{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"gpuType":"T4","authorship_tag":"ABX9TyNljuk+jAzV+JkdF7n4aw1a"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"gpuClass":"standard","accelerator":"GPU"},"cells":[{"cell_type":"code","source":["!nvidia-smi"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"I8kRjgECGru_","executionInfo":{"status":"ok","timestamp":1685358706514,"user_tz":-60,"elapsed":9,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}},"outputId":"d415ac7d-f58d-42c6-83d6-756889cd40de"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Mon May 29 11:11:44 2023 \n","+-----------------------------------------------------------------------------+\n","| NVIDIA-SMI 525.85.12 Driver Version: 525.85.12 CUDA Version: 12.0 |\n","|-------------------------------+----------------------+----------------------+\n","| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n","| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n","| | | MIG M. |\n","|===============================+======================+======================|\n","| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n","| N/A 52C P8 9W / 70W | 0MiB / 15360MiB | 0% Default |\n","| | | N/A |\n","+-------------------------------+----------------------+----------------------+\n"," \n","+-----------------------------------------------------------------------------+\n","| Processes: |\n","| GPU GI CI PID Type Process name GPU Memory |\n","| ID ID Usage |\n","|=============================================================================|\n","| No running processes found |\n","+-----------------------------------------------------------------------------+\n"]}]},{"cell_type":"code","source":["import os\n","from google.colab import drive\n","\n","drive.mount(\"/content/gdrive\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jfWYDstzGsve","executionInfo":{"status":"ok","timestamp":1685358755339,"user_tz":-60,"elapsed":48829,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}},"outputId":"4ef38f7d-7241-4e84-fb13-33aab45b1b48"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/gdrive\n"]}]},{"cell_type":"code","source":["# Instalar PyTorch y torchvision:\n","!pip install torch torchvision"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"01p_wc0nGs3J","executionInfo":{"status":"ok","timestamp":1685193420494,"user_tz":-60,"elapsed":3626,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}},"outputId":"77397f76-f74e-40b1-ccfe-7ac8dc8d0e6f"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.0.1+cu118)\n","Requirement already satisfied: torchvision in /usr/local/lib/python3.10/dist-packages (0.15.2+cu118)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch) (3.12.0)\n","Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch) (4.5.0)\n","Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch) (1.11.1)\n","Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch) (3.1)\n","Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.2)\n","Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch) (2.0.0)\n","Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch) (3.25.2)\n","Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch) (16.0.5)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from torchvision) (1.22.4)\n","Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from torchvision) (2.27.1)\n","Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.10/dist-packages (from torchvision) (8.4.0)\n","Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch) (2.1.2)\n","Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (1.26.15)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (2022.12.7)\n","Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (2.0.12)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (3.4)\n","Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch) (1.3.0)\n"]}]},{"cell_type":"code","source":["# Pip install method (recommended)\n","\n","!pip install ultralytics\n","\n","from IPython import display\n","display.clear_output()\n","\n","import ultralytics\n","ultralytics.checks()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"C1NvGPdUGx9W","executionInfo":{"status":"ok","timestamp":1685193424958,"user_tz":-60,"elapsed":4468,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}},"outputId":"c1dda85d-5f00-400b-b329-bbfe095dd30b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["Ultralytics YOLOv8.0.109 🚀 Python-3.10.11 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n","Setup complete ✅ (2 CPUs, 12.7 GB RAM, 27.1/166.8 GB disk)\n"]}]},{"cell_type":"code","source":["from ultralytics import YOLO\n","\n","from IPython.display import display, Image"],"metadata":{"id":"KJbVoXY7Gs-S"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["import pandas as pd\n","import matplotlib.pyplot as plt\n","from sklearn.linear_model import LinearRegression\n","from scipy import stats\n","\n","# Cargar los datos del archivo .csv\n","data = pd.read_csv('/content/Regresión_cap.csv')\n","\n","# Definir las variables x e y\n","x = data['Pixel-cm'].values.reshape(-1,1)\n","y = data['SUB1_Altitude'].values.reshape(-1,1)\n","\n","# Crear el modelo de regresión lineal\n","model = LinearRegression()\n","model.fit(x, y)\n","\n","# Calcular los residuos estudentizados\n","y_pred = model.predict(x)\n","residuals = y - y_pred\n","studentized_residuals = stats.zscore(residuals)\n","\n","# Definir el umbral para detectar outliers\n","threshold = 3\n","\n","# Filtrar los datos para eliminar outliers\n","filtered_data = data[abs(studentized_residuals) < threshold]\n","\n","# Definir las variables x e y con los datos filtrados\n","x = filtered_data['SUB1_Altitude'].values.reshape(-1,1)\n","y = filtered_data['Pixel-cm'].values.reshape(-1,1)\n","\n","# Crear el modelo de regresión lineal con los datos filtrados\n","model = LinearRegression()\n","model.fit(x, y)\n","\n","# Predecir los valores de y para cada valor de x con los datos filtrados\n","y_pred = model.predict(x)\n","\n","# Crear x_pred con los valores de x que van junto a y_pred\n","x_pred = x\n","\n","# Mostrar la tabla con las alturas y el área predicha\n","print(filtered_data[['SUB1_Altitude', 'Pixel-cm']])\n","\n","# Graficar los datos originales y la línea de regresión\n","plt.scatter(x_pred, y_pred)\n","plt.plot(x_pred, y_pred, color='red')\n","plt.ylabel('Pixel-cm')\n","plt.xlabel('Altura')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"qeyIRB2zki5w","executionInfo":{"status":"ok","timestamp":1685194149762,"user_tz":-60,"elapsed":434,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}},"outputId":"f9b7e057-e533-4df4-82e7-9cd02d46da56"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":[" SUB1_Altitude Pixel-cm\n","0 0.84 46.4332\n","1 0.95 43.1545\n","2 0.96 44.5856\n","3 0.99 35.7016\n","4 0.99 56.7153\n","5 1.00 42.6127\n","6 1.01 42.5130\n","7 1.03 60.3800\n","8 1.05 63.5690\n","9 1.06 34.0064\n","10 1.07 43.6965\n","11 1.08 28.3655\n","12 1.08 51.3074\n","13 1.09 56.2790\n","14 1.09 44.7290\n","15 3.49 78.6984\n","16 3.05 55.9269\n","17 3.00 36.7408\n","18 2.91 51.6109\n","19 2.90 70.4403\n","20 2.81 52.5582\n","21 2.76 29.7149\n","22 2.76 43.2263\n","23 2.74 42.5661\n","24 2.69 32.2872\n","25 2.68 38.7930\n","26 2.60 33.4695\n","27 2.60 58.3721\n","28 1.38 34.3972\n","29 1.37 33.0714\n","30 1.37 44.0291\n","31 1.36 31.8810\n","32 1.36 35.9489\n","33 1.36 30.4704\n","34 1.36 31.6998\n","35 1.36 27.8210\n","36 1.34 57.0840\n","37 1.34 36.9639\n","38 1.33 51.0981\n","39 1.33 45.3685\n","40 1.33 57.1413\n","41 1.33 46.1450\n","42 1.32 28.8302\n","43 1.32 43.2791\n","44 1.31 54.3598\n","45 1.31 34.1521\n","46 1.30 52.0482\n","47 1.30 48.1853\n","48 1.30 35.4231\n","49 1.25 38.4767\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Definir la resolución de la imagen\n","resolution_x = 6048\n","resolution_y = 4024\n","\n","# Calcular el área en píxeles de la imagen\n","area_pixels = resolution_x * resolution_y\n","\n","# Calcular el área en cm^2 para cada altura en el archivo .csv\n","area_cm2 = area_pixels / y_pred**2\n","\n","# Agregar la columna 'area_cm2' al archivo .csv\n","filtered_data = filtered_data.copy()\n","filtered_data.loc[:, 'area_cm2'] = area_cm2/10000\n","filtered_data.loc[:, 'SUB1_Altitude'] = x_pred\n","\n","# Load the new data from the .xlsx file\n","new_data = pd.read_excel('/content/gdrive/MyDrive/Trabajo/telemetria/Capbreton/ICB20_TF08.xlsx')\n","\n","# Convert the 'SUB1_Altitude' column to a numeric type\n","new_data['SUB1_Altitude'] = pd.to_numeric(new_data['SUB1_Altitude'], errors='coerce')\n","\n","# Remove rows with NaN values in the 'SUB1_Altitude' column\n","new_data = new_data.dropna(subset=['SUB1_Altitude'])\n","\n","# Extract the 'SUB1_Altitude' values from the new dataIA418_TF02\n","new_x = new_data['SUB1_Altitude'].values.reshape(-1, 1)\n","\n","# Make predictions for the 'Pixel-cm' values using the model\n","new_y_pred = model.predict(new_x)\n","\n","# Calculate the area in cm^2 for each altitude in the new data\n","new_area_m2 = area_pixels / new_y_pred**2\n","\n","# Add a new column to the new data with the predicted 'Pixel-cm' values\n","new_data['Pixel-cm'] = new_y_pred\n","\n","# Add a new column to the new data with the calculated 'area_cm2' values\n","new_data['area_m2'] = new_area_m2/10000\n","\n","# Display the updated new data with the predicted 'Pixel-cm' and calculated 'area_cm2' columns\n","print(new_data[['SUB1_Altitude', 'Pixel-cm', 'area_m2']])\n","\n","# Save the updated new data to an Excel file\n","new_data.to_excel('/content/IA418_TF22_updated.xlsx', index=False)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Pr620S5LkO4p","executionInfo":{"status":"ok","timestamp":1685194156948,"user_tz":-60,"elapsed":1257,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}},"outputId":"2c7dfb12-ab8f-4090-aff5-fd8539c9f784"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":[" SUB1_Altitude Pixel-cm area_m2\n","0 1.80 44.878123 1.208371\n","1 1.87 45.108220 1.196075\n","2 2.11 45.897123 1.155311\n","3 1.47 43.793381 1.268974\n","4 1.47 43.793381 1.268974\n",".. ... ... ...\n","175 2.35 46.686026 1.116596\n","176 2.16 46.061478 1.147081\n","177 1.93 45.305445 1.185684\n","178 2.14 45.995736 1.150362\n","179 2.04 45.667026 1.166982\n","\n","[180 rows x 3 columns]\n"]}]},{"cell_type":"markdown","source":["## Inference with YOLOv8"],"metadata":{"id":"Adb1Qq5aJ3NS"}},{"cell_type":"code","source":["%cd /content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def\n","!yolo task=detect mode=predict model=/content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def/runs/detect/Train/Aug/weights/best.pt conf=0.5 source=/content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def/Dataset/predictions/ICB20/ICB20_TF08 save_json=True save=True "],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PyJgYa73GIjz","executionInfo":{"status":"ok","timestamp":1685194485224,"user_tz":-60,"elapsed":318493,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}},"outputId":"d8baeae4-9848-40de-aa6e-34da08068a92"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def\n","Ultralytics YOLOv8.0.109 🚀 Python-3.10.11 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n","Model summary (fused): 268 layers, 68125494 parameters, 0 gradients\n","\n","image 1/206 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/content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def/Dataset/predictions/ICB20/ICB20_TF08/ICB20_TF08_0207.JPG: 544x800 2 Phakellias, 3 Dendrophyllias, 109.1ms\n","image 201/206 /content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def/Dataset/predictions/ICB20/ICB20_TF08/ICB20_TF08_0208.JPG: 544x800 1 Phakellia, 3 Dendrophyllias, 83.8ms\n","image 202/206 /content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def/Dataset/predictions/ICB20/ICB20_TF08/ICB20_TF08_0209.JPG: 544x800 2 Phakellias, 4 Dendrophyllias, 109.1ms\n","image 203/206 /content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def/Dataset/predictions/ICB20/ICB20_TF08/ICB20_TF08_0210.JPG: 544x800 3 Phakellias, 4 Dendrophyllias, 82.6ms\n","image 204/206 /content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def/Dataset/predictions/ICB20/ICB20_TF08/ICB20_TF08_0211.JPG: 544x800 (no detections), 88.4ms\n","image 205/206 /content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def/Dataset/predictions/ICB20/ICB20_TF08/ICB20_TF08_0212.JPG: 544x800 (no detections), 109.1ms\n","image 206/206 /content/gdrive/MyDrive/Trabajo/Object_Detection/YOLOv8/YOLOv8_def/Dataset/predictions/ICB20/ICB20_TF08/ICB20_TF08_0213.JPG: 544x800 (no detections), 109.2ms\n","Speed: 4.5ms preprocess, 95.8ms inference, 2.2ms postprocess per image at shape (1, 3, 800, 800)\n","Results saved to runs/detect/predict28\n","\"\"\"\n","\n","imagenes = []\n","phakellias = []\n","dendrophyllias = []\n","\n","for line in resultados.split('\\n'):\n"," image_match = re.search(r'ICB20_TF08_\\d+.JPG', line)\n"," if image_match:\n"," imagenes.append(image_match.group(0))\n"," \n"," phakellia_match = re.search(r'(\\d+) Phakellias?', line)\n"," phakellia_count = int(phakellia_match.group(1)) if phakellia_match else 0\n"," phakellias.append(phakellia_count)\n","\n"," dendrophyllia_match = re.search(r'(\\d+) Dendrophyllias?', line)\n"," dendrophyllia_count = int(dendrophyllia_match.group(1)) if dendrophyllia_match else 0\n"," dendrophyllias.append(dendrophyllia_count)\n","\n","data = {'Image': imagenes,\n"," 'Phakellia': phakellias,\n"," 'Dendrophyllia': dendrophyllias}\n","\n","df = pd.DataFrame(data)\n","df.to_csv('inference.csv', index=False)\n","\n","print(df)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LVQGnf7gMC7W","executionInfo":{"status":"ok","timestamp":1685194518329,"user_tz":-60,"elapsed":6,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}},"outputId":"4c97d00c-3c03-485a-c322-68924931d052"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":[" Image Phakellia Dendrophyllia\n","0 ICB20_TF08_0008.JPG 6 2\n","1 ICB20_TF08_0009.JPG 5 0\n","2 ICB20_TF08_0010.JPG 7 3\n","3 ICB20_TF08_0011.JPG 8 3\n","4 ICB20_TF08_0012.JPG 9 2\n",".. ... ... ...\n","201 ICB20_TF08_0209.JPG 2 4\n","202 ICB20_TF08_0210.JPG 3 4\n","203 ICB20_TF08_0211.JPG 0 0\n","204 ICB20_TF08_0212.JPG 0 0\n","205 ICB20_TF08_0213.JPG 0 0\n","\n","[206 rows x 3 columns]\n"]}]},{"cell_type":"code","source":["import pandas as pd\n","\n","# Lee el archivo \"IA418_TF16_updated.csv\" en un DataFrame de pandas\n","df_updated = pd.read_excel('/content/IA418_TF22_updated.xlsx')\n","\n","# Une los dos DataFrames (`df` y `df_updated`) usando la función `merge` de pandas\n","merged_df = pd.merge(df, df_updated, left_on='Image', right_on='Foto', how='inner')\n","\n","# Guarda el DataFrame resultante en un archivo .csv\n","merged_df.to_csv('IA418_TF18_updated.csv', index=False)"],"metadata":{"id":"OtPdLvl8SffM"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["import pandas as pd\n","\n","# Lee el archivo \"IA418_TF16_updated.csv\" en un DataFrame de pandas\n","df_updated = pd.read_csv('IA418_TF18_updated.csv')\n","\n","df_updated['Phakellia_m2'] = df_updated['Phakellia'] / df_updated['area_m2']\n","df_updated['Dendrophyllia_m2'] = df_updated['Dendrophyllia'] / df_updated['area_m2']\n","\n","# Selecciona solo las columnas que deseas mantener en el nuevo archivo .csv\n","selected_columns = df_updated[['Image', 'Phakellia', 'Dendrophyllia', 'SUB1_Lon', 'SUB1_Lat', 'area_m2', 'Phakellia_m2','Dendrophyllia_m2']]\n","\n","# Guarda el DataFrame resultante en un nuevo archivo .csv\n","selected_columns.to_excel('/content/map_ICB20_TF08.xlsx', index=False)\n","#new_data.to_csv('map_IA418_TF18.csv')"],"metadata":{"id":"CCnOCKH2TDF1"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["import pandas as pd\n","\n","df_updated = pd.read_excel('/content/gdrive/MyDrive/Trabajo/Object_Detection/Mapas/Capbreton/map_ICB20_TF08.xlsx')\n","# Selecciona solo las columnas que deseas mantener en el nuevo archivo .csv\n","selected_columns = df_updated[['SUB1_Lon', 'SUB1_Lat', 'Phakellia_m2']]\n","\n","# Guarda el DataFrame resultante en un nuevo archivo .csv\n","selected_columns.to_csv('/content/map_ICB20_TF08.csv', index=False)"],"metadata":{"id":"Pya70fkKT-zv","executionInfo":{"status":"ok","timestamp":1685359272742,"user_tz":-60,"elapsed":352,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}}},"execution_count":24,"outputs":[]},{"cell_type":"code","source":["import pandas as pd\n","\n","# Selecciona solo las columnas que deseas mostrar en la tabla\n","selected_columns = df_updated[['Image', 'Phakellia', 'Dendrophyllia', 'SUB1_Lon', 'SUB1_Lat', 'Water_Depth', 'area_m2', 'Phakellia_m2','Dendrophyllia_m2']]\n","\n","# Aplica un estilo simple a la tabla\n","styled_table = selected_columns.style.set_properties(**{\n"," 'border': '1px solid black',\n"," 'text-align': 'left'\n","})\n","\n","# Muestra la tabla\n","styled_table"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"KGMaWm8cZ6zP","executionInfo":{"status":"ok","timestamp":1683649342465,"user_tz":-60,"elapsed":9,"user":{"displayName":"Alberto Gayá Vilar","userId":"00638857763389089716"}},"outputId":"89975f6e-5ae4-4ed5-e6a9-1a1b4ea6654d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," 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1IA418_TF22_0004.JPG54-5.88689343.746764123.641122.3523.2306:51:50280.4247.211.668335.5509120.41127.0805IA418_TF22_0004.JPG27.9100383.0809911.6228551.298284
2IA418_TF22_0005.JPG46-5.88692843.746770123.729122.9392.6106:52:01285.4253.411.666335.5513121.11927.0812IA418_TF22_0005.JPG35.0096941.9580992.0427983.064197
3IA418_TF22_0006.JPG02-5.88695743.746775123.861123.1382.6706:52:10291.2258.211.665135.5515121.19127.0815IA418_TF22_0006.JPG34.3226302.0372770.0000000.981702
4IA418_TF22_0007.JPG12-5.88699543.746780123.733123.1002.6506:52:20282.3247.411.664435.5507121.08327.0811IA418_TF22_0007.JPG34.5516512.0103590.4974240.994847
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175IA418_TF22_0181.JPG00-5.89343443.747629125.080123.8442.6507:21:01311.7282.911.655235.5508122.43027.0829IA418_TF22_0181.JPG34.5516512.0103590.0000000.000000
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180 rows × 20 columns

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