├── LICENSE ├── README.md ├── Real Estate Price Prediction.ipynb └── Real_Estate.csv /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2025 Deepak L 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Real Estate Price Prediction 2 | 3 | ## Overview 4 | This project aims to predict real estate prices using machine learning models in Python. By leveraging data science techniques, the project explores how factors like house age, proximity to MRT stations, number of convenience stores, and geographical coordinates influence housing prices. Two models, Random Forest Regressor and Linear Regression, were built, evaluated, and compared. 5 | 6 | ## Features 7 | - Data preprocessing and cleaning. 8 | - Exploratory Data Analysis (EDA) to uncover insights. 9 | - Model training using Random Forest Regressor and Linear Regression. 10 | - Model evaluation using metrics like Root Mean Squared Error (RMSE) and R-squared (R²). 11 | - Prediction functionality for new property data. 12 | 13 | ## Tools and Libraries Used 14 | - **Python**: Core programming language. 15 | - **Pandas & NumPy**: Data manipulation and analysis. 16 | - **Matplotlib & Seaborn**: Data visualization. 17 | - **Scikit-learn**: Machine learning algorithms and evaluation metrics. 18 | 19 | ## Project Workflow 20 | 1. **Data Loading and Exploration**: 21 | - The dataset contains features like `Transaction Date`, `House Age`, `Distance to MRT Station`, `Number of Convenience Stores`, `Latitude`, `Longitude`, and `House Price of Unit Area`. 22 | - Shape of the dataset: 414 rows, 7 columns. 23 | 24 | 2. **Data Preprocessing**: 25 | - Handled missing values by replacing them with column means. 26 | - Normalized features using `StandardScaler`. 27 | 28 | 3. **Model Development**: 29 | - **Random Forest Regressor**: Used 100 estimators with a random state of 42. 30 | - **Linear Regression**: Built as a baseline model. 31 | 32 | 4. **Evaluation Metrics**: 33 | - Root Mean Squared Error (RMSE). 34 | - R-squared (R²) score. 35 | 36 | 5. **Prediction Function**: 37 | - Created a function to predict house prices based on user-provided inputs. 38 | 39 | ## Results 40 | ### Model Performance: 41 | - **Random Forest Regressor**: 42 | - RMSE: $6.32 43 | - R² Score: 0.8557 44 | - **Linear Regression**: 45 | - RMSE: $13.49 46 | - R² Score: 0.3422 47 | 48 | ### Example Prediction: 49 | For a sample house with the following details: 50 | - House age: 10 years 51 | - Distance to MRT station: 500 meters 52 | - Number of convenience stores: 5 53 | - Latitude: 25.03 54 | - Longitude: 121.53 55 | 56 | The predictions were: 57 | - **Random Forest Predicted Price**: $35.96 per unit area. 58 | - **Linear Regression Predicted Price**: $2,117.12 per unit area. 59 | 60 | ## How to Run 61 | 1. Clone the repository: 62 | ```bash 63 | git clone 64 | ``` 65 | 66 | 2. Install required libraries: 67 | ```bash 68 | pip install -r requirements.txt 69 | ``` 70 | 71 | 3. Run the Jupyter Notebook or Python script to execute the project. 72 | 73 | 4. Modify the `sample_house` dictionary in the script to predict prices for custom data. 74 | 75 | ## Conclusion 76 | This project demonstrates the practical application of machine learning in the real estate domain, providing actionable insights and accurate predictions for property pricing. It highlights the efficiency of Random Forest over Linear Regression for this dataset. 77 | 78 | ## Future Work 79 | - Experiment with additional machine learning models. 80 | - Implement hyperparameter tuning for Random Forest. 81 | - Explore deep learning techniques for improved performance. 82 | -------------------------------------------------------------------------------- /Real_Estate.csv: -------------------------------------------------------------------------------- 1 | Transaction date,House age,Distance to the nearest MRT station,Number of convenience stores,Latitude,Longitude,House price of unit area 2 | 2012-09-02 16:42:30.519336,13.3,4082.015,8,25.00705868353470,121.56169421770800,6.488673139865590 3 | 2012-09-04 22:52:29.919544,35.5,274.0144,2,25.012148257650200,121.54698984457100,24.970724650722200 4 | 2012-09-05 01:10:52.349449,1.1,1978.671,10,25.003849862836500,121.52833647288200,26.694266768791300 5 | 2012-09-05 13:26:01.189083,22.2,1055.067,5,24.962887002766600,121.48217837539000,38.09163849238600 6 | 2012-09-06 08:29:47.910523,8.5,967.4,6,25.01103682020320,121.47994619878700,21.65470959889870 7 | 2012-09-06 14:18:34.142030,13.3,279.1726,2,24.994993539032100,121.54382337818500,36.97237578597790 8 | 2012-09-06 15:07:23.396013,38.5,377.7956,3,25.009894863937200,121.5589552901370,27.637382095297600 9 | 2012-09-07 07:57:25.291322,15.2,552.4371,5,24.99710934381010,121.54437746094900,44.11658500781900 10 | 2012-09-07 10:06:48.384148,24.0,617.4424,3,24.98762168243020,121.52784115318800,49.07124674633240 11 | 2012-09-07 13:21:33.254701,13.0,323.655,8,24.978663037368600,121.48345712992900,43.11435274727040 12 | 2012-09-07 20:42:58.363599,13.2,750.0704,5,24.934895972422800,121.55328886404800,32.7473626562886 13 | 2012-09-07 21:36:29.294109,6.5,289.3248,8,24.99309418133790,121.50147817994200,60.46035152543850 14 | 2012-09-08 01:05:20.095597,27.5,49.66105,9,24.96979398700610,121.54477687886800,58.16330444121300 15 | 2012-09-09 09:29:47.768544,12.9,373.8389,2,25.011661432494600,121.51067162608300,43.77117419448720 16 | 2012-09-09 17:24:50.129628,8.0,185.4296,5,24.937197034071800,121.54505933779300,40.25533344968160 17 | 2012-09-11 19:06:31.002528,4.9,639.6198,8,24.975468641126400,121.4765643977470,49.15705381571690 18 | 2012-09-12 05:03:03.332710,3.1,1360.139,5,24.957540441399900,121.5505921313910,13.673531591941000 19 | 2012-09-12 06:54:06.555817,10.3,4079.418,0,24.960290453497500,121.54822475905100,0.0 20 | 2012-09-12 23:27:33.301004,1.1,143.8383,4,24.972157793203100,121.47700567931700,56.25135518369210 21 | 2012-09-14 06:14:19.030272,13.7,193.5845,1,24.943551278651,121.51541039115900,16.444016943587500 22 | 2012-09-16 01:53:06.000222,8.4,330.0854,6,24.960581832350400,121.49734684102900,47.35555099443010 23 | 2012-09-19 00:48:38.873410,31.3,1236.564,0,24.957063507719500,121.54473369403200,8.468854747022850 24 | 2012-09-19 08:08:21.403851,17.3,837.7233,6,24.95279903361560,121.47715327864700,52.761152746314900 25 | 2012-09-19 16:28:39.921640,14.1,193.5845,6,24.948564021721900,121.48807562120200,50.61249952591100 26 | 2012-09-20 04:20:08.912777,1.5,197.1338,0,24.987775775308400,121.47743908380700,12.570276496342100 27 | 2012-09-20 13:50:20.328592,16.1,3771.895,9,24.970785895877600,121.54529525135300,0.0 28 | 2012-09-21 07:30:38.941907,34.4,2408.993,3,24.994444188819400,121.5093053520860,22.915598384347700 29 | 2012-09-22 03:31:31.593518,18.2,519.4617,0,24.93804633417620,121.55221418784600,9.426271812683270 30 | 2012-09-22 13:31:16.610764,11.9,1978.671,7,24.994808232132900,121.52040756745200,25.88302272657850 31 | 2012-09-22 15:04:04.774302,5.4,1939.749,1,24.984199412755000,121.47553957665000,4.26637717701642 32 | 2012-09-23 16:01:41.587322,9.7,170.7311,3,24.990877008450600,121.51282405751500,27.206645220463200 33 | 2012-09-23 22:39:42.486722,38.5,1828.319,4,24.997065095712300,121.51232902427600,15.564323895807300 34 | 2012-09-24 07:27:20.179721,32.8,258.186,3,24.99477473984210,121.51033703844100,30.855391370659000 35 | 2012-09-24 22:29:39.672430,31.0,289.3248,2,24.944636401898600,121.47622695801000,34.06650015235090 36 | 2012-09-26 22:07:50.355058,34.8,1156.777,0,24.964323302596200,121.5597264857220,18.410250261093900 37 | 2012-09-27 18:46:26.859621,9.9,4510.359,10,24.98221114124610,121.54905722055600,1.1028523625683600 38 | 2012-09-28 07:28:53.264797,5.9,482.7581,5,24.948297251628700,121.51308186705700,31.4309206817246 39 | 2012-09-29 02:09:24.942231,37.1,461.1016,8,24.954076448613400,121.4900054221170,47.02921199395990 40 | 2012-09-30 07:58:58.411264,26.8,279.1726,4,24.98297993090040,121.49570392205900,29.48443086538340 41 | 2012-10-01 03:53:12.898755,30.4,1447.286,8,24.96259750619150,121.53587658175600,19.547204696045700 42 | 2012-10-02 14:47:12.757185,4.0,492.2313,9,24.95994862833980,121.55237710061600,26.33933576365830 43 | 2012-10-03 08:08:58.661108,5.4,90.45606,2,24.968919036904100,121.47677491118200,51.41138556176890 44 | 2012-10-03 16:13:07.851414,25.3,537.7971,4,25.013381894155000,121.48134688359200,48.54988027546010 45 | 2012-10-03 22:11:55.722636,16.4,1449.722,1,24.97434582614310,121.5469263776280,10.36893365775190 46 | 2012-10-04 12:26:38.663193,26.4,2615.465,7,24.948934922005400,121.491840707064,20.587736539019900 47 | 2012-10-04 17:22:04.684746,8.0,405.2134,4,24.993686703469700,121.52995316766100,34.21865577467860 48 | 2012-10-04 17:54:27.006463,19.2,488.5727,1,24.94387683135810,121.55534121087100,39.28268043035240 49 | 2012-10-05 07:59:42.870229,30.3,1013.341,6,24.93467553583330,121.49447151280500,13.060738181731900 50 | 2012-10-08 03:01:20.207384,12.9,90.45606,9,24.936689588355500,121.49370133428800,36.42627870241330 51 | 2012-10-10 12:36:22.455568,13.5,2175.03,0,24.985829061855800,121.4953205508000,0.0 52 | 2012-10-10 18:34:51.823410,13.2,707.9067,6,24.997859394021400,121.49853276824900,29.76962852457910 53 | 2012-10-10 22:13:41.964587,8.1,373.8389,3,24.964101712730100,121.56463854170600,43.07206861621930 54 | 2012-10-11 10:02:48.623369,32.3,379.5575,4,24.983603531753000,121.53673955301500,36.178357882540500 55 | 2012-10-12 15:12:05.083503,38.0,4197.349,8,24.985146763013400,121.55939305732400,22.21030128480710 56 | 2012-10-14 07:45:31.196385,13.0,1159.454,6,24.948301671282700,121.53813994200100,38.90638548811110 57 | 2012-10-14 08:17:15.202742,34.4,414.9476,0,24.956711599438000,121.48867107155300,31.596284543778600 58 | 2012-10-15 04:51:27.131825,34.4,90.45606,1,24.946670716241400,121.55584599037500,16.89875516433550 59 | 2012-10-15 07:23:33.287274,24.2,3078.176,5,24.93681247663510,121.48235174752100,0.0 60 | 2012-10-15 09:34:01.205256,13.2,204.1705,1,24.96757303164660,121.5505179422030,47.256031677645400 61 | 2012-10-15 12:56:33.314936,16.1,1867.233,4,24.997179544920500,121.55996894109400,26.53102136196080 62 | 2012-10-16 12:58:18.584396,5.6,2707.392,6,24.970853879959200,121.4966967262140,0.4393320886581980 63 | 2012-10-17 00:26:50.278638,14.2,4082.015,6,24.938252517436100,121.48117143719600,10.600664945496000 64 | 2012-10-17 10:46:04.529625,3.8,393.2606,9,24.974523442481900,121.52880171443100,33.668500370438600 65 | 2012-10-19 04:22:09.096118,38.2,4082.015,1,24.99638680856870,121.47783165065400,0.0 66 | 2012-10-19 16:23:38.147111,25.3,1712.632,7,24.97384576741070,121.49822570698100,39.70830598675010 67 | 2012-10-20 09:16:54.729145,15.6,124.9912,4,24.993875254080900,121.48412206367400,54.33071172405390 68 | 2012-10-20 18:53:26.518101,26.8,918.6357,0,24.96011384766020,121.52063020382200,37.56244493838980 69 | 2012-10-21 05:24:38.087403,0.0,279.1726,5,24.98562808709840,121.52470187071100,23.100167125794100 70 | 2012-10-24 10:01:12.581872,18.9,6306.153,5,25.006182117175500,121.56052878208400,0.0 71 | 2012-10-24 13:35:59.022934,16.6,394.0173,5,24.96977049979730,121.5286526768660,34.911914523897000 72 | 2012-10-24 22:38:47.339900,7.6,3771.895,3,24.98937138369270,121.49468704410200,8.784265127090710 73 | 2012-10-25 04:50:51.394099,12.0,2408.993,9,24.93284363966410,121.55106556801300,25.69646294605520 74 | 2012-10-25 14:22:10.384996,6.6,461.1016,4,24.935586666796100,121.47439791429300,45.297460703197900 75 | 2012-10-26 08:04:51.236907,37.1,1402.016,8,24.97320898843830,121.5210471781900,38.67655041209820 76 | 2012-10-28 15:53:06.352507,25.3,577.9615,5,24.98591548386730,121.5334037487260,20.168950314235500 77 | 2012-10-31 08:02:42.189266,11.6,186.9686,3,24.940765339452300,121.50129440430100,33.017916577180900 78 | 2012-10-31 20:29:41.005942,25.9,1931.207,9,25.012740150502100,121.50110393054300,38.01299433442390 79 | 2012-11-01 12:54:43.481757,29.4,201.8939,8,25.01368493170440,121.53367160192700,29.711190222353400 80 | 2012-11-01 13:37:26.236108,17.5,492.2313,5,25.00834258301100,121.53164788116200,21.012629930315 81 | 2012-11-02 05:20:02.264297,32.6,289.3248,10,25.012828568026300,121.54584384479200,38.30368728467450 82 | 2012-11-02 08:34:53.542057,24.2,506.1144,3,24.967565616591800,121.54901803431400,27.690351782842500 83 | 2012-11-02 13:03:49.453579,16.3,4510.359,7,24.93328972200760,121.49450603018800,0.0 84 | 2012-11-02 20:36:36.366754,16.1,489.8821,5,24.942285620381400,121.48316582104400,28.19168613240700 85 | 2012-11-03 18:28:17.894164,0.0,1805.665,0,24.97965571295810,121.47839858924800,29.956798394500700 86 | 2012-11-06 00:39:28.763771,31.3,512.5487,7,24.932127067150400,121.52370317592500,47.74342783508780 87 | 2012-11-06 04:27:18.411080,39.2,371.2495,4,24.944406618813500,121.54530041540600,19.132244586589200 88 | 2012-11-07 04:07:43.819735,0.0,187.4823,0,24.958810797545700,121.49854487083600,18.391077268637100 89 | 2012-11-09 16:15:43.569680,18.4,390.5684,9,24.999015084391300,121.5246806085470,42.19357532403410 90 | 2012-11-10 03:34:49.648052,33.0,4449.27,9,25.006421172866800,121.54321307415200,3.9573647193025500 91 | 2012-11-10 11:21:39.678309,13.0,421.479,0,24.93212916350480,121.47630117688600,32.12698067545260 92 | 2012-11-10 15:41:46.973359,17.7,1712.632,8,24.9833473165435,121.47398712720700,32.434924905470200 93 | 2012-11-11 15:16:00.792566,13.3,718.2937,2,24.98712843727430,121.53026754653400,11.249221844761700 94 | 2012-11-12 08:56:01.691378,11.6,170.1289,8,24.970907819650200,121.56140248218300,33.20955518537670 95 | 2012-11-12 20:06:44.530690,35.9,179.4538,2,24.996558597471900,121.5074983377990,38.40267728601010 96 | 2012-11-14 21:52:29.783932,5.6,383.2805,8,25.00884895030570,121.50926193918600,41.26128763508640 97 | 2012-11-15 04:39:29.827039,16.2,640.7391,4,24.938802072686000,121.53493013191800,30.471234550552500 98 | 2012-11-15 07:48:54.420417,11.6,2469.645,7,24.935739486441200,121.51565550459000,17.562455913636600 99 | 2012-11-16 08:44:19.839765,0.0,4066.587,6,24.96329584608540,121.56048215393000,0.0 100 | 2012-11-17 19:13:57.545838,35.4,318.5292,5,24.9838381852884,121.52101449669300,47.37204258077140 101 | 2012-11-17 23:31:02.458647,37.7,1935.009,7,25.00562019149490,121.5288790416940,28.281373353537400 102 | 2012-11-18 03:37:14.805598,40.9,577.9615,3,24.9712575001039,121.55022361075800,41.58516426010900 103 | 2012-11-19 21:02:52.430445,17.3,4066.587,9,24.948274794416200,121.5331224654370,25.58971056287870 104 | 2012-11-20 14:09:56.457117,34.9,2185.128,6,25.008885973045200,121.48567289309900,30.85092896353310 105 | 2012-11-20 20:40:15.753156,32.0,186.9686,8,24.9386951046129,121.4981341853020,50.91810727176500 106 | 2012-11-22 01:36:41.437909,13.7,193.5845,9,25.005165913929400,121.52835254826500,57.80803668568240 107 | 2012-11-22 09:11:16.452072,12.7,512.5487,3,24.94504886280860,121.51051911963300,18.706074507494000 108 | 2012-11-23 12:25:53.807573,4.5,579.2083,7,25.01400300951530,121.51910058771600,42.82919278121740 109 | 2012-11-24 14:04:53.295350,33.6,1978.671,7,24.974616919845400,121.5592982587840,38.36132580241930 110 | 2012-11-25 00:56:55.348888,12.7,2147.376,5,24.99670578574050,121.47607114442700,27.743712887784300 111 | 2012-11-25 06:10:44.486095,12.0,167.5989,3,24.97682393399520,121.51587500340800,23.697894730444400 112 | 2012-11-25 09:31:00.766767,39.8,1712.632,8,24.981659047806600,121.49732406756500,24.87151518750970 113 | 2012-11-26 20:20:14.109711,13.5,718.2937,3,24.9442821146573,121.54437664059700,9.213566960114340 114 | 2012-11-27 02:16:45.514457,6.8,323.655,1,24.99144059198570,121.47985980484600,34.79054680511160 115 | 2012-11-27 23:58:06.145665,18.3,90.45606,6,24.96978682438870,121.47866850948300,59.33493772345290 116 | 2012-11-28 09:39:27.941936,13.3,274.0144,0,24.99204974695490,121.53949683907200,38.83127557098490 117 | 2012-11-28 19:34:49.983606,38.0,161.942,0,25.000318250836600,121.49021451680300,46.876990984353300 118 | 2012-11-29 02:17:24.216663,17.0,482.7581,7,24.982368969802600,121.49597430512900,50.025253140787200 119 | 2012-11-30 15:27:03.720427,15.1,512.5487,5,24.954014583876600,121.5490746242420,21.711905239364200 120 | 2012-11-30 18:01:30.909965,34.8,279.1726,2,24.971665587146800,121.47388797883700,34.94289477898780 121 | 2012-12-01 14:05:32.327742,13.3,390.9696,6,24.942443365727800,121.5031690169250,39.020932903076900 122 | 2012-12-01 19:53:11.767845,34.5,1159.454,0,24.946093035028200,121.51664282280500,7.255057853705380 123 | 2012-12-03 04:30:22.234275,37.8,444.1334,0,24.932162107559900,121.52481376717300,42.75258977895640 124 | 2012-12-03 04:46:06.777774,32.6,438.8513,5,24.995104447099500,121.53691681063500,23.045993106979600 125 | 2012-12-04 13:46:08.400113,5.3,383.2805,0,24.938141321671400,121.5051919276710,35.49622987568780 126 | 2012-12-04 22:26:00.762332,4.3,512.5487,0,24.98995289082100,121.54916976168900,12.527015229262100 127 | 2012-12-05 04:09:41.278733,4.0,252.5822,8,24.984541809692200,121.53982380773300,24.990644731124900 128 | 2012-12-07 03:31:51.953988,14.0,187.4823,5,24.971349780603100,121.54594032748100,32.88421106394790 129 | 2012-12-07 08:56:03.115646,28.2,1497.713,3,25.00937842354210,121.49381996415400,12.05637208278980 130 | 2012-12-08 01:35:20.651338,6.5,964.7496,4,25.014577937890300,121.51393799155400,20.07341745867300 131 | 2012-12-08 08:36:41.054656,35.3,196.6172,5,24.95240311964340,121.5235989813350,46.94012461270160 132 | 2012-12-09 09:42:52.824423,32.1,150.9347,2,24.935006210326600,121.51116285707900,13.358725462329300 133 | 2012-12-09 20:08:54.735007,15.7,964.7496,8,25.00816118726010,121.50662010323200,38.62841343401340 134 | 2012-12-10 02:57:01.970272,6.4,2077.39,6,24.964596155305300,121.47447269678700,4.46602738900302 135 | 2012-12-11 05:26:32.646250,32.7,90.45606,1,24.94245193688060,121.51941447952200,31.860716005935200 136 | 2012-12-11 05:38:02.555654,17.5,1935.009,8,24.979530465624100,121.51877214487900,40.76480978537790 137 | 2012-12-12 23:33:58.469742,14.0,250.631,6,24.9415406027682,121.48603431997600,20.82663170804640 138 | 2012-12-14 15:40:57.234475,20.6,2275.877,5,24.940128874580100,121.51058754511700,1.909460276965200 139 | 2012-12-14 16:52:56.473352,25.6,482.7581,0,24.97095398222170,121.50784862607700,30.383836261416000 140 | 2012-12-15 20:54:35.759588,13.2,90.45606,6,24.970104243114400,121.53815376669000,37.97072484041840 141 | 2012-12-16 17:27:59.223534,17.5,561.9845,4,24.97792463428230,121.53447326615300,28.082915932452000 142 | 2012-12-16 22:10:46.795265,12.6,208.3905,2,24.95219694162840,121.53619953791700,17.373389760818800 143 | 2012-12-17 09:49:55.480751,20.4,156.2442,7,24.99342619633710,121.55506631795300,45.66512994627850 144 | 2012-12-19 15:36:37.222683,0.0,377.7956,4,24.971820228281400,121.48300656377000,28.95693855888960 145 | 2012-12-19 23:48:48.753602,33.4,967.4,3,24.99421467824770,121.50786190704200,10.43617774784190 146 | 2012-12-21 19:27:42.718046,30.0,1157.988,3,24.955730617042100,121.50475000566400,17.00908233213160 147 | 2012-12-23 11:48:13.036928,31.0,104.8101,6,24.979092719251300,121.48793912386700,36.32604829161180 148 | 2012-12-25 21:40:38.472703,17.7,4082.015,7,24.974418002788900,121.52468312068800,7.468033918355700 149 | 2012-12-26 12:49:07.992875,10.4,287.6025,10,24.995745083402400,121.54525094433300,34.18072545654400 150 | 2012-12-29 06:16:36.940506,16.9,23.38284,1,24.96972975605910,121.54966026465100,47.25492942437210 151 | 2012-12-29 08:14:21.469109,16.2,1783.18,1,24.96476726943580,121.51511524817700,8.40412306626602 152 | 2012-12-29 17:02:34.821496,23.0,482.7581,6,24.95135562416350,121.53760135535800,39.83015888771980 153 | 2012-12-30 15:34:49.213754,1.1,577.9615,5,24.99621922091670,121.48713893084200,27.531458859926700 154 | 2012-12-30 19:21:48.037083,4.5,590.9292,1,24.94902778791960,121.48770874127800,44.71972692693840 155 | 2013-01-01 01:23:36.311160,12.0,292.9978,3,24.988579626328900,121.49462198635200,32.15400136973800 156 | 2013-01-02 08:17:42.918586,32.5,2707.392,1,25.008075837722100,121.51100823294000,12.74237413054140 157 | 2013-01-02 16:30:06.671233,17.4,1402.016,5,24.992309806687900,121.50656917838200,44.80793563110300 158 | 2013-01-02 17:37:47.155479,16.1,1449.722,8,24.97525805330360,121.51122820448500,23.577401632482200 159 | 2013-01-03 10:42:07.910539,31.0,3171.329,9,25.012369865194700,121.54590151372200,3.3983047623445400 160 | 2013-01-04 10:27:23.143942,0.0,639.6198,1,24.963967153193300,121.5133918245430,40.506989705687700 161 | 2013-01-04 13:19:11.241833,16.6,250.631,5,25.006474193976000,121.52841113097900,43.66163258671570 162 | 2013-01-05 18:03:40.315596,30.9,4197.349,4,24.99917720702070,121.49946692068500,7.608042222098940 163 | 2013-01-06 11:30:52.856839,35.8,451.2438,4,24.971896444221600,121.55239657543100,29.096778763332300 164 | 2013-01-07 15:42:57.951721,39.2,482.7581,1,24.995266496213500,121.54250948325200,45.34845422279310 165 | 2013-01-07 15:53:44.307810,30.6,90.45606,5,25.003556381245000,121.48261130064000,48.46988049856150 166 | 2013-01-10 17:48:44.844199,3.8,292.9978,0,24.955764922707000,121.53244901096000,39.55300214349550 167 | 2013-01-11 20:57:59.129563,30.9,167.5989,7,24.933912800479500,121.56392395820900,31.81233352727410 168 | 2013-01-12 00:32:43.819707,33.9,482.7581,3,24.940148377798200,121.5250364497700,39.84421932333480 169 | 2013-01-12 14:18:34.266927,15.9,557.478,5,24.986384601807200,121.491753117454,50.76868745122170 170 | 2013-01-12 16:01:12.866326,24.2,201.8939,6,24.99572640031050,121.50731375145900,59.253704438558200 171 | 2013-01-12 20:45:46.891427,15.0,289.3248,2,24.95468382797350,121.49097263301800,32.968352652790900 172 | 2013-01-13 14:41:25.569484,17.8,383.8624,2,24.984358241323400,121.54320986770100,22.51603555187060 173 | 2013-01-15 14:13:26.134565,15.2,109.9455,8,24.9447436289283,121.48920083928600,35.46345474735610 174 | 2013-01-15 14:41:17.944841,0.0,292.9978,10,24.93280475796230,121.51037263824300,65.57171606367300 175 | 2013-01-17 23:01:57.180234,39.8,1236.564,8,24.96148341963570,121.54377784594800,22.56868859896910 176 | 2013-01-18 02:14:01.508617,18.2,732.8528,5,24.95250342031570,121.5069752664590,33.94583547948020 177 | 2013-01-20 01:23:45.481038,1.5,193.5845,7,24.935186293298100,121.50306309775600,32.29772613344300 178 | 2013-01-21 02:23:38.020787,15.5,167.5989,0,24.941884291142200,121.55274266656600,13.79480847116360 179 | 2013-01-21 04:00:02.615176,0.0,292.9978,7,24.95409836756740,121.49649382297100,35.25220098722360 180 | 2013-01-21 05:25:21.483565,18.1,535.527,1,24.987393892493900,121.5022454441520,26.86704987964480 181 | 2013-01-21 10:39:50.943373,11.5,289.3248,1,24.955708146515300,121.52545858299100,26.722180996010200 182 | 2013-01-22 19:25:43.173770,13.9,189.5181,6,24.960983936636000,121.54010365635800,58.81516218818510 183 | 2013-01-22 19:38:43.744709,8.9,4082.015,6,24.98702875196600,121.55390803428400,17.347539095688200 184 | 2013-01-23 08:32:16.940413,40.9,492.2313,2,25.01136611186350,121.54524232350400,15.46684726536150 185 | 2013-01-23 16:41:25.990341,30.6,461.1016,5,25.011136184519900,121.50296324136900,17.877966799357600 186 | 2013-01-24 16:44:54.636498,17.9,170.1289,5,24.991923095237600,121.53438213338300,33.81895542936470 187 | 2013-01-25 04:22:11.635391,27.5,451.6419,2,24.951932232449600,121.48436825935600,26.759305007015100 188 | 2013-01-25 13:44:03.560634,22.2,1758.406,8,24.94391397749230,121.51562285193500,12.234204622059200 189 | 2013-01-25 18:11:23.269652,13.9,329.9747,0,24.961349839763500,121.5432053744590,13.84893727147070 190 | 2013-01-26 02:19:43.392948,36.6,49.66105,3,24.985478427097700,121.52932476401100,38.98826969019330 191 | 2013-01-28 22:43:32.081115,26.9,90.45606,5,24.952417538448700,121.4855520339090,28.7288933601618 192 | 2013-01-31 02:13:08.589493,3.8,372.1386,2,24.977483869627700,121.50367040079400,37.24170555964180 193 | 2013-01-31 03:27:21.859967,18.0,379.5575,5,25.00519245861410,121.50908479129800,49.489808570672900 194 | 2013-01-31 07:11:30.259571,13.3,2147.376,3,24.93373205638060,121.56444998484800,0.3651756182866000 195 | 2013-01-31 23:03:53.605788,30.4,143.8383,5,24.99132918316490,121.54882588407200,56.92159097690670 196 | 2013-01-31 23:08:35.699130,35.9,90.45606,5,24.958754119272400,121.56447538221100,26.782369244281600 197 | 2013-02-01 05:15:01.271204,17.4,289.3248,8,24.995692646768800,121.49103763487000,50.30015494626450 198 | 2013-02-01 07:45:14.923666,18.1,377.7956,6,24.970820413352400,121.52844026077500,56.50331701699210 199 | 2013-02-01 15:05:57.307731,8.1,1449.722,6,25.00001207863060,121.50659040845100,41.42216760238170 200 | 2013-02-01 18:49:53.637112,16.9,1455.798,6,24.973450663559700,121.53107828365800,12.44817752532820 201 | 2013-02-02 04:52:37.877516,31.9,2185.128,7,24.98979570387860,121.5603825999730,26.702633736169800 202 | 2013-02-02 17:54:15.261898,34.0,4082.015,2,24.991961671838100,121.52261822908600,0.0 203 | 2013-02-03 10:43:24.157819,17.2,1009.235,6,24.98506712526900,121.4937856570310,48.5670659498596 204 | 2013-02-04 08:40:20.104045,4.1,438.8513,0,24.93709482645460,121.50413168561800,14.626803736322300 205 | 2013-02-05 03:27:08.014369,37.7,4197.349,7,25.004411026621800,121.56122828887000,0.0 206 | 2013-02-08 09:26:23.578574,3.5,1805.665,8,24.957553752832300,121.52130528431500,23.372394418418900 207 | 2013-02-10 19:40:24.708703,18.2,1758.406,1,24.965442929880300,121.55223365182200,32.7927237027884 208 | 2013-02-11 15:09:42.065755,3.8,170.1289,0,24.943967654904100,121.49287922908100,45.48583821202260 209 | 2013-02-12 10:26:23.833522,10.3,1360.139,1,24.994433498215000,121.53647214109000,36.553051123972000 210 | 2013-02-14 18:04:04.437771,7.1,250.631,6,24.97390481170360,121.5435709244500,28.60194588693580 211 | 2013-02-16 01:37:37.388932,17.5,82.88643,5,24.97765737763060,121.53028407576700,37.16632243627260 212 | 2013-02-18 23:22:36.572515,12.8,211.4473,5,24.983869200464900,121.51543283960700,47.96156312322800 213 | 2013-02-19 09:49:31.177163,12.2,2147.376,5,24.958119164443300,121.49450251134900,26.989104005955100 214 | 2013-02-21 10:27:09.851262,6.5,515.1122,3,24.95988592924860,121.56419642357900,46.46906818870910 215 | 2013-02-21 17:02:43.586501,14.8,193.5845,0,24.975177632783600,121.5274136633040,19.233451582632000 216 | 2013-02-21 22:08:10.492254,34.8,451.2438,1,25.012226610390500,121.49530958398800,45.80993751723390 217 | 2013-02-22 15:48:03.938542,41.3,590.9292,5,24.977674337182900,121.47426445646200,50.62801239850090 218 | 2013-02-22 22:18:51.946037,32.5,617.4424,6,25.00210650080660,121.47612173988100,35.30334305778590 219 | 2013-02-23 09:32:45.962537,3.9,90.45606,5,24.948652440335400,121.49674262400000,49.58731590238960 220 | 2013-02-25 06:51:26.853422,1.1,377.7956,5,24.962043241337300,121.5027790093110,22.44097283780830 221 | 2013-02-27 12:55:23.925797,8.0,104.8101,5,24.966716653172000,121.51610568009100,24.133155042721000 222 | 2013-02-27 17:17:38.421241,13.7,185.4296,4,24.980839138723900,121.53532455381600,27.64086299552060 223 | 2013-02-27 20:31:02.793398,17.2,4066.587,1,25.003312001340400,121.55286756401500,0.0 224 | 2013-03-02 06:30:21.428539,2.6,390.5684,7,24.99112314447230,121.51906125963400,45.109443190191000 225 | 2013-03-02 15:08:59.430033,23.0,480.6977,7,25.006188825117900,121.52425537203100,40.65124851858730 226 | 2013-03-03 22:41:14.516422,17.5,289.3248,5,25.005295199883100,121.50748645472100,42.79792518856380 227 | 2013-03-05 01:48:02.626027,18.9,4082.015,0,24.995700503196000,121.48267211536700,0.0 228 | 2013-03-06 19:20:10.898123,32.3,4573.779,3,24.964479939532600,121.48310013102300,0.5660486769317000 229 | 2013-03-09 11:57:03.865545,40.9,90.45606,0,24.99761610427290,121.51672194471200,11.965515499026500 230 | 2013-03-09 21:25:14.609232,0.0,552.4371,0,24.985405084478000,121.56118691758100,5.962874681487740 231 | 2013-03-10 09:00:01.603250,4.7,4066.587,9,24.952433658717300,121.49536864481500,0.0 232 | 2013-03-10 12:07:29.838557,8.9,1487.868,9,24.98774482611610,121.51257217997700,43.57453104051200 233 | 2013-03-10 17:28:31.377943,10.0,2674.961,1,24.950292419924800,121.55225325628700,4.8432448168822200 234 | 2013-03-11 00:24:34.696270,28.0,2408.993,3,24.959984980459400,121.55060311478900,20.05608382862340 235 | 2013-03-11 02:16:12.422338,4.0,373.3937,7,24.995912344290100,121.55208238849500,52.86404730479980 236 | 2013-03-11 18:45:39.068537,19.2,90.45606,5,24.986418007888600,121.4781166105740,26.484980950963100 237 | 2013-03-12 11:23:51.679711,34.6,170.7311,6,25.003570169406300,121.50855610041000,35.13161907912370 238 | 2013-03-12 22:50:21.999960,17.3,1264.73,5,24.97453684542710,121.48677847036400,26.205318117002 239 | 2013-03-13 00:24:24.594414,24.2,1931.207,10,24.957094422742900,121.56119896845900,43.929385563067700 240 | 2013-03-13 02:05:55.091551,11.5,2147.376,2,24.973331766121200,121.52810494053500,16.06792690162740 241 | 2013-03-13 10:41:40.385523,3.1,451.6419,1,24.97361463442160,121.47491182669600,12.300870688070400 242 | 2013-03-13 13:13:01.301863,12.5,90.45606,0,24.93480089247630,121.50881290290200,18.52797605880540 243 | 2013-03-14 19:08:47.521281,39.7,2408.993,6,24.946752757411600,121.47715124288900,5.978499096230540 244 | 2013-03-15 20:50:58.176500,26.9,482.7581,5,24.975666965787100,121.5208087212340,33.249442328988200 245 | 2013-03-16 12:22:08.396784,28.6,289.3248,2,25.011441140554600,121.50966426604200,45.33261285738980 246 | 2013-03-16 13:11:37.071549,35.5,383.2805,7,24.993935363224200,121.4852627310940,54.91633807911040 247 | 2013-03-16 15:22:17.333317,37.1,1559.827,4,24.95785840685330,121.56469896155300,16.34467536636840 248 | 2013-03-16 21:54:48.559529,18.1,390.5684,7,24.994743122765000,121.54852031798800,38.56842026572230 249 | 2013-03-17 03:40:14.339613,20.6,567.0349,6,25.008606457917600,121.54585076742700,40.75218081775490 250 | 2013-03-17 16:27:07.329116,15.9,104.8101,8,24.97474285631290,121.53822453385200,46.540032569787400 251 | 2013-03-18 00:10:39.273232,14.4,1712.632,2,24.9623119243281,121.55177271354800,22.758692862908500 252 | 2013-03-18 01:04:17.400088,5.4,329.9747,1,24.96362084545350,121.55995931185800,24.74358956284540 253 | 2013-03-18 09:33:33.059642,36.1,189.5181,8,25.014304552300100,121.52669290337100,32.9575837686035 254 | 2013-03-21 23:35:23.178263,7.8,482.7581,1,24.937048872563100,121.4988835752710,29.862041228329900 255 | 2013-03-22 16:17:50.012585,16.9,1447.286,6,24.995712822287400,121.48375435936400,46.25856067043550 256 | 2013-03-23 04:42:58.223079,34.8,323.655,6,25.00609518340410,121.48498294719900,45.475587813629 257 | 2013-03-25 02:28:26.451987,2.0,461.7848,0,24.93207499812090,121.47881607300700,11.872224410856000 258 | 2013-03-25 17:28:51.834806,34.5,90.45606,7,24.939016375348700,121.51816644431100,47.5849597537306 259 | 2013-03-25 21:28:59.228844,16.2,519.4617,3,24.96803906585770,121.49314617762800,34.65070378950750 260 | 2013-03-26 06:16:06.360036,0.0,1867.233,3,24.977393058623600,121.55682487791200,0.0 261 | 2013-03-26 17:17:49.561307,8.3,289.3248,1,24.98547775740870,121.54040830764300,13.693991497153800 262 | 2013-03-26 22:55:33.780780,10.0,2180.245,5,24.998280396832300,121.52835519206400,4.226155753380240 263 | 2013-03-27 00:51:41.170384,4.0,336.0532,1,25.008822740833800,121.53326649375600,40.43652070633510 264 | 2013-03-27 01:58:28.865122,37.3,1449.722,1,24.962858697545900,121.52461112585200,6.332630455413400 265 | 2013-03-28 05:45:43.668644,40.9,533.4762,0,25.00864512418290,121.52125486738000,29.8950977756843 266 | 2013-03-30 17:18:06.115612,2.0,815.9314,3,24.972323195836100,121.52417432789700,19.592635578103400 267 | 2013-03-30 17:58:15.420254,0.0,2408.993,9,24.971714376036400,121.55152355424000,23.817884124693800 268 | 2013-03-31 05:44:06.421522,0.0,506.1144,0,24.97436054079240,121.55614086351800,36.908293042795400 269 | 2013-04-02 02:46:32.443236,12.7,383.2805,9,24.939245555155000,121.4847187357250,63.99400274543550 270 | 2013-04-03 06:08:59.233867,2.6,1360.139,6,24.950371372285700,121.48439373870700,39.740177808890300 271 | 2013-04-03 09:44:55.184987,6.8,196.6172,5,25.006704368824900,121.49775091733400,41.401766777240900 272 | 2013-04-04 18:24:01.429380,30.4,444.1334,0,24.950814961969800,121.54450117295900,11.277817304775400 273 | 2013-04-05 07:04:44.157913,7.1,184.3302,9,24.99973604587520,121.54304204479300,59.036395302822800 274 | 2013-04-05 09:40:39.742701,30.8,185.4296,3,24.981217562524900,121.4771656213720,41.008437028888600 275 | 2013-04-07 11:30:03.510061,19.1,1156.412,0,24.933536271351500,121.55020711677000,9.617077735152570 276 | 2013-04-07 19:33:56.523121,19.2,390.5684,5,24.940519218777400,121.5237966894480,48.741039511772600 277 | 2013-04-07 20:18:28.406392,5.2,995.7554,0,24.989398963224700,121.56054272710900,3.1138958266444200 278 | 2013-04-08 21:24:49.098976,21.7,4082.015,3,25.010542877582900,121.47758419218100,0.0 279 | 2013-04-10 04:15:29.133389,1.1,1144.436,8,24.94898754184550,121.52565593754400,40.48227489424700 280 | 2013-04-11 03:33:56.139074,34.9,490.3446,3,24.979082142582800,121.56484814761300,32.41133382647920 281 | 2013-04-12 09:09:46.106676,20.9,492.2313,5,24.960367823941600,121.4798634711450,31.279346611329500 282 | 2013-04-12 14:19:39.628162,30.9,750.0704,6,24.951074816873900,121.55844710377400,21.15534384685560 283 | 2013-04-13 10:26:15.203372,5.9,390.5684,5,24.93577760553350,121.53456452795000,41.785170786307200 284 | 2013-04-13 16:13:32.044352,10.4,837.7233,8,24.98188315026100,121.54682285911600,44.29544498887350 285 | 2013-04-14 03:32:20.881889,20.4,815.9314,0,24.98031447555110,121.47656611186700,15.593247414935200 286 | 2013-04-16 01:49:42.030834,6.8,443.802,5,24.992783271867400,121.52934117077800,47.93045608334180 287 | 2013-04-16 14:28:34.742626,33.2,1414.837,5,24.975310024460800,121.52474913350600,21.17947401398920 288 | 2013-04-17 06:31:21.100394,16.3,2469.645,0,25.00080449053660,121.53942020917400,0.0 289 | 2013-04-17 09:57:18.616516,16.2,3085.17,0,24.979718137550200,121.54157914929600,6.987268738973720 290 | 2013-04-17 21:40:43.541213,16.1,489.8821,0,24.970280890129600,121.54364827411700,33.35601089958250 291 | 2013-04-19 07:26:09.340298,5.6,1712.632,5,24.975904221530700,121.47472423727000,30.224997093436700 292 | 2013-04-20 03:47:28.197662,28.0,444.1334,1,24.995827239079400,121.5335119549010,37.675401197387 293 | 2013-04-20 23:25:37.492915,13.8,718.2937,1,24.97024232757850,121.53002463799900,36.94282621165870 294 | 2013-04-20 23:54:15.421817,14.1,1712.632,2,24.944810229768500,121.53544746441600,11.060789971156800 295 | 2013-04-22 00:43:47.553163,40.9,4079.418,3,24.957428937750200,121.5495542653320,0.0 296 | 2013-04-22 06:29:29.649169,40.9,292.9978,3,24.941765406264900,121.53903481752200,20.72704361627660 297 | 2013-04-22 11:44:14.593778,17.0,718.2937,6,25.013547809635200,121.56362505817600,36.50674060918760 298 | 2013-04-22 15:12:00.231539,29.3,1447.286,6,24.997485119406400,121.51555960361700,33.05590400126520 299 | 2013-04-22 16:49:27.613605,31.5,292.9978,7,24.95693401247190,121.51036258643400,46.26609679015100 300 | 2013-04-23 07:39:13.038598,1.1,1828.319,0,25.006583815163700,121.47397028355100,25.964193616383600 301 | 2013-04-23 08:47:57.490205,0.0,1783.18,1,24.99578012888540,121.51966628126700,18.459220609326000 302 | 2013-04-24 19:02:04.619403,16.2,401.8807,5,24.942557227476800,121.52204311512300,44.432191898699700 303 | 2013-04-24 23:15:13.922423,16.5,250.631,0,24.951240757556200,121.48997624746600,29.381053740860400 304 | 2013-04-28 06:06:23.278284,15.0,1867.233,8,24.97415686699190,121.48983397199700,46.62552973348490 305 | 2013-04-28 13:42:50.061857,13.5,815.9314,7,24.932508597126000,121.50795629145400,36.49521186385800 306 | 2013-04-28 22:50:38.753522,4.0,216.8329,2,25.010335524941600,121.51850352243800,33.16993857064160 307 | 2013-04-29 03:07:00.405980,35.8,279.1726,1,25.002157234370200,121.5631772762720,49.17659400752180 308 | 2013-04-30 20:48:34.772567,30.9,451.6419,5,24.97599751037280,121.51308616339600,28.39451474721390 309 | 2013-05-01 13:45:25.138772,12.6,312.8963,8,24.941949744065000,121.56292282093000,52.353454846054400 310 | 2013-05-01 22:28:34.975052,0.0,732.8528,0,24.968448735673100,121.48133940325200,32.41967627296940 311 | 2013-05-02 01:12:18.984686,8.5,431.1114,5,24.98528112061350,121.55087011503400,25.988418261023800 312 | 2013-05-02 12:50:22.167879,18.4,157.6052,0,24.944674298078900,121.48395314959000,36.37768525302460 313 | 2013-05-03 12:28:51.856971,3.6,104.8101,5,24.967128839782200,121.56408157713500,57.755778024768200 314 | 2013-05-03 13:32:09.543725,1.1,390.5684,0,24.985418403490300,121.52047918034400,40.7916612012704 315 | 2013-05-03 19:25:26.149632,13.6,170.1289,7,24.976781184348,121.53197816283300,59.114262832405000 316 | 2013-05-05 06:14:04.072400,16.9,274.0144,2,24.94407134599300,121.56509993051400,45.88692037865100 317 | 2013-05-06 14:53:21.275753,9.9,104.8101,7,24.95503769315610,121.56336613154500,37.0722826779683 318 | 2013-05-06 17:11:38.067368,13.1,56.47425,8,24.98271269964370,121.49746996882400,33.90075794883870 319 | 2013-05-09 18:19:00.018699,13.7,4082.015,0,25.01161210003700,121.47895194010900,0.0 320 | 2013-05-12 11:25:58.490056,37.8,323.6912,8,24.965461166793600,121.48780665510000,39.52934393002480 321 | 2013-05-13 00:16:17.972279,0.0,506.1144,5,24.99826884596850,121.52714119379800,37.955016356085100 322 | 2013-05-15 08:00:44.238914,16.9,2147.376,5,24.94219890213820,121.5526009917520,30.40430371556120 323 | 2013-05-17 02:10:59.588063,17.3,56.47425,5,24.996894001276000,121.56180924111600,22.795135391126300 324 | 2013-05-18 05:59:58.722533,6.3,1447.286,0,24.9404353857674,121.5584005289920,0.0 325 | 2013-05-18 07:29:42.005080,18.0,350.8515,3,24.991400320464200,121.52006393253500,39.52966962081050 326 | 2013-05-19 08:57:45.581342,17.1,2147.376,2,24.952911833139200,121.49462129142600,0.0 327 | 2013-05-19 14:58:27.388931,13.7,587.8877,3,25.008985211766000,121.51302031933600,47.16677813284300 328 | 2013-05-19 19:17:47.213861,16.4,4082.015,4,25.0084829729508,121.50191055515700,0.0 329 | 2013-05-20 10:00:39.582686,37.1,964.7496,1,24.955107252145100,121.53126672641000,12.762605538011400 330 | 2013-05-21 23:06:45.325944,4.0,639.6198,7,25.003067077416200,121.47923338435300,41.11505104920660 331 | 2013-05-23 02:20:07.288906,31.5,600.8604,1,24.95251576022440,121.49881421217700,43.61694051975630 332 | 2013-05-24 03:50:54.173692,42.7,1164.838,8,25.00158499785150,121.50963248331800,20.30996604537430 333 | 2013-05-24 19:40:38.508145,1.1,461.1016,1,24.945475434294900,121.48208659559400,14.407177995476600 334 | 2013-05-25 17:17:33.410991,18.2,186.5101,6,24.99629050734780,121.55260327594200,57.023144425626600 335 | 2013-05-26 06:34:31.738109,17.5,1626.083,5,24.935306624218900,121.56278371704700,21.222939826780000 336 | 2013-05-26 15:29:46.264722,40.9,1559.827,0,24.992886021791600,121.50538190574900,28.108850469116600 337 | 2013-05-26 15:50:57.959991,2.1,2185.128,5,24.96985055905300,121.53810401312700,26.245413610118600 338 | 2013-05-26 20:36:36.522490,13.6,2216.612,0,24.94749605771890,121.52778715545700,0.0 339 | 2013-05-28 23:56:58.412922,18.5,918.6357,6,25.012672396550200,121.55177087490200,35.431473068474900 340 | 2013-05-29 08:58:35.385038,32.0,169.9803,4,24.954653871337600,121.47776609258800,28.726110526371200 341 | 2013-05-31 12:57:50.086596,0.0,617.7134,1,24.984704581480600,121.4960224191870,42.08379517633070 342 | 2013-06-01 02:48:48.980198,6.2,579.2083,0,24.940883659293800,121.5238676624200,13.397260559685300 343 | 2013-06-02 20:53:12.117289,21.2,157.6052,2,24.985212627496600,121.5230274822960,32.007813213726000 344 | 2013-06-02 22:42:03.726783,13.0,587.8877,6,24.96347673060230,121.56196345356200,35.99089994435590 345 | 2013-06-03 07:43:27.227957,20.3,84.87882,3,24.977729573884600,121.48757983735700,39.54575640761970 346 | 2013-06-05 14:28:02.729445,30.1,590.9292,3,24.997718405368100,121.5308500997300,24.039030755079700 347 | 2013-06-06 07:23:08.781245,3.6,6306.153,4,24.93319538694320,121.53400498995200,0.0 348 | 2013-06-06 19:59:41.495465,16.6,4527.687,7,24.990161239021900,121.52988167672500,0.0 349 | 2013-06-08 14:43:26.432245,16.5,1406.43,3,24.953573742758700,121.56173522273000,41.430155384559700 350 | 2013-06-11 10:38:19.007865,20.0,552.4371,1,24.958065623757700,121.47736075061100,29.726400837841300 351 | 2013-06-11 23:28:25.368238,16.4,216.8329,0,24.979141339841900,121.49584545496300,34.33224998149990 352 | 2013-06-12 06:58:44.107680,18.0,1360.139,8,24.953801354898600,121.56532079358700,31.743662231280200 353 | 2013-06-12 07:44:21.238654,6.4,2175.03,0,24.988275596391700,121.51512223126900,0.0 354 | 2013-06-14 14:01:22.612419,2.0,757.3377,8,25.013272180474600,121.47724118349300,33.44174290483530 355 | 2013-06-15 05:25:25.437480,30.9,640.7391,0,25.009208144598600,121.51807260447300,19.598395358148000 356 | 2013-06-16 04:07:13.105164,32.6,492.2313,0,24.94478879536390,121.50226572171500,14.598568809233600 357 | 2013-06-16 17:16:57.671165,11.8,1236.564,8,24.937336869198800,121.5371775461550,21.18257464966730 358 | 2013-06-17 06:38:08.155773,31.9,4082.015,3,24.944951229697300,121.55941820276100,0.0 359 | 2013-06-18 02:54:37.455924,16.0,170.1289,5,24.9618685065608,121.50239502806000,19.21736060235320 360 | 2013-06-18 16:54:08.584175,15.2,431.1114,7,24.988809868498700,121.56220146299500,35.76266671647760 361 | 2013-06-19 03:50:06.314177,13.6,461.1016,6,24.97304760371490,121.49730020270100,27.79083786281590 362 | 2013-06-19 08:02:12.046119,29.1,451.2438,7,24.981723402561600,121.53502232680400,21.830258280153000 363 | 2013-06-20 05:12:30.540295,6.2,390.9696,5,25.00775338033700,121.55506768815600,54.390696223935900 364 | 2013-06-20 18:20:47.508984,17.9,3529.564,6,25.00704258205810,121.4942775856570,0.0 365 | 2013-06-21 12:08:17.985338,30.9,1455.798,5,24.990792428258600,121.47443676698500,8.112291946069700 366 | 2013-06-23 01:01:58.908476,35.3,387.7721,3,24.953600380119700,121.55921570236000,48.13977010534480 367 | 2013-06-23 06:06:20.236255,0.0,482.7581,3,24.983236821450900,121.5138965836180,34.66588298553950 368 | 2013-06-23 08:33:41.048319,16.1,2185.128,2,24.93958925817070,121.5024229824510,29.364617163693400 369 | 2013-06-26 14:38:57.271042,13.0,2103.555,0,24.934856829723800,121.546216263273,22.49146981673800 370 | 2013-06-26 15:51:20.550181,13.7,3079.89,7,24.988881960994300,121.51178353322700,29.990298924898500 371 | 2013-06-28 04:57:11.997234,30.7,1414.837,2,25.000031156713000,121.52900637434800,39.416482217510000 372 | 2013-06-28 05:57:14.121948,39.8,515.1122,5,24.996058223810000,121.53222874627800,47.66577607948710 373 | 2013-06-30 14:30:42.432769,25.3,718.2937,1,24.957108322682700,121.50034608388600,38.85517960887330 374 | 2013-06-30 16:37:54.810397,40.1,424.7132,4,25.003014469972000,121.54377475757300,19.285137853166900 375 | 2013-06-30 17:07:00.680666,5.6,250.631,1,25.00803358657630,121.55655941703200,27.78689427080450 376 | 2013-07-01 13:15:58.948673,30.6,464.223,0,24.95393434471170,121.5165330452550,44.48092654310860 377 | 2013-07-02 07:37:38.681544,6.3,319.0708,4,24.958428511050400,121.48269325266200,15.472922098344200 378 | 2013-07-05 20:59:44.195665,0.0,292.9978,2,24.95208367911510,121.50690471693700,44.129140068789200 379 | 2013-07-07 22:03:19.876045,10.5,472.1745,1,24.97280109661590,121.54807364075700,13.270875140842500 380 | 2013-07-08 17:59:34.050391,25.3,156.2442,6,24.95033413110350,121.51401401363200,27.621097208482500 381 | 2013-07-09 03:42:10.868634,16.2,2261.432,5,24.94316300361460,121.50989149459500,17.34588971158400 382 | 2013-07-09 03:44:28.956276,35.9,185.4296,8,25.012973416479100,121.5079638769760,31.02739054367440 383 | 2013-07-09 05:36:43.065476,32.0,289.3248,1,24.949506604605700,121.52043776520300,27.67835252260460 384 | 2013-07-10 19:12:09.336922,17.8,2185.128,8,24.934304495659100,121.50704356954900,9.78540164028739 385 | 2013-07-12 21:05:47.032157,4.6,451.2438,3,24.944363406245800,121.4967726313220,49.987408838949600 386 | 2013-07-13 04:41:07.162796,24.2,1264.73,8,25.010085971764000,121.48692145374700,52.54092548212220 387 | 2013-07-13 23:42:20.094101,0.0,3947.945,7,24.987596813739700,121.54553528844100,0.0 388 | 2013-07-14 04:42:54.564534,15.9,563.2854,0,24.998311581173700,121.53119665423600,23.041636707974600 389 | 2013-07-14 07:05:40.334762,7.1,482.7581,3,25.002161082027900,121.5498281711030,21.899342954251600 390 | 2013-07-14 12:10:14.710377,17.5,3771.895,0,24.963399664366700,121.56349993710500,0.0 391 | 2013-07-15 04:46:23.510559,40.9,837.7233,8,24.989668450006200,121.49714611255700,40.097071676435400 392 | 2013-07-15 20:24:22.039473,7.1,718.2937,3,24.986310479420100,121.52982217582700,16.692742595114700 393 | 2013-07-16 16:54:47.167282,0.0,451.6419,4,24.94989098290060,121.5503868191650,43.78332660541620 394 | 2013-07-16 23:55:49.829719,33.5,577.9615,8,24.985164945119000,121.51269189041800,34.47409438956460 395 | 2013-07-17 00:16:21.727953,13.6,942.4664,0,24.967657024360900,121.55412915393700,24.03759221338360 396 | 2013-07-18 02:41:17.010243,0.0,1360.139,8,24.95087389129620,121.50776023571600,28.885856279251000 397 | 2013-07-18 05:16:21.160675,28.2,187.4823,5,24.968934716727300,121.53671707037100,36.31563450364450 398 | 2013-07-19 01:57:02.870888,31.5,1717.193,5,25.00180649704580,121.54693718518300,27.031643007729800 399 | 2013-07-19 03:25:34.641880,34.4,123.7429,10,24.99739403166070,121.49626206221100,57.93798972876370 400 | 2013-07-19 05:33:59.890260,13.3,4510.359,2,24.997765583809500,121.55796138182300,0.0 401 | 2013-07-19 16:48:39.707440,35.9,208.3905,9,25.010412003858000,121.56502670577400,54.83166378032820 402 | 2013-07-19 22:42:45.976558,31.5,5512.038,4,24.944562343906800,121.50850790925300,1.4433377128566500 403 | 2013-07-20 01:39:05.080622,11.8,1712.632,0,25.004109182044800,121.55280408457500,31.35847070551620 404 | 2013-07-20 03:40:29.410285,21.7,600.8604,7,24.948083673475100,121.54655826218300,41.40918783318510 405 | 2013-07-20 15:30:15.034689,32.8,2185.128,1,24.93890894176230,121.51013670466000,0.0 406 | 2013-07-23 17:46:53.929345,13.8,259.6607,1,25.002052156587000,121.5280183165430,44.3506230095309 407 | 2013-07-24 14:39:38.302501,21.7,557.478,9,24.938329149590300,121.52223920986100,37.51299282036720 408 | 2013-07-24 22:11:13.130817,16.6,1712.632,4,24.93988441550880,121.52351170409400,31.692335864667900 409 | 2013-07-25 00:36:26.112289,20.6,312.8963,9,24.935167334566200,121.51635305837700,43.58892098395060 410 | 2013-07-25 06:29:50.641917,15.1,552.4371,7,24.937443577029600,121.5486091853810,29.721052615278400 411 | 2013-07-25 15:30:36.565239,18.3,170.1289,6,24.981185691418600,121.48679751651700,29.096309951245500 412 | 2013-07-26 17:16:34.019780,11.9,323.6912,2,24.95006992361240,121.48391824356100,33.871346514067500 413 | 2013-07-28 21:47:23.339050,0.0,451.6419,8,24.963901187727400,121.54338739316300,25.255105124997000 414 | 2013-07-29 13:33:29.405317,35.9,292.9978,5,24.997862607159800,121.55828592715500,25.28562030487420 415 | 2013-08-01 09:49:41.506402,12.0,90.45606,6,24.95290408834900,121.52639542064300,37.58055382986860 --------------------------------------------------------------------------------