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Оценить, насколько хорошо она подходит для решения сформулированной вами задачи + +Вариант 2 Логистическая регрессия + +Предсказание медианной стоимости жилья на основе всех доступных признаков. + + +Данные: +Данный набор данных использовался во второй главе недавней книги Аурелиена Жерона "Практическое машинное обучение с помощью Scikit-Learn и TensorFlow". Он служит отличным введением в реализацию алгоритмов машинного обучения, потому что требует минимальной предварительной обработки данных, содержит легко понимаемый список переменных и находится в оптимальном размере, который не слишком мал и не слишком большой. + +Данные содержат информацию о домах в определенном районе Калифорнии и некоторую сводную статистику на основе данных переписи 1990 года. Следует отметить, что данные не прошли предварительную очистку, и для них требуются некоторые этапы предварительной обработки. Столбцы включают в себя следующие переменные, их названия весьма наглядно описывают их суть: + +долгота longitude + +широта latitude + +средний возраст жилья median_house_value + +общее количество комнат total_rooms + +общее количество спален total_bedrooms + +население population + +домохозяйства households + +медианный доход median_income + +Запуск: +Запустите файл lab5.py + +Описание программы: + +Загрузка данных: + +1. Используется библиотека pandas для чтения данных из CSV-файла "housing.csv" и создания DataFrame. +Выбор признаков и целевой переменной: + +2. Определяются признаки (X) и целевая переменная (y), где целевой переменной является "median_house_value", а признаками — все столбцы, за исключением "longitude", "latitude" и "ocean_proximity". +Обработка пропущенных значений: + +3. Применяется SimpleImputer с стратегией 'mean' для заполнения пропущенных значений средними значениями в признаках. + +4. Применяется train_test_split для разбиения данных на обучающий, валидационный и тестовый наборы. +Создание и обучение модели линейной регрессии: + +5. Инициализируется и обучается модель LinearRegression на обучающем наборе. +Вывод коэффициентов и пересечения: + +6. Выводятся коэффициенты и пересечение линейной регрессии, найденные моделью в процессе обучения. +Предсказание значений на тестовом наборе: + +7. Производится предсказание значений целевой переменной на тестовом наборе с использованием обученной модели. + +Оценка модели: + +1. Рассчитываются значения R^2 для обучающего, валидационного и тестового наборов для оценки соответствия модели данным. +Оценка качества предсказаний: + +2. Рассчитываются среднеквадратичная ошибка (MSE) и корень из среднеквадратичной ошибки (RMSE) для оценки точности предсказаний. +Визуализация предсказаний: + +3. Строится график рассеяния для визуального сравнения фактических и предсказанных значений на тестовом наборе. + +Результаты: + +![Alt text](1.png) + +Выводы: + +Оценка результатов: + +1. Коэффициенты линейной регрессии: + + - Полученные коэффициенты для каждого признака показывают, как сильно он влияет на целевую переменную (медианную стоимость жилья). Например, положительные коэффициенты, такие как 1.91e+03 и 1.27e+02, указывают на положительную корреляцию с целевой переменной, тогда как отрицательные, например, -1.89e+01 и -3.25e+01, указывают на отрицательную корреляцию. + +2. Пересечение линейной регрессии: + - Значение пересечения (-47499.49) представляет оценку целевой переменной, когда все признаки равны нулю. + +3. R^2 (коэффициент детерминации): + - R^2 измеряет, насколько хорошо модель соответствует данным. Значения около 0.56 для обучающего, валидационного и тестового наборов говорят о том, что модель объясняет примерно 56% дисперсии в данных. Это приемлемый результат, но есть пространство для улучшений. + +4. Среднеквадратичная ошибка (MSE) и корень из среднеквадратичной ошибки (RMSE): + - MSE составляет 5,931,235,118.49, что является среднеквадратичной разницей между фактическими и предсказанными значениями. RMSE (77014.51) представляет собой среднюю ошибку в предсказаниях в единицах целевой переменной. + +Общий вывод: Результаты говорят о том, что модель демонстрирует неплохое соответствие данным, но есть возможность для улучшений. \ No newline at end of file diff --git a/almukhammetov_bulat_lab_5/housing.csv b/almukhammetov_bulat_lab_5/housing.csv new file mode 100644 index 0000000..d5e3fa2 --- /dev/null +++ b/almukhammetov_bulat_lab_5/housing.csv @@ -0,0 +1,20641 @@ +longitude,latitude,housing_median_age,total_rooms,total_bedrooms,population,households,median_income,median_house_value,ocean_proximity +-122.23,37.88,41.0,880.0,129.0,322.0,126.0,8.3252,452600.0,NEAR BAY +-122.22,37.86,21.0,7099.0,1106.0,2401.0,1138.0,8.3014,358500.0,NEAR BAY +-122.24,37.85,52.0,1467.0,190.0,496.0,177.0,7.2574,352100.0,NEAR BAY +-122.25,37.85,52.0,1274.0,235.0,558.0,219.0,5.6431,341300.0,NEAR BAY +-122.25,37.85,52.0,1627.0,280.0,565.0,259.0,3.8462,342200.0,NEAR BAY 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+-122.22,37.78,50.0,1920.0,530.0,1525.0,477.0,1.4886,128800.0,NEAR BAY +-122.23,37.78,43.0,1420.0,472.0,1506.0,438.0,1.9338,112500.0,NEAR BAY +-122.23,37.78,52.0,986.0,258.0,1008.0,255.0,1.4844,119400.0,NEAR BAY +-122.23,37.78,44.0,2340.0,825.0,2813.0,751.0,1.6009,118100.0,NEAR BAY +-122.23,37.79,48.0,1696.0,396.0,1481.0,343.0,2.0375,122500.0,NEAR BAY +-122.23,37.79,49.0,1175.0,217.0,859.0,219.0,2.293,106300.0,NEAR BAY +-122.22,37.79,37.0,2343.0,574.0,1608.0,523.0,2.1494,132500.0,NEAR BAY +-122.23,37.79,30.0,610.0,145.0,425.0,140.0,1.6198,122700.0,NEAR BAY +-122.23,37.79,40.0,930.0,199.0,564.0,184.0,1.3281,113300.0,NEAR BAY +-122.22,37.79,44.0,1487.0,314.0,961.0,272.0,3.5156,109500.0,NEAR BAY +-122.22,37.79,52.0,3424.0,690.0,2273.0,685.0,3.9048,164700.0,NEAR BAY +-122.21,37.79,52.0,762.0,190.0,600.0,195.0,3.0893,125000.0,NEAR BAY +-122.22,37.79,46.0,2366.0,575.0,1647.0,527.0,2.6042,124700.0,NEAR BAY +-122.22,37.79,49.0,1826.0,450.0,1201.0,424.0,2.5,136700.0,NEAR BAY +-122.22,37.79,38.0,3049.0,711.0,2167.0,659.0,2.7969,141700.0,NEAR BAY +-122.2,37.79,29.0,1640.0,376.0,939.0,340.0,2.8321,150000.0,NEAR BAY +-122.21,37.79,47.0,1543.0,307.0,859.0,292.0,2.9583,138800.0,NEAR BAY +-122.21,37.79,34.0,2364.0,557.0,1517.0,516.0,2.8365,139200.0,NEAR BAY +-122.21,37.79,35.0,1745.0,409.0,1143.0,386.0,2.875,143800.0,NEAR BAY +-122.21,37.8,39.0,2003.0,500.0,1109.0,464.0,3.0682,156500.0,NEAR BAY +-122.21,37.8,39.0,2018.0,447.0,1221.0,446.0,3.0757,151000.0,NEAR BAY +-122.2,37.8,43.0,3045.0,499.0,1115.0,455.0,4.9559,273000.0,NEAR BAY +-122.2,37.8,52.0,1547.0,293.0,706.0,268.0,4.7721,217100.0,NEAR BAY +-122.21,37.8,52.0,3519.0,711.0,1883.0,706.0,3.4861,187100.0,NEAR BAY +-122.2,37.8,41.0,2070.0,354.0,804.0,340.0,5.1184,239600.0,NEAR BAY +-122.21,37.8,48.0,1321.0,263.0,506.0,252.0,4.0977,229700.0,NEAR BAY +-122.19,37.8,48.0,1694.0,259.0,610.0,238.0,4.744,257300.0,NEAR BAY +-122.19,37.8,46.0,1938.0,341.0,768.0,332.0,4.2727,246900.0,NEAR BAY +-122.19,37.79,50.0,968.0,195.0,462.0,184.0,2.9844,179900.0,NEAR BAY +-122.2,37.79,40.0,1060.0,256.0,667.0,235.0,4.1739,169600.0,NEAR BAY +-122.2,37.8,46.0,2041.0,405.0,1059.0,399.0,3.8487,203300.0,NEAR BAY +-122.19,37.8,52.0,1813.0,271.0,637.0,277.0,4.0114,263400.0,NEAR BAY +-122.19,37.79,45.0,2718.0,451.0,1106.0,454.0,4.6563,231800.0,NEAR BAY +-122.19,37.79,28.0,3144.0,761.0,1737.0,669.0,2.9297,140500.0,NEAR BAY +-122.2,37.79,35.0,1802.0,459.0,1009.0,390.0,2.3036,126000.0,NEAR BAY +-122.2,37.79,49.0,882.0,195.0,737.0,210.0,2.6667,122000.0,NEAR BAY +-122.2,37.79,44.0,1621.0,452.0,1354.0,491.0,2.619,134700.0,NEAR BAY +-122.21,37.79,45.0,2115.0,533.0,1530.0,474.0,2.4167,139400.0,NEAR BAY +-122.2,37.79,45.0,2021.0,528.0,1410.0,480.0,2.7788,115400.0,NEAR BAY +-122.21,37.78,46.0,2239.0,508.0,1390.0,569.0,2.7352,137300.0,NEAR BAY +-122.21,37.78,52.0,1477.0,300.0,1065.0,269.0,1.8472,137000.0,NEAR BAY +-122.21,37.78,52.0,1056.0,224.0,792.0,245.0,2.6583,142600.0,NEAR BAY +-122.21,37.78,49.0,898.0,244.0,779.0,245.0,3.0536,137500.0,NEAR BAY +-122.22,37.78,44.0,2968.0,710.0,2269.0,610.0,2.3906,111700.0,NEAR BAY +-122.21,37.78,43.0,1702.0,460.0,1227.0,407.0,1.7188,126800.0,NEAR BAY +-122.21,37.78,47.0,881.0,248.0,753.0,241.0,2.625,111300.0,NEAR BAY +-122.22,37.77,40.0,494.0,114.0,547.0,135.0,2.8015,114800.0,NEAR BAY +-122.22,37.78,50.0,1776.0,473.0,1807.0,440.0,1.7276,102300.0,NEAR BAY +-122.22,37.78,44.0,1678.0,514.0,1700.0,495.0,2.0801,131900.0,NEAR BAY +-122.22,37.78,51.0,1637.0,463.0,1543.0,393.0,2.489,119100.0,NEAR BAY +-122.21,37.76,52.0,1420.0,314.0,1085.0,300.0,1.7546,80600.0,NEAR BAY +-122.21,37.77,52.0,591.0,173.0,353.0,137.0,4.0904,80600.0,NEAR BAY +-122.21,37.77,52.0,745.0,153.0,473.0,149.0,2.6765,88800.0,NEAR BAY +-122.2,37.77,49.0,2272.0,498.0,1621.0,483.0,2.4338,102400.0,NEAR BAY +-122.21,37.77,46.0,1234.0,375.0,1183.0,354.0,2.3309,98700.0,NEAR BAY +-122.21,37.77,43.0,1017.0,328.0,836.0,277.0,2.2604,100000.0,NEAR BAY 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+-122.19,37.78,49.0,1183.0,205.0,496.0,209.0,5.2328,174200.0,NEAR BAY +-122.19,37.78,52.0,1070.0,193.0,555.0,190.0,3.7262,166900.0,NEAR BAY +-122.2,37.78,45.0,1766.0,332.0,869.0,327.0,4.5893,163500.0,NEAR BAY +-122.18,37.79,39.0,617.0,95.0,236.0,106.0,5.2578,253000.0,NEAR BAY +-122.18,37.79,41.0,1411.0,233.0,626.0,214.0,7.0875,240700.0,NEAR BAY +-122.18,37.79,46.0,2109.0,387.0,922.0,329.0,3.9712,208100.0,NEAR BAY +-122.19,37.79,47.0,1229.0,243.0,582.0,256.0,2.9514,198100.0,NEAR BAY +-122.19,37.79,50.0,954.0,217.0,546.0,201.0,2.6667,172800.0,NEAR BAY +-122.18,37.81,37.0,1643.0,262.0,620.0,266.0,5.4446,336700.0,NEAR BAY +-122.18,37.8,34.0,1355.0,195.0,442.0,195.0,6.2838,318200.0,NEAR BAY +-122.18,37.8,23.0,2317.0,336.0,955.0,328.0,6.7527,285800.0,NEAR BAY +-122.13,37.77,24.0,2459.0,317.0,916.0,324.0,7.0712,293000.0,NEAR BAY +-122.16,37.79,22.0,12842.0,2048.0,4985.0,1967.0,5.9849,371000.0,NEAR BAY +-122.17,37.78,42.0,1524.0,260.0,651.0,267.0,3.6875,157300.0,NEAR BAY 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+-122.19,37.77,45.0,1852.0,393.0,1132.0,349.0,2.7159,101400.0,NEAR BAY +-122.19,37.76,41.0,921.0,207.0,522.0,159.0,1.2083,72500.0,NEAR BAY +-122.19,37.76,45.0,995.0,238.0,630.0,237.0,1.925,74100.0,NEAR BAY +-122.2,37.75,36.0,606.0,132.0,531.0,133.0,1.5809,70000.0,NEAR BAY +-122.2,37.76,37.0,2680.0,736.0,1925.0,667.0,1.4097,84600.0,NEAR BAY +-122.19,37.76,38.0,1493.0,370.0,1144.0,351.0,0.7683,81800.0,NEAR BAY +-122.19,37.75,19.0,2207.0,565.0,1481.0,520.0,1.3194,81400.0,NEAR BAY +-122.19,37.75,28.0,856.0,189.0,435.0,162.0,0.8012,81800.0,NEAR BAY +-122.19,37.76,26.0,1293.0,297.0,984.0,303.0,1.9479,85800.0,NEAR BAY +-122.19,37.74,36.0,847.0,212.0,567.0,159.0,1.1765,87100.0,NEAR BAY +-122.18,37.74,42.0,541.0,154.0,380.0,123.0,2.3456,83500.0,NEAR BAY +-122.19,37.73,44.0,1066.0,253.0,825.0,244.0,2.1538,79700.0,NEAR BAY +-122.19,37.74,43.0,707.0,147.0,417.0,155.0,2.5139,83400.0,NEAR BAY +-122.19,37.73,45.0,1528.0,291.0,801.0,287.0,1.2625,84700.0,NEAR BAY +-122.18,37.73,42.0,909.0,215.0,646.0,198.0,2.9063,80000.0,NEAR BAY +-122.18,37.73,43.0,1391.0,293.0,855.0,285.0,2.5192,76400.0,NEAR BAY +-122.18,37.73,44.0,548.0,119.0,435.0,136.0,2.1111,79700.0,NEAR BAY +-122.18,37.73,42.0,4074.0,874.0,2736.0,780.0,2.455,82400.0,NEAR BAY +-122.17,37.74,41.0,1613.0,445.0,1481.0,414.0,2.4028,97700.0,NEAR BAY +-122.17,37.74,47.0,463.0,134.0,327.0,137.0,2.15,97200.0,NEAR BAY +-122.17,37.74,43.0,818.0,193.0,494.0,179.0,2.4776,101600.0,NEAR BAY +-122.17,37.73,43.0,1473.0,371.0,1231.0,341.0,2.1587,86500.0,NEAR BAY +-122.18,37.74,35.0,504.0,126.0,323.0,109.0,1.8438,90500.0,NEAR BAY +-122.17,37.74,46.0,1026.0,226.0,749.0,225.0,3.0298,107600.0,NEAR BAY +-122.17,37.74,46.0,769.0,183.0,693.0,178.0,2.25,84200.0,NEAR BAY +-122.18,37.74,46.0,2103.0,391.0,1339.0,354.0,2.2467,88900.0,NEAR BAY +-122.18,37.75,45.0,330.0,76.0,282.0,80.0,4.0469,80700.0,NEAR BAY +-122.18,37.75,46.0,941.0,218.0,621.0,195.0,1.325,87100.0,NEAR BAY +-122.17,37.75,38.0,992.0,,732.0,259.0,1.6196,85100.0,NEAR BAY +-122.18,37.75,45.0,990.0,261.0,901.0,260.0,2.1731,82000.0,NEAR BAY +-122.19,37.75,36.0,1126.0,263.0,482.0,150.0,1.9167,82800.0,NEAR BAY +-122.18,37.75,43.0,1036.0,233.0,652.0,213.0,2.069,84600.0,NEAR BAY +-122.18,37.75,36.0,1047.0,214.0,651.0,166.0,1.712,82100.0,NEAR BAY +-122.17,37.76,33.0,1280.0,307.0,999.0,286.0,2.5625,89300.0,NEAR BAY +-122.17,37.75,43.0,1587.0,320.0,907.0,306.0,1.9821,98300.0,NEAR BAY +-122.17,37.75,41.0,1257.0,271.0,828.0,230.0,2.5043,92300.0,NEAR BAY +-122.17,37.75,44.0,1218.0,248.0,763.0,254.0,2.3281,88800.0,NEAR BAY +-122.17,37.75,48.0,1751.0,390.0,935.0,349.0,1.4375,90000.0,NEAR BAY +-122.16,37.76,45.0,2299.0,514.0,1437.0,484.0,2.5122,95500.0,NEAR BAY +-122.16,37.75,38.0,2457.0,624.0,1516.0,482.0,1.5625,91700.0,NEAR BAY +-122.17,37.75,47.0,998.0,211.0,597.0,185.0,3.1587,100400.0,NEAR BAY +-122.17,37.76,40.0,1685.0,343.0,949.0,342.0,1.8426,94800.0,NEAR BAY +-122.16,37.76,46.0,1827.0,307.0,881.0,302.0,4.6696,164300.0,NEAR BAY +-122.16,37.76,36.0,2781.0,574.0,1438.0,519.0,2.4598,155500.0,NEAR BAY +-122.15,37.76,39.0,1823.0,286.0,763.0,270.0,6.0749,196900.0,NEAR BAY +-122.14,37.77,27.0,2229.0,365.0,1297.0,355.0,4.8304,279100.0,NEAR BAY +-122.14,37.76,34.0,1513.0,231.0,545.0,211.0,5.5701,252800.0,NEAR BAY +-122.13,37.76,26.0,3266.0,491.0,1222.0,533.0,5.37,275400.0,NEAR BAY +-122.12,37.75,33.0,1809.0,261.0,808.0,219.0,6.86,250000.0,NEAR BAY +-122.12,37.75,28.0,794.0,111.0,329.0,109.0,7.6923,329800.0,NEAR BAY +-122.14,37.75,36.0,690.0,105.0,299.0,109.0,4.0313,195500.0,NEAR BAY +-122.14,37.75,33.0,1334.0,200.0,579.0,202.0,6.8323,255900.0,NEAR BAY +-122.13,37.75,30.0,414.0,54.0,137.0,50.0,4.975,311100.0,NEAR BAY +-122.13,37.75,36.0,768.0,93.0,229.0,93.0,5.3602,330000.0,NEAR BAY +-122.13,37.74,41.0,4400.0,666.0,1476.0,648.0,5.0,248900.0,NEAR BAY +-122.16,37.75,46.0,954.0,161.0,429.0,154.0,2.925,142900.0,NEAR BAY +-122.15,37.75,40.0,1445.0,256.0,849.0,255.0,3.8913,126300.0,NEAR BAY +-122.15,37.75,44.0,1938.0,399.0,946.0,331.0,3.225,135800.0,NEAR BAY +-122.15,37.74,41.0,856.0,178.0,571.0,191.0,3.1458,130600.0,NEAR BAY +-122.16,37.75,24.0,1790.0,454.0,1137.0,386.0,2.537,107900.0,NEAR BAY +-122.16,37.75,44.0,617.0,131.0,378.0,135.0,2.5568,111100.0,NEAR BAY +-122.15,37.74,43.0,1383.0,275.0,853.0,272.0,3.5083,122000.0,NEAR BAY +-122.15,37.74,49.0,1325.0,277.0,764.0,282.0,3.3125,118000.0,NEAR BAY +-122.16,37.75,40.0,1227.0,294.0,928.0,261.0,1.8235,95200.0,NEAR BAY +-122.16,37.75,35.0,667.0,140.0,406.0,133.0,3.8047,94300.0,NEAR BAY +-122.17,37.74,34.0,1223.0,281.0,824.0,280.0,2.2917,92500.0,NEAR BAY +-122.17,37.75,37.0,1379.0,287.0,835.0,259.0,2.4962,91800.0,NEAR BAY +-122.16,37.74,43.0,1534.0,300.0,826.0,295.0,4.0417,109400.0,NEAR BAY +-122.16,37.74,46.0,1029.0,181.0,567.0,211.0,3.4844,129500.0,NEAR BAY +-122.16,37.74,52.0,771.0,147.0,355.0,144.0,4.1458,143400.0,NEAR BAY +-122.16,37.74,47.0,824.0,223.0,533.0,166.0,2.625,98200.0,NEAR BAY +-122.16,37.74,44.0,1097.0,239.0,609.0,215.0,2.0227,103100.0,NEAR BAY +-122.29,37.9,49.0,1283.0,238.0,576.0,236.0,3.3333,276800.0,NEAR BAY +-122.29,37.9,52.0,1604.0,263.0,594.0,286.0,5.338,270900.0,NEAR BAY +-122.29,37.89,52.0,2248.0,422.0,870.0,377.0,3.4732,246200.0,NEAR BAY +-122.3,37.9,38.0,2263.0,522.0,1027.0,509.0,3.5125,224200.0,NEAR BAY +-122.29,37.89,52.0,1571.0,349.0,693.0,326.0,3.1375,229100.0,NEAR BAY +-122.3,37.89,46.0,1520.0,402.0,815.0,375.0,2.8036,211600.0,NEAR BAY +-122.3,37.9,15.0,5083.0,1212.0,2420.0,1146.0,4.5824,256100.0,NEAR BAY +-122.3,37.89,36.0,1077.0,293.0,518.0,276.0,3.0208,206300.0,NEAR BAY +-122.3,37.89,52.0,1248.0,283.0,620.0,275.0,4.0875,221300.0,NEAR BAY +-122.33,37.89,42.0,1342.0,291.0,551.0,266.0,4.5268,207400.0,NEAR BAY +-122.34,37.88,37.0,3061.0,930.0,2556.0,924.0,1.7375,350000.0,NEAR BAY +-122.29,37.89,52.0,3171.0,698.0,1498.0,696.0,3.1795,218200.0,NEAR BAY +-122.29,37.88,50.0,1211.0,261.0,523.0,227.0,3.8672,216700.0,NEAR BAY +-122.29,37.89,52.0,979.0,175.0,374.0,153.0,5.1675,270600.0,NEAR BAY +-122.29,37.89,52.0,2269.0,380.0,1004.0,371.0,5.1696,261400.0,NEAR BAY +-122.28,37.88,52.0,1844.0,332.0,769.0,334.0,4.2614,261300.0,NEAR BAY +-122.29,37.89,52.0,2178.0,421.0,940.0,423.0,5.0551,232200.0,NEAR BAY +-122.27,37.9,42.0,1650.0,274.0,645.0,256.0,5.6228,375400.0,NEAR BAY +-122.26,37.9,52.0,1927.0,279.0,705.0,288.0,7.8864,357300.0,NEAR BAY +-122.27,37.9,52.0,2079.0,273.0,684.0,275.0,7.9556,374400.0,NEAR BAY +-122.27,37.9,52.0,1803.0,240.0,572.0,236.0,6.174,358800.0,NEAR BAY +-122.27,37.9,52.0,2041.0,270.0,671.0,253.0,6.9414,417500.0,NEAR BAY +-122.27,37.89,52.0,3046.0,373.0,975.0,365.0,8.8342,430500.0,NEAR BAY +-122.28,37.9,52.0,2318.0,328.0,779.0,312.0,7.1754,362900.0,NEAR BAY +-122.28,37.9,52.0,2003.0,250.0,658.0,244.0,10.0825,397000.0,NEAR BAY +-122.28,37.9,52.0,2261.0,328.0,819.0,335.0,4.9083,346800.0,NEAR BAY +-122.28,37.89,52.0,1225.0,169.0,412.0,168.0,5.7912,327100.0,NEAR BAY +-122.28,37.89,52.0,2315.0,408.0,835.0,369.0,4.5893,290100.0,NEAR BAY +-122.28,37.89,52.0,2070.0,329.0,722.0,306.0,5.4171,292000.0,NEAR BAY +-122.28,37.89,52.0,2616.0,473.0,1085.0,487.0,4.125,270900.0,NEAR BAY +-122.27,37.89,52.0,2640.0,366.0,973.0,355.0,7.266,371100.0,NEAR BAY +-122.27,37.89,52.0,1978.0,293.0,723.0,272.0,5.3989,335600.0,NEAR BAY +-122.26,37.9,37.0,2220.0,335.0,903.0,362.0,7.8336,371300.0,NEAR BAY +-122.25,37.89,41.0,1125.0,195.0,356.0,181.0,6.1593,344000.0,NEAR BAY +-122.26,37.89,52.0,3078.0,494.0,1005.0,462.0,6.381,342200.0,NEAR BAY +-122.26,37.89,52.0,3706.0,531.0,1205.0,504.0,6.6828,370900.0,NEAR BAY +-122.25,37.89,37.0,3000.0,457.0,987.0,450.0,7.5385,350000.0,NEAR BAY +-122.25,37.89,42.0,2863.0,460.0,1031.0,448.0,6.7138,368600.0,NEAR BAY +-122.26,37.88,52.0,2551.0,417.0,894.0,404.0,6.2425,391800.0,NEAR BAY +-122.26,37.88,52.0,2255.0,410.0,823.0,377.0,5.7979,415300.0,NEAR BAY +-122.27,37.88,52.0,3360.0,648.0,1232.0,621.0,4.2813,284900.0,NEAR BAY +-122.27,37.88,52.0,1693.0,391.0,669.0,367.0,3.5417,287500.0,NEAR BAY +-122.27,37.88,44.0,2252.0,592.0,989.0,550.0,3.0132,272900.0,NEAR BAY +-122.28,37.88,52.0,2495.0,491.0,1058.0,464.0,4.1429,259600.0,NEAR BAY +-122.28,37.88,52.0,1193.0,200.0,506.0,207.0,4.1912,254500.0,NEAR BAY +-122.28,37.88,52.0,1172.0,215.0,489.0,218.0,3.9167,235600.0,NEAR BAY +-122.29,37.88,52.0,2159.0,424.0,824.0,388.0,3.8897,218400.0,NEAR BAY +-122.29,37.88,48.0,2365.0,490.0,1034.0,475.0,3.1065,229200.0,NEAR BAY +-122.29,37.88,46.0,1895.0,442.0,920.0,425.0,2.9926,192100.0,NEAR BAY +-122.29,37.88,52.0,1650.0,395.0,841.0,380.0,3.556,179300.0,NEAR BAY +-122.3,37.88,45.0,453.0,146.0,749.0,137.0,1.475,187500.0,NEAR BAY +-122.3,37.88,52.0,409.0,97.0,208.0,98.0,1.6971,138800.0,NEAR BAY +-122.3,37.87,10.0,503.0,118.0,228.0,100.0,2.1705,150000.0,NEAR BAY +-122.3,37.86,50.0,499.0,127.0,287.0,128.0,2.75,140600.0,NEAR BAY +-122.29,37.85,52.0,477.0,119.0,218.0,106.0,2.5682,120000.0,NEAR BAY +-122.3,37.88,46.0,1647.0,376.0,854.0,355.0,2.9,144800.0,NEAR BAY +-122.3,37.87,52.0,3123.0,749.0,1695.0,684.0,2.2208,144800.0,NEAR BAY +-122.28,37.88,52.0,957.0,188.0,403.0,172.0,3.2344,245500.0,NEAR BAY +-122.28,37.87,52.0,589.0,132.0,288.0,131.0,3.5156,200000.0,NEAR BAY +-122.28,37.87,49.0,2026.0,548.0,963.0,521.0,1.9805,173700.0,NEAR BAY +-122.29,37.87,50.0,1829.0,536.0,1129.0,516.0,2.6684,185600.0,NEAR BAY +-122.29,37.87,52.0,895.0,198.0,386.0,204.0,3.875,182600.0,NEAR BAY +-122.28,37.88,52.0,1909.0,416.0,811.0,406.0,3.006,227900.0,NEAR BAY +-122.28,37.87,46.0,3022.0,696.0,1293.0,675.0,2.543,220700.0,NEAR BAY +-122.28,37.87,46.0,1777.0,446.0,805.0,431.0,2.8676,212000.0,NEAR BAY +-122.27,37.88,52.0,2803.0,930.0,1372.0,876.0,2.1907,271400.0,NEAR BAY +-122.27,37.87,30.0,1465.0,439.0,862.0,425.0,1.7778,268800.0,NEAR BAY +-122.27,37.88,37.0,2619.0,682.0,1152.0,616.0,2.52,277800.0,NEAR BAY +-122.26,37.88,52.0,1149.0,255.0,483.0,249.0,4.2788,332500.0,NEAR BAY +-122.26,37.88,52.0,2363.0,604.0,1558.0,573.0,2.944,338900.0,NEAR BAY +-122.26,37.88,52.0,2604.0,837.0,1798.0,769.0,1.725,287500.0,NEAR BAY +-122.25,37.87,41.0,685.0,141.0,266.0,123.0,5.2289,384600.0,NEAR BAY +-122.25,37.87,42.0,1756.0,465.0,2184.0,422.0,2.5562,371400.0,NEAR BAY +-122.25,37.87,52.0,1204.0,460.0,2016.0,477.0,0.949,350000.0,NEAR BAY +-122.25,37.87,52.0,609.0,236.0,1349.0,250.0,1.1696,500001.0,NEAR BAY +-122.26,37.87,52.0,1087.0,371.0,3337.0,350.0,1.4012,175000.0,NEAR BAY +-122.26,37.87,52.0,2773.0,998.0,1721.0,949.0,1.1859,241700.0,NEAR BAY +-122.27,37.87,35.0,3218.0,1108.0,1675.0,1000.0,1.7464,216700.0,NEAR BAY +-122.27,37.87,49.0,1350.0,368.0,707.0,350.0,2.8846,211300.0,NEAR BAY +-122.27,37.87,52.0,3084.0,698.0,1424.0,694.0,2.7372,210200.0,NEAR BAY +-122.28,37.86,52.0,938.0,195.0,393.0,189.0,3.8594,196400.0,NEAR BAY +-122.28,37.87,52.0,1813.0,353.0,828.0,339.0,3.5625,191700.0,NEAR BAY +-122.28,37.87,52.0,1233.0,300.0,571.0,292.0,2.2788,182300.0,NEAR BAY +-122.29,37.87,44.0,2539.0,755.0,1382.0,713.0,2.537,175000.0,NEAR BAY +-122.29,37.87,46.0,1267.0,324.0,792.0,321.0,2.525,165900.0,NEAR BAY +-122.29,37.86,52.0,1665.0,404.0,815.0,372.0,1.9946,156900.0,NEAR BAY +-122.28,37.86,52.0,1659.0,367.0,788.0,346.0,2.8214,164300.0,NEAR BAY +-122.29,37.87,52.0,2225.0,460.0,1145.0,430.0,2.6165,150000.0,NEAR BAY +-122.29,37.86,50.0,2485.0,607.0,1354.0,563.0,1.9483,150500.0,NEAR BAY +-122.28,37.86,52.0,2031.0,450.0,958.0,445.0,1.9327,169900.0,NEAR BAY +-122.28,37.86,49.0,2932.0,668.0,1361.0,608.0,1.9798,147400.0,NEAR BAY +-122.28,37.85,52.0,2246.0,472.0,1005.0,449.0,2.4167,152700.0,NEAR BAY +-122.27,37.86,49.0,2052.0,435.0,924.0,414.0,2.5417,182700.0,NEAR BAY +-122.28,37.86,52.0,1999.0,417.0,780.0,358.0,3.3906,179300.0,NEAR BAY +-122.28,37.86,52.0,3007.0,691.0,1582.0,636.0,2.5652,157700.0,NEAR BAY +-122.28,37.86,41.0,2214.0,550.0,1213.0,568.0,2.2845,153100.0,NEAR BAY +-122.27,37.86,52.0,1088.0,305.0,486.0,267.0,2.6071,250000.0,NEAR BAY +-122.27,37.86,52.0,834.0,186.0,494.0,175.0,3.15,206300.0,NEAR BAY +-122.27,37.86,52.0,1769.0,372.0,849.0,365.0,2.6914,218800.0,NEAR BAY +-122.27,37.86,52.0,2307.0,583.0,1127.0,548.0,1.8447,198200.0,NEAR BAY +-122.26,37.86,35.0,5161.0,1744.0,3276.0,1742.0,1.6307,253600.0,NEAR BAY +-122.26,37.86,52.0,3497.0,832.0,1493.0,794.0,2.9044,257400.0,NEAR BAY +-122.26,37.86,52.0,3774.0,744.0,1461.0,679.0,2.9405,289500.0,NEAR BAY +-122.26,37.86,52.0,2888.0,604.0,1253.0,538.0,3.3893,241700.0,NEAR BAY +-122.25,37.86,48.0,2153.0,517.0,1656.0,459.0,3.0417,489600.0,NEAR BAY +-122.25,37.86,52.0,1389.0,191.0,514.0,202.0,7.0897,446200.0,NEAR BAY +-122.25,37.86,52.0,1709.0,318.0,719.0,295.0,5.0463,456300.0,NEAR BAY +-122.25,37.86,52.0,1587.0,444.0,878.0,449.0,1.7652,336800.0,NEAR BAY +-122.24,37.86,52.0,1668.0,225.0,517.0,214.0,7.8521,500001.0,NEAR BAY +-122.24,37.85,52.0,3726.0,474.0,1366.0,496.0,9.3959,500001.0,NEAR BAY +-122.25,37.86,52.0,4048.0,663.0,1316.0,590.0,5.3794,376900.0,NEAR BAY +-122.26,37.85,52.0,3618.0,768.0,1508.0,755.0,3.2619,309600.0,NEAR BAY +-122.27,37.85,52.0,4076.0,920.0,1800.0,815.0,2.7054,182300.0,NEAR BAY +-122.27,37.85,47.0,2077.0,400.0,719.0,326.0,2.2431,172700.0,NEAR BAY +-122.27,37.85,50.0,1279.0,300.0,675.0,255.0,1.9028,150800.0,NEAR BAY +-122.27,37.85,52.0,1974.0,426.0,875.0,363.0,1.5817,153600.0,NEAR BAY +-122.27,37.85,52.0,335.0,83.0,152.0,77.0,2.2841,106300.0,NEAR BAY +-122.27,37.85,47.0,1375.0,307.0,843.0,319.0,1.3785,142300.0,NEAR BAY +-122.28,37.85,52.0,610.0,145.0,281.0,132.0,2.9018,119400.0,NEAR BAY +-122.28,37.85,44.0,1025.0,198.0,506.0,204.0,1.73,147900.0,NEAR BAY +-122.28,37.85,48.0,2063.0,484.0,1054.0,466.0,2.2625,132900.0,NEAR BAY +-122.29,37.84,35.0,1872.0,419.0,1017.0,414.0,2.2106,132500.0,NEAR BAY +-122.28,37.83,52.0,3108.0,813.0,1623.0,765.0,2.6997,126900.0,NEAR BAY +-122.3,37.84,14.0,7355.0,2408.0,3100.0,2051.0,4.0018,143800.0,NEAR BAY +-122.23,37.83,52.0,2990.0,379.0,947.0,361.0,7.8772,500001.0,NEAR BAY +-122.22,37.82,39.0,2492.0,310.0,808.0,315.0,11.8603,500001.0,NEAR BAY +-122.22,37.82,42.0,2991.0,335.0,1018.0,335.0,13.499,500001.0,NEAR BAY +-122.23,37.82,52.0,3242.0,366.0,1001.0,352.0,12.2138,500001.0,NEAR BAY +-122.23,37.82,52.0,3051.0,381.0,1005.0,369.0,8.1872,466100.0,NEAR BAY +-122.23,37.82,52.0,3494.0,396.0,1192.0,383.0,12.3804,500001.0,NEAR BAY +-122.24,37.83,52.0,1757.0,246.0,585.0,227.0,5.8948,457800.0,NEAR BAY +-122.24,37.83,52.0,2449.0,312.0,916.0,316.0,8.1194,471600.0,NEAR BAY +-122.23,37.82,52.0,1611.0,203.0,556.0,179.0,8.7477,500001.0,NEAR BAY +-122.24,37.82,52.0,3665.0,517.0,1470.0,520.0,6.155,398600.0,NEAR BAY +-122.25,37.82,52.0,2474.0,403.0,1104.0,398.0,5.883,340700.0,NEAR BAY +-122.23,37.76,52.0,3037.0,516.0,1242.0,518.0,5.2128,289900.0,NEAR BAY +-122.23,37.76,52.0,2269.0,323.0,805.0,321.0,4.7188,335300.0,NEAR BAY +-122.23,37.76,52.0,1316.0,177.0,378.0,162.0,5.2915,333000.0,NEAR BAY +-122.24,37.77,52.0,1153.0,235.0,481.0,223.0,2.6411,241000.0,NEAR BAY +-122.23,37.77,52.0,772.0,179.0,409.0,160.0,3.3214,189600.0,NEAR BAY +-122.24,37.77,52.0,1711.0,386.0,885.0,373.0,3.6417,206300.0,NEAR BAY +-122.25,37.77,52.0,2650.0,566.0,1468.0,567.0,3.0161,215700.0,NEAR BAY +-122.25,37.77,52.0,1038.0,220.0,482.0,215.0,3.1771,210200.0,NEAR BAY +-122.25,37.77,52.0,1527.0,320.0,825.0,264.0,3.4531,208800.0,NEAR BAY +-122.25,37.77,52.0,859.0,157.0,429.0,158.0,4.3098,197900.0,NEAR BAY +-122.26,37.78,52.0,970.0,217.0,528.0,208.0,3.3438,201300.0,NEAR BAY +-122.26,37.78,52.0,1045.0,239.0,496.0,216.0,2.9213,190800.0,NEAR BAY +-122.27,37.78,52.0,1408.0,280.0,718.0,265.0,2.6806,207900.0,NEAR BAY +-122.27,37.78,52.0,1222.0,264.0,630.0,265.0,3.7708,215300.0,NEAR BAY +-122.27,37.78,45.0,1169.0,263.0,723.0,286.0,3.9444,212900.0,NEAR BAY +-122.27,37.78,13.0,2020.0,535.0,959.0,486.0,5.2601,292700.0,NEAR BAY +-122.28,37.79,30.0,4145.0,869.0,3668.0,855.0,2.5444,275000.0,NEAR BAY +-122.3,37.77,42.0,2038.0,368.0,2037.0,355.0,2.6447,200000.0,NEAR BAY +-122.28,37.78,29.0,5154.0,,3741.0,1273.0,2.5762,173400.0,NEAR BAY +-122.29,37.78,42.0,1241.0,309.0,821.0,300.0,1.9427,102200.0,NEAR BAY +-122.28,37.77,52.0,1468.0,363.0,870.0,347.0,2.9688,220800.0,NEAR BAY +-122.28,37.77,27.0,3997.0,1073.0,1901.0,966.0,3.75,242800.0,NEAR BAY +-122.29,37.76,18.0,2873.0,763.0,1243.0,663.0,5.1702,265400.0,NEAR BAY +-122.28,37.78,50.0,1487.0,306.0,730.0,327.0,2.5139,219000.0,NEAR BAY +-122.26,37.77,52.0,1670.0,350.0,793.0,299.0,2.9732,282100.0,NEAR BAY +-122.27,37.77,52.0,2252.0,388.0,1033.0,434.0,5.5337,372000.0,NEAR BAY +-122.27,37.77,52.0,1731.0,377.0,872.0,363.0,4.1667,225800.0,NEAR BAY +-122.27,37.77,52.0,1710.0,481.0,849.0,457.0,2.7115,220800.0,NEAR BAY +-122.27,37.77,52.0,2388.0,559.0,1121.0,518.0,3.3269,234500.0,NEAR BAY +-122.25,37.77,52.0,2156.0,458.0,872.0,445.0,3.2685,254200.0,NEAR BAY +-122.26,37.77,52.0,1565.0,315.0,637.0,297.0,4.7778,351800.0,NEAR BAY +-122.26,37.77,52.0,1704.0,371.0,663.0,340.0,4.226,275000.0,NEAR BAY +-122.26,37.77,52.0,1210.0,168.0,411.0,172.0,3.3571,405400.0,NEAR BAY +-122.26,37.77,52.0,2097.0,444.0,915.0,413.0,2.9899,228100.0,NEAR BAY +-122.26,37.77,52.0,1848.0,479.0,921.0,477.0,2.875,234000.0,NEAR BAY +-122.24,37.77,43.0,955.0,284.0,585.0,266.0,2.3882,162500.0,NEAR BAY +-122.25,37.77,43.0,4329.0,1110.0,2086.0,1053.0,2.975,243400.0,NEAR BAY +-122.23,37.76,52.0,3011.0,542.0,1303.0,535.0,5.1039,273800.0,NEAR BAY +-122.23,37.76,52.0,1049.0,185.0,374.0,176.0,4.1458,248500.0,NEAR BAY +-122.24,37.76,52.0,2504.0,516.0,979.0,472.0,3.4762,244000.0,NEAR BAY +-122.24,37.76,52.0,1846.0,471.0,827.0,446.0,2.6833,240900.0,NEAR BAY +-122.23,37.76,52.0,1705.0,246.0,658.0,253.0,5.75,306300.0,NEAR BAY +-122.23,37.75,50.0,1542.0,289.0,654.0,268.0,3.9632,240000.0,NEAR BAY +-122.24,37.75,45.0,891.0,,384.0,146.0,4.9489,247100.0,NEAR BAY +-122.24,37.75,27.0,4051.0,753.0,1499.0,797.0,4.8711,286600.0,NEAR BAY 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+-122.1,37.65,25.0,2538.0,494.0,1185.0,501.0,4.5417,194400.0,NEAR BAY +-122.1,37.64,28.0,1784.0,311.0,735.0,278.0,4.6635,206700.0,NEAR BAY +-122.1,37.65,31.0,1797.0,327.0,796.0,319.0,4.4427,204500.0,NEAR BAY +-122.1,37.65,36.0,410.0,76.0,252.0,82.0,4.5303,175000.0,NEAR BAY +-122.12,37.65,26.0,162.0,27.0,86.0,25.0,2.375,137500.0,NEAR BAY +-122.1,37.63,18.0,9963.0,2031.0,5613.0,1946.0,3.8171,187200.0,NEAR BAY +-122.1,37.61,35.0,2361.0,458.0,1727.0,467.0,4.5281,173600.0,NEAR BAY +-122.13,37.66,19.0,862.0,167.0,407.0,183.0,4.3456,163000.0,NEAR BAY +-122.11,37.65,18.0,4335.0,808.0,2041.0,734.0,3.4861,331600.0,NEAR BAY +-122.11,37.64,31.0,1487.0,280.0,854.0,301.0,5.2312,197600.0,NEAR BAY +-122.11,37.64,8.0,3592.0,849.0,1907.0,746.0,3.6708,197900.0,NEAR BAY +-122.12,37.64,40.0,432.0,102.0,264.0,77.0,3.8875,228100.0,NEAR BAY +-122.09,37.63,34.0,1457.0,242.0,735.0,249.0,3.9167,189500.0,NEAR BAY +-122.09,37.64,32.0,1578.0,284.0,836.0,292.0,3.9063,184200.0,NEAR BAY +-122.1,37.63,29.0,2172.0,435.0,1377.0,408.0,3.7895,180900.0,NEAR BAY +-122.08,37.64,36.0,1340.0,245.0,789.0,248.0,3.8,172000.0,NEAR BAY +-122.08,37.64,36.0,1116.0,199.0,662.0,226.0,5.7309,177900.0,NEAR BAY +-122.09,37.64,36.0,1885.0,307.0,853.0,271.0,4.1141,173100.0,NEAR BAY +-122.09,37.64,36.0,1180.0,212.0,664.0,200.0,5.2838,172600.0,NEAR BAY +-122.08,37.64,30.0,5267.0,1253.0,4065.0,1113.0,3.3479,182100.0,NEAR BAY +-122.08,37.64,23.0,1897.0,440.0,1109.0,418.0,3.142,179500.0,NEAR BAY +-122.08,37.63,31.0,767.0,171.0,548.0,185.0,3.7614,176000.0,NEAR BAY +-122.08,37.63,33.0,691.0,127.0,431.0,149.0,4.25,192600.0,NEAR BAY +-122.08,37.64,36.0,786.0,133.0,463.0,160.0,3.9338,182700.0,NEAR BAY +-122.07,37.64,22.0,5861.0,1516.0,5436.0,1463.0,2.5158,134900.0,NEAR BAY +-122.07,37.63,27.0,2784.0,723.0,2028.0,693.0,2.4808,157600.0,NEAR BAY +-122.07,37.64,25.0,4524.0,860.0,2426.0,862.0,4.7083,190900.0,NEAR BAY +-122.06,37.64,37.0,1468.0,304.0,1038.0,282.0,4.1652,158200.0,NEAR BAY +-122.06,37.64,20.0,1655.0,450.0,857.0,430.0,3.5541,350000.0,NEAR BAY +-122.06,37.65,33.0,1227.0,286.0,848.0,291.0,3.8036,158200.0,NEAR BAY +-122.06,37.64,33.0,1160.0,252.0,729.0,220.0,3.8259,146100.0,NEAR BAY +-122.04,37.63,33.0,952.0,172.0,369.0,159.0,3.2331,226700.0,NEAR BAY +-122.03,37.62,35.0,2072.0,352.0,1001.0,350.0,4.7109,198700.0,NEAR BAY +-122.03,37.62,32.0,2964.0,547.0,1472.0,527.0,4.2468,221200.0,NEAR BAY +-122.04,37.62,35.0,1032.0,173.0,453.0,176.0,6.396,208500.0,NEAR BAY +-122.04,37.62,35.0,657.0,118.0,328.0,134.0,3.8125,204200.0,NEAR BAY +-122.04,37.62,32.0,1540.0,324.0,793.0,302.0,3.2857,193200.0,NEAR BAY +-122.03,37.62,35.0,1298.0,236.0,632.0,204.0,3.8929,209500.0,NEAR BAY +-122.03,37.61,36.0,1409.0,271.0,1002.0,281.0,3.7262,164900.0,NEAR BAY +-122.03,37.61,37.0,1383.0,259.0,808.0,241.0,4.0125,161400.0,NEAR BAY +-122.04,37.61,36.0,1151.0,216.0,727.0,215.0,4.1719,187000.0,NEAR BAY +-122.04,37.62,35.0,899.0,179.0,455.0,185.0,4.2857,190400.0,NEAR BAY +-122.08,37.63,37.0,1793.0,364.0,1534.0,346.0,3.6458,156600.0,NEAR BAY +-122.08,37.62,17.0,2485.0,518.0,1139.0,550.0,2.6875,157300.0,NEAR BAY +-122.07,37.63,35.0,1931.0,376.0,1175.0,337.0,3.7292,168100.0,NEAR BAY +-122.07,37.63,24.0,2329.0,465.0,1401.0,453.0,4.5913,177600.0,NEAR BAY +-122.06,37.63,12.0,6711.0,1374.0,3388.0,1289.0,3.8625,208900.0,NEAR BAY +-122.06,37.63,23.0,1939.0,356.0,841.0,364.0,3.3611,169200.0,NEAR BAY +-122.05,37.61,16.0,1642.0,346.0,705.0,351.0,2.8971,163900.0,NEAR BAY +-122.08,37.63,34.0,1619.0,293.0,1148.0,310.0,4.0326,164700.0,NEAR BAY +-122.08,37.63,35.0,517.0,108.0,391.0,107.0,4.0682,156900.0,NEAR BAY +-122.09,37.63,36.0,1570.0,274.0,992.0,249.0,5.3644,168800.0,NEAR BAY +-122.09,37.63,35.0,1213.0,221.0,790.0,243.0,4.7019,174100.0,NEAR BAY +-122.08,37.62,27.0,1826.0,309.0,1016.0,313.0,5.64,206500.0,NEAR BAY +-122.08,37.61,26.0,2261.0,443.0,1039.0,395.0,3.7931,203900.0,NEAR BAY +-121.99,37.61,9.0,3666.0,711.0,2341.0,703.0,4.6458,217000.0,<1H OCEAN 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OCEAN +-121.96,37.76,8.0,3865.0,463.0,1548.0,432.0,9.7037,425100.0,<1H OCEAN +-121.94,37.76,4.0,6875.0,1439.0,2889.0,1307.0,4.6932,356100.0,<1H OCEAN +-121.93,37.76,5.0,2255.0,269.0,876.0,258.0,10.3345,461400.0,<1H OCEAN +-121.92,37.74,8.0,452.0,51.0,140.0,43.0,12.5915,432400.0,<1H OCEAN +-121.93,37.78,2.0,227.0,35.0,114.0,49.0,3.1591,434700.0,<1H OCEAN +-121.96,37.74,2.0,200.0,20.0,25.0,9.0,15.0001,350000.0,<1H OCEAN +-121.97,37.76,8.0,3743.0,581.0,1633.0,567.0,6.7027,381900.0,<1H OCEAN +-121.97,37.77,13.0,7241.0,1007.0,3221.0,947.0,7.2216,324600.0,<1H OCEAN +-121.98,37.74,8.0,2865.0,389.0,1376.0,417.0,7.9393,399300.0,<1H OCEAN +-122.02,37.84,34.0,1879.0,265.0,729.0,263.0,7.7072,443800.0,NEAR BAY +-122.01,37.83,30.0,3917.0,549.0,1330.0,544.0,6.5617,386600.0,NEAR BAY +-122.0,37.82,20.0,2206.0,458.0,926.0,432.0,4.6042,256400.0,<1H OCEAN +-121.99,37.82,22.0,1248.0,271.0,579.0,269.0,3.375,200000.0,<1H OCEAN +-122.03,37.83,24.0,5948.0,738.0,1997.0,710.0,9.8708,500001.0,NEAR BAY +-121.99,37.77,14.0,8213.0,1364.0,3283.0,1286.0,5.1755,294800.0,<1H OCEAN +-121.99,37.81,17.0,465.0,83.0,146.0,75.0,4.9018,188500.0,<1H OCEAN +-122.02,37.8,11.0,6200.0,907.0,2286.0,896.0,7.6518,359300.0,NEAR BAY +-122.03,37.87,21.0,3521.0,447.0,1396.0,467.0,8.2673,358700.0,NEAR BAY +-122.02,37.88,16.0,3031.0,438.0,1087.0,421.0,7.3732,287300.0,NEAR BAY +-122.02,37.87,14.0,3056.0,369.0,1209.0,377.0,8.4352,441400.0,NEAR BAY +-122.03,37.86,25.0,3004.0,393.0,1145.0,376.0,7.2655,494000.0,NEAR BAY +-122.0,37.86,18.0,8953.0,1074.0,3011.0,993.0,10.7372,500001.0,<1H OCEAN +-121.97,37.87,4.0,1029.0,126.0,416.0,122.0,13.4883,500001.0,INLAND +-121.96,37.84,29.0,7479.0,977.0,2744.0,943.0,7.5139,398200.0,INLAND +-122.0,37.84,16.0,7681.0,946.0,2777.0,908.0,9.5271,500001.0,<1H OCEAN +-121.96,37.85,10.0,3209.0,379.0,1199.0,392.0,12.2478,500001.0,INLAND +-121.99,37.83,16.0,2939.0,380.0,1177.0,396.0,8.0839,372000.0,<1H OCEAN +-121.98,37.82,18.0,9117.0,1248.0,3280.0,1167.0,8.003,351300.0,<1H OCEAN +-121.95,37.81,5.0,7178.0,898.0,2823.0,907.0,9.0776,450400.0,<1H OCEAN +-122.1,37.93,20.0,10212.0,1424.0,4083.0,1374.0,8.039,382200.0,NEAR BAY +-122.12,37.94,22.0,4949.0,626.0,1850.0,590.0,10.4549,500001.0,NEAR BAY +-122.1,37.9,38.0,827.0,144.0,368.0,136.0,6.5095,294400.0,NEAR BAY +-122.14,37.9,32.0,5738.0,746.0,2099.0,732.0,10.3224,500001.0,NEAR BAY +-122.12,37.91,34.0,5683.0,755.0,1962.0,723.0,8.3678,455300.0,NEAR BAY +-122.09,37.89,35.0,880.0,139.0,352.0,132.0,6.8686,406500.0,NEAR BAY +-122.1,37.89,21.0,3282.0,653.0,1398.0,601.0,5.2079,310300.0,NEAR BAY +-122.11,37.89,32.0,2372.0,516.0,1067.0,492.0,4.3235,279500.0,NEAR BAY +-122.11,37.88,37.0,4005.0,614.0,1602.0,606.0,6.4666,348200.0,NEAR BAY +-122.12,37.88,35.0,2785.0,362.0,1001.0,363.0,8.0448,433300.0,NEAR BAY +-122.12,37.89,30.0,3227.0,733.0,1260.0,684.0,4.125,257100.0,NEAR BAY +-122.13,37.89,27.0,744.0,214.0,295.0,169.0,2.7411,350000.0,NEAR BAY +-122.13,37.87,18.0,1820.0,220.0,728.0,229.0,10.3713,426100.0,NEAR BAY +-122.14,37.88,34.0,6986.0,1096.0,2865.0,1124.0,6.2275,394400.0,NEAR BAY +-122.07,37.88,11.0,1077.0,318.0,590.0,264.0,3.5536,387200.0,NEAR BAY +-122.08,37.88,24.0,2059.0,462.0,410.0,294.0,2.3971,99400.0,NEAR BAY +-122.08,37.88,26.0,2947.0,,825.0,626.0,2.933,85000.0,NEAR BAY +-122.08,37.87,24.0,6130.0,1359.0,1750.0,1286.0,2.9167,102700.0,NEAR BAY +-122.06,37.85,17.0,7475.0,1556.0,2092.0,1449.0,3.6437,186500.0,NEAR BAY +-122.07,37.86,23.0,1025.0,205.0,263.0,191.0,3.12,155000.0,NEAR BAY +-122.06,37.86,16.0,5187.0,1014.0,1512.0,986.0,4.4551,252400.0,NEAR BAY +-122.07,37.86,17.0,1102.0,224.0,317.0,208.0,3.5893,206300.0,NEAR BAY +-122.08,37.87,26.0,2405.0,564.0,680.0,531.0,2.4896,73400.0,NEAR BAY +-122.1,37.88,35.0,3701.0,528.0,1511.0,517.0,7.2315,367100.0,NEAR BAY +-122.09,37.86,27.0,5484.0,760.0,2212.0,770.0,7.6202,402600.0,NEAR BAY +-122.11,37.87,33.0,3398.0,500.0,1351.0,457.0,6.5814,314200.0,NEAR BAY +-122.12,37.85,18.0,5252.0,686.0,1870.0,657.0,8.0074,454100.0,NEAR BAY +-122.08,37.84,17.0,1320.0,159.0,1722.0,141.0,11.7064,500001.0,NEAR BAY +-122.12,37.81,26.0,4048.0,513.0,1486.0,498.0,7.6717,416500.0,NEAR BAY +-122.12,37.82,26.0,2269.0,317.0,918.0,313.0,6.6657,364500.0,NEAR BAY +-122.11,37.83,19.0,5130.0,741.0,1887.0,712.0,7.203,369900.0,NEAR BAY +-122.08,37.82,4.0,2045.0,237.0,830.0,252.0,11.3421,500001.0,NEAR BAY +-122.14,37.86,20.0,6201.0,1182.0,2415.0,1141.0,4.5744,314000.0,NEAR BAY +-122.14,37.85,27.0,9147.0,1276.0,3371.0,1269.0,7.3267,389900.0,NEAR BAY +-122.14,37.84,24.0,2131.0,343.0,874.0,373.0,5.6349,355600.0,NEAR BAY +-122.16,37.83,16.0,4596.0,705.0,1480.0,650.0,7.52,370200.0,NEAR BAY +-122.16,37.86,36.0,3359.0,493.0,1298.0,483.0,8.1586,404300.0,NEAR BAY +-122.18,37.88,36.0,542.0,119.0,231.0,121.0,4.9,354200.0,NEAR BAY +-122.18,37.86,33.0,4449.0,636.0,1684.0,617.0,8.9571,399700.0,NEAR BAY +-122.16,37.89,32.0,1779.0,241.0,721.0,258.0,8.7589,434500.0,NEAR BAY +-122.17,37.88,32.0,3633.0,508.0,1393.0,506.0,7.6917,401800.0,NEAR BAY +-122.17,37.88,33.0,3626.0,502.0,1348.0,480.0,7.6107,423200.0,NEAR BAY +-122.17,37.87,38.0,1261.0,177.0,472.0,183.0,6.917,438000.0,NEAR BAY +-122.22,37.88,20.0,95.0,13.0,31.0,15.0,2.4444,475000.0,NEAR BAY +-122.2,37.89,37.0,3881.0,560.0,1315.0,517.0,7.3195,367500.0,NEAR BAY +-122.2,37.88,36.0,1065.0,160.0,398.0,155.0,7.7736,378100.0,NEAR BAY +-122.18,37.91,31.0,7200.0,876.0,2428.0,843.0,10.9405,500001.0,NEAR BAY +-122.2,37.9,36.0,2107.0,287.0,740.0,280.0,10.3416,500001.0,NEAR BAY +-122.18,37.9,36.0,4760.0,610.0,1511.0,572.0,9.0064,500001.0,NEAR BAY +-122.18,37.89,18.0,4845.0,735.0,1634.0,734.0,8.1489,499000.0,NEAR BAY +-121.84,37.98,8.0,7505.0,1089.0,3325.0,1016.0,5.2699,204200.0,INLAND +-121.81,37.97,8.0,1584.0,236.0,615.0,202.0,6.4753,166800.0,INLAND +-121.78,37.97,4.0,17032.0,2546.0,7653.0,2359.0,5.5601,213700.0,INLAND +-121.83,37.95,17.0,1133.0,244.0,716.0,235.0,2.875,162500.0,INLAND +-121.94,37.83,11.0,2836.0,373.0,959.0,335.0,10.5815,500001.0,INLAND +-121.89,37.82,4.0,11444.0,1355.0,3898.0,1257.0,13.2949,500001.0,INLAND +-121.91,37.81,7.0,3477.0,416.0,1216.0,395.0,13.1499,500001.0,INLAND +-121.82,37.81,12.0,4711.0,659.0,2089.0,621.0,8.3209,485400.0,INLAND +-121.96,37.99,2.0,3129.0,707.0,1606.0,698.0,2.9591,210100.0,INLAND +-121.96,37.94,26.0,3084.0,505.0,1557.0,501.0,5.1582,194700.0,INLAND +-121.96,37.95,25.0,4026.0,791.0,1850.0,709.0,4.1483,181200.0,INLAND +-121.95,37.94,21.0,3153.0,411.0,1318.0,431.0,6.8642,285400.0,INLAND +-121.97,37.93,4.0,3241.0,464.0,1552.0,494.0,6.6134,307000.0,INLAND +-122.01,37.92,18.0,2808.0,337.0,1038.0,337.0,8.3956,353600.0,NEAR BAY +-122.01,37.92,16.0,2638.0,345.0,1055.0,334.0,8.1163,365800.0,NEAR BAY +-121.99,37.92,14.0,1780.0,224.0,764.0,226.0,9.0243,427700.0,INLAND +-121.93,37.89,13.0,2085.0,292.0,852.0,264.0,7.3445,366700.0,INLAND +-121.92,37.96,14.0,5332.0,884.0,2093.0,839.0,5.2798,237400.0,INLAND +-121.94,37.95,18.0,2541.0,355.0,986.0,346.0,7.1978,288000.0,INLAND +-121.91,37.93,13.0,1610.0,198.0,703.0,217.0,8.7059,329400.0,INLAND +-121.94,37.94,26.0,1299.0,174.0,533.0,180.0,6.2296,291700.0,INLAND +-121.94,37.93,16.0,3421.0,427.0,1341.0,428.0,7.5695,320400.0,INLAND +-121.93,37.93,16.0,2876.0,391.0,1089.0,377.0,6.299,286900.0,INLAND +-121.93,37.93,16.0,2169.0,262.0,877.0,245.0,6.6049,312600.0,INLAND +-121.95,37.94,27.0,1469.0,216.0,578.0,219.0,5.9346,253600.0,INLAND +-122.25,38.02,16.0,1803.0,267.0,946.0,266.0,5.7001,205100.0,NEAR BAY +-122.25,38.03,15.0,3338.0,532.0,1834.0,520.0,5.6293,197600.0,NEAR BAY +-122.21,38.02,15.0,2150.0,327.0,1094.0,324.0,6.0224,198500.0,NEAR BAY +-122.2,37.96,9.0,6306.0,962.0,2581.0,911.0,6.7741,310700.0,NEAR BAY +-122.23,38.06,52.0,1350.0,266.0,490.0,257.0,3.125,171100.0,NEAR BAY +-122.23,38.05,52.0,1736.0,358.0,638.0,297.0,2.5517,147100.0,NEAR BAY +-122.21,38.06,52.0,2735.0,559.0,1076.0,487.0,3.6154,155700.0,NEAR BAY +-122.2,38.04,31.0,3029.0,500.0,1236.0,487.0,5.6022,197000.0,NEAR BAY +-122.26,38.03,25.0,2239.0,361.0,928.0,353.0,4.4474,203700.0,NEAR BAY +-122.27,38.04,47.0,1685.0,405.0,835.0,372.0,2.3103,134500.0,NEAR BAY +-122.26,38.03,41.0,1631.0,282.0,752.0,288.0,3.9345,150200.0,NEAR BAY +-122.26,38.04,41.0,2512.0,539.0,1179.0,480.0,2.694,123000.0,NEAR BAY +-122.25,38.05,30.0,1255.0,297.0,779.0,307.0,1.6767,147700.0,NEAR BAY +-122.32,38.06,4.0,7999.0,1611.0,3596.0,1396.0,5.0969,174200.0,NEAR BAY +-122.28,38.0,26.0,2335.0,413.0,980.0,417.0,3.4471,178900.0,NEAR BAY +-122.29,38.0,16.0,4986.0,1081.0,2805.0,1016.0,4.025,173200.0,NEAR BAY +-122.36,38.03,32.0,2159.0,393.0,981.0,369.0,4.3173,175400.0,NEAR BAY +-122.3,38.0,34.0,1712.0,317.0,956.0,341.0,4.4394,162000.0,NEAR BAY +-122.31,38.0,26.0,3735.0,641.0,1708.0,633.0,4.621,191100.0,NEAR BAY +-122.31,38.01,18.0,4123.0,874.0,1895.0,772.0,3.2759,195000.0,NEAR BAY +-122.28,37.99,28.0,3801.0,622.0,1654.0,571.0,4.375,193300.0,NEAR BAY +-122.26,37.98,28.0,2038.0,329.0,947.0,349.0,5.1178,198000.0,NEAR BAY +-122.27,37.99,16.0,4921.0,737.0,2312.0,725.0,5.8899,243200.0,NEAR BAY +-122.27,37.98,23.0,3455.0,479.0,1375.0,474.0,6.0289,218600.0,NEAR BAY +-122.26,38.02,5.0,3846.0,786.0,2053.0,716.0,5.0473,184800.0,NEAR BAY +-122.24,38.01,11.0,3751.0,565.0,1949.0,555.0,5.7862,269400.0,NEAR BAY +-122.24,38.01,16.0,2084.0,315.0,1154.0,307.0,6.0102,235600.0,NEAR BAY +-122.25,38.0,16.0,2978.0,411.0,1531.0,400.0,6.5006,237700.0,NEAR BAY +-122.26,38.0,14.0,2338.0,391.0,1003.0,398.0,4.2269,170500.0,NEAR BAY +-122.26,38.0,6.0,678.0,104.0,318.0,91.0,5.2375,246400.0,NEAR BAY +-122.27,38.0,15.0,1216.0,166.0,572.0,178.0,5.8418,240300.0,NEAR BAY +-122.27,38.0,12.0,1592.0,242.0,969.0,233.0,6.1576,248700.0,NEAR BAY +-122.26,38.0,5.0,6265.0,908.0,3326.0,872.0,6.2073,272900.0,NEAR BAY +-122.29,37.98,27.0,2133.0,347.0,850.0,350.0,5.1046,209800.0,NEAR BAY +-122.28,37.96,35.0,1579.0,243.0,734.0,264.0,5.5,201000.0,NEAR BAY +-122.27,37.97,10.0,15259.0,2275.0,7266.0,2338.0,6.0666,272400.0,NEAR BAY +-122.3,37.97,30.0,4030.0,772.0,1777.0,718.0,3.6393,184000.0,NEAR BAY +-122.3,37.97,34.0,2854.0,528.0,1211.0,452.0,3.5353,164700.0,NEAR BAY +-122.29,37.97,20.0,3426.0,632.0,1512.0,580.0,4.4911,227400.0,NEAR BAY +-122.3,37.97,35.0,1811.0,377.0,911.0,340.0,3.375,149700.0,NEAR BAY +-122.29,37.94,20.0,7578.0,1426.0,3637.0,1362.0,4.4387,190000.0,NEAR BAY +-122.32,37.95,37.0,1887.0,353.0,895.0,359.0,4.45,196600.0,NEAR BAY +-122.31,37.94,38.0,1794.0,349.0,810.0,335.0,3.8343,191400.0,NEAR BAY +-122.31,37.94,38.0,2172.0,403.0,945.0,384.0,4.3958,194200.0,NEAR BAY +-122.32,37.95,36.0,1425.0,245.0,573.0,239.0,4.35,185000.0,NEAR BAY +-122.31,37.99,25.0,6508.0,1137.0,3259.0,1081.0,4.2348,157800.0,NEAR BAY +-122.3,37.98,25.0,3807.0,806.0,1821.0,792.0,3.6518,164300.0,NEAR BAY +-122.32,37.97,29.0,2347.0,464.0,1135.0,490.0,3.9722,161000.0,NEAR BAY +-122.32,38.01,26.0,3054.0,492.0,1495.0,496.0,4.6944,171100.0,NEAR BAY +-122.33,38.0,35.0,3779.0,711.0,2493.0,679.0,2.9781,109000.0,NEAR BAY 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OCEAN +-121.93,36.59,25.0,2201.0,353.0,622.0,295.0,5.0621,386500.0,NEAR OCEAN +-121.95,36.6,32.0,3152.0,504.0,793.0,426.0,7.1198,469900.0,NEAR OCEAN +-121.95,36.59,22.0,3553.0,530.0,1108.0,441.0,5.8505,417100.0,NEAR OCEAN +-121.94,36.58,23.0,4911.0,693.0,1480.0,606.0,6.777,500000.0,NEAR OCEAN +-121.94,36.57,28.0,3153.0,409.0,569.0,271.0,14.4113,500001.0,NEAR OCEAN +-121.93,36.6,33.0,3455.0,683.0,1704.0,663.0,4.0154,225700.0,NEAR OCEAN +-121.92,36.61,29.0,3735.0,808.0,1873.0,757.0,3.1543,253800.0,NEAR OCEAN +-121.93,36.62,34.0,2351.0,,1063.0,428.0,3.725,278000.0,NEAR OCEAN +-121.92,36.61,27.0,3044.0,661.0,1229.0,618.0,3.1359,268000.0,NEAR OCEAN +-121.93,36.62,39.0,869.0,173.0,406.0,165.0,4.0313,253800.0,NEAR OCEAN +-121.92,36.62,52.0,974.0,190.0,403.0,181.0,4.3281,236500.0,NEAR OCEAN +-121.92,36.62,52.0,1001.0,191.0,425.0,184.0,3.7614,241700.0,NEAR OCEAN +-121.92,36.62,47.0,1811.0,401.0,948.0,375.0,3.0379,249300.0,NEAR OCEAN 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OCEAN +-117.15,32.75,9.0,2818.0,821.0,851.0,555.0,2.6181,204200.0,NEAR OCEAN +-117.15,32.75,27.0,3166.0,867.0,1332.0,817.0,2.6742,171400.0,NEAR OCEAN +-117.15,32.74,43.0,2383.0,607.0,962.0,587.0,2.2578,263600.0,NEAR OCEAN +-117.15,32.74,26.0,3149.0,832.0,1320.0,808.0,3.0259,211700.0,NEAR OCEAN +-117.14,32.75,35.0,1391.0,329.0,726.0,317.0,2.6818,159400.0,NEAR OCEAN +-117.14,32.74,47.0,1494.0,327.0,689.0,304.0,3.125,172700.0,NEAR OCEAN +-117.14,32.74,16.0,6075.0,1816.0,2592.0,1634.0,2.5553,178100.0,NEAR OCEAN +-117.14,32.75,29.0,1961.0,565.0,1002.0,569.0,2.2813,118100.0,NEAR OCEAN +-117.14,32.75,25.0,1908.0,513.0,956.0,467.0,2.4828,133300.0,NEAR OCEAN +-117.14,32.75,37.0,1832.0,525.0,955.0,488.0,2.7852,129200.0,NEAR OCEAN +-117.14,32.75,19.0,1358.0,613.0,766.0,630.0,1.0353,150000.0,NEAR OCEAN +-117.14,32.75,20.0,1182.0,379.0,678.0,326.0,2.1937,162500.0,NEAR OCEAN +-117.14,32.75,27.0,1551.0,464.0,880.0,400.0,2.4167,131300.0,NEAR OCEAN 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OCEAN +-117.1,32.75,11.0,2393.0,726.0,1905.0,711.0,1.3448,91300.0,NEAR OCEAN +-117.11,32.75,11.0,1607.0,478.0,1384.0,450.0,2.05,100000.0,NEAR OCEAN +-117.11,32.75,21.0,2127.0,658.0,1812.0,603.0,1.6896,100000.0,NEAR OCEAN +-117.11,32.75,18.0,1943.0,587.0,1329.0,522.0,1.7696,103100.0,NEAR OCEAN +-117.09,32.76,29.0,1650.0,496.0,882.0,445.0,2.2287,140000.0,NEAR OCEAN +-117.09,32.76,31.0,1235.0,387.0,816.0,397.0,1.5517,122500.0,NEAR OCEAN +-117.1,32.76,31.0,987.0,267.0,619.0,250.0,2.9286,151800.0,NEAR OCEAN +-117.1,32.75,16.0,2426.0,799.0,1505.0,754.0,1.6444,103400.0,NEAR OCEAN +-117.1,32.75,21.0,2063.0,609.0,1686.0,558.0,1.4828,94800.0,NEAR OCEAN +-117.1,32.75,20.0,2355.0,722.0,1848.0,576.0,2.0036,99200.0,NEAR OCEAN +-117.1,32.75,15.0,2422.0,774.0,2120.0,715.0,1.0617,92400.0,NEAR OCEAN +-117.1,32.75,23.0,1858.0,551.0,1506.0,492.0,1.7446,85200.0,NEAR OCEAN +-117.11,32.75,46.0,695.0,182.0,601.0,195.0,2.4219,90600.0,NEAR OCEAN +-117.11,32.75,20.0,1667.0,469.0,1292.0,445.0,2.0893,101100.0,NEAR OCEAN +-117.11,32.75,34.0,2131.0,594.0,1373.0,562.0,2.113,102100.0,NEAR OCEAN +-117.12,32.75,13.0,2795.0,773.0,1869.0,690.0,2.1767,101800.0,NEAR OCEAN +-117.1,32.74,14.0,2361.0,601.0,1831.0,526.0,1.6102,93400.0,NEAR OCEAN +-117.11,32.74,25.0,2846.0,644.0,2272.0,632.0,2.2,98700.0,NEAR OCEAN +-117.11,32.74,25.0,684.0,190.0,665.0,187.0,2.4524,90300.0,NEAR OCEAN +-117.11,32.74,33.0,1126.0,267.0,621.0,241.0,3.2422,123100.0,NEAR OCEAN +-117.11,32.73,35.0,1689.0,397.0,1135.0,366.0,2.3269,97300.0,NEAR OCEAN +-117.1,32.73,24.0,2927.0,704.0,2005.0,668.0,2.2375,102900.0,NEAR OCEAN +-117.11,32.73,34.0,1096.0,221.0,574.0,223.0,3.8355,126700.0,NEAR OCEAN +-117.11,32.73,27.0,3160.0,627.0,1628.0,612.0,3.8864,132600.0,NEAR OCEAN +-117.09,32.75,30.0,1899.0,546.0,1620.0,493.0,1.6034,84400.0,NEAR OCEAN +-117.09,32.74,23.0,3130.0,779.0,2472.0,744.0,2.32,93200.0,NEAR OCEAN +-117.1,32.74,20.0,3854.0,1046.0,3555.0,966.0,1.6747,100000.0,NEAR OCEAN 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OCEAN +-117.06,32.67,29.0,4047.0,754.0,2353.0,730.0,4.0505,125000.0,NEAR OCEAN +-117.05,32.68,35.0,3414.0,580.0,1761.0,522.0,3.9922,129800.0,NEAR OCEAN +-117.05,32.67,32.0,4227.0,785.0,2842.0,795.0,3.9646,137800.0,NEAR OCEAN +-117.05,32.68,19.0,1469.0,275.0,1010.0,292.0,3.5664,150400.0,NEAR OCEAN +-117.05,32.67,16.0,2168.0,343.0,1589.0,338.0,5.4863,153800.0,NEAR OCEAN +-117.06,32.66,33.0,3425.0,511.0,1528.0,479.0,5.6889,234600.0,NEAR OCEAN +-117.06,32.66,24.0,2587.0,491.0,1617.0,458.0,3.5066,133400.0,NEAR OCEAN +-117.04,32.66,22.0,3362.0,630.0,1471.0,612.0,4.1442,303900.0,NEAR OCEAN +-117.03,32.67,15.0,5094.0,818.0,2118.0,758.0,5.3505,266600.0,NEAR OCEAN +-117.02,32.68,14.0,3986.0,675.0,2065.0,702.0,5.7192,267400.0,NEAR OCEAN +-117.05,32.69,14.0,1689.0,555.0,1319.0,527.0,3.16,143800.0,NEAR OCEAN +-117.05,32.68,15.0,1828.0,359.0,955.0,248.0,3.2174,165100.0,NEAR OCEAN +-117.04,32.68,13.0,2132.0,425.0,1345.0,432.0,4.0,89300.0,NEAR OCEAN 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OCEAN +-117.23,32.8,28.0,3379.0,918.0,1849.0,849.0,3.0293,241700.0,NEAR OCEAN +-117.24,32.8,26.0,3433.0,873.0,1492.0,798.0,2.9258,234800.0,NEAR OCEAN +-117.24,32.8,28.0,1072.0,331.0,692.0,321.0,2.1357,187500.0,NEAR OCEAN +-117.24,32.8,18.0,2205.0,661.0,874.0,580.0,3.8018,112500.0,NEAR OCEAN +-117.24,32.8,19.0,1863.0,497.0,868.0,503.0,2.288,210000.0,NEAR OCEAN +-117.24,32.8,30.0,1917.0,462.0,828.0,437.0,2.4671,276300.0,NEAR OCEAN +-117.24,32.8,29.0,3376.0,882.0,1513.0,843.0,3.101,238200.0,NEAR OCEAN +-117.25,32.81,32.0,2402.0,551.0,1020.0,532.0,3.3942,307400.0,NEAR OCEAN +-117.25,32.8,35.0,2281.0,506.0,1005.0,496.0,4.2296,275000.0,NEAR OCEAN +-117.25,32.8,26.0,2442.0,659.0,1134.0,624.0,3.3274,295500.0,NEAR OCEAN +-117.26,32.81,25.0,2076.0,586.0,1060.0,554.0,2.8421,227800.0,NEAR OCEAN +-117.26,32.81,30.0,1328.0,346.0,577.0,328.0,2.3284,290600.0,NEAR OCEAN +-117.26,32.81,37.0,1616.0,421.0,650.0,395.0,2.92,326500.0,NEAR OCEAN 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OCEAN +-117.06,32.58,13.0,3435.0,708.0,1761.0,699.0,3.4792,107600.0,NEAR OCEAN +-117.06,32.58,11.0,2879.0,679.0,2098.0,673.0,3.5125,142400.0,NEAR OCEAN +-117.06,32.57,16.0,1269.0,282.0,1609.0,298.0,2.6985,156500.0,NEAR OCEAN +-117.04,32.58,14.0,2355.0,406.0,1883.0,401.0,5.0311,152100.0,NEAR OCEAN +-117.04,32.58,20.0,2029.0,357.0,1497.0,353.0,4.0089,132100.0,NEAR OCEAN +-117.05,32.58,23.0,1918.0,339.0,1392.0,340.0,4.087,134800.0,NEAR OCEAN +-117.05,32.58,25.0,2185.0,370.0,1558.0,369.0,5.3072,132700.0,NEAR OCEAN +-117.05,32.57,22.0,2857.0,516.0,2412.0,496.0,4.7337,127600.0,NEAR OCEAN +-117.06,32.57,25.0,1268.0,282.0,991.0,299.0,3.0284,123600.0,NEAR OCEAN +-117.06,32.57,17.0,2252.0,378.0,1776.0,365.0,4.6364,141100.0,NEAR OCEAN +-117.05,32.57,13.0,2880.0,576.0,2450.0,567.0,3.1696,138000.0,NEAR OCEAN +-117.05,32.56,18.0,1215.0,320.0,1195.0,349.0,1.9875,114900.0,NEAR OCEAN +-117.05,32.56,17.0,985.0,233.0,811.0,223.0,2.875,134500.0,NEAR OCEAN 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+-122.42,37.77,52.0,1176.0,493.0,1136.0,436.0,1.375,312500.0,NEAR BAY +-122.42,37.76,37.0,1291.0,588.0,1846.0,557.0,1.3365,225000.0,NEAR BAY +-122.42,37.77,52.0,2185.0,656.0,1266.0,626.0,2.7794,350000.0,NEAR BAY +-122.42,37.77,52.0,4226.0,1315.0,2619.0,1242.0,2.5755,325000.0,NEAR BAY +-122.42,37.76,52.0,3587.0,1030.0,2259.0,979.0,2.5403,250000.0,NEAR BAY +-122.43,37.77,52.0,2714.0,779.0,1438.0,733.0,3.6031,275000.0,NEAR BAY +-122.43,37.76,52.0,1582.0,353.0,868.0,329.0,3.8261,250000.0,NEAR BAY +-122.43,37.76,52.0,2250.0,566.0,1051.0,562.0,2.8458,350000.0,NEAR BAY +-122.44,37.76,52.0,2959.0,683.0,1145.0,666.0,4.2222,361600.0,NEAR BAY +-122.44,37.76,30.0,5089.0,1210.0,1935.0,1139.0,4.6053,386100.0,NEAR BAY +-122.44,37.75,28.0,4930.0,1381.0,2232.0,1321.0,4.3232,316200.0,NEAR BAY +-122.44,37.76,35.0,1581.0,422.0,580.0,388.0,4.05,423100.0,NEAR BAY +-122.44,37.76,50.0,2589.0,569.0,945.0,544.0,5.2519,376600.0,NEAR BAY +-122.45,37.76,51.0,2564.0,457.0,810.0,442.0,5.6235,500001.0,NEAR BAY 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+-122.44,37.75,52.0,2082.0,425.0,801.0,411.0,4.2708,368900.0,NEAR BAY +-122.43,37.75,52.0,2721.0,581.0,1043.0,519.0,3.7545,383700.0,NEAR BAY +-122.44,37.75,46.0,1519.0,291.0,573.0,289.0,4.2667,338800.0,NEAR BAY +-122.44,37.75,52.0,1573.0,334.0,725.0,338.0,5.0505,380400.0,NEAR BAY +-122.43,37.75,52.0,1615.0,393.0,633.0,378.0,3.5114,347500.0,NEAR BAY +-122.43,37.75,52.0,3521.0,767.0,1415.0,687.0,4.875,362200.0,NEAR BAY +-122.43,37.75,52.0,2960.0,623.0,1191.0,589.0,3.95,347700.0,NEAR BAY +-122.42,37.75,52.0,2164.0,533.0,1122.0,469.0,3.2632,306000.0,NEAR BAY +-122.42,37.74,52.0,2713.0,624.0,1370.0,594.0,4.6547,325700.0,NEAR BAY +-122.42,37.74,52.0,1786.0,427.0,856.0,394.0,3.0833,328100.0,NEAR BAY +-122.43,37.74,52.0,2229.0,498.0,1079.0,472.0,5.0196,324300.0,NEAR BAY +-122.43,37.75,52.0,2155.0,468.0,962.0,490.0,3.775,325900.0,NEAR BAY +-122.43,37.75,40.0,4850.0,977.0,1824.0,952.0,5.0519,356100.0,NEAR BAY +-122.44,37.75,21.0,5457.0,1247.0,2304.0,1180.0,4.5469,409700.0,NEAR BAY +-122.44,37.74,23.0,6291.0,1269.0,2818.0,1198.0,4.2672,391900.0,NEAR BAY +-122.44,37.74,52.0,2074.0,366.0,909.0,394.0,4.8382,294900.0,NEAR BAY +-122.44,37.74,23.0,184.0,44.0,118.0,40.0,4.5375,350000.0,NEAR BAY +-122.43,37.74,52.0,3328.0,653.0,1260.0,614.0,4.7437,331000.0,NEAR BAY +-122.43,37.74,52.0,2637.0,539.0,1159.0,497.0,3.8846,333100.0,NEAR BAY +-122.43,37.74,52.0,1514.0,314.0,724.0,301.0,5.3292,300900.0,NEAR BAY +-122.43,37.73,52.0,1142.0,224.0,494.0,206.0,5.0602,298900.0,NEAR BAY +-122.43,37.73,52.0,1029.0,205.0,461.0,212.0,5.0782,310800.0,NEAR BAY +-122.38,37.76,52.0,248.0,68.0,124.0,51.0,1.4886,450000.0,NEAR BAY +-122.39,37.76,52.0,624.0,170.0,410.0,148.0,4.0042,208300.0,NEAR BAY +-122.39,37.76,52.0,157.0,28.0,88.0,27.0,3.675,162500.0,NEAR BAY +-122.39,37.76,52.0,1877.0,427.0,712.0,398.0,3.9722,290900.0,NEAR BAY +-122.39,37.76,52.0,2316.0,468.0,1047.0,476.0,4.5057,321600.0,NEAR BAY +-122.39,37.76,52.0,3390.0,691.0,1645.0,596.0,3.7051,253700.0,NEAR BAY +-122.4,37.75,44.0,6848.0,1584.0,3269.0,1383.0,2.8679,243300.0,NEAR BAY +-122.4,37.76,52.0,4265.0,912.0,1555.0,836.0,4.119,298300.0,NEAR BAY +-122.4,37.76,52.0,1495.0,311.0,506.0,275.0,4.4375,320000.0,NEAR BAY +-122.4,37.76,52.0,1185.0,246.0,480.0,253.0,4.4074,277300.0,NEAR BAY +-122.41,37.76,52.0,1427.0,281.0,620.0,236.0,1.9944,262500.0,NEAR BAY +-122.4,37.76,52.0,1529.0,385.0,1347.0,348.0,2.9312,239100.0,NEAR BAY +-122.41,37.76,52.0,3452.0,784.0,2987.0,753.0,2.8135,260300.0,NEAR BAY +-122.41,37.76,52.0,2064.0,496.0,1726.0,466.0,3.4028,233300.0,NEAR BAY +-122.41,37.76,52.0,492.0,139.0,316.0,168.0,3.0865,225000.0,NEAR BAY +-122.41,37.76,52.0,351.0,81.0,308.0,75.0,2.6667,325000.0,NEAR BAY +-122.41,37.76,52.0,2479.0,515.0,1816.0,496.0,3.0774,300000.0,NEAR BAY +-122.41,37.76,52.0,2605.0,678.0,2071.0,611.0,3.2964,265000.0,NEAR BAY +-122.4,37.75,52.0,1182.0,307.0,1029.0,306.0,2.0577,214600.0,NEAR BAY +-122.41,37.75,52.0,1057.0,276.0,837.0,292.0,2.4531,229000.0,NEAR BAY +-122.41,37.75,52.0,1919.0,404.0,1483.0,421.0,3.4063,253900.0,NEAR BAY +-122.41,37.75,52.0,1892.0,415.0,1442.0,371.0,4.2891,230000.0,NEAR BAY +-122.41,37.75,52.0,1678.0,386.0,1220.0,357.0,2.5809,255300.0,NEAR BAY +-122.41,37.75,52.0,2164.0,606.0,2034.0,513.0,2.0325,178100.0,NEAR BAY +-122.41,37.75,52.0,2452.0,623.0,1932.0,549.0,2.3903,236100.0,NEAR BAY +-122.41,37.75,9.0,1282.0,334.0,1176.0,305.0,2.6538,206300.0,NEAR BAY +-122.39,37.74,42.0,4110.0,846.0,2147.0,674.0,2.5694,201000.0,NEAR BAY +-122.39,37.73,43.0,4864.0,972.0,3134.0,959.0,4.3393,217300.0,NEAR BAY +-122.4,37.73,45.0,3490.0,712.0,2337.0,781.0,3.4472,225400.0,NEAR BAY +-122.4,37.74,45.0,2462.0,509.0,1587.0,450.0,2.59,211800.0,NEAR BAY +-122.38,37.73,18.0,4037.0,990.0,2722.0,834.0,1.4282,140400.0,NEAR BAY +-122.38,37.73,15.0,6804.0,1664.0,4737.0,1581.0,1.4133,203400.0,NEAR BAY +-122.39,37.74,45.0,1462.0,308.0,924.0,302.0,2.1767,185300.0,NEAR BAY +-122.38,37.73,20.0,120.0,27.0,55.0,19.0,2.625,187500.0,NEAR BAY +-122.38,37.73,40.0,543.0,,259.0,89.0,2.2167,193800.0,NEAR BAY +-122.38,37.73,38.0,1388.0,276.0,871.0,265.0,2.1667,193800.0,NEAR BAY +-122.39,37.73,46.0,1517.0,299.0,879.0,309.0,2.2222,195100.0,NEAR BAY +-122.39,37.73,52.0,1931.0,329.0,1025.0,293.0,2.9063,192000.0,NEAR BAY +-122.39,37.73,52.0,1070.0,224.0,567.0,207.0,2.8603,189000.0,NEAR BAY +-122.4,37.73,48.0,1489.0,326.0,1115.0,356.0,2.6364,199300.0,NEAR BAY +-122.39,37.72,28.0,1609.0,340.0,1064.0,290.0,1.1125,206300.0,NEAR BAY +-122.39,37.72,45.0,2893.0,570.0,1923.0,535.0,3.6607,192300.0,NEAR BAY +-122.39,37.72,52.0,135.0,34.0,93.0,26.0,2.1484,181300.0,NEAR BAY +-122.41,37.75,52.0,3065.0,622.0,1405.0,606.0,3.7813,275900.0,NEAR BAY +-122.41,37.74,38.0,1754.0,382.0,928.0,354.0,4.1417,270800.0,NEAR BAY +-122.41,37.74,34.0,1403.0,262.0,839.0,255.0,4.7031,255200.0,NEAR BAY +-122.41,37.75,52.0,2524.0,559.0,1430.0,476.0,3.4073,254700.0,NEAR BAY +-122.41,37.75,52.0,2515.0,576.0,1209.0,540.0,3.5912,284900.0,NEAR BAY +-122.41,37.74,48.0,409.0,86.0,148.0,70.0,3.6687,335000.0,NEAR BAY +-122.41,37.74,52.0,831.0,175.0,415.0,159.0,1.9464,249000.0,NEAR BAY +-122.41,37.74,52.0,1842.0,339.0,1032.0,357.0,5.5563,250800.0,NEAR BAY +-122.42,37.74,52.0,2019.0,418.0,999.0,448.0,4.2212,271300.0,NEAR BAY +-122.42,37.74,52.0,1916.0,432.0,889.0,424.0,4.0391,279900.0,NEAR BAY +-122.42,37.74,52.0,1674.0,346.0,734.0,335.0,3.8864,281300.0,NEAR BAY +-122.42,37.74,52.0,1271.0,353.0,1076.0,324.0,2.9911,263900.0,NEAR BAY +-122.42,37.75,52.0,2163.0,607.0,1447.0,546.0,3.3555,275000.0,NEAR BAY +-122.41,37.74,43.0,1663.0,330.0,935.0,335.0,4.1552,240900.0,NEAR BAY +-122.41,37.74,47.0,1728.0,398.0,1178.0,315.0,3.2813,229600.0,NEAR BAY +-122.41,37.74,52.0,2058.0,399.0,1208.0,399.0,3.6429,230000.0,NEAR BAY +-122.42,37.73,50.0,3426.0,769.0,2261.0,671.0,2.888,246400.0,NEAR BAY +-122.42,37.74,52.0,1651.0,351.0,973.0,366.0,3.4583,240900.0,NEAR BAY +-122.42,37.74,52.0,2084.0,550.0,1438.0,516.0,2.3087,258600.0,NEAR BAY +-122.42,37.74,52.0,1540.0,370.0,1136.0,363.0,4.3125,243000.0,NEAR BAY +-122.42,37.73,52.0,3230.0,654.0,1765.0,611.0,3.3333,292300.0,NEAR BAY +-122.43,37.73,52.0,1583.0,347.0,935.0,341.0,4.6786,263200.0,NEAR BAY +-122.43,37.73,49.0,1435.0,322.0,1008.0,329.0,4.0,264000.0,NEAR BAY +-122.43,37.73,52.0,1386.0,276.0,729.0,274.0,3.6694,275500.0,NEAR BAY +-122.43,37.72,48.0,1289.0,280.0,782.0,235.0,3.6719,259800.0,NEAR BAY +-122.44,37.72,52.0,1775.0,347.0,1102.0,367.0,4.3125,267200.0,NEAR BAY +-122.44,37.73,52.0,2381.0,492.0,1485.0,447.0,4.3898,270000.0,NEAR BAY +-122.44,37.73,52.0,866.0,205.0,587.0,171.0,5.0224,261900.0,NEAR BAY +-122.42,37.73,46.0,1819.0,411.0,1534.0,406.0,4.0132,229400.0,NEAR BAY +-122.42,37.73,35.0,1871.0,342.0,1055.0,310.0,4.625,279300.0,NEAR BAY +-122.42,37.73,35.0,1791.0,322.0,988.0,304.0,4.5769,254500.0,NEAR BAY +-122.43,37.73,52.0,1985.0,401.0,1337.0,424.0,4.1071,240900.0,NEAR BAY +-122.41,37.73,42.0,2604.0,573.0,1703.0,507.0,3.4231,230200.0,NEAR BAY 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+-122.3,37.53,43.0,1748.0,366.0,984.0,371.0,4.5116,337800.0,NEAR OCEAN +-122.29,37.53,41.0,839.0,190.0,419.0,215.0,5.012,368200.0,NEAR OCEAN +-122.31,37.54,45.0,1222.0,220.0,492.0,205.0,5.539,396900.0,NEAR OCEAN +-122.31,37.54,46.0,2444.0,397.0,952.0,402.0,4.75,388200.0,NEAR OCEAN +-122.31,37.53,41.0,1608.0,269.0,676.0,267.0,4.6125,361700.0,NEAR OCEAN +-122.32,37.53,39.0,2795.0,464.0,1183.0,443.0,5.779,387100.0,NEAR OCEAN +-122.31,37.55,27.0,3931.0,933.0,1877.0,851.0,3.9722,354100.0,NEAR OCEAN +-122.31,37.54,49.0,1340.0,281.0,660.0,284.0,4.163,393800.0,NEAR OCEAN +-122.31,37.54,38.0,1946.0,407.0,975.0,417.0,4.0726,385400.0,NEAR OCEAN +-122.31,37.54,42.0,1159.0,261.0,465.0,247.0,3.1842,352800.0,NEAR OCEAN +-122.3,37.55,35.0,3675.0,735.0,1930.0,715.0,3.9833,342800.0,NEAR OCEAN +-122.31,37.55,45.0,507.0,140.0,305.0,139.0,2.6159,272900.0,NEAR OCEAN +-122.31,37.56,45.0,1685.0,321.0,815.0,314.0,4.2955,309700.0,NEAR OCEAN +-122.31,37.56,36.0,1727.0,340.0,952.0,337.0,4.7917,316000.0,NEAR OCEAN +-122.31,37.56,45.0,1792.0,301.0,829.0,318.0,4.9013,330100.0,NEAR OCEAN +-122.31,37.56,40.0,1351.0,330.0,701.0,297.0,3.32,292900.0,NEAR OCEAN +-122.31,37.57,37.0,1437.0,305.0,979.0,331.0,4.0,273700.0,NEAR OCEAN +-122.31,37.57,31.0,2197.0,477.0,1193.0,394.0,4.6371,271100.0,NEAR OCEAN +-122.3,37.57,36.0,1973.0,352.0,1169.0,370.0,5.033,270900.0,NEAR BAY +-122.3,37.56,37.0,1962.0,367.0,1267.0,382.0,4.7344,271800.0,NEAR OCEAN +-122.3,37.57,36.0,2406.0,436.0,1189.0,403.0,4.7917,276100.0,NEAR BAY +-122.29,37.56,34.0,1693.0,281.0,846.0,291.0,5.3683,339400.0,NEAR BAY +-122.3,37.56,36.0,1379.0,228.0,750.0,227.0,5.5381,282000.0,NEAR OCEAN +-122.29,37.56,36.0,805.0,140.0,445.0,139.0,5.8221,289400.0,NEAR BAY +-122.3,37.56,35.0,1873.0,351.0,945.0,333.0,5.5184,274800.0,NEAR OCEAN +-122.29,37.56,12.0,6474.0,1467.0,2516.0,1390.0,5.0353,305800.0,NEAR BAY +-122.26,37.55,17.0,4576.0,814.0,1941.0,807.0,5.9572,443800.0,NEAR BAY +-122.26,37.55,17.0,1321.0,425.0,683.0,408.0,4.7045,500001.0,NEAR BAY +-122.27,37.55,16.0,4789.0,816.0,1840.0,763.0,6.7474,338200.0,NEAR BAY +-122.26,37.54,16.0,2118.0,333.0,770.0,318.0,7.2477,376000.0,NEAR BAY +-122.27,37.55,15.0,1958.0,282.0,811.0,284.0,8.1221,483300.0,NEAR BAY +-122.28,37.55,17.0,4199.0,629.0,2020.0,630.0,6.1228,375700.0,NEAR BAY +-122.27,37.56,17.0,3211.0,847.0,1553.0,812.0,4.9434,292100.0,NEAR BAY +-122.27,37.56,5.0,4921.0,1179.0,1810.0,1073.0,5.6936,322200.0,NEAR BAY +-122.26,37.54,13.0,1422.0,295.0,395.0,195.0,5.3247,327800.0,NEAR BAY +-122.26,37.54,5.0,3264.0,442.0,1607.0,453.0,9.1415,500001.0,NEAR BAY +-122.26,37.54,5.0,1649.0,388.0,779.0,376.0,6.9635,417300.0,NEAR BAY +-122.27,37.54,5.0,2140.0,420.0,990.0,394.0,6.035,438800.0,NEAR BAY +-122.27,37.54,16.0,3913.0,565.0,1752.0,557.0,7.3644,419700.0,NEAR BAY +-122.27,37.54,15.0,2126.0,310.0,905.0,306.0,8.9083,500001.0,NEAR BAY +-122.26,37.56,23.0,7283.0,1342.0,3399.0,1298.0,5.6683,391000.0,NEAR BAY +-122.26,37.57,23.0,7995.0,1254.0,3484.0,1198.0,6.5948,404000.0,NEAR BAY +-122.25,37.56,19.0,7976.0,1406.0,3437.0,1338.0,5.6396,430300.0,NEAR BAY +-122.29,37.55,27.0,3789.0,874.0,2243.0,866.0,4.39,270100.0,NEAR OCEAN +-122.28,37.54,24.0,5114.0,1357.0,3169.0,1268.0,3.9699,293200.0,NEAR OCEAN +-122.29,37.54,43.0,2268.0,438.0,1151.0,449.0,4.9091,293200.0,NEAR OCEAN +-122.28,37.54,37.0,991.0,180.0,463.0,177.0,5.1701,294200.0,NEAR OCEAN +-122.29,37.54,39.0,1459.0,285.0,761.0,291.0,5.0081,298100.0,NEAR OCEAN +-122.29,37.54,41.0,1743.0,349.0,811.0,349.0,4.9464,282400.0,NEAR OCEAN +-122.29,37.53,35.0,2043.0,511.0,1089.0,504.0,3.0278,310600.0,NEAR OCEAN +-122.28,37.53,15.0,5417.0,1199.0,2593.0,1098.0,4.8047,438000.0,NEAR OCEAN +-122.28,37.53,34.0,1980.0,385.0,970.0,391.0,5.1207,310900.0,NEAR OCEAN +-122.27,37.53,43.0,1145.0,230.0,586.0,254.0,3.5,267400.0,NEAR OCEAN +-122.28,37.53,25.0,3710.0,1015.0,2068.0,958.0,3.5445,286700.0,NEAR OCEAN +-122.29,37.52,33.0,4104.0,751.0,1837.0,771.0,5.3506,388100.0,NEAR OCEAN +-122.28,37.52,27.0,2958.0,655.0,1285.0,577.0,4.0801,397800.0,NEAR OCEAN +-122.28,37.52,29.0,1526.0,355.0,724.0,315.0,4.0313,435200.0,NEAR OCEAN +-122.28,37.52,38.0,2197.0,357.0,1228.0,373.0,5.4719,397900.0,NEAR OCEAN +-122.29,37.52,38.0,3767.0,603.0,1455.0,615.0,6.8787,386800.0,NEAR OCEAN +-122.3,37.52,38.0,2769.0,387.0,994.0,395.0,5.5902,417000.0,NEAR OCEAN +-122.3,37.51,35.0,2789.0,445.0,1156.0,404.0,5.4322,391000.0,NEAR OCEAN +-122.3,37.52,32.0,2297.0,347.0,871.0,342.0,8.1039,382200.0,NEAR OCEAN +-122.31,37.52,24.0,2328.0,335.0,969.0,354.0,7.7364,435800.0,NEAR OCEAN +-122.32,37.52,26.0,4042.0,591.0,1611.0,578.0,8.4693,419200.0,NEAR OCEAN +-122.31,37.5,22.0,14034.0,3020.0,6266.0,2952.0,4.3939,491200.0,NEAR OCEAN +-122.27,37.52,35.0,1051.0,259.0,517.0,234.0,3.7,339700.0,NEAR OCEAN +-122.27,37.51,36.0,1406.0,224.0,598.0,237.0,5.8964,414800.0,NEAR OCEAN +-122.29,37.51,35.0,3040.0,520.0,1374.0,518.0,6.1004,426400.0,NEAR OCEAN +-122.26,37.52,34.0,483.0,131.0,291.0,157.0,3.0833,256300.0,NEAR OCEAN +-122.26,37.51,46.0,672.0,149.0,351.0,136.0,5.3264,258100.0,NEAR OCEAN +-122.25,37.51,45.0,989.0,174.0,504.0,180.0,4.8382,289400.0,NEAR OCEAN +-122.25,37.5,44.0,348.0,79.0,154.0,73.0,4.7708,253800.0,NEAR OCEAN +-122.27,37.51,39.0,3996.0,793.0,1744.0,761.0,4.5075,364900.0,NEAR OCEAN +-122.26,37.51,29.0,3703.0,1075.0,1611.0,1025.0,2.7075,323800.0,NEAR OCEAN +-122.26,37.5,24.0,2307.0,510.0,842.0,507.0,3.6111,341500.0,NEAR OCEAN +-122.26,37.5,52.0,878.0,186.0,393.0,186.0,3.7045,360500.0,NEAR OCEAN +-122.25,37.5,45.0,1812.0,336.0,752.0,329.0,4.95,345000.0,NEAR OCEAN +-122.25,37.49,43.0,2607.0,477.0,1225.0,461.0,4.224,349600.0,NEAR OCEAN +-122.25,37.49,40.0,2709.0,521.0,1156.0,510.0,4.6366,395500.0,NEAR OCEAN +-122.25,37.49,44.0,4420.0,743.0,1790.0,735.0,6.142,394700.0,NEAR OCEAN +-122.26,37.5,44.0,6983.0,1131.0,2818.0,1115.0,5.6271,374800.0,NEAR OCEAN +-122.28,37.51,33.0,4719.0,,1980.0,757.0,6.1064,405000.0,NEAR OCEAN +-122.28,37.5,33.0,6499.0,998.0,2694.0,957.0,7.4787,431300.0,NEAR OCEAN +-122.28,37.49,25.0,7335.0,1157.0,2626.0,1049.0,6.5475,500001.0,NEAR OCEAN +-122.28,37.49,29.0,4148.0,635.0,1638.0,627.0,6.912,457200.0,NEAR OCEAN +-122.27,37.48,26.0,3542.0,507.0,1392.0,524.0,8.5184,500001.0,NEAR OCEAN +-122.26,37.48,34.0,4453.0,682.0,1805.0,672.0,5.6038,451300.0,NEAR OCEAN +-122.29,37.48,15.0,5480.0,892.0,2009.0,831.0,7.4678,500001.0,NEAR OCEAN +-122.27,37.47,44.0,3022.0,473.0,1235.0,477.0,6.7058,495900.0,NEAR OCEAN +-122.26,37.46,26.0,5067.0,750.0,1996.0,728.0,7.0001,500001.0,NEAR OCEAN +-122.28,37.47,44.0,863.0,114.0,281.0,99.0,6.8879,500001.0,NEAR OCEAN +-122.24,37.47,41.0,1183.0,203.0,455.0,171.0,5.1071,314100.0,NEAR OCEAN +-122.25,37.48,37.0,3507.0,569.0,1663.0,608.0,5.0863,440300.0,NEAR OCEAN +-122.24,37.47,40.0,1504.0,270.0,689.0,287.0,6.1244,308800.0,NEAR OCEAN +-122.25,37.47,38.0,645.0,124.0,265.0,103.0,5.4688,305000.0,NEAR OCEAN +-122.25,37.47,35.0,3183.0,515.0,1313.0,487.0,5.9062,383200.0,NEAR OCEAN +-122.25,37.48,45.0,2743.0,390.0,974.0,400.0,7.1621,500001.0,NEAR OCEAN +-122.24,37.48,45.0,4126.0,696.0,1722.0,668.0,4.8966,362100.0,NEAR OCEAN +-122.24,37.48,40.0,4459.0,1027.0,2080.0,982.0,3.5322,361900.0,NEAR OCEAN +-122.24,37.48,47.0,2423.0,407.0,1010.0,407.0,6.2154,362700.0,NEAR OCEAN +-122.24,37.49,30.0,2956.0,590.0,1191.0,594.0,3.7463,427600.0,NEAR OCEAN +-122.24,37.49,38.0,4105.0,950.0,2561.0,909.0,3.8684,265600.0,NEAR OCEAN +-122.21,37.48,39.0,1535.0,340.0,1204.0,370.0,2.8482,247200.0,NEAR BAY +-122.23,37.49,11.0,840.0,329.0,1338.0,345.0,2.3333,241700.0,NEAR OCEAN +-122.21,37.49,24.0,2528.0,947.0,2437.0,861.0,2.2746,225000.0,NEAR BAY +-122.22,37.48,47.0,2570.0,783.0,3107.0,724.0,2.8058,229500.0,NEAR OCEAN +-122.22,37.48,34.0,1541.0,584.0,1564.0,558.0,2.56,250000.0,NEAR OCEAN +-122.24,37.49,19.0,322.0,112.0,191.0,102.0,2.5833,500001.0,NEAR OCEAN 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OCEAN +-122.08,37.04,34.0,2800.0,577.0,1353.0,512.0,4.1161,220900.0,NEAR OCEAN +-122.08,37.03,36.0,4682.0,899.0,2143.0,832.0,4.5096,203700.0,NEAR OCEAN +-122.04,37.04,17.0,4977.0,994.0,1987.0,947.0,3.8854,312300.0,NEAR OCEAN +-122.03,37.03,21.0,4650.0,733.0,2014.0,704.0,5.6233,322000.0,NEAR OCEAN +-122.02,37.01,20.0,1005.0,138.0,345.0,129.0,10.0968,500001.0,NEAR OCEAN +-122.03,37.0,30.0,2077.0,342.0,816.0,328.0,5.2078,440500.0,NEAR OCEAN +-122.04,37.08,20.0,467.0,95.0,229.0,86.0,4.8,261500.0,NEAR OCEAN +-122.02,37.09,35.0,1818.0,368.0,682.0,254.0,4.8611,240000.0,NEAR OCEAN +-122.03,37.05,12.0,2010.0,422.0,784.0,407.0,3.9728,190900.0,NEAR OCEAN +-122.01,37.06,19.0,4113.0,767.0,2006.0,732.0,5.1121,308100.0,NEAR OCEAN +-122.0,37.08,17.0,4154.0,739.0,2149.0,693.0,5.5919,373400.0,NEAR OCEAN +-121.95,37.11,21.0,2387.0,357.0,913.0,341.0,7.736,397700.0,<1H OCEAN +-121.96,37.1,20.0,922.0,155.0,361.0,135.0,6.3617,331500.0,<1H OCEAN +-121.87,37.1,20.0,1918.0,304.0,798.0,302.0,7.5755,402300.0,<1H OCEAN +-121.9,37.1,23.0,1708.0,287.0,670.0,238.0,6.4517,356600.0,<1H OCEAN +-121.93,37.04,36.0,1522.0,230.0,677.0,206.0,5.8642,363500.0,<1H OCEAN +-121.96,37.03,17.0,1343.0,203.0,511.0,185.0,4.625,386400.0,NEAR OCEAN +-121.93,37.05,14.0,679.0,108.0,306.0,113.0,6.4214,340600.0,<1H OCEAN +-121.96,37.06,16.0,1321.0,224.0,650.0,206.0,6.3258,390000.0,NEAR OCEAN +-121.99,37.05,19.0,2023.0,392.0,955.0,328.0,5.2486,353000.0,NEAR OCEAN +-122.0,37.06,20.0,2403.0,376.0,1149.0,369.0,6.0621,304400.0,NEAR OCEAN +-122.01,37.03,21.0,5904.0,956.0,2616.0,916.0,5.9039,355300.0,NEAR OCEAN +-121.97,37.01,21.0,2073.0,357.0,1044.0,351.0,4.5682,371600.0,NEAR OCEAN +-121.98,36.99,14.0,6787.0,1454.0,3416.0,1357.0,3.5943,262400.0,NEAR OCEAN +-121.97,37.0,25.0,990.0,166.0,522.0,185.0,4.8269,272900.0,NEAR OCEAN +-121.98,36.98,29.0,2681.0,632.0,1652.0,620.0,3.075,215800.0,NEAR OCEAN +-121.99,36.99,16.0,1592.0,369.0,1039.0,351.0,3.6364,207000.0,NEAR OCEAN 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Оценить, насколько хорошо она подходит для решения сформулированной вами задачи + +# Вариант 2 Логистическая регрессия + +# Предсказание медианной стоимости жилья на основе всех доступных признаков. + +import matplotlib.pyplot as plt +import pandas as pd +import numpy as np +import math +from sklearn.linear_model import LinearRegression +from sklearn.metrics import r2_score +from sklearn.model_selection import train_test_split +from sklearn.impute import SimpleImputer + +# Загрузка данных +df = pd.read_csv('housing.csv') + +# Определение признаков (X) и целевой переменной (y) +X = df.drop(columns=["median_house_value", "longitude", "latitude", "ocean_proximity"]).astype(float) +y = df['median_house_value'].astype(float) + +# Обработка пропущенных значений с использованием SimpleImputer +imputer = SimpleImputer(strategy='mean') +X = imputer.fit_transform(X) + +# Разделение данных на обучающий, валидационный и тестовый наборы +X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=0) +X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=0) + +# Создание и обучение модели линейной регрессии +linear_model = LinearRegression() +linear_model.fit(X_train, y_train) + +# Вывод коэффициентов и пересечения +print(f'Коэффициенты линейной регрессии: {linear_model.coef_}') +print(f'Пересечение линейной регрессии: {linear_model.intercept_}') + +# Предсказание значений на тестовом наборе +y_pred = linear_model.predict(X_test) + +# Оценка модели +train_score = linear_model.score(X_train, y_train) +val_score = linear_model.score(X_val, y_val) +test_score = linear_model.score(X_test, y_test) + +print(f'R^2 на обучающем наборе: {train_score}') +print(f'R^2 на валидационном наборе: {val_score}') +print(f'R^2 на тестовом наборе: {test_score}') + +# Оценка качества предсказаний +MSE = np.square(np.subtract(y_test, y_pred)).mean() +RMSE = math.sqrt(MSE) +print(f'Среднеквадратичная ошибка: {MSE}') +print(f'Корень из среднеквадратичной ошибки: {RMSE}') + + +# Визуализация предсказаний +plt.figure(figsize=(8, 6), dpi=80) +plt.scatter(y_test, y_pred, alpha=0.2, color='slateblue') +m, b = np.polyfit(y_test, y_pred, 1) +plt.plot(y_test, m * y_test + b, color='midnightblue') +plt.xlabel('Фактическое значение (тестовый набор)', fontsize=14) +plt.ylabel('Предсказанное значение (тестовый набор)', fontsize=14) +plt.title('Линейная регрессия: предсказанные и фактические значения (тестовый набор)', fontsize=16) +plt.grid(linewidth=0.5) +plt.show()