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Исследовательский анализ данных включает в себя изучение, визуализацию и обобщение данных для получения ценной информации и выявления закономерностей. Это помогает исследователям понять структуру, распределение и взаимосвязи набора данных, позволяя им выявлять выбросы, тенденции и корреляции. Это позволяет аналитикам формировать гипотезы и задавать вопросы для дальнейшего исследования, определяя направление последующего анализа данных и моделирования.

Исследовательский анализ данных включает в себя изучение, визуализацию и обобщение данных для получения ценной информации и выявления закономерностей. Это помогает исследователям понять структуру, распределение и взаимосвязи набора данных, позволяя им выявлять выбросы, тенденции и корреляции. Это позволяет аналитикам формировать гипотезы и задавать вопросы для дальнейшего исследования, определяя направление последующего анализа данных и моделирования.

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Exploratory data analysis involves exploring, visualizing, and summarizing data to gain insights and uncover patterns. It helps researchers understand a dataset's structure, distribution, and relationships, allowing them to identify outliers, trends, and correlations. It enables analysts to form hypotheses and generate questions for further investigation, guiding the direction of subsequent data analysis and modelling.

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Analiza exploratorie a datelor implică explorarea, vizualizarea și rezumarea datelor pentru a obține informații și a descoperi modele. Ajută cercetătorii să înțeleagă structura, distribuția și relațiile unui set de date, permițându-le să identifice valori aberante, tendințe și corelații. Acesta le permite analiștilor să formeze ipoteze și să genereze întrebări pentru investigații ulterioare, ghidând direcția analizei și modelării ulterioare a datelor.

Analiza exploratorie a datelor implică explorarea, vizualizarea și rezumarea datelor pentru a obține informații și a descoperi modele. Ajută cercetătorii să înțeleagă structura, distribuția și relațiile unui set de date, permițându-le să identifice valori aberante, tendințe și corelații. Acesta le permite analiștilor să formeze ipoteze și să genereze întrebări pentru investigații ulterioare, ghidând direcția analizei și modelării ulterioare a datelor.

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Exploratory data analysis involves exploring, visualizing, and summarizing data to gain insights and uncover patterns. It helps researchers understand a dataset's structure, distribution, and relationships, allowing them to identify outliers, trends, and correlations. It enables analysts to form hypotheses and generate questions for further investigation, guiding the direction of subsequent data analysis and modelling.

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ਖੋਜੀ ਡੇਟਾ ਵਿਸ਼ਲੇਸ਼ਣ ਵਿੱਚ ਸੂਝ ਪ੍ਰਾਪਤ ਕਰਨ ਅਤੇ ਪੈਟਰਨਾਂ ਨੂੰ ਉਜਾਗਰ ਕਰਨ ਲਈ ਡੇਟਾ ਦੀ ਪੜਚੋਲ, ਵਿਜ਼ੁਅਲਾਈਜ਼ਿੰਗ ਅਤੇ ਸੰਖੇਪ ਕਰਨਾ ਸ਼ਾਮਲ ਹੁੰਦਾ ਹੈ। ਇਹ ਖੋਜਕਰਤਾਵਾਂ ਨੂੰ ਡੇਟਾਸੈਟ ਦੀ ਬਣਤਰ, ਵੰਡ, ਅਤੇ ਸਬੰਧਾਂ ਨੂੰ ਸਮਝਣ ਵਿੱਚ ਮਦਦ ਕਰਦਾ ਹੈ, ਜਿਸ ਨਾਲ ਉਹਨਾਂ ਨੂੰ ਬਾਹਰਲੇ ਵਿਅਕਤੀਆਂ, ਰੁਝਾਨਾਂ ਅਤੇ ਸਬੰਧਾਂ ਦੀ ਪਛਾਣ ਕਰਨ ਦੀ ਇਜਾਜ਼ਤ ਮਿਲਦੀ ਹੈ। ਇਹ ਵਿਸ਼ਲੇਸ਼ਕਾਂ ਨੂੰ ਅਨੁਮਾਨਾਂ ਨੂੰ ਬਣਾਉਣ ਅਤੇ ਅਗਲੀ ਜਾਂਚ ਲਈ ਪ੍ਰਸ਼ਨ ਪੈਦਾ ਕਰਨ ਦੇ ਯੋਗ ਬਣਾਉਂਦਾ ਹੈ, ਬਾਅਦ ਦੇ ਡੇਟਾ ਵਿਸ਼ਲੇਸ਼ਣ ਅਤੇ ਮਾਡਲਿੰਗ ਦੀ ਦਿਸ਼ਾ ਨਿਰਦੇਸ਼ਿਤ ਕਰਦਾ ਹੈ।

ਖੋਜੀ ਡੇਟਾ ਵਿਸ਼ਲੇਸ਼ਣ ਵਿੱਚ ਸੂਝ ਪ੍ਰਾਪਤ ਕਰਨ ਅਤੇ ਪੈਟਰਨਾਂ ਨੂੰ ਉਜਾਗਰ ਕਰਨ ਲਈ ਡੇਟਾ ਦੀ ਪੜਚੋਲ, ਵਿਜ਼ੁਅਲਾਈਜ਼ਿੰਗ ਅਤੇ ਸੰਖੇਪ ਕਰਨਾ ਸ਼ਾਮਲ ਹੁੰਦਾ ਹੈ। ਇਹ ਖੋਜਕਰਤਾਵਾਂ ਨੂੰ ਡੇਟਾਸੈਟ ਦੀ ਬਣਤਰ, ਵੰਡ, ਅਤੇ ਸਬੰਧਾਂ ਨੂੰ ਸਮਝਣ ਵਿੱਚ ਮਦਦ ਕਰਦਾ ਹੈ, ਜਿਸ ਨਾਲ ਉਹਨਾਂ ਨੂੰ ਬਾਹਰਲੇ ਵਿਅਕਤੀਆਂ, ਰੁਝਾਨਾਂ ਅਤੇ ਸਬੰਧਾਂ ਦੀ ਪਛਾਣ ਕਰਨ ਦੀ ਇਜਾਜ਼ਤ ਮਿਲਦੀ ਹੈ। ਇਹ ਵਿਸ਼ਲੇਸ਼ਕਾਂ ਨੂੰ ਅਨੁਮਾਨਾਂ ਨੂੰ ਬਣਾਉਣ ਅਤੇ ਅਗਲੀ ਜਾਂਚ ਲਈ ਪ੍ਰਸ਼ਨ ਪੈਦਾ ਕਰਨ ਦੇ ਯੋਗ ਬਣਾਉਂਦਾ ਹੈ, ਬਾਅਦ ਦੇ ਡੇਟਾ ਵਿਸ਼ਲੇਸ਼ਣ ਅਤੇ ਮਾਡਲਿੰਗ ਦੀ ਦਿਸ਼ਾ ਨਿਰਦੇਸ਼ਿਤ ਕਰਦਾ ਹੈ।

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Exploratory data analysis involves exploring, visualizing, and summarizing data to gain insights and uncover patterns. It helps researchers understand a dataset's structure, distribution, and relationships, allowing them to identify outliers, trends, and correlations. It enables analysts to form hypotheses and generate questions for further investigation, guiding the direction of subsequent data analysis and modelling.

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A análise exploratória de dados envolve explorar, visualizar e resumir dados para obter insights e descobrir padrões. Ajuda os pesquisadores a compreender a estrutura, distribuição e relacionamentos de um conjunto de dados, permitindo-lhes identificar valores discrepantes, tendências e correlações. Ele permite que os analistas formem hipóteses e gerem questões para investigação adicional, orientando a direção da análise e modelagem de dados subsequentes.

A análise exploratória de dados envolve explorar, visualizar e resumir dados para obter insights e descobrir padrões. Ajuda os pesquisadores a compreender a estrutura, distribuição e relacionamentos de um conjunto de dados, permitindo-lhes identificar valores discrepantes, tendências e correlações. Ele permite que os analistas formem hipóteses e gerem questões para investigação adicional, orientando a direção da análise e modelagem de dados subsequentes.

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Exploratory data analysis involves exploring, visualizing, and summarizing data to gain insights and uncover patterns. It helps researchers understand a dataset's structure, distribution, and relationships, allowing them to identify outliers, trends, and correlations. It enables analysts to form hypotheses and generate questions for further investigation, guiding the direction of subsequent data analysis and modelling.

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Eksploracyjna analiza danych obejmuje eksplorację, wizualizację i podsumowywanie danych w celu uzyskania wniosków i odkrycia wzorców. Pomaga badaczom zrozumieć strukturę, rozkład i relacje zbioru danych, umożliwiając im identyfikację wartości odstających, trendów i korelacji. Umożliwia analitykom formułowanie hipotez i generowanie pytań do dalszych badań, wyznaczając kierunek późniejszej analizy danych i modelowania.

Eksploracyjna analiza danych obejmuje eksplorację, wizualizację i podsumowywanie danych w celu uzyskania wniosków i odkrycia wzorców. Pomaga badaczom zrozumieć strukturę, rozkład i relacje zbioru danych, umożliwiając im identyfikację wartości odstających, trendów i korelacji. Umożliwia analitykom formułowanie hipotez i generowanie pytań do dalszych badań, wyznaczając kierunek późniejszej analizy danych i modelowania.

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Exploratory data analysis involves exploring, visualizing, and summarizing data to gain insights and uncover patterns. It helps researchers understand a dataset's structure, distribution, and relationships, allowing them to identify outliers, trends, and correlations. It enables analysts to form hypotheses and generate questions for further investigation, guiding the direction of subsequent data analysis and modelling.

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