.90164 -2012-12-22 11:00:00,329.95282 -2012-12-22 12:00:00,393.01233 -2012-12-22 13:00:00,421.48114 -2012-12-22 14:00:00,402.5329 -2012-12-22 15:00:00,394.4193 -2012-12-22 16:00:00,383.11774 -2012-12-22 17:00:00,308.3012 -2012-12-22 18:00:00,243.78564 -2012-12-22 19:00:00,183.54333 -2012-12-22 20:00:00,138.84709 -2012-12-22 21:00:00,123.18329 -2012-12-22 22:00:00,104.88515 -2012-12-22 23:00:00,93.26333 -2012-12-23 00:00:00,97.36653 -2012-12-23 01:00:00,87.7797 -2012-12-23 02:00:00,60.408707 -2012-12-23 03:00:00,27.606804 -2012-12-23 04:00:00,11.225521 -2012-12-23 05:00:00,9.31044 -2012-12-23 06:00:00,10.993229 -2012-12-23 07:00:00,47.16418 -2012-12-23 08:00:00,103.2843 -2012-12-23 09:00:00,171.46002 -2012-12-23 10:00:00,253.00848 -2012-12-23 11:00:00,295.66174 -2012-12-23 12:00:00,377.05716 -2012-12-23 13:00:00,399.785 -2012-12-23 14:00:00,397.27762 -2012-12-23 15:00:00,403.00574 -2012-12-23 16:00:00,391.5384 -2012-12-23 17:00:00,263.32385 -2012-12-23 18:00:00,212.29776 -2012-12-23 19:00:00,159.75722 -2012-12-23 20:00:00,123.57643 -2012-12-23 21:00:00,93.72848 -2012-12-23 22:00:00,69.56391 -2012-12-23 23:00:00,58.06846 -2012-12-24 00:00:00,27.386122 -2012-12-24 01:00:00,12.561665 -2012-12-24 02:00:00,7.3804407 -2012-12-24 03:00:00,6.4148817 -2012-12-24 05:00:00,28.730965 -2012-12-24 06:00:00,114.472305 -2012-12-24 07:00:00,355.56943 -2012-12-24 08:00:00,604.58936 -2012-12-24 09:00:00,291.0069 -2012-12-24 10:00:00,145.97269 -2012-12-24 11:00:00,159.3598 -2012-12-24 12:00:00,204.7349 -2012-12-24 13:00:00,142.37753 -2012-12-24 14:00:00,117.93639 -2012-12-24 15:00:00,132.119 -2012-12-24 16:00:00,183.04134 -2012-12-24 17:00:00,271.07977 -2012-12-24 18:00:00,265.33072 -2012-12-24 19:00:00,262.21982 -2012-12-24 20:00:00,147.9036 -2012-12-24 21:00:00,114.98482 -2012-12-24 22:00:00,97.07239 -2012-12-24 23:00:00,64.328156 -2012-12-25 00:00:00,53.574528 -2012-12-25 01:00:00,46.787544 -2012-12-25 02:00:00,29.512611 -2012-12-25 04:00:00,12.312005 -2012-12-25 05:00:00,21.254553 -2012-12-25 06:00:00,51.565567 -2012-12-25 07:00:00,181.8707 -2012-12-25 08:00:00,342.72598 -2012-12-25 09:00:00,285.50684 -2012-12-25 10:00:00,262.86386 -2012-12-25 11:00:00,283.71286 -2012-12-25 12:00:00,316.0421 -2012-12-25 13:00:00,332.51645 -2012-12-25 14:00:00,309.9985 -2012-12-25 15:00:00,303.3199 -2012-12-25 16:00:00,344.1363 -2012-12-25 17:00:00,382.70627 -2012-12-25 18:00:00,370.0044 -2012-12-25 19:00:00,268.05383 -2012-12-25 20:00:00,196.46149 -2012-12-25 21:00:00,137.58228 -2012-12-25 22:00:00,113.612976 -2012-12-25 23:00:00,67.9256 -2012-12-26 00:00:00,35.611153 -2012-12-26 01:00:00,16.78609 -2012-12-26 02:00:00,9.706182 -2012-12-26 03:00:00,7.25853 -2012-12-26 04:00:00,8.151202 -2012-12-26 05:00:00,31.692669 -2012-12-26 06:00:00,118.06702 -2012-12-26 07:00:00,200.52837 -2012-12-26 08:00:00,328.23755 -2012-12-26 09:00:00,172.53351 -2012-12-26 10:00:00,93.89128 -2012-12-26 11:00:00,103.45296 -2012-12-26 12:00:00,124.36462 -2012-12-26 13:00:00,123.08298 -2012-12-26 14:00:00,119.0143 -2012-12-26 15:00:00,125.38359 -2012-12-26 16:00:00,173.91263 -2012-12-26 17:00:00,253.4194 -2012-12-26 18:00:00,250.58203 -2012-12-26 19:00:00,216.1795 -2012-12-26 20:00:00,139.6405 -2012-12-26 21:00:00,140.8163 -2012-12-26 22:00:00,88.5244 -2012-12-26 23:00:00,59.257984 -2012-12-27 00:00:00,38.23949 -2012-12-27 01:00:00,14.595001 -2012-12-27 02:00:00,7.5757904 -2012-12-27 03:00:00,6.732935 -2012-12-27 04:00:00,6.9890537 -2012-12-27 05:00:00,30.433762 -2012-12-27 06:00:00,117.138504 -2012-12-27 07:00:00,378.6376 -2012-12-27 08:00:00,651.56866 -2012-12-27 09:00:00,320.84467 -2012-12-27 10:00:00,166.32568 -2012-12-27 11:00:00,170.41083 -2012-12-27 12:00:00,211.1987 -2012-12-27 13:00:00,205.99156 -2012-12-27 14:00:00,187.05222 -2012-12-27 15:00:00,204.73639 -2012-12-27 16:00:00,283.96655 -2012-12-27 17:00:00,502.1042 -2012-12-27 18:00:00,485.84326 -2012-12-27 19:00:00,327.2588 -2012-12-27 20:00:00,238.59152 -2012-12-27 21:00:00,166.85233 -2012-12-27 22:00:00,122.077255 -2012-12-27 23:00:00,88.93393 -2012-12-28 00:00:00,48.804485 -2012-12-28 01:00:00,26.611929 -2012-12-28 02:00:00,12.950146 -2012-12-28 03:00:00,8.005518 -2012-12-28 04:00:00,7.9075556 -2012-12-28 05:00:00,28.930256 -2012-12-28 06:00:00,111.92207 -2012-12-28 07:00:00,332.04773 -2012-12-28 08:00:00,586.7862 -2012-12-28 09:00:00,307.25647 -2012-12-28 10:00:00,177.90604 -2012-12-28 11:00:00,201.54373 -2012-12-28 12:00:00,242.79099 -2012-12-28 13:00:00,238.74155 -2012-12-28 14:00:00,216.25949 -2012-12-28 15:00:00,242.07999 -2012-12-28 16:00:00,311.1416 -2012-12-28 17:00:00,490.93536 -2012-12-28 18:00:00,422.78497 -2012-12-28 19:00:00,290.6742 -2012-12-28 20:00:00,195.59319 -2012-12-28 21:00:00,139.89496 -2012-12-28 22:00:00,123.122375 -2012-12-28 23:00:00,98.559616 -2012-12-29 00:00:00,94.19022 -2012-12-29 01:00:00,80.32063 -2012-12-29 02:00:00,50.335533 -2012-12-29 03:00:00,22.437647 -2012-12-29 04:00:00,9.756786 -2012-12-29 05:00:00,9.106918 -2012-12-29 06:00:00,12.324707 -2012-12-29 07:00:00,57.66889 -2012-12-29 08:00:00,138.93492 -2012-12-29 09:00:00,202.07843 -2012-12-29 10:00:00,199.86844 -2012-12-29 11:00:00,244.55708 -2012-12-29 12:00:00,268.5624 -2012-12-29 13:00:00,267.00784 -2012-12-29 14:00:00,321.55542 -2012-12-29 15:00:00,315.99033 -2012-12-29 16:00:00,351.06714 -2012-12-29 17:00:00,268.16766 -2012-12-29 18:00:00,250.07388 -2012-12-29 19:00:00,212.87589 -2012-12-29 20:00:00,145.57622 -2012-12-29 21:00:00,123.77266 -2012-12-29 22:00:00,116.28723 -2012-12-29 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